diff --git a/ComfyUI/.ci/update_windows/update.py b/ComfyUI/.ci/update_windows/update.py
new file mode 100644
index 0000000000000000000000000000000000000000..127247b2fc06976c899f6459ce4d4fc2f5850eda
--- /dev/null
+++ b/ComfyUI/.ci/update_windows/update.py
@@ -0,0 +1,110 @@
+import pygit2
+from datetime import datetime
+import sys
+import os
+import shutil
+import filecmp
+
+def pull(repo, remote_name='origin', branch='master'):
+ for remote in repo.remotes:
+ if remote.name == remote_name:
+ remote.fetch()
+ remote_master_id = repo.lookup_reference('refs/remotes/origin/%s' % (branch)).target
+ merge_result, _ = repo.merge_analysis(remote_master_id)
+ # Up to date, do nothing
+ if merge_result & pygit2.GIT_MERGE_ANALYSIS_UP_TO_DATE:
+ return
+ # We can just fastforward
+ elif merge_result & pygit2.GIT_MERGE_ANALYSIS_FASTFORWARD:
+ repo.checkout_tree(repo.get(remote_master_id))
+ try:
+ master_ref = repo.lookup_reference('refs/heads/%s' % (branch))
+ master_ref.set_target(remote_master_id)
+ except KeyError:
+ repo.create_branch(branch, repo.get(remote_master_id))
+ repo.head.set_target(remote_master_id)
+ elif merge_result & pygit2.GIT_MERGE_ANALYSIS_NORMAL:
+ repo.merge(remote_master_id)
+
+ if repo.index.conflicts is not None:
+ for conflict in repo.index.conflicts:
+ print('Conflicts found in:', conflict[0].path)
+ raise AssertionError('Conflicts, ahhhhh!!')
+
+ user = repo.default_signature
+ tree = repo.index.write_tree()
+ commit = repo.create_commit('HEAD',
+ user,
+ user,
+ 'Merge!',
+ tree,
+ [repo.head.target, remote_master_id])
+ # We need to do this or git CLI will think we are still merging.
+ repo.state_cleanup()
+ else:
+ raise AssertionError('Unknown merge analysis result')
+
+pygit2.option(pygit2.GIT_OPT_SET_OWNER_VALIDATION, 0)
+repo_path = str(sys.argv[1])
+repo = pygit2.Repository(repo_path)
+ident = pygit2.Signature('comfyui', 'comfy@ui')
+try:
+ print("stashing current changes")
+ repo.stash(ident)
+except KeyError:
+ print("nothing to stash")
+backup_branch_name = 'backup_branch_{}'.format(datetime.today().strftime('%Y-%m-%d_%H_%M_%S'))
+print("creating backup branch: {}".format(backup_branch_name))
+try:
+ repo.branches.local.create(backup_branch_name, repo.head.peel())
+except:
+ pass
+
+print("checking out master branch")
+branch = repo.lookup_branch('master')
+ref = repo.lookup_reference(branch.name)
+repo.checkout(ref)
+
+print("pulling latest changes")
+pull(repo)
+
+print("Done!")
+
+self_update = True
+if len(sys.argv) > 2:
+ self_update = '--skip_self_update' not in sys.argv
+
+update_py_path = os.path.realpath(__file__)
+repo_update_py_path = os.path.join(repo_path, ".ci/update_windows/update.py")
+
+cur_path = os.path.dirname(update_py_path)
+
+
+req_path = os.path.join(cur_path, "current_requirements.txt")
+repo_req_path = os.path.join(repo_path, "requirements.txt")
+
+
+def files_equal(file1, file2):
+ try:
+ return filecmp.cmp(file1, file2, shallow=False)
+ except:
+ return False
+
+def file_size(f):
+ try:
+ return os.path.getsize(f)
+ except:
+ return 0
+
+
+if self_update and not files_equal(update_py_path, repo_update_py_path) and file_size(repo_update_py_path) > 10:
+ shutil.copy(repo_update_py_path, os.path.join(cur_path, "update_new.py"))
+ exit()
+
+if not os.path.exists(req_path) or not files_equal(repo_req_path, req_path):
+ import subprocess
+ try:
+ subprocess.check_call([sys.executable, '-s', '-m', 'pip', 'install', '-r', repo_req_path])
+ shutil.copy(repo_req_path, req_path)
+ except:
+ pass
diff --git a/ComfyUI/.ci/update_windows/update_comfyui.bat b/ComfyUI/.ci/update_windows/update_comfyui.bat
new file mode 100644
index 0000000000000000000000000000000000000000..bb08c0de0c7bfcf7cdecfda45edc72805bc3adea
--- /dev/null
+++ b/ComfyUI/.ci/update_windows/update_comfyui.bat
@@ -0,0 +1,8 @@
+@echo off
+..\python_embeded\python.exe .\update.py ..\ComfyUI\
+if exist update_new.py (
+ move /y update_new.py update.py
+ echo Running updater again since it got updated.
+ ..\python_embeded\python.exe .\update.py ..\ComfyUI\ --skip_self_update
+)
+if "%~1"=="" pause
diff --git a/ComfyUI/.ci/windows_base_files/README_VERY_IMPORTANT.txt b/ComfyUI/.ci/windows_base_files/README_VERY_IMPORTANT.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0216658deffe8a7adbf11eec602a6ec2e373be2c
--- /dev/null
+++ b/ComfyUI/.ci/windows_base_files/README_VERY_IMPORTANT.txt
@@ -0,0 +1,31 @@
+HOW TO RUN:
+
+if you have a NVIDIA gpu:
+
+run_nvidia_gpu.bat
+
+
+
+To run it in slow CPU mode:
+
+run_cpu.bat
+
+
+
+IF YOU GET A RED ERROR IN THE UI MAKE SURE YOU HAVE A MODEL/CHECKPOINT IN: ComfyUI\models\checkpoints
+
+You can download the stable diffusion 1.5 one from: https://huggingface.co/runwayml/stable-diffusion-v1-5/blob/main/v1-5-pruned-emaonly.ckpt
+
+
+RECOMMENDED WAY TO UPDATE:
+To update the ComfyUI code: update\update_comfyui.bat
+
+
+
+To update ComfyUI with the python dependencies, note that you should ONLY run this if you have issues with python dependencies.
+update\update_comfyui_and_python_dependencies.bat
+
+
+TO SHARE MODELS BETWEEN COMFYUI AND ANOTHER UI:
+In the ComfyUI directory you will find a file: extra_model_paths.yaml.example
+Rename this file to: extra_model_paths.yaml and edit it with your favorite text editor.
diff --git a/ComfyUI/.ci/windows_base_files/run_cpu.bat b/ComfyUI/.ci/windows_base_files/run_cpu.bat
new file mode 100644
index 0000000000000000000000000000000000000000..c3ba4172161a996b0187dd981286c521bcc65846
--- /dev/null
+++ b/ComfyUI/.ci/windows_base_files/run_cpu.bat
@@ -0,0 +1,2 @@
+.\python_embeded\python.exe -s ComfyUI\main.py --cpu --windows-standalone-build
+pause
diff --git a/ComfyUI/.ci/windows_base_files/run_nvidia_gpu.bat b/ComfyUI/.ci/windows_base_files/run_nvidia_gpu.bat
new file mode 100644
index 0000000000000000000000000000000000000000..274d7c9486e0ee182ef8fbe16d34ca95e05e90ec
--- /dev/null
+++ b/ComfyUI/.ci/windows_base_files/run_nvidia_gpu.bat
@@ -0,0 +1,2 @@
+.\python_embeded\python.exe -s ComfyUI\main.py --windows-standalone-build
+pause
diff --git a/ComfyUI/.github/ISSUE_TEMPLATE/bug-report.yml b/ComfyUI/.github/ISSUE_TEMPLATE/bug-report.yml
new file mode 100644
index 0000000000000000000000000000000000000000..f1c647c148c13fe5ed9dbacfbd3fe152ffd9578c
--- /dev/null
+++ b/ComfyUI/.github/ISSUE_TEMPLATE/bug-report.yml
@@ -0,0 +1,45 @@
+name: Bug Report
+description: "Something is broken inside of ComfyUI. (Do not use this if you're just having issues and need help, or if the issue relates to a custom node)"
+labels: [ "Potential Bug" ]
+body:
+ - type: markdown
+ attributes:
+ value: |
+ Before submitting a **Bug Report**, please ensure the following:
+
+ **1:** You are running the latest version of ComfyUI.
+ **2:** You have looked at the existing bug reports and made sure this isn't already reported.
+ **3:** This is an actual bug in ComfyUI, not just a support question and not caused by an custom node. A bug is when you can specify exact steps to replicate what went wrong and others will be able to repeat your steps and see the same issue happen.
+
+ If unsure, ask on the [ComfyUI Matrix Space](https://app.element.io/#/room/%23comfyui_space%3Amatrix.org) or the [Comfy Org Discord](https://discord.gg/comfyorg) first.
+ - type: textarea
+ attributes:
+ label: Expected Behavior
+ description: "What you expected to happen."
+ validations:
+ required: true
+ - type: textarea
+ attributes:
+ label: Actual Behavior
+ description: "What actually happened. Please include a screenshot of the issue if possible."
+ validations:
+ required: true
+ - type: textarea
+ attributes:
+ label: Steps to Reproduce
+ description: "Describe how to reproduce the issue. Please be sure to attach a workflow JSON or PNG, ideally one that doesn't require custom nodes to test. If the bug open happens when certain custom nodes are used, most likely that custom node is what has the bug rather than ComfyUI, in which case it should be reported to the node's author."
+ validations:
+ required: true
+ - type: textarea
+ attributes:
+ label: Debug Logs
+ description: "Please copy the output from your terminal logs here."
+ render: powershell
+ validations:
+ required: true
+ - type: textarea
+ attributes:
+ label: Other
+ description: "Any other additional information you think might be helpful."
+ validations:
+ required: false
diff --git a/ComfyUI/.github/ISSUE_TEMPLATE/config.yml b/ComfyUI/.github/ISSUE_TEMPLATE/config.yml
new file mode 100644
index 0000000000000000000000000000000000000000..1b92829f4a096f60f533ef07ca022250ae0964e2
--- /dev/null
+++ b/ComfyUI/.github/ISSUE_TEMPLATE/config.yml
@@ -0,0 +1,8 @@
+blank_issues_enabled: true
+contact_links:
+ - name: ComfyUI Matrix Space
+ url: https://app.element.io/#/room/%23comfyui_space%3Amatrix.org
+ about: The ComfyUI Matrix Space is available for support and general discussion related to ComfyUI (Matrix is like Discord but open source).
+ - name: Comfy Org Discord
+ url: https://discord.gg/comfyorg
+ about: The Comfy Org Discord is available for support and general discussion related to ComfyUI.
diff --git a/ComfyUI/.github/ISSUE_TEMPLATE/feature-request.yml b/ComfyUI/.github/ISSUE_TEMPLATE/feature-request.yml
new file mode 100644
index 0000000000000000000000000000000000000000..83b53ae37a584460e74526fd21bff290259d7430
--- /dev/null
+++ b/ComfyUI/.github/ISSUE_TEMPLATE/feature-request.yml
@@ -0,0 +1,32 @@
+name: Feature Request
+description: "You have an idea for something new you would like to see added to ComfyUI's core."
+labels: [ "Feature" ]
+body:
+ - type: markdown
+ attributes:
+ value: |
+ Before submitting a **Feature Request**, please ensure the following:
+
+ **1:** You are running the latest version of ComfyUI.
+ **2:** You have looked to make sure there is not already a feature that does what you need, and there is not already a Feature Request listed for the same idea.
+ **3:** This is something that makes sense to add to ComfyUI Core, and wouldn't make more sense as a custom node.
+
+ If unsure, ask on the [ComfyUI Matrix Space](https://app.element.io/#/room/%23comfyui_space%3Amatrix.org) or the [Comfy Org Discord](https://discord.gg/comfyorg) first.
+ - type: textarea
+ attributes:
+ label: Feature Idea
+ description: "Describe the feature you want to see."
+ validations:
+ required: true
+ - type: textarea
+ attributes:
+ label: Existing Solutions
+ description: "Please search through available custom nodes / extensions to see if there are existing custom solutions for this. If so, please link the options you found here as a reference."
+ validations:
+ required: false
+ - type: textarea
+ attributes:
+ label: Other
+ description: "Any other additional information you think might be helpful."
+ validations:
+ required: false
diff --git a/ComfyUI/.github/ISSUE_TEMPLATE/user-support.yml b/ComfyUI/.github/ISSUE_TEMPLATE/user-support.yml
new file mode 100644
index 0000000000000000000000000000000000000000..6733712379dccd1fb7c49d027987f9807f983501
--- /dev/null
+++ b/ComfyUI/.github/ISSUE_TEMPLATE/user-support.yml
@@ -0,0 +1,32 @@
+name: User Support
+description: "Use this if you need help with something, or you're experiencing an issue."
+labels: [ "User Support" ]
+body:
+ - type: markdown
+ attributes:
+ value: |
+ Before submitting a **User Report** issue, please ensure the following:
+
+ **1:** You are running the latest version of ComfyUI.
+ **2:** You have made an effort to find public answers to your question before asking here. In other words, you googled it first, and scrolled through recent help topics.
+
+ If unsure, ask on the [ComfyUI Matrix Space](https://app.element.io/#/room/%23comfyui_space%3Amatrix.org) or the [Comfy Org Discord](https://discord.gg/comfyorg) first.
+ - type: textarea
+ attributes:
+ label: Your question
+ description: "Post your question here. Please be as detailed as possible."
+ validations:
+ required: true
+ - type: textarea
+ attributes:
+ label: Logs
+ description: "If your question relates to an issue you're experiencing, please go to `Server` -> `Logs` -> potentially set `View Type` to `Debug` as well, then copypaste all the text into here."
+ render: powershell
+ validations:
+ required: false
+ - type: textarea
+ attributes:
+ label: Other
+ description: "Any other additional information you think might be helpful."
+ validations:
+ required: false
diff --git a/ComfyUI/.github/workflows/test-browser.yml b/ComfyUI/.github/workflows/test-browser.yml
new file mode 100644
index 0000000000000000000000000000000000000000..58827d3eb32111cd3fbf4a67e5f4df771317d492
--- /dev/null
+++ b/ComfyUI/.github/workflows/test-browser.yml
@@ -0,0 +1,63 @@
+# This is a temporary action during frontend TS migration.
+# This file should be removed after TS migration is completed.
+# The browser test is here to ensure TS repo is working the same way as the
+# current JS code.
+# If you are adding UI feature, please sync your changes to the TS repo:
+# huchenlei/ComfyUI_frontend and update test expectation files accordingly.
+name: Playwright Browser Tests CI
+
+on:
+ push:
+ branches: [ main, master ]
+ pull_request:
+ branches: [ main, master ]
+
+jobs:
+ test:
+ runs-on: ubuntu-latest
+ steps:
+ - name: Checkout ComfyUI
+ uses: actions/checkout@v4
+ with:
+ repository: "comfyanonymous/ComfyUI"
+ path: "ComfyUI"
+ - name: Checkout ComfyUI_frontend
+ uses: actions/checkout@v4
+ with:
+ repository: "huchenlei/ComfyUI_frontend"
+ path: "ComfyUI_frontend"
+ ref: "fcc54d803e5b6a9b08a462a1d94899318c96dcbb"
+ - uses: actions/setup-node@v3
+ with:
+ node-version: lts/*
+ - uses: actions/setup-python@v4
+ with:
+ python-version: '3.10'
+ - name: Install requirements
+ run: |
+ python -m pip install --upgrade pip
+ pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
+ pip install -r requirements.txt
+ pip install wait-for-it
+ working-directory: ComfyUI
+ - name: Start ComfyUI server
+ run: |
+ python main.py --cpu &
+ wait-for-it --service 127.0.0.1:8188 -t 600
+ working-directory: ComfyUI
+ - name: Install ComfyUI_frontend dependencies
+ run: |
+ npm ci
+ working-directory: ComfyUI_frontend
+ - name: Install Playwright Browsers
+ run: npx playwright install --with-deps
+ working-directory: ComfyUI_frontend
+ - name: Run Playwright tests
+ run: npx playwright test
+ working-directory: ComfyUI_frontend
+ - uses: actions/upload-artifact@v4
+ if: always()
+ with:
+ name: playwright-report
+ path: ComfyUI_frontend/playwright-report/
+ retention-days: 30
diff --git a/ComfyUI/.github/workflows/test-build.yml b/ComfyUI/.github/workflows/test-build.yml
new file mode 100644
index 0000000000000000000000000000000000000000..9aa705d064320f38cb1f7ae84669e7ad571ef1a0
--- /dev/null
+++ b/ComfyUI/.github/workflows/test-build.yml
@@ -0,0 +1,31 @@
+name: Build package
+
+#
+# This workflow is a test of the python package build.
+# Install Python dependencies across different Python versions.
+#
+
+on:
+ push:
+ paths:
+ - "requirements.txt"
+ - ".github/workflows/test-build.yml"
+
+jobs:
+ build:
+ name: Build Test
+ runs-on: ubuntu-latest
+ strategy:
+ fail-fast: false
+ matrix:
+ python-version: ["3.8", "3.9", "3.10", "3.11"]
+ steps:
+ - uses: actions/checkout@v4
+ - name: Set up Python ${{ matrix.python-version }}
+ uses: actions/setup-python@v4
+ with:
+ python-version: ${{ matrix.python-version }}
+ - name: Install dependencies
+ run: |
+ python -m pip install --upgrade pip
+ pip install -r requirements.txt
\ No newline at end of file
diff --git a/ComfyUI/.github/workflows/test-ui.yaml b/ComfyUI/.github/workflows/test-ui.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d5f4dbfd41b71bac3c5ec3b222c6a7d506d09a72
--- /dev/null
+++ b/ComfyUI/.github/workflows/test-ui.yaml
@@ -0,0 +1,26 @@
+name: Tests CI
+
+on: [push, pull_request]
+
+jobs:
+ test:
+ runs-on: ubuntu-latest
+ steps:
+ - uses: actions/checkout@v4
+ - uses: actions/setup-node@v3
+ with:
+ node-version: 18
+ - uses: actions/setup-python@v4
+ with:
+ python-version: '3.10'
+ - name: Install requirements
+ run: |
+ python -m pip install --upgrade pip
+ pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
+ pip install -r requirements.txt
+ - name: Run Tests
+ run: |
+ npm ci
+ npm run test:generate
+ npm test -- --verbose
+ working-directory: ./tests-ui
diff --git a/ComfyUI/.github/workflows/windows_release_dependencies.yml b/ComfyUI/.github/workflows/windows_release_dependencies.yml
new file mode 100644
index 0000000000000000000000000000000000000000..3630b59c23d9da03dedb24b7be14f796d8a647f1
--- /dev/null
+++ b/ComfyUI/.github/workflows/windows_release_dependencies.yml
@@ -0,0 +1,66 @@
+name: "Windows Release dependencies"
+
+on:
+ workflow_dispatch:
+ inputs:
+ xformers:
+ description: 'xformers version'
+ required: false
+ type: string
+ default: ""
+ cu:
+ description: 'cuda version'
+ required: true
+ type: string
+ default: "121"
+
+ python_minor:
+ description: 'python minor version'
+ required: true
+ type: string
+ default: "11"
+
+ python_patch:
+ description: 'python patch version'
+ required: true
+ type: string
+ default: "8"
+# push:
+# branches:
+# - master
+
+jobs:
+ build_dependencies:
+ runs-on: windows-latest
+ steps:
+ - uses: actions/checkout@v3
+ - uses: actions/setup-python@v4
+ with:
+ python-version: 3.${{ inputs.python_minor }}.${{ inputs.python_patch }}
+
+ - shell: bash
+ run: |
+ echo "@echo off
+ call update_comfyui.bat nopause
+ echo -
+ echo This will try to update pytorch and all python dependencies.
+ echo -
+ echo If you just want to update normally, close this and run update_comfyui.bat instead.
+ echo -
+ pause
+ ..\python_embeded\python.exe -s -m pip install --upgrade torch torchvision torchaudio ${{ inputs.xformers }} --extra-index-url https://download.pytorch.org/whl/cu${{ inputs.cu }} -r ../ComfyUI/requirements.txt pygit2
+ pause" > update_comfyui_and_python_dependencies.bat
+
+ python -m pip wheel --no-cache-dir torch torchvision torchaudio ${{ inputs.xformers }} --extra-index-url https://download.pytorch.org/whl/cu${{ inputs.cu }} -r requirements.txt pygit2 -w ./temp_wheel_dir
+ python -m pip install --no-cache-dir ./temp_wheel_dir/*
+ echo installed basic
+ ls -lah temp_wheel_dir
+ mv temp_wheel_dir cu${{ inputs.cu }}_python_deps
+ tar cf cu${{ inputs.cu }}_python_deps.tar cu${{ inputs.cu }}_python_deps
+
+ - uses: actions/cache/save@v3
+ with:
+ path: |
+ cu${{ inputs.cu }}_python_deps.tar
+ update_comfyui_and_python_dependencies.bat
+ key: ${{ runner.os }}-build-cu${{ inputs.cu }}-${{ inputs.python_minor }}
diff --git a/ComfyUI/.github/workflows/windows_release_nightly_pytorch.yml b/ComfyUI/.github/workflows/windows_release_nightly_pytorch.yml
new file mode 100644
index 0000000000000000000000000000000000000000..85ce4b14f3148f094341a3475c83e9f0671d5552
--- /dev/null
+++ b/ComfyUI/.github/workflows/windows_release_nightly_pytorch.yml
@@ -0,0 +1,90 @@
+name: "Windows Release Nightly pytorch"
+
+on:
+ workflow_dispatch:
+ inputs:
+ cu:
+ description: 'cuda version'
+ required: true
+ type: string
+ default: "124"
+
+ python_minor:
+ description: 'python minor version'
+ required: true
+ type: string
+ default: "12"
+
+ python_patch:
+ description: 'python patch version'
+ required: true
+ type: string
+ default: "3"
+# push:
+# branches:
+# - master
+
+jobs:
+ build:
+ permissions:
+ contents: "write"
+ packages: "write"
+ pull-requests: "read"
+ runs-on: windows-latest
+ steps:
+ - uses: actions/checkout@v3
+ with:
+ fetch-depth: 0
+ persist-credentials: false
+ - uses: actions/setup-python@v4
+ with:
+ python-version: 3.${{ inputs.python_minor }}.${{ inputs.python_patch }}
+ - shell: bash
+ run: |
+ cd ..
+ cp -r ComfyUI ComfyUI_copy
+ curl https://www.python.org/ftp/python/3.${{ inputs.python_minor }}.${{ inputs.python_patch }}/python-3.${{ inputs.python_minor }}.${{ inputs.python_patch }}-embed-amd64.zip -o python_embeded.zip
+ unzip python_embeded.zip -d python_embeded
+ cd python_embeded
+ echo 'import site' >> ./python3${{ inputs.python_minor }}._pth
+ curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+ ./python.exe get-pip.py
+ python -m pip wheel torch torchvision torchaudio mpmath==1.3.0 numpy==1.26.4 --pre --extra-index-url https://download.pytorch.org/whl/nightly/cu${{ inputs.cu }} -r ../ComfyUI/requirements.txt pygit2 -w ../temp_wheel_dir
+ ls ../temp_wheel_dir
+ ./python.exe -s -m pip install --pre ../temp_wheel_dir/*
+ sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
+ cd ..
+
+ git clone https://github.com/comfyanonymous/taesd
+ cp taesd/*.pth ./ComfyUI_copy/models/vae_approx/
+
+ mkdir ComfyUI_windows_portable_nightly_pytorch
+ mv python_embeded ComfyUI_windows_portable_nightly_pytorch
+ mv ComfyUI_copy ComfyUI_windows_portable_nightly_pytorch/ComfyUI
+
+ cd ComfyUI_windows_portable_nightly_pytorch
+
+ mkdir update
+ cp -r ComfyUI/.ci/update_windows/* ./update/
+ cp -r ComfyUI/.ci/windows_base_files/* ./
+
+ echo "call update_comfyui.bat nopause
+ ..\python_embeded\python.exe -s -m pip install --upgrade --pre torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/nightly/cu${{ inputs.cu }} -r ../ComfyUI/requirements.txt pygit2
+ pause" > ./update/update_comfyui_and_python_dependencies.bat
+ cd ..
+
+ "C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable_nightly_pytorch.7z ComfyUI_windows_portable_nightly_pytorch
+ mv ComfyUI_windows_portable_nightly_pytorch.7z ComfyUI/ComfyUI_windows_portable_nvidia_or_cpu_nightly_pytorch.7z
+
+ cd ComfyUI_windows_portable_nightly_pytorch
+ python_embeded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
+
+ ls
+
+ - name: Upload binaries to release
+ uses: svenstaro/upload-release-action@v2
+ with:
+ repo_token: ${{ secrets.GITHUB_TOKEN }}
+ file: ComfyUI_windows_portable_nvidia_or_cpu_nightly_pytorch.7z
+ tag: "latest"
+ overwrite: true
diff --git a/ComfyUI/.github/workflows/windows_release_package.yml b/ComfyUI/.github/workflows/windows_release_package.yml
new file mode 100644
index 0000000000000000000000000000000000000000..4a2b659bc53bb364a1c21a65588be444bd2e081e
--- /dev/null
+++ b/ComfyUI/.github/workflows/windows_release_package.yml
@@ -0,0 +1,100 @@
+name: "Windows Release packaging"
+
+on:
+ workflow_dispatch:
+ inputs:
+ cu:
+ description: 'cuda version'
+ required: true
+ type: string
+ default: "121"
+
+ python_minor:
+ description: 'python minor version'
+ required: true
+ type: string
+ default: "11"
+
+ python_patch:
+ description: 'python patch version'
+ required: true
+ type: string
+ default: "8"
+# push:
+# branches:
+# - master
+
+jobs:
+ package_comfyui:
+ permissions:
+ contents: "write"
+ packages: "write"
+ pull-requests: "read"
+ runs-on: windows-latest
+ steps:
+ - uses: actions/cache/restore@v3
+ id: cache
+ with:
+ path: |
+ cu${{ inputs.cu }}_python_deps.tar
+ update_comfyui_and_python_dependencies.bat
+ key: ${{ runner.os }}-build-cu${{ inputs.cu }}-${{ inputs.python_minor }}
+ - shell: bash
+ run: |
+ mv cu${{ inputs.cu }}_python_deps.tar ../
+ mv update_comfyui_and_python_dependencies.bat ../
+ cd ..
+ tar xf cu${{ inputs.cu }}_python_deps.tar
+ pwd
+ ls
+
+ - uses: actions/checkout@v3
+ with:
+ fetch-depth: 0
+ persist-credentials: false
+ - shell: bash
+ run: |
+ cd ..
+ cp -r ComfyUI ComfyUI_copy
+ curl https://www.python.org/ftp/python/3.${{ inputs.python_minor }}.${{ inputs.python_patch }}/python-3.${{ inputs.python_minor }}.${{ inputs.python_patch }}-embed-amd64.zip -o python_embeded.zip
+ unzip python_embeded.zip -d python_embeded
+ cd python_embeded
+ echo 'import site' >> ./python3${{ inputs.python_minor }}._pth
+ curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+ ./python.exe get-pip.py
+ ./python.exe -s -m pip install ../cu${{ inputs.cu }}_python_deps/*
+ sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
+ cd ..
+
+ git clone https://github.com/comfyanonymous/taesd
+ cp taesd/*.pth ./ComfyUI_copy/models/vae_approx/
+
+ mkdir ComfyUI_windows_portable
+ mv python_embeded ComfyUI_windows_portable
+ mv ComfyUI_copy ComfyUI_windows_portable/ComfyUI
+
+ cd ComfyUI_windows_portable
+
+ mkdir update
+ cp -r ComfyUI/.ci/update_windows/* ./update/
+ cp -r ComfyUI/.ci/windows_base_files/* ./
+ cp ../update_comfyui_and_python_dependencies.bat ./update/
+
+ cd ..
+
+ "C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
+ mv ComfyUI_windows_portable.7z ComfyUI/new_ComfyUI_windows_portable_nvidia_cu${{ inputs.cu }}_or_cpu.7z
+
+ cd ComfyUI_windows_portable
+ python_embeded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
+
+ ls
+
+ - name: Upload binaries to release
+ uses: svenstaro/upload-release-action@v2
+ with:
+ repo_token: ${{ secrets.GITHUB_TOKEN }}
+ file: new_ComfyUI_windows_portable_nvidia_cu${{ inputs.cu }}_or_cpu.7z
+ tag: "latest"
+ overwrite: true
+
diff --git a/ComfyUI/.gitignore b/ComfyUI/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..c8c2e91f0176d73a7f260dce6f4ede3ee2ee759f
--- /dev/null
+++ b/ComfyUI/.gitignore
@@ -0,0 +1,20 @@
+__pycache__/
+*.py[cod]
+/output/
+/input/
+!/input/example.png
+/models/
+/temp/
+/custom_nodes/
+!custom_nodes/example_node.py.example
+extra_model_paths.yaml
+/.vs
+.vscode/
+.idea/
+venv/
+/web/extensions/*
+!/web/extensions/logging.js.example
+!/web/extensions/core/
+/tests-ui/data/object_info.json
+/user/
+*.log
\ No newline at end of file
diff --git a/ComfyUI/CODEOWNERS b/ComfyUI/CODEOWNERS
new file mode 100644
index 0000000000000000000000000000000000000000..3830785e8aa0dce08812b5af6c5ea88ea448f2f7
--- /dev/null
+++ b/ComfyUI/CODEOWNERS
@@ -0,0 +1 @@
+* @comfyanonymous
diff --git a/ComfyUI/LICENSE b/ComfyUI/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..3877ae0a7ff6f94ac222fd704e112723db776114
--- /dev/null
+++ b/ComfyUI/LICENSE
@@ -0,0 +1,674 @@
+ GNU GENERAL PUBLIC LICENSE
+ Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc.
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+ Preamble
+
+ The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+ The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works. By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users. We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors. You can apply it to
+your programs, too.
+
+ When we speak of free software, we are referring to freedom, not
+price. Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+ To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights. Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+ For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received. You must make sure that they, too, receive
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+know their rights.
+
+ Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+ For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software. For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+ Some devices are designed to deny users access to install or run
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+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+ Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
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+avoid the special danger that patents applied to a free program could
+make it effectively proprietary. To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+ The precise terms and conditions for copying, distribution and
+modification follow.
+
+ TERMS AND CONDITIONS
+
+ 0. Definitions.
+
+ "This License" refers to version 3 of the GNU General Public License.
+
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+on the Program.
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+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
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+ To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies. Mere interaction with a user through
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+Also add information on how to contact you by electronic and paper mail.
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+Public License instead of this License. But first, please read
+.
diff --git a/ComfyUI/README.md b/ComfyUI/README.md
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+ComfyUI
+=======
+The most powerful and modular stable diffusion GUI and backend.
+-----------
+![ComfyUI Screenshot](comfyui_screenshot.png)
+
+This ui will let you design and execute advanced stable diffusion pipelines using a graph/nodes/flowchart based interface. For some workflow examples and see what ComfyUI can do you can check out:
+### [ComfyUI Examples](https://comfyanonymous.github.io/ComfyUI_examples/)
+
+### [Installing ComfyUI](#installing)
+
+## Features
+- Nodes/graph/flowchart interface to experiment and create complex Stable Diffusion workflows without needing to code anything.
+- Fully supports SD1.x, SD2.x, [SDXL](https://comfyanonymous.github.io/ComfyUI_examples/sdxl/), [Stable Video Diffusion](https://comfyanonymous.github.io/ComfyUI_examples/video/), [Stable Cascade](https://comfyanonymous.github.io/ComfyUI_examples/stable_cascade/) and [SD3](https://comfyanonymous.github.io/ComfyUI_examples/sd3/)
+- Asynchronous Queue system
+- Many optimizations: Only re-executes the parts of the workflow that changes between executions.
+- Command line option: ```--lowvram``` to make it work on GPUs with less than 3GB vram (enabled automatically on GPUs with low vram)
+- Works even if you don't have a GPU with: ```--cpu``` (slow)
+- Can load ckpt, safetensors and diffusers models/checkpoints. Standalone VAEs and CLIP models.
+- Embeddings/Textual inversion
+- [Loras (regular, locon and loha)](https://comfyanonymous.github.io/ComfyUI_examples/lora/)
+- [Hypernetworks](https://comfyanonymous.github.io/ComfyUI_examples/hypernetworks/)
+- Loading full workflows (with seeds) from generated PNG files.
+- Saving/Loading workflows as Json files.
+- Nodes interface can be used to create complex workflows like one for [Hires fix](https://comfyanonymous.github.io/ComfyUI_examples/2_pass_txt2img/) or much more advanced ones.
+- [Area Composition](https://comfyanonymous.github.io/ComfyUI_examples/area_composition/)
+- [Inpainting](https://comfyanonymous.github.io/ComfyUI_examples/inpaint/) with both regular and inpainting models.
+- [ControlNet and T2I-Adapter](https://comfyanonymous.github.io/ComfyUI_examples/controlnet/)
+- [Upscale Models (ESRGAN, ESRGAN variants, SwinIR, Swin2SR, etc...)](https://comfyanonymous.github.io/ComfyUI_examples/upscale_models/)
+- [unCLIP Models](https://comfyanonymous.github.io/ComfyUI_examples/unclip/)
+- [GLIGEN](https://comfyanonymous.github.io/ComfyUI_examples/gligen/)
+- [Model Merging](https://comfyanonymous.github.io/ComfyUI_examples/model_merging/)
+- [LCM models and Loras](https://comfyanonymous.github.io/ComfyUI_examples/lcm/)
+- [SDXL Turbo](https://comfyanonymous.github.io/ComfyUI_examples/sdturbo/)
+- Latent previews with [TAESD](#how-to-show-high-quality-previews)
+- Starts up very fast.
+- Works fully offline: will never download anything.
+- [Config file](extra_model_paths.yaml.example) to set the search paths for models.
+
+Workflow examples can be found on the [Examples page](https://comfyanonymous.github.io/ComfyUI_examples/)
+
+## Shortcuts
+
+| Keybind | Explanation |
+|------------------------------------|--------------------------------------------------------------------------------------------------------------------|
+| Ctrl + Enter | Queue up current graph for generation |
+| Ctrl + Shift + Enter | Queue up current graph as first for generation |
+| Ctrl + Z/Ctrl + Y | Undo/Redo |
+| Ctrl + S | Save workflow |
+| Ctrl + O | Load workflow |
+| Ctrl + A | Select all nodes |
+| Alt + C | Collapse/uncollapse selected nodes |
+| Ctrl + M | Mute/unmute selected nodes |
+| Ctrl + B | Bypass selected nodes (acts like the node was removed from the graph and the wires reconnected through) |
+| Delete/Backspace | Delete selected nodes |
+| Ctrl + Backspace | Delete the current graph |
+| Space | Move the canvas around when held and moving the cursor |
+| Ctrl/Shift + Click | Add clicked node to selection |
+| Ctrl + C/Ctrl + V | Copy and paste selected nodes (without maintaining connections to outputs of unselected nodes) |
+| Ctrl + C/Ctrl + Shift + V | Copy and paste selected nodes (maintaining connections from outputs of unselected nodes to inputs of pasted nodes) |
+| Shift + Drag | Move multiple selected nodes at the same time |
+| Ctrl + D | Load default graph |
+| Alt + `+` | Canvas Zoom in |
+| Alt + `-` | Canvas Zoom out |
+| Ctrl + Shift + LMB + Vertical drag | Canvas Zoom in/out |
+| Q | Toggle visibility of the queue |
+| H | Toggle visibility of history |
+| R | Refresh graph |
+| Double-Click LMB | Open node quick search palette |
+
+Ctrl can also be replaced with Cmd instead for macOS users
+
+# Installing
+
+## Windows
+
+There is a portable standalone build for Windows that should work for running on Nvidia GPUs or for running on your CPU only on the [releases page](https://github.com/comfyanonymous/ComfyUI/releases).
+
+### [Direct link to download](https://github.com/comfyanonymous/ComfyUI/releases/download/latest/ComfyUI_windows_portable_nvidia_cu121_or_cpu.7z)
+
+Simply download, extract with [7-Zip](https://7-zip.org) and run. Make sure you put your Stable Diffusion checkpoints/models (the huge ckpt/safetensors files) in: ComfyUI\models\checkpoints
+
+If you have trouble extracting it, right click the file -> properties -> unblock
+
+#### How do I share models between another UI and ComfyUI?
+
+See the [Config file](extra_model_paths.yaml.example) to set the search paths for models. In the standalone windows build you can find this file in the ComfyUI directory. Rename this file to extra_model_paths.yaml and edit it with your favorite text editor.
+
+## Jupyter Notebook
+
+To run it on services like paperspace, kaggle or colab you can use my [Jupyter Notebook](notebooks/comfyui_colab.ipynb)
+
+## Manual Install (Windows, Linux)
+
+Git clone this repo.
+
+Put your SD checkpoints (the huge ckpt/safetensors files) in: models/checkpoints
+
+Put your VAE in: models/vae
+
+
+### AMD GPUs (Linux only)
+AMD users can install rocm and pytorch with pip if you don't have it already installed, this is the command to install the stable version:
+
+```pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.0```
+
+This is the command to install the nightly with ROCm 6.0 which might have some performance improvements:
+
+```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.1```
+
+### NVIDIA
+
+Nvidia users should install stable pytorch using this command:
+
+```pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu121```
+
+This is the command to install pytorch nightly instead which might have performance improvements:
+
+```pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu124```
+
+#### Troubleshooting
+
+If you get the "Torch not compiled with CUDA enabled" error, uninstall torch with:
+
+```pip uninstall torch```
+
+And install it again with the command above.
+
+### Dependencies
+
+Install the dependencies by opening your terminal inside the ComfyUI folder and:
+
+```pip install -r requirements.txt```
+
+After this you should have everything installed and can proceed to running ComfyUI.
+
+### Others:
+
+#### Intel GPUs
+
+Intel GPU support is available for all Intel GPUs supported by Intel's Extension for Pytorch (IPEX) with the support requirements listed in the [Installation](https://intel.github.io/intel-extension-for-pytorch/index.html#installation?platform=gpu) page. Choose your platform and method of install and follow the instructions. The steps are as follows:
+
+1. Start by installing the drivers or kernel listed or newer in the Installation page of IPEX linked above for Windows and Linux if needed.
+1. Follow the instructions to install [Intel's oneAPI Basekit](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html) for your platform.
+1. Install the packages for IPEX using the instructions provided in the Installation page for your platform.
+1. Follow the [ComfyUI manual installation](#manual-install-windows-linux) instructions for Windows and Linux and run ComfyUI normally as described above after everything is installed.
+
+Additional discussion and help can be found [here](https://github.com/comfyanonymous/ComfyUI/discussions/476).
+
+#### Apple Mac silicon
+
+You can install ComfyUI in Apple Mac silicon (M1 or M2) with any recent macOS version.
+
+1. Install pytorch nightly. For instructions, read the [Accelerated PyTorch training on Mac](https://developer.apple.com/metal/pytorch/) Apple Developer guide (make sure to install the latest pytorch nightly).
+1. Follow the [ComfyUI manual installation](#manual-install-windows-linux) instructions for Windows and Linux.
+1. Install the ComfyUI [dependencies](#dependencies). If you have another Stable Diffusion UI [you might be able to reuse the dependencies](#i-already-have-another-ui-for-stable-diffusion-installed-do-i-really-have-to-install-all-of-these-dependencies).
+1. Launch ComfyUI by running `python main.py`
+
+> **Note**: Remember to add your models, VAE, LoRAs etc. to the corresponding Comfy folders, as discussed in [ComfyUI manual installation](#manual-install-windows-linux).
+
+#### DirectML (AMD Cards on Windows)
+
+```pip install torch-directml``` Then you can launch ComfyUI with: ```python main.py --directml```
+
+### I already have another UI for Stable Diffusion installed do I really have to install all of these dependencies?
+
+You don't. If you have another UI installed and working with its own python venv you can use that venv to run ComfyUI. You can open up your favorite terminal and activate it:
+
+```source path_to_other_sd_gui/venv/bin/activate```
+
+or on Windows:
+
+With Powershell: ```"path_to_other_sd_gui\venv\Scripts\Activate.ps1"```
+
+With cmd.exe: ```"path_to_other_sd_gui\venv\Scripts\activate.bat"```
+
+And then you can use that terminal to run ComfyUI without installing any dependencies. Note that the venv folder might be called something else depending on the SD UI.
+
+# Running
+
+```python main.py```
+
+### For AMD cards not officially supported by ROCm
+
+Try running it with this command if you have issues:
+
+For 6700, 6600 and maybe other RDNA2 or older: ```HSA_OVERRIDE_GFX_VERSION=10.3.0 python main.py```
+
+For AMD 7600 and maybe other RDNA3 cards: ```HSA_OVERRIDE_GFX_VERSION=11.0.0 python main.py```
+
+# Notes
+
+Only parts of the graph that have an output with all the correct inputs will be executed.
+
+Only parts of the graph that change from each execution to the next will be executed, if you submit the same graph twice only the first will be executed. If you change the last part of the graph only the part you changed and the part that depends on it will be executed.
+
+Dragging a generated png on the webpage or loading one will give you the full workflow including seeds that were used to create it.
+
+You can use () to change emphasis of a word or phrase like: (good code:1.2) or (bad code:0.8). The default emphasis for () is 1.1. To use () characters in your actual prompt escape them like \\( or \\).
+
+You can use {day|night}, for wildcard/dynamic prompts. With this syntax "{wild|card|test}" will be randomly replaced by either "wild", "card" or "test" by the frontend every time you queue the prompt. To use {} characters in your actual prompt escape them like: \\{ or \\}.
+
+Dynamic prompts also support C-style comments, like `// comment` or `/* comment */`.
+
+To use a textual inversion concepts/embeddings in a text prompt put them in the models/embeddings directory and use them in the CLIPTextEncode node like this (you can omit the .pt extension):
+
+```embedding:embedding_filename.pt```
+
+
+## How to show high-quality previews?
+
+Use ```--preview-method auto``` to enable previews.
+
+The default installation includes a fast latent preview method that's low-resolution. To enable higher-quality previews with [TAESD](https://github.com/madebyollin/taesd), download the [taesd_decoder.pth](https://github.com/madebyollin/taesd/raw/main/taesd_decoder.pth) (for SD1.x and SD2.x) and [taesdxl_decoder.pth](https://github.com/madebyollin/taesd/raw/main/taesdxl_decoder.pth) (for SDXL) models and place them in the `models/vae_approx` folder. Once they're installed, restart ComfyUI to enable high-quality previews.
+
+## How to use TLS/SSL?
+Generate a self-signed certificate (not appropriate for shared/production use) and key by running the command: `openssl req -x509 -newkey rsa:4096 -keyout key.pem -out cert.pem -sha256 -days 3650 -nodes -subj "/C=XX/ST=StateName/L=CityName/O=CompanyName/OU=CompanySectionName/CN=CommonNameOrHostname"`
+
+Use `--tls-keyfile key.pem --tls-certfile cert.pem` to enable TLS/SSL, the app will now be accessible with `https://...` instead of `http://...`.
+
+> Note: Windows users can use [alexisrolland/docker-openssl](https://github.com/alexisrolland/docker-openssl) or one of the [3rd party binary distributions](https://wiki.openssl.org/index.php/Binaries) to run the command example above.
+
If you use a container, note that the volume mount `-v` can be a relative path so `... -v ".\:/openssl-certs" ...` would create the key & cert files in the current directory of your command prompt or powershell terminal.
+
+## Support and dev channel
+
+[Matrix space: #comfyui_space:matrix.org](https://app.element.io/#/room/%23comfyui_space%3Amatrix.org) (it's like discord but open source).
+
+# QA
+
+### Why did you make this?
+
+I wanted to learn how Stable Diffusion worked in detail. I also wanted something clean and powerful that would let me experiment with SD without restrictions.
+
+### Who is this for?
+
+This is for anyone that wants to make complex workflows with SD or that wants to learn more how SD works. The interface follows closely how SD works and the code should be much more simple to understand than other SD UIs.
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+import os
+import json
+from aiohttp import web
+
+
+class AppSettings():
+ def __init__(self, user_manager):
+ self.user_manager = user_manager
+
+ def get_settings(self, request):
+ file = self.user_manager.get_request_user_filepath(
+ request, "comfy.settings.json")
+ if os.path.isfile(file):
+ with open(file) as f:
+ return json.load(f)
+ else:
+ return {}
+
+ def save_settings(self, request, settings):
+ file = self.user_manager.get_request_user_filepath(
+ request, "comfy.settings.json")
+ with open(file, "w") as f:
+ f.write(json.dumps(settings, indent=4))
+
+ def add_routes(self, routes):
+ @routes.get("/settings")
+ async def get_settings(request):
+ return web.json_response(self.get_settings(request))
+
+ @routes.get("/settings/{id}")
+ async def get_setting(request):
+ value = None
+ settings = self.get_settings(request)
+ setting_id = request.match_info.get("id", None)
+ if setting_id and setting_id in settings:
+ value = settings[setting_id]
+ return web.json_response(value)
+
+ @routes.post("/settings")
+ async def post_settings(request):
+ settings = self.get_settings(request)
+ new_settings = await request.json()
+ self.save_settings(request, {**settings, **new_settings})
+ return web.Response(status=200)
+
+ @routes.post("/settings/{id}")
+ async def post_setting(request):
+ setting_id = request.match_info.get("id", None)
+ if not setting_id:
+ return web.Response(status=400)
+ settings = self.get_settings(request)
+ settings[setting_id] = await request.json()
+ self.save_settings(request, settings)
+ return web.Response(status=200)
\ No newline at end of file
diff --git a/ComfyUI/app/user_manager.py b/ComfyUI/app/user_manager.py
new file mode 100644
index 0000000000000000000000000000000000000000..06b2adac34ea84ccbbede44ce38168e793c33292
--- /dev/null
+++ b/ComfyUI/app/user_manager.py
@@ -0,0 +1,205 @@
+import json
+import os
+import re
+import uuid
+import glob
+import shutil
+from aiohttp import web
+from comfy.cli_args import args
+from folder_paths import user_directory
+from .app_settings import AppSettings
+
+default_user = "default"
+users_file = os.path.join(user_directory, "users.json")
+
+
+class UserManager():
+ def __init__(self):
+ global user_directory
+
+ self.settings = AppSettings(self)
+ if not os.path.exists(user_directory):
+ os.mkdir(user_directory)
+ if not args.multi_user:
+ print("****** User settings have been changed to be stored on the server instead of browser storage. ******")
+ print("****** For multi-user setups add the --multi-user CLI argument to enable multiple user profiles. ******")
+
+ if args.multi_user:
+ if os.path.isfile(users_file):
+ with open(users_file) as f:
+ self.users = json.load(f)
+ else:
+ self.users = {}
+ else:
+ self.users = {"default": "default"}
+
+ def get_request_user_id(self, request):
+ user = "default"
+ if args.multi_user and "comfy-user" in request.headers:
+ user = request.headers["comfy-user"]
+
+ if user not in self.users:
+ raise KeyError("Unknown user: " + user)
+
+ return user
+
+ def get_request_user_filepath(self, request, file, type="userdata", create_dir=True):
+ global user_directory
+
+ if type == "userdata":
+ root_dir = user_directory
+ else:
+ raise KeyError("Unknown filepath type:" + type)
+
+ user = self.get_request_user_id(request)
+ path = user_root = os.path.abspath(os.path.join(root_dir, user))
+
+ # prevent leaving /{type}
+ if os.path.commonpath((root_dir, user_root)) != root_dir:
+ return None
+
+ if file is not None:
+ # prevent leaving /{type}/{user}
+ path = os.path.abspath(os.path.join(user_root, file))
+ if os.path.commonpath((user_root, path)) != user_root:
+ return None
+
+ parent = os.path.split(path)[0]
+
+ if create_dir and not os.path.exists(parent):
+ os.makedirs(parent, exist_ok=True)
+
+ return path
+
+ def add_user(self, name):
+ name = name.strip()
+ if not name:
+ raise ValueError("username not provided")
+ user_id = re.sub("[^a-zA-Z0-9-_]+", '-', name)
+ user_id = user_id + "_" + str(uuid.uuid4())
+
+ self.users[user_id] = name
+
+ global users_file
+ with open(users_file, "w") as f:
+ json.dump(self.users, f)
+
+ return user_id
+
+ def add_routes(self, routes):
+ self.settings.add_routes(routes)
+
+ @routes.get("/users")
+ async def get_users(request):
+ if args.multi_user:
+ return web.json_response({"storage": "server", "users": self.users})
+ else:
+ user_dir = self.get_request_user_filepath(request, None, create_dir=False)
+ return web.json_response({
+ "storage": "server",
+ "migrated": os.path.exists(user_dir)
+ })
+
+ @routes.post("/users")
+ async def post_users(request):
+ body = await request.json()
+ username = body["username"]
+ if username in self.users.values():
+ return web.json_response({"error": "Duplicate username."}, status=400)
+
+ user_id = self.add_user(username)
+ return web.json_response(user_id)
+
+ @routes.get("/userdata")
+ async def listuserdata(request):
+ directory = request.rel_url.query.get('dir', '')
+ if not directory:
+ return web.Response(status=400)
+
+ path = self.get_request_user_filepath(request, directory)
+ if not path:
+ return web.Response(status=403)
+
+ if not os.path.exists(path):
+ return web.Response(status=404)
+
+ recurse = request.rel_url.query.get('recurse', '').lower() == "true"
+ results = glob.glob(os.path.join(
+ glob.escape(path), '**/*'), recursive=recurse)
+ results = [os.path.relpath(x, path) for x in results if os.path.isfile(x)]
+
+ split_path = request.rel_url.query.get('split', '').lower() == "true"
+ if split_path:
+ results = [[x] + x.split(os.sep) for x in results]
+
+ return web.json_response(results)
+
+ def get_user_data_path(request, check_exists = False, param = "file"):
+ file = request.match_info.get(param, None)
+ if not file:
+ return web.Response(status=400)
+
+ path = self.get_request_user_filepath(request, file)
+ if not path:
+ return web.Response(status=403)
+
+ if check_exists and not os.path.exists(path):
+ return web.Response(status=404)
+
+ return path
+
+ @routes.get("/userdata/{file}")
+ async def getuserdata(request):
+ path = get_user_data_path(request, check_exists=True)
+ if not isinstance(path, str):
+ return path
+
+ return web.FileResponse(path)
+
+ @routes.post("/userdata/{file}")
+ async def post_userdata(request):
+ path = get_user_data_path(request)
+ if not isinstance(path, str):
+ return path
+
+ overwrite = request.query["overwrite"] != "false"
+ if not overwrite and os.path.exists(path):
+ return web.Response(status=409)
+
+ body = await request.read()
+
+ with open(path, "wb") as f:
+ f.write(body)
+
+ resp = os.path.relpath(path, self.get_request_user_filepath(request, None))
+ return web.json_response(resp)
+
+ @routes.delete("/userdata/{file}")
+ async def delete_userdata(request):
+ path = get_user_data_path(request, check_exists=True)
+ if not isinstance(path, str):
+ return path
+
+ os.remove(path)
+
+ return web.Response(status=204)
+
+ @routes.post("/userdata/{file}/move/{dest}")
+ async def move_userdata(request):
+ source = get_user_data_path(request, check_exists=True)
+ if not isinstance(source, str):
+ return source
+
+ dest = get_user_data_path(request, check_exists=False, param="dest")
+ if not isinstance(source, str):
+ return dest
+
+ overwrite = request.query["overwrite"] != "false"
+ if not overwrite and os.path.exists(dest):
+ return web.Response(status=409)
+
+ print(f"moving '{source}' -> '{dest}'")
+ shutil.move(source, dest)
+
+ resp = os.path.relpath(dest, self.get_request_user_filepath(request, None))
+ return web.json_response(resp)
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diff --git a/ComfyUI/comfy/checkpoint_pickle.py b/ComfyUI/comfy/checkpoint_pickle.py
new file mode 100644
index 0000000000000000000000000000000000000000..c08390a2b6f0751f7190086b7b33b1f6934049dc
--- /dev/null
+++ b/ComfyUI/comfy/checkpoint_pickle.py
@@ -0,0 +1,13 @@
+import pickle
+
+load = pickle.load
+
+class Empty:
+ pass
+
+class Unpickler(pickle.Unpickler):
+ def find_class(self, module, name):
+ #TODO: safe unpickle
+ if module.startswith("pytorch_lightning"):
+ return Empty
+ return super().find_class(module, name)
diff --git a/ComfyUI/comfy/cldm/__pycache__/cldm.cpython-310.pyc b/ComfyUI/comfy/cldm/__pycache__/cldm.cpython-310.pyc
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new file mode 100644
index 0000000000000000000000000000000000000000..14c4a37e3dec656ad0d7d6f7f33d38b23170aa1a
--- /dev/null
+++ b/ComfyUI/comfy/cldm/cldm.py
@@ -0,0 +1,314 @@
+#taken from: https://github.com/lllyasviel/ControlNet
+#and modified
+
+import torch
+import torch as th
+import torch.nn as nn
+
+from ..ldm.modules.diffusionmodules.util import (
+ zero_module,
+ timestep_embedding,
+)
+
+from ..ldm.modules.attention import SpatialTransformer
+from ..ldm.modules.diffusionmodules.openaimodel import UNetModel, TimestepEmbedSequential, ResBlock, Downsample
+from ..ldm.util import exists
+import comfy.ops
+
+class ControlledUnetModel(UNetModel):
+ #implemented in the ldm unet
+ pass
+
+class ControlNet(nn.Module):
+ def __init__(
+ self,
+ image_size,
+ in_channels,
+ model_channels,
+ hint_channels,
+ num_res_blocks,
+ dropout=0,
+ channel_mult=(1, 2, 4, 8),
+ conv_resample=True,
+ dims=2,
+ num_classes=None,
+ use_checkpoint=False,
+ dtype=torch.float32,
+ num_heads=-1,
+ num_head_channels=-1,
+ num_heads_upsample=-1,
+ use_scale_shift_norm=False,
+ resblock_updown=False,
+ use_new_attention_order=False,
+ use_spatial_transformer=False, # custom transformer support
+ transformer_depth=1, # custom transformer support
+ context_dim=None, # custom transformer support
+ n_embed=None, # custom support for prediction of discrete ids into codebook of first stage vq model
+ legacy=True,
+ disable_self_attentions=None,
+ num_attention_blocks=None,
+ disable_middle_self_attn=False,
+ use_linear_in_transformer=False,
+ adm_in_channels=None,
+ transformer_depth_middle=None,
+ transformer_depth_output=None,
+ attn_precision=None,
+ device=None,
+ operations=comfy.ops.disable_weight_init,
+ **kwargs,
+ ):
+ super().__init__()
+ assert use_spatial_transformer == True, "use_spatial_transformer has to be true"
+ if use_spatial_transformer:
+ assert context_dim is not None, 'Fool!! You forgot to include the dimension of your cross-attention conditioning...'
+
+ if context_dim is not None:
+ assert use_spatial_transformer, 'Fool!! You forgot to use the spatial transformer for your cross-attention conditioning...'
+ # from omegaconf.listconfig import ListConfig
+ # if type(context_dim) == ListConfig:
+ # context_dim = list(context_dim)
+
+ if num_heads_upsample == -1:
+ num_heads_upsample = num_heads
+
+ if num_heads == -1:
+ assert num_head_channels != -1, 'Either num_heads or num_head_channels has to be set'
+
+ if num_head_channels == -1:
+ assert num_heads != -1, 'Either num_heads or num_head_channels has to be set'
+
+ self.dims = dims
+ self.image_size = image_size
+ self.in_channels = in_channels
+ self.model_channels = model_channels
+
+ if isinstance(num_res_blocks, int):
+ self.num_res_blocks = len(channel_mult) * [num_res_blocks]
+ else:
+ if len(num_res_blocks) != len(channel_mult):
+ raise ValueError("provide num_res_blocks either as an int (globally constant) or "
+ "as a list/tuple (per-level) with the same length as channel_mult")
+ self.num_res_blocks = num_res_blocks
+
+ if disable_self_attentions is not None:
+ # should be a list of booleans, indicating whether to disable self-attention in TransformerBlocks or not
+ assert len(disable_self_attentions) == len(channel_mult)
+ if num_attention_blocks is not None:
+ assert len(num_attention_blocks) == len(self.num_res_blocks)
+ assert all(map(lambda i: self.num_res_blocks[i] >= num_attention_blocks[i], range(len(num_attention_blocks))))
+
+ transformer_depth = transformer_depth[:]
+
+ self.dropout = dropout
+ self.channel_mult = channel_mult
+ self.conv_resample = conv_resample
+ self.num_classes = num_classes
+ self.use_checkpoint = use_checkpoint
+ self.dtype = dtype
+ self.num_heads = num_heads
+ self.num_head_channels = num_head_channels
+ self.num_heads_upsample = num_heads_upsample
+ self.predict_codebook_ids = n_embed is not None
+
+ time_embed_dim = model_channels * 4
+ self.time_embed = nn.Sequential(
+ operations.Linear(model_channels, time_embed_dim, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(time_embed_dim, time_embed_dim, dtype=self.dtype, device=device),
+ )
+
+ if self.num_classes is not None:
+ if isinstance(self.num_classes, int):
+ self.label_emb = nn.Embedding(num_classes, time_embed_dim)
+ elif self.num_classes == "continuous":
+ print("setting up linear c_adm embedding layer")
+ self.label_emb = nn.Linear(1, time_embed_dim)
+ elif self.num_classes == "sequential":
+ assert adm_in_channels is not None
+ self.label_emb = nn.Sequential(
+ nn.Sequential(
+ operations.Linear(adm_in_channels, time_embed_dim, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(time_embed_dim, time_embed_dim, dtype=self.dtype, device=device),
+ )
+ )
+ else:
+ raise ValueError()
+
+ self.input_blocks = nn.ModuleList(
+ [
+ TimestepEmbedSequential(
+ operations.conv_nd(dims, in_channels, model_channels, 3, padding=1, dtype=self.dtype, device=device)
+ )
+ ]
+ )
+ self.zero_convs = nn.ModuleList([self.make_zero_conv(model_channels, operations=operations, dtype=self.dtype, device=device)])
+
+ self.input_hint_block = TimestepEmbedSequential(
+ operations.conv_nd(dims, hint_channels, 16, 3, padding=1, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 16, 16, 3, padding=1, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 16, 32, 3, padding=1, stride=2, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 32, 32, 3, padding=1, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 32, 96, 3, padding=1, stride=2, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 96, 96, 3, padding=1, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 96, 256, 3, padding=1, stride=2, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, 256, model_channels, 3, padding=1, dtype=self.dtype, device=device)
+ )
+
+ self._feature_size = model_channels
+ input_block_chans = [model_channels]
+ ch = model_channels
+ ds = 1
+ for level, mult in enumerate(channel_mult):
+ for nr in range(self.num_res_blocks[level]):
+ layers = [
+ ResBlock(
+ ch,
+ time_embed_dim,
+ dropout,
+ out_channels=mult * model_channels,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations,
+ )
+ ]
+ ch = mult * model_channels
+ num_transformers = transformer_depth.pop(0)
+ if num_transformers > 0:
+ if num_head_channels == -1:
+ dim_head = ch // num_heads
+ else:
+ num_heads = ch // num_head_channels
+ dim_head = num_head_channels
+ if legacy:
+ #num_heads = 1
+ dim_head = ch // num_heads if use_spatial_transformer else num_head_channels
+ if exists(disable_self_attentions):
+ disabled_sa = disable_self_attentions[level]
+ else:
+ disabled_sa = False
+
+ if not exists(num_attention_blocks) or nr < num_attention_blocks[level]:
+ layers.append(
+ SpatialTransformer(
+ ch, num_heads, dim_head, depth=num_transformers, context_dim=context_dim,
+ disable_self_attn=disabled_sa, use_linear=use_linear_in_transformer,
+ use_checkpoint=use_checkpoint, attn_precision=attn_precision, dtype=self.dtype, device=device, operations=operations
+ )
+ )
+ self.input_blocks.append(TimestepEmbedSequential(*layers))
+ self.zero_convs.append(self.make_zero_conv(ch, operations=operations, dtype=self.dtype, device=device))
+ self._feature_size += ch
+ input_block_chans.append(ch)
+ if level != len(channel_mult) - 1:
+ out_ch = ch
+ self.input_blocks.append(
+ TimestepEmbedSequential(
+ ResBlock(
+ ch,
+ time_embed_dim,
+ dropout,
+ out_channels=out_ch,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ down=True,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )
+ if resblock_updown
+ else Downsample(
+ ch, conv_resample, dims=dims, out_channels=out_ch, dtype=self.dtype, device=device, operations=operations
+ )
+ )
+ )
+ ch = out_ch
+ input_block_chans.append(ch)
+ self.zero_convs.append(self.make_zero_conv(ch, operations=operations, dtype=self.dtype, device=device))
+ ds *= 2
+ self._feature_size += ch
+
+ if num_head_channels == -1:
+ dim_head = ch // num_heads
+ else:
+ num_heads = ch // num_head_channels
+ dim_head = num_head_channels
+ if legacy:
+ #num_heads = 1
+ dim_head = ch // num_heads if use_spatial_transformer else num_head_channels
+ mid_block = [
+ ResBlock(
+ ch,
+ time_embed_dim,
+ dropout,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )]
+ if transformer_depth_middle >= 0:
+ mid_block += [SpatialTransformer( # always uses a self-attn
+ ch, num_heads, dim_head, depth=transformer_depth_middle, context_dim=context_dim,
+ disable_self_attn=disable_middle_self_attn, use_linear=use_linear_in_transformer,
+ use_checkpoint=use_checkpoint, attn_precision=attn_precision, dtype=self.dtype, device=device, operations=operations
+ ),
+ ResBlock(
+ ch,
+ time_embed_dim,
+ dropout,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )]
+ self.middle_block = TimestepEmbedSequential(*mid_block)
+ self.middle_block_out = self.make_zero_conv(ch, operations=operations, dtype=self.dtype, device=device)
+ self._feature_size += ch
+
+ def make_zero_conv(self, channels, operations=None, dtype=None, device=None):
+ return TimestepEmbedSequential(operations.conv_nd(self.dims, channels, channels, 1, padding=0, dtype=dtype, device=device))
+
+ def forward(self, x, hint, timesteps, context, y=None, **kwargs):
+ t_emb = timestep_embedding(timesteps, self.model_channels, repeat_only=False).to(x.dtype)
+ emb = self.time_embed(t_emb)
+
+ guided_hint = self.input_hint_block(hint, emb, context)
+
+ out_output = []
+ out_middle = []
+
+ hs = []
+ if self.num_classes is not None:
+ assert y.shape[0] == x.shape[0]
+ emb = emb + self.label_emb(y)
+
+ h = x
+ for module, zero_conv in zip(self.input_blocks, self.zero_convs):
+ if guided_hint is not None:
+ h = module(h, emb, context)
+ h += guided_hint
+ guided_hint = None
+ else:
+ h = module(h, emb, context)
+ out_output.append(zero_conv(h, emb, context))
+
+ h = self.middle_block(h, emb, context)
+ out_middle.append(self.middle_block_out(h, emb, context))
+
+ return {"middle": out_middle, "output": out_output}
+
diff --git a/ComfyUI/comfy/cldm/mmdit.py b/ComfyUI/comfy/cldm/mmdit.py
new file mode 100644
index 0000000000000000000000000000000000000000..cfee23c5ff5b6bbeda2d40e8530ee158003e187b
--- /dev/null
+++ b/ComfyUI/comfy/cldm/mmdit.py
@@ -0,0 +1,86 @@
+import torch
+from typing import Dict, Optional
+import comfy.ldm.modules.diffusionmodules.mmdit
+
+class ControlNet(comfy.ldm.modules.diffusionmodules.mmdit.MMDiT):
+ def __init__(
+ self,
+ num_blocks = None,
+ dtype = None,
+ device = None,
+ operations = None,
+ **kwargs,
+ ):
+ super().__init__(dtype=dtype, device=device, operations=operations, final_layer=False, num_blocks=num_blocks, **kwargs)
+ # controlnet_blocks
+ self.controlnet_blocks = torch.nn.ModuleList([])
+ for _ in range(len(self.joint_blocks)):
+ self.controlnet_blocks.append(operations.Linear(self.hidden_size, self.hidden_size, device=device, dtype=dtype))
+
+ self.pos_embed_input = comfy.ldm.modules.diffusionmodules.mmdit.PatchEmbed(
+ None,
+ self.patch_size,
+ self.in_channels,
+ self.hidden_size,
+ bias=True,
+ strict_img_size=False,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+
+ def forward(
+ self,
+ x: torch.Tensor,
+ timesteps: torch.Tensor,
+ y: Optional[torch.Tensor] = None,
+ context: Optional[torch.Tensor] = None,
+ hint = None,
+ ) -> torch.Tensor:
+
+ #weird sd3 controlnet specific stuff
+ y = torch.zeros_like(y)
+
+ if self.context_processor is not None:
+ context = self.context_processor(context)
+
+ hw = x.shape[-2:]
+ x = self.x_embedder(x) + self.cropped_pos_embed(hw, device=x.device).to(dtype=x.dtype, device=x.device)
+ x += self.pos_embed_input(hint)
+
+ c = self.t_embedder(timesteps, dtype=x.dtype)
+ if y is not None and self.y_embedder is not None:
+ y = self.y_embedder(y)
+ c = c + y
+
+ if context is not None:
+ context = self.context_embedder(context)
+
+ if self.register_length > 0:
+ context = torch.cat(
+ (
+ repeat(self.register, "1 ... -> b ...", b=x.shape[0]),
+ default(context, torch.Tensor([]).type_as(x)),
+ ),
+ 1,
+ )
+
+ output = []
+
+ blocks = len(self.joint_blocks)
+ for i in range(blocks):
+ context, x = self.joint_blocks[i](
+ context,
+ x,
+ c=c,
+ use_checkpoint=self.use_checkpoint,
+ )
+
+ out = self.controlnet_blocks[i](x)
+ count = self.depth // blocks
+ if i == blocks - 1:
+ count -= 1
+ for j in range(count):
+ output.append(out)
+
+ return {"output": output}
diff --git a/ComfyUI/comfy/cli_args.py b/ComfyUI/comfy/cli_args.py
new file mode 100644
index 0000000000000000000000000000000000000000..bb5326ad3ee386b39b02d5254fbe38ebf5b65764
--- /dev/null
+++ b/ComfyUI/comfy/cli_args.py
@@ -0,0 +1,143 @@
+import argparse
+import enum
+import comfy.options
+
+class EnumAction(argparse.Action):
+ """
+ Argparse action for handling Enums
+ """
+ def __init__(self, **kwargs):
+ # Pop off the type value
+ enum_type = kwargs.pop("type", None)
+
+ # Ensure an Enum subclass is provided
+ if enum_type is None:
+ raise ValueError("type must be assigned an Enum when using EnumAction")
+ if not issubclass(enum_type, enum.Enum):
+ raise TypeError("type must be an Enum when using EnumAction")
+
+ # Generate choices from the Enum
+ choices = tuple(e.value for e in enum_type)
+ kwargs.setdefault("choices", choices)
+ kwargs.setdefault("metavar", f"[{','.join(list(choices))}]")
+
+ super(EnumAction, self).__init__(**kwargs)
+
+ self._enum = enum_type
+
+ def __call__(self, parser, namespace, values, option_string=None):
+ # Convert value back into an Enum
+ value = self._enum(values)
+ setattr(namespace, self.dest, value)
+
+
+parser = argparse.ArgumentParser()
+
+parser.add_argument("--listen", type=str, default="127.0.0.1", metavar="IP", nargs="?", const="0.0.0.0", help="Specify the IP address to listen on (default: 127.0.0.1). If --listen is provided without an argument, it defaults to 0.0.0.0. (listens on all)")
+parser.add_argument("--port", type=int, default=8188, help="Set the listen port.")
+parser.add_argument("--tls-keyfile", type=str, help="Path to TLS (SSL) key file. Enables TLS, makes app accessible at https://... requires --tls-certfile to function")
+parser.add_argument("--tls-certfile", type=str, help="Path to TLS (SSL) certificate file. Enables TLS, makes app accessible at https://... requires --tls-keyfile to function")
+parser.add_argument("--enable-cors-header", type=str, default=None, metavar="ORIGIN", nargs="?", const="*", help="Enable CORS (Cross-Origin Resource Sharing) with optional origin or allow all with default '*'.")
+parser.add_argument("--max-upload-size", type=float, default=100, help="Set the maximum upload size in MB.")
+
+parser.add_argument("--extra-model-paths-config", type=str, default=None, metavar="PATH", nargs='+', action='append', help="Load one or more extra_model_paths.yaml files.")
+parser.add_argument("--output-directory", type=str, default=None, help="Set the ComfyUI output directory.")
+parser.add_argument("--temp-directory", type=str, default=None, help="Set the ComfyUI temp directory (default is in the ComfyUI directory).")
+parser.add_argument("--input-directory", type=str, default=None, help="Set the ComfyUI input directory.")
+parser.add_argument("--auto-launch", action="store_true", help="Automatically launch ComfyUI in the default browser.")
+parser.add_argument("--disable-auto-launch", action="store_true", help="Disable auto launching the browser.")
+parser.add_argument("--cuda-device", type=int, default=None, metavar="DEVICE_ID", help="Set the id of the cuda device this instance will use.")
+cm_group = parser.add_mutually_exclusive_group()
+cm_group.add_argument("--cuda-malloc", action="store_true", help="Enable cudaMallocAsync (enabled by default for torch 2.0 and up).")
+cm_group.add_argument("--disable-cuda-malloc", action="store_true", help="Disable cudaMallocAsync.")
+
+
+fp_group = parser.add_mutually_exclusive_group()
+fp_group.add_argument("--force-fp32", action="store_true", help="Force fp32 (If this makes your GPU work better please report it).")
+fp_group.add_argument("--force-fp16", action="store_true", help="Force fp16.")
+
+fpunet_group = parser.add_mutually_exclusive_group()
+fpunet_group.add_argument("--bf16-unet", action="store_true", help="Run the UNET in bf16. This should only be used for testing stuff.")
+fpunet_group.add_argument("--fp16-unet", action="store_true", help="Store unet weights in fp16.")
+fpunet_group.add_argument("--fp8_e4m3fn-unet", action="store_true", help="Store unet weights in fp8_e4m3fn.")
+fpunet_group.add_argument("--fp8_e5m2-unet", action="store_true", help="Store unet weights in fp8_e5m2.")
+
+fpvae_group = parser.add_mutually_exclusive_group()
+fpvae_group.add_argument("--fp16-vae", action="store_true", help="Run the VAE in fp16, might cause black images.")
+fpvae_group.add_argument("--fp32-vae", action="store_true", help="Run the VAE in full precision fp32.")
+fpvae_group.add_argument("--bf16-vae", action="store_true", help="Run the VAE in bf16.")
+
+parser.add_argument("--cpu-vae", action="store_true", help="Run the VAE on the CPU.")
+
+fpte_group = parser.add_mutually_exclusive_group()
+fpte_group.add_argument("--fp8_e4m3fn-text-enc", action="store_true", help="Store text encoder weights in fp8 (e4m3fn variant).")
+fpte_group.add_argument("--fp8_e5m2-text-enc", action="store_true", help="Store text encoder weights in fp8 (e5m2 variant).")
+fpte_group.add_argument("--fp16-text-enc", action="store_true", help="Store text encoder weights in fp16.")
+fpte_group.add_argument("--fp32-text-enc", action="store_true", help="Store text encoder weights in fp32.")
+
+parser.add_argument("--force-channels-last", action="store_true", help="Force channels last format when inferencing the models.")
+
+parser.add_argument("--directml", type=int, nargs="?", metavar="DIRECTML_DEVICE", const=-1, help="Use torch-directml.")
+
+parser.add_argument("--disable-ipex-optimize", action="store_true", help="Disables ipex.optimize when loading models with Intel GPUs.")
+
+class LatentPreviewMethod(enum.Enum):
+ NoPreviews = "none"
+ Auto = "auto"
+ Latent2RGB = "latent2rgb"
+ TAESD = "taesd"
+
+parser.add_argument("--preview-method", type=LatentPreviewMethod, default=LatentPreviewMethod.NoPreviews, help="Default preview method for sampler nodes.", action=EnumAction)
+
+attn_group = parser.add_mutually_exclusive_group()
+attn_group.add_argument("--use-split-cross-attention", action="store_true", help="Use the split cross attention optimization. Ignored when xformers is used.")
+attn_group.add_argument("--use-quad-cross-attention", action="store_true", help="Use the sub-quadratic cross attention optimization . Ignored when xformers is used.")
+attn_group.add_argument("--use-pytorch-cross-attention", action="store_true", help="Use the new pytorch 2.0 cross attention function.")
+
+parser.add_argument("--disable-xformers", action="store_true", help="Disable xformers.")
+
+upcast = parser.add_mutually_exclusive_group()
+upcast.add_argument("--force-upcast-attention", action="store_true", help="Force enable attention upcasting, please report if it fixes black images.")
+upcast.add_argument("--dont-upcast-attention", action="store_true", help="Disable all upcasting of attention. Should be unnecessary except for debugging.")
+
+
+vram_group = parser.add_mutually_exclusive_group()
+vram_group.add_argument("--gpu-only", action="store_true", help="Store and run everything (text encoders/CLIP models, etc... on the GPU).")
+vram_group.add_argument("--highvram", action="store_true", help="By default models will be unloaded to CPU memory after being used. This option keeps them in GPU memory.")
+vram_group.add_argument("--normalvram", action="store_true", help="Used to force normal vram use if lowvram gets automatically enabled.")
+vram_group.add_argument("--lowvram", action="store_true", help="Split the unet in parts to use less vram.")
+vram_group.add_argument("--novram", action="store_true", help="When lowvram isn't enough.")
+vram_group.add_argument("--cpu", action="store_true", help="To use the CPU for everything (slow).")
+
+
+parser.add_argument("--disable-smart-memory", action="store_true", help="Force ComfyUI to agressively offload to regular ram instead of keeping models in vram when it can.")
+parser.add_argument("--deterministic", action="store_true", help="Make pytorch use slower deterministic algorithms when it can. Note that this might not make images deterministic in all cases.")
+
+parser.add_argument("--dont-print-server", action="store_true", help="Don't print server output.")
+parser.add_argument("--quick-test-for-ci", action="store_true", help="Quick test for CI.")
+parser.add_argument("--windows-standalone-build", action="store_true", help="Windows standalone build: Enable convenient things that most people using the standalone windows build will probably enjoy (like auto opening the page on startup).")
+
+parser.add_argument("--disable-metadata", action="store_true", help="Disable saving prompt metadata in files.")
+
+parser.add_argument("--multi-user", action="store_true", help="Enables per-user storage.")
+
+parser.add_argument("--verbose", action="store_true", help="Enables more debug prints.")
+
+
+if comfy.options.args_parsing:
+ args = parser.parse_args()
+else:
+ args = parser.parse_args([])
+
+if args.windows_standalone_build:
+ args.auto_launch = True
+
+if args.disable_auto_launch:
+ args.auto_launch = False
+
+import logging
+logging_level = logging.INFO
+if args.verbose:
+ logging_level = logging.DEBUG
+
+logging.basicConfig(format="%(message)s", level=logging_level)
diff --git a/ComfyUI/comfy/clip_config_bigg.json b/ComfyUI/comfy/clip_config_bigg.json
new file mode 100644
index 0000000000000000000000000000000000000000..64297360acd8caedd6ba5c6435b91aba9e0fbb5f
--- /dev/null
+++ b/ComfyUI/comfy/clip_config_bigg.json
@@ -0,0 +1,23 @@
+{
+ "architectures": [
+ "CLIPTextModel"
+ ],
+ "attention_dropout": 0.0,
+ "bos_token_id": 0,
+ "dropout": 0.0,
+ "eos_token_id": 2,
+ "hidden_act": "gelu",
+ "hidden_size": 1280,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 5120,
+ "layer_norm_eps": 1e-05,
+ "max_position_embeddings": 77,
+ "model_type": "clip_text_model",
+ "num_attention_heads": 20,
+ "num_hidden_layers": 32,
+ "pad_token_id": 1,
+ "projection_dim": 1280,
+ "torch_dtype": "float32",
+ "vocab_size": 49408
+}
diff --git a/ComfyUI/comfy/clip_model.py b/ComfyUI/comfy/clip_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..261d482bfff5c4c560a8e0d7d14d857882df6df6
--- /dev/null
+++ b/ComfyUI/comfy/clip_model.py
@@ -0,0 +1,194 @@
+import torch
+from comfy.ldm.modules.attention import optimized_attention_for_device
+
+class CLIPAttention(torch.nn.Module):
+ def __init__(self, embed_dim, heads, dtype, device, operations):
+ super().__init__()
+
+ self.heads = heads
+ self.q_proj = operations.Linear(embed_dim, embed_dim, bias=True, dtype=dtype, device=device)
+ self.k_proj = operations.Linear(embed_dim, embed_dim, bias=True, dtype=dtype, device=device)
+ self.v_proj = operations.Linear(embed_dim, embed_dim, bias=True, dtype=dtype, device=device)
+
+ self.out_proj = operations.Linear(embed_dim, embed_dim, bias=True, dtype=dtype, device=device)
+
+ def forward(self, x, mask=None, optimized_attention=None):
+ q = self.q_proj(x)
+ k = self.k_proj(x)
+ v = self.v_proj(x)
+
+ out = optimized_attention(q, k, v, self.heads, mask)
+ return self.out_proj(out)
+
+ACTIVATIONS = {"quick_gelu": lambda a: a * torch.sigmoid(1.702 * a),
+ "gelu": torch.nn.functional.gelu,
+}
+
+class CLIPMLP(torch.nn.Module):
+ def __init__(self, embed_dim, intermediate_size, activation, dtype, device, operations):
+ super().__init__()
+ self.fc1 = operations.Linear(embed_dim, intermediate_size, bias=True, dtype=dtype, device=device)
+ self.activation = ACTIVATIONS[activation]
+ self.fc2 = operations.Linear(intermediate_size, embed_dim, bias=True, dtype=dtype, device=device)
+
+ def forward(self, x):
+ x = self.fc1(x)
+ x = self.activation(x)
+ x = self.fc2(x)
+ return x
+
+class CLIPLayer(torch.nn.Module):
+ def __init__(self, embed_dim, heads, intermediate_size, intermediate_activation, dtype, device, operations):
+ super().__init__()
+ self.layer_norm1 = operations.LayerNorm(embed_dim, dtype=dtype, device=device)
+ self.self_attn = CLIPAttention(embed_dim, heads, dtype, device, operations)
+ self.layer_norm2 = operations.LayerNorm(embed_dim, dtype=dtype, device=device)
+ self.mlp = CLIPMLP(embed_dim, intermediate_size, intermediate_activation, dtype, device, operations)
+
+ def forward(self, x, mask=None, optimized_attention=None):
+ x += self.self_attn(self.layer_norm1(x), mask, optimized_attention)
+ x += self.mlp(self.layer_norm2(x))
+ return x
+
+
+class CLIPEncoder(torch.nn.Module):
+ def __init__(self, num_layers, embed_dim, heads, intermediate_size, intermediate_activation, dtype, device, operations):
+ super().__init__()
+ self.layers = torch.nn.ModuleList([CLIPLayer(embed_dim, heads, intermediate_size, intermediate_activation, dtype, device, operations) for i in range(num_layers)])
+
+ def forward(self, x, mask=None, intermediate_output=None):
+ optimized_attention = optimized_attention_for_device(x.device, mask=mask is not None, small_input=True)
+
+ if intermediate_output is not None:
+ if intermediate_output < 0:
+ intermediate_output = len(self.layers) + intermediate_output
+
+ intermediate = None
+ for i, l in enumerate(self.layers):
+ x = l(x, mask, optimized_attention)
+ if i == intermediate_output:
+ intermediate = x.clone()
+ return x, intermediate
+
+class CLIPEmbeddings(torch.nn.Module):
+ def __init__(self, embed_dim, vocab_size=49408, num_positions=77, dtype=None, device=None):
+ super().__init__()
+ self.token_embedding = torch.nn.Embedding(vocab_size, embed_dim, dtype=dtype, device=device)
+ self.position_embedding = torch.nn.Embedding(num_positions, embed_dim, dtype=dtype, device=device)
+
+ def forward(self, input_tokens):
+ return self.token_embedding(input_tokens) + self.position_embedding.weight
+
+
+class CLIPTextModel_(torch.nn.Module):
+ def __init__(self, config_dict, dtype, device, operations):
+ num_layers = config_dict["num_hidden_layers"]
+ embed_dim = config_dict["hidden_size"]
+ heads = config_dict["num_attention_heads"]
+ intermediate_size = config_dict["intermediate_size"]
+ intermediate_activation = config_dict["hidden_act"]
+
+ super().__init__()
+ self.embeddings = CLIPEmbeddings(embed_dim, dtype=torch.float32, device=device)
+ self.encoder = CLIPEncoder(num_layers, embed_dim, heads, intermediate_size, intermediate_activation, dtype, device, operations)
+ self.final_layer_norm = operations.LayerNorm(embed_dim, dtype=dtype, device=device)
+
+ def forward(self, input_tokens, attention_mask=None, intermediate_output=None, final_layer_norm_intermediate=True):
+ x = self.embeddings(input_tokens)
+ mask = None
+ if attention_mask is not None:
+ mask = 1.0 - attention_mask.to(x.dtype).reshape((attention_mask.shape[0], 1, -1, attention_mask.shape[-1])).expand(attention_mask.shape[0], 1, attention_mask.shape[-1], attention_mask.shape[-1])
+ mask = mask.masked_fill(mask.to(torch.bool), float("-inf"))
+
+ causal_mask = torch.empty(x.shape[1], x.shape[1], dtype=x.dtype, device=x.device).fill_(float("-inf")).triu_(1)
+ if mask is not None:
+ mask += causal_mask
+ else:
+ mask = causal_mask
+
+ x, i = self.encoder(x, mask=mask, intermediate_output=intermediate_output)
+ x = self.final_layer_norm(x)
+ if i is not None and final_layer_norm_intermediate:
+ i = self.final_layer_norm(i)
+
+ pooled_output = x[torch.arange(x.shape[0], device=x.device), input_tokens.to(dtype=torch.int, device=x.device).argmax(dim=-1),]
+ return x, i, pooled_output
+
+class CLIPTextModel(torch.nn.Module):
+ def __init__(self, config_dict, dtype, device, operations):
+ super().__init__()
+ self.num_layers = config_dict["num_hidden_layers"]
+ self.text_model = CLIPTextModel_(config_dict, dtype, device, operations)
+ embed_dim = config_dict["hidden_size"]
+ self.text_projection = operations.Linear(embed_dim, embed_dim, bias=False, dtype=dtype, device=device)
+ self.text_projection.weight.copy_(torch.eye(embed_dim))
+ self.dtype = dtype
+
+ def get_input_embeddings(self):
+ return self.text_model.embeddings.token_embedding
+
+ def set_input_embeddings(self, embeddings):
+ self.text_model.embeddings.token_embedding = embeddings
+
+ def forward(self, *args, **kwargs):
+ x = self.text_model(*args, **kwargs)
+ out = self.text_projection(x[2])
+ return (x[0], x[1], out, x[2])
+
+
+class CLIPVisionEmbeddings(torch.nn.Module):
+ def __init__(self, embed_dim, num_channels=3, patch_size=14, image_size=224, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.class_embedding = torch.nn.Parameter(torch.empty(embed_dim, dtype=dtype, device=device))
+
+ self.patch_embedding = operations.Conv2d(
+ in_channels=num_channels,
+ out_channels=embed_dim,
+ kernel_size=patch_size,
+ stride=patch_size,
+ bias=False,
+ dtype=dtype,
+ device=device
+ )
+
+ num_patches = (image_size // patch_size) ** 2
+ num_positions = num_patches + 1
+ self.position_embedding = torch.nn.Embedding(num_positions, embed_dim, dtype=dtype, device=device)
+
+ def forward(self, pixel_values):
+ embeds = self.patch_embedding(pixel_values).flatten(2).transpose(1, 2)
+ return torch.cat([self.class_embedding.to(embeds.device).expand(pixel_values.shape[0], 1, -1), embeds], dim=1) + self.position_embedding.weight.to(embeds.device)
+
+
+class CLIPVision(torch.nn.Module):
+ def __init__(self, config_dict, dtype, device, operations):
+ super().__init__()
+ num_layers = config_dict["num_hidden_layers"]
+ embed_dim = config_dict["hidden_size"]
+ heads = config_dict["num_attention_heads"]
+ intermediate_size = config_dict["intermediate_size"]
+ intermediate_activation = config_dict["hidden_act"]
+
+ self.embeddings = CLIPVisionEmbeddings(embed_dim, config_dict["num_channels"], config_dict["patch_size"], config_dict["image_size"], dtype=torch.float32, device=device, operations=operations)
+ self.pre_layrnorm = operations.LayerNorm(embed_dim)
+ self.encoder = CLIPEncoder(num_layers, embed_dim, heads, intermediate_size, intermediate_activation, dtype, device, operations)
+ self.post_layernorm = operations.LayerNorm(embed_dim)
+
+ def forward(self, pixel_values, attention_mask=None, intermediate_output=None):
+ x = self.embeddings(pixel_values)
+ x = self.pre_layrnorm(x)
+ #TODO: attention_mask?
+ x, i = self.encoder(x, mask=None, intermediate_output=intermediate_output)
+ pooled_output = self.post_layernorm(x[:, 0, :])
+ return x, i, pooled_output
+
+class CLIPVisionModelProjection(torch.nn.Module):
+ def __init__(self, config_dict, dtype, device, operations):
+ super().__init__()
+ self.vision_model = CLIPVision(config_dict, dtype, device, operations)
+ self.visual_projection = operations.Linear(config_dict["hidden_size"], config_dict["projection_dim"], bias=False)
+
+ def forward(self, *args, **kwargs):
+ x = self.vision_model(*args, **kwargs)
+ out = self.visual_projection(x[2])
+ return (x[0], x[1], out)
diff --git a/ComfyUI/comfy/clip_vision.py b/ComfyUI/comfy/clip_vision.py
new file mode 100644
index 0000000000000000000000000000000000000000..6da7c3b288794c2955b878a4e6ddfa7386e3961c
--- /dev/null
+++ b/ComfyUI/comfy/clip_vision.py
@@ -0,0 +1,117 @@
+from .utils import load_torch_file, transformers_convert, state_dict_prefix_replace
+import os
+import torch
+import json
+import logging
+
+import comfy.ops
+import comfy.model_patcher
+import comfy.model_management
+import comfy.utils
+import comfy.clip_model
+
+class Output:
+ def __getitem__(self, key):
+ return getattr(self, key)
+ def __setitem__(self, key, item):
+ setattr(self, key, item)
+
+def clip_preprocess(image, size=224):
+ mean = torch.tensor([ 0.48145466,0.4578275,0.40821073], device=image.device, dtype=image.dtype)
+ std = torch.tensor([0.26862954,0.26130258,0.27577711], device=image.device, dtype=image.dtype)
+ image = image.movedim(-1, 1)
+ if not (image.shape[2] == size and image.shape[3] == size):
+ scale = (size / min(image.shape[2], image.shape[3]))
+ image = torch.nn.functional.interpolate(image, size=(round(scale * image.shape[2]), round(scale * image.shape[3])), mode="bicubic", antialias=True)
+ h = (image.shape[2] - size)//2
+ w = (image.shape[3] - size)//2
+ image = image[:,:,h:h+size,w:w+size]
+ image = torch.clip((255. * image), 0, 255).round() / 255.0
+ return (image - mean.view([3,1,1])) / std.view([3,1,1])
+
+class ClipVisionModel():
+ def __init__(self, json_config):
+ with open(json_config) as f:
+ config = json.load(f)
+
+ self.load_device = comfy.model_management.text_encoder_device()
+ offload_device = comfy.model_management.text_encoder_offload_device()
+ self.dtype = comfy.model_management.text_encoder_dtype(self.load_device)
+ self.model = comfy.clip_model.CLIPVisionModelProjection(config, self.dtype, offload_device, comfy.ops.manual_cast)
+ self.model.eval()
+
+ self.patcher = comfy.model_patcher.ModelPatcher(self.model, load_device=self.load_device, offload_device=offload_device)
+
+ def load_sd(self, sd):
+ return self.model.load_state_dict(sd, strict=False)
+
+ def get_sd(self):
+ return self.model.state_dict()
+
+ def encode_image(self, image):
+ comfy.model_management.load_model_gpu(self.patcher)
+ pixel_values = clip_preprocess(image.to(self.load_device)).float()
+ out = self.model(pixel_values=pixel_values, intermediate_output=-2)
+
+ outputs = Output()
+ outputs["last_hidden_state"] = out[0].to(comfy.model_management.intermediate_device())
+ outputs["image_embeds"] = out[2].to(comfy.model_management.intermediate_device())
+ outputs["penultimate_hidden_states"] = out[1].to(comfy.model_management.intermediate_device())
+ return outputs
+
+def convert_to_transformers(sd, prefix):
+ sd_k = sd.keys()
+ if "{}transformer.resblocks.0.attn.in_proj_weight".format(prefix) in sd_k:
+ keys_to_replace = {
+ "{}class_embedding".format(prefix): "vision_model.embeddings.class_embedding",
+ "{}conv1.weight".format(prefix): "vision_model.embeddings.patch_embedding.weight",
+ "{}positional_embedding".format(prefix): "vision_model.embeddings.position_embedding.weight",
+ "{}ln_post.bias".format(prefix): "vision_model.post_layernorm.bias",
+ "{}ln_post.weight".format(prefix): "vision_model.post_layernorm.weight",
+ "{}ln_pre.bias".format(prefix): "vision_model.pre_layrnorm.bias",
+ "{}ln_pre.weight".format(prefix): "vision_model.pre_layrnorm.weight",
+ }
+
+ for x in keys_to_replace:
+ if x in sd_k:
+ sd[keys_to_replace[x]] = sd.pop(x)
+
+ if "{}proj".format(prefix) in sd_k:
+ sd['visual_projection.weight'] = sd.pop("{}proj".format(prefix)).transpose(0, 1)
+
+ sd = transformers_convert(sd, prefix, "vision_model.", 48)
+ else:
+ replace_prefix = {prefix: ""}
+ sd = state_dict_prefix_replace(sd, replace_prefix)
+ return sd
+
+def load_clipvision_from_sd(sd, prefix="", convert_keys=False):
+ if convert_keys:
+ sd = convert_to_transformers(sd, prefix)
+ if "vision_model.encoder.layers.47.layer_norm1.weight" in sd:
+ json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "clip_vision_config_g.json")
+ elif "vision_model.encoder.layers.30.layer_norm1.weight" in sd:
+ json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "clip_vision_config_h.json")
+ elif "vision_model.encoder.layers.22.layer_norm1.weight" in sd:
+ json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "clip_vision_config_vitl.json")
+ else:
+ return None
+
+ clip = ClipVisionModel(json_config)
+ m, u = clip.load_sd(sd)
+ if len(m) > 0:
+ logging.warning("missing clip vision: {}".format(m))
+ u = set(u)
+ keys = list(sd.keys())
+ for k in keys:
+ if k not in u:
+ t = sd.pop(k)
+ del t
+ return clip
+
+def load(ckpt_path):
+ sd = load_torch_file(ckpt_path)
+ if "visual.transformer.resblocks.0.attn.in_proj_weight" in sd:
+ return load_clipvision_from_sd(sd, prefix="visual.", convert_keys=True)
+ else:
+ return load_clipvision_from_sd(sd)
diff --git a/ComfyUI/comfy/clip_vision_config_g.json b/ComfyUI/comfy/clip_vision_config_g.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd7b3536ab68c52b145a17259f7a35e796a5fe81
--- /dev/null
+++ b/ComfyUI/comfy/clip_vision_config_g.json
@@ -0,0 +1,18 @@
+{
+ "attention_dropout": 0.0,
+ "dropout": 0.0,
+ "hidden_act": "gelu",
+ "hidden_size": 1664,
+ "image_size": 224,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 8192,
+ "layer_norm_eps": 1e-05,
+ "model_type": "clip_vision_model",
+ "num_attention_heads": 16,
+ "num_channels": 3,
+ "num_hidden_layers": 48,
+ "patch_size": 14,
+ "projection_dim": 1280,
+ "torch_dtype": "float32"
+}
diff --git a/ComfyUI/comfy/clip_vision_config_h.json b/ComfyUI/comfy/clip_vision_config_h.json
new file mode 100644
index 0000000000000000000000000000000000000000..597beab9920937c7500430c54e04783e7acad415
--- /dev/null
+++ b/ComfyUI/comfy/clip_vision_config_h.json
@@ -0,0 +1,18 @@
+{
+ "attention_dropout": 0.0,
+ "dropout": 0.0,
+ "hidden_act": "gelu",
+ "hidden_size": 1280,
+ "image_size": 224,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 5120,
+ "layer_norm_eps": 1e-05,
+ "model_type": "clip_vision_model",
+ "num_attention_heads": 16,
+ "num_channels": 3,
+ "num_hidden_layers": 32,
+ "patch_size": 14,
+ "projection_dim": 1024,
+ "torch_dtype": "float32"
+}
diff --git a/ComfyUI/comfy/clip_vision_config_vitl.json b/ComfyUI/comfy/clip_vision_config_vitl.json
new file mode 100644
index 0000000000000000000000000000000000000000..d804e9674322e22167222bf7af7cc8e8b48f25c6
--- /dev/null
+++ b/ComfyUI/comfy/clip_vision_config_vitl.json
@@ -0,0 +1,18 @@
+{
+ "attention_dropout": 0.0,
+ "dropout": 0.0,
+ "hidden_act": "quick_gelu",
+ "hidden_size": 1024,
+ "image_size": 224,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "layer_norm_eps": 1e-05,
+ "model_type": "clip_vision_model",
+ "num_attention_heads": 16,
+ "num_channels": 3,
+ "num_hidden_layers": 24,
+ "patch_size": 14,
+ "projection_dim": 768,
+ "torch_dtype": "float32"
+}
diff --git a/ComfyUI/comfy/conds.py b/ComfyUI/comfy/conds.py
new file mode 100644
index 0000000000000000000000000000000000000000..d33748153699755d9e4339bd92738a13f1701083
--- /dev/null
+++ b/ComfyUI/comfy/conds.py
@@ -0,0 +1,83 @@
+import torch
+import math
+import comfy.utils
+
+
+def lcm(a, b): #TODO: eventually replace by math.lcm (added in python3.9)
+ return abs(a*b) // math.gcd(a, b)
+
+class CONDRegular:
+ def __init__(self, cond):
+ self.cond = cond
+
+ def _copy_with(self, cond):
+ return self.__class__(cond)
+
+ def process_cond(self, batch_size, device, **kwargs):
+ return self._copy_with(comfy.utils.repeat_to_batch_size(self.cond, batch_size).to(device))
+
+ def can_concat(self, other):
+ if self.cond.shape != other.cond.shape:
+ return False
+ return True
+
+ def concat(self, others):
+ conds = [self.cond]
+ for x in others:
+ conds.append(x.cond)
+ return torch.cat(conds)
+
+class CONDNoiseShape(CONDRegular):
+ def process_cond(self, batch_size, device, area, **kwargs):
+ data = self.cond
+ if area is not None:
+ dims = len(area) // 2
+ for i in range(dims):
+ data = data.narrow(i + 2, area[i + dims], area[i])
+
+ return self._copy_with(comfy.utils.repeat_to_batch_size(data, batch_size).to(device))
+
+
+class CONDCrossAttn(CONDRegular):
+ def can_concat(self, other):
+ s1 = self.cond.shape
+ s2 = other.cond.shape
+ if s1 != s2:
+ if s1[0] != s2[0] or s1[2] != s2[2]: #these 2 cases should not happen
+ return False
+
+ mult_min = lcm(s1[1], s2[1])
+ diff = mult_min // min(s1[1], s2[1])
+ if diff > 4: #arbitrary limit on the padding because it's probably going to impact performance negatively if it's too much
+ return False
+ return True
+
+ def concat(self, others):
+ conds = [self.cond]
+ crossattn_max_len = self.cond.shape[1]
+ for x in others:
+ c = x.cond
+ crossattn_max_len = lcm(crossattn_max_len, c.shape[1])
+ conds.append(c)
+
+ out = []
+ for c in conds:
+ if c.shape[1] < crossattn_max_len:
+ c = c.repeat(1, crossattn_max_len // c.shape[1], 1) #padding with repeat doesn't change result
+ out.append(c)
+ return torch.cat(out)
+
+class CONDConstant(CONDRegular):
+ def __init__(self, cond):
+ self.cond = cond
+
+ def process_cond(self, batch_size, device, **kwargs):
+ return self._copy_with(self.cond)
+
+ def can_concat(self, other):
+ if self.cond != other.cond:
+ return False
+ return True
+
+ def concat(self, others):
+ return self.cond
diff --git a/ComfyUI/comfy/controlnet.py b/ComfyUI/comfy/controlnet.py
new file mode 100644
index 0000000000000000000000000000000000000000..9f718da2a2a6183648abc8d9c1890cef2069d5e7
--- /dev/null
+++ b/ComfyUI/comfy/controlnet.py
@@ -0,0 +1,598 @@
+import torch
+import math
+import os
+import logging
+import comfy.utils
+import comfy.model_management
+import comfy.model_detection
+import comfy.model_patcher
+import comfy.ops
+import comfy.latent_formats
+
+import comfy.cldm.cldm
+import comfy.t2i_adapter.adapter
+import comfy.ldm.cascade.controlnet
+import comfy.cldm.mmdit
+
+
+def broadcast_image_to(tensor, target_batch_size, batched_number):
+ current_batch_size = tensor.shape[0]
+ #print(current_batch_size, target_batch_size)
+ if current_batch_size == 1:
+ return tensor
+
+ per_batch = target_batch_size // batched_number
+ tensor = tensor[:per_batch]
+
+ if per_batch > tensor.shape[0]:
+ tensor = torch.cat([tensor] * (per_batch // tensor.shape[0]) + [tensor[:(per_batch % tensor.shape[0])]], dim=0)
+
+ current_batch_size = tensor.shape[0]
+ if current_batch_size == target_batch_size:
+ return tensor
+ else:
+ return torch.cat([tensor] * batched_number, dim=0)
+
+class ControlBase:
+ def __init__(self, device=None):
+ self.cond_hint_original = None
+ self.cond_hint = None
+ self.strength = 1.0
+ self.timestep_percent_range = (0.0, 1.0)
+ self.latent_format = None
+ self.vae = None
+ self.global_average_pooling = False
+ self.timestep_range = None
+ self.compression_ratio = 8
+ self.upscale_algorithm = 'nearest-exact'
+
+ if device is None:
+ device = comfy.model_management.get_torch_device()
+ self.device = device
+ self.previous_controlnet = None
+
+ def set_cond_hint(self, cond_hint, strength=1.0, timestep_percent_range=(0.0, 1.0), vae=None):
+ self.cond_hint_original = cond_hint
+ self.strength = strength
+ self.timestep_percent_range = timestep_percent_range
+ if self.latent_format is not None:
+ self.vae = vae
+ return self
+
+ def pre_run(self, model, percent_to_timestep_function):
+ self.timestep_range = (percent_to_timestep_function(self.timestep_percent_range[0]), percent_to_timestep_function(self.timestep_percent_range[1]))
+ if self.previous_controlnet is not None:
+ self.previous_controlnet.pre_run(model, percent_to_timestep_function)
+
+ def set_previous_controlnet(self, controlnet):
+ self.previous_controlnet = controlnet
+ return self
+
+ def cleanup(self):
+ if self.previous_controlnet is not None:
+ self.previous_controlnet.cleanup()
+ if self.cond_hint is not None:
+ del self.cond_hint
+ self.cond_hint = None
+ self.timestep_range = None
+
+ def get_models(self):
+ out = []
+ if self.previous_controlnet is not None:
+ out += self.previous_controlnet.get_models()
+ return out
+
+ def copy_to(self, c):
+ c.cond_hint_original = self.cond_hint_original
+ c.strength = self.strength
+ c.timestep_percent_range = self.timestep_percent_range
+ c.global_average_pooling = self.global_average_pooling
+ c.compression_ratio = self.compression_ratio
+ c.upscale_algorithm = self.upscale_algorithm
+ c.latent_format = self.latent_format
+ c.vae = self.vae
+
+ def inference_memory_requirements(self, dtype):
+ if self.previous_controlnet is not None:
+ return self.previous_controlnet.inference_memory_requirements(dtype)
+ return 0
+
+ def control_merge(self, control, control_prev, output_dtype):
+ out = {'input':[], 'middle':[], 'output': []}
+
+ for key in control:
+ control_output = control[key]
+ applied_to = set()
+ for i in range(len(control_output)):
+ x = control_output[i]
+ if x is not None:
+ if self.global_average_pooling:
+ x = torch.mean(x, dim=(2, 3), keepdim=True).repeat(1, 1, x.shape[2], x.shape[3])
+
+ if x not in applied_to: #memory saving strategy, allow shared tensors and only apply strength to shared tensors once
+ applied_to.add(x)
+ x *= self.strength
+
+ if x.dtype != output_dtype:
+ x = x.to(output_dtype)
+
+ out[key].append(x)
+
+ if control_prev is not None:
+ for x in ['input', 'middle', 'output']:
+ o = out[x]
+ for i in range(len(control_prev[x])):
+ prev_val = control_prev[x][i]
+ if i >= len(o):
+ o.append(prev_val)
+ elif prev_val is not None:
+ if o[i] is None:
+ o[i] = prev_val
+ else:
+ if o[i].shape[0] < prev_val.shape[0]:
+ o[i] = prev_val + o[i]
+ else:
+ o[i] = prev_val + o[i] #TODO: change back to inplace add if shared tensors stop being an issue
+ return out
+
+class ControlNet(ControlBase):
+ def __init__(self, control_model=None, global_average_pooling=False, compression_ratio=8, latent_format=None, device=None, load_device=None, manual_cast_dtype=None):
+ super().__init__(device)
+ self.control_model = control_model
+ self.load_device = load_device
+ if control_model is not None:
+ self.control_model_wrapped = comfy.model_patcher.ModelPatcher(self.control_model, load_device=load_device, offload_device=comfy.model_management.unet_offload_device())
+
+ self.compression_ratio = compression_ratio
+ self.global_average_pooling = global_average_pooling
+ self.model_sampling_current = None
+ self.manual_cast_dtype = manual_cast_dtype
+ self.latent_format = latent_format
+
+ def get_control(self, x_noisy, t, cond, batched_number):
+ control_prev = None
+ if self.previous_controlnet is not None:
+ control_prev = self.previous_controlnet.get_control(x_noisy, t, cond, batched_number)
+
+ if self.timestep_range is not None:
+ if t[0] > self.timestep_range[0] or t[0] < self.timestep_range[1]:
+ if control_prev is not None:
+ return control_prev
+ else:
+ return None
+
+ dtype = self.control_model.dtype
+ if self.manual_cast_dtype is not None:
+ dtype = self.manual_cast_dtype
+
+ output_dtype = x_noisy.dtype
+ if self.cond_hint is None or x_noisy.shape[2] * self.compression_ratio != self.cond_hint.shape[2] or x_noisy.shape[3] * self.compression_ratio != self.cond_hint.shape[3]:
+ if self.cond_hint is not None:
+ del self.cond_hint
+ self.cond_hint = None
+ compression_ratio = self.compression_ratio
+ if self.vae is not None:
+ compression_ratio *= self.vae.downscale_ratio
+ self.cond_hint = comfy.utils.common_upscale(self.cond_hint_original, x_noisy.shape[3] * compression_ratio, x_noisy.shape[2] * compression_ratio, self.upscale_algorithm, "center")
+ if self.vae is not None:
+ loaded_models = comfy.model_management.loaded_models(only_currently_used=True)
+ self.cond_hint = self.vae.encode(self.cond_hint.movedim(1, -1))
+ comfy.model_management.load_models_gpu(loaded_models)
+ if self.latent_format is not None:
+ self.cond_hint = self.latent_format.process_in(self.cond_hint)
+ self.cond_hint = self.cond_hint.to(device=self.device, dtype=dtype)
+ if x_noisy.shape[0] != self.cond_hint.shape[0]:
+ self.cond_hint = broadcast_image_to(self.cond_hint, x_noisy.shape[0], batched_number)
+
+ context = cond.get('crossattn_controlnet', cond['c_crossattn'])
+ y = cond.get('y', None)
+ if y is not None:
+ y = y.to(dtype)
+ timestep = self.model_sampling_current.timestep(t)
+ x_noisy = self.model_sampling_current.calculate_input(t, x_noisy)
+
+ control = self.control_model(x=x_noisy.to(dtype), hint=self.cond_hint, timesteps=timestep.float(), context=context.to(dtype), y=y)
+ return self.control_merge(control, control_prev, output_dtype)
+
+ def copy(self):
+ c = ControlNet(None, global_average_pooling=self.global_average_pooling, load_device=self.load_device, manual_cast_dtype=self.manual_cast_dtype)
+ c.control_model = self.control_model
+ c.control_model_wrapped = self.control_model_wrapped
+ self.copy_to(c)
+ return c
+
+ def get_models(self):
+ out = super().get_models()
+ out.append(self.control_model_wrapped)
+ return out
+
+ def pre_run(self, model, percent_to_timestep_function):
+ super().pre_run(model, percent_to_timestep_function)
+ self.model_sampling_current = model.model_sampling
+
+ def cleanup(self):
+ self.model_sampling_current = None
+ super().cleanup()
+
+class ControlLoraOps:
+ class Linear(torch.nn.Module, comfy.ops.CastWeightBiasOp):
+ def __init__(self, in_features: int, out_features: int, bias: bool = True,
+ device=None, dtype=None) -> None:
+ factory_kwargs = {'device': device, 'dtype': dtype}
+ super().__init__()
+ self.in_features = in_features
+ self.out_features = out_features
+ self.weight = None
+ self.up = None
+ self.down = None
+ self.bias = None
+
+ def forward(self, input):
+ weight, bias = comfy.ops.cast_bias_weight(self, input)
+ if self.up is not None:
+ return torch.nn.functional.linear(input, weight + (torch.mm(self.up.flatten(start_dim=1), self.down.flatten(start_dim=1))).reshape(self.weight.shape).type(input.dtype), bias)
+ else:
+ return torch.nn.functional.linear(input, weight, bias)
+
+ class Conv2d(torch.nn.Module, comfy.ops.CastWeightBiasOp):
+ def __init__(
+ self,
+ in_channels,
+ out_channels,
+ kernel_size,
+ stride=1,
+ padding=0,
+ dilation=1,
+ groups=1,
+ bias=True,
+ padding_mode='zeros',
+ device=None,
+ dtype=None
+ ):
+ super().__init__()
+ self.in_channels = in_channels
+ self.out_channels = out_channels
+ self.kernel_size = kernel_size
+ self.stride = stride
+ self.padding = padding
+ self.dilation = dilation
+ self.transposed = False
+ self.output_padding = 0
+ self.groups = groups
+ self.padding_mode = padding_mode
+
+ self.weight = None
+ self.bias = None
+ self.up = None
+ self.down = None
+
+
+ def forward(self, input):
+ weight, bias = comfy.ops.cast_bias_weight(self, input)
+ if self.up is not None:
+ return torch.nn.functional.conv2d(input, weight + (torch.mm(self.up.flatten(start_dim=1), self.down.flatten(start_dim=1))).reshape(self.weight.shape).type(input.dtype), bias, self.stride, self.padding, self.dilation, self.groups)
+ else:
+ return torch.nn.functional.conv2d(input, weight, bias, self.stride, self.padding, self.dilation, self.groups)
+
+
+class ControlLora(ControlNet):
+ def __init__(self, control_weights, global_average_pooling=False, device=None):
+ ControlBase.__init__(self, device)
+ self.control_weights = control_weights
+ self.global_average_pooling = global_average_pooling
+
+ def pre_run(self, model, percent_to_timestep_function):
+ super().pre_run(model, percent_to_timestep_function)
+ controlnet_config = model.model_config.unet_config.copy()
+ controlnet_config.pop("out_channels")
+ controlnet_config["hint_channels"] = self.control_weights["input_hint_block.0.weight"].shape[1]
+ self.manual_cast_dtype = model.manual_cast_dtype
+ dtype = model.get_dtype()
+ if self.manual_cast_dtype is None:
+ class control_lora_ops(ControlLoraOps, comfy.ops.disable_weight_init):
+ pass
+ else:
+ class control_lora_ops(ControlLoraOps, comfy.ops.manual_cast):
+ pass
+ dtype = self.manual_cast_dtype
+
+ controlnet_config["operations"] = control_lora_ops
+ controlnet_config["dtype"] = dtype
+ self.control_model = comfy.cldm.cldm.ControlNet(**controlnet_config)
+ self.control_model.to(comfy.model_management.get_torch_device())
+ diffusion_model = model.diffusion_model
+ sd = diffusion_model.state_dict()
+ cm = self.control_model.state_dict()
+
+ for k in sd:
+ weight = sd[k]
+ try:
+ comfy.utils.set_attr_param(self.control_model, k, weight)
+ except:
+ pass
+
+ for k in self.control_weights:
+ if k not in {"lora_controlnet"}:
+ comfy.utils.set_attr_param(self.control_model, k, self.control_weights[k].to(dtype).to(comfy.model_management.get_torch_device()))
+
+ def copy(self):
+ c = ControlLora(self.control_weights, global_average_pooling=self.global_average_pooling)
+ self.copy_to(c)
+ return c
+
+ def cleanup(self):
+ del self.control_model
+ self.control_model = None
+ super().cleanup()
+
+ def get_models(self):
+ out = ControlBase.get_models(self)
+ return out
+
+ def inference_memory_requirements(self, dtype):
+ return comfy.utils.calculate_parameters(self.control_weights) * comfy.model_management.dtype_size(dtype) + ControlBase.inference_memory_requirements(self, dtype)
+
+def load_controlnet_mmdit(sd):
+ new_sd = comfy.model_detection.convert_diffusers_mmdit(sd, "")
+ model_config = comfy.model_detection.model_config_from_unet(new_sd, "", True)
+ num_blocks = comfy.model_detection.count_blocks(new_sd, 'joint_blocks.{}.')
+ for k in sd:
+ new_sd[k] = sd[k]
+
+ supported_inference_dtypes = model_config.supported_inference_dtypes
+
+ controlnet_config = model_config.unet_config
+ unet_dtype = comfy.model_management.unet_dtype(supported_dtypes=supported_inference_dtypes)
+ load_device = comfy.model_management.get_torch_device()
+ manual_cast_dtype = comfy.model_management.unet_manual_cast(unet_dtype, load_device)
+ if manual_cast_dtype is not None:
+ operations = comfy.ops.manual_cast
+ else:
+ operations = comfy.ops.disable_weight_init
+
+ control_model = comfy.cldm.mmdit.ControlNet(num_blocks=num_blocks, operations=operations, device=load_device, dtype=unet_dtype, **controlnet_config)
+ missing, unexpected = control_model.load_state_dict(new_sd, strict=False)
+
+ if len(missing) > 0:
+ logging.warning("missing controlnet keys: {}".format(missing))
+
+ if len(unexpected) > 0:
+ logging.debug("unexpected controlnet keys: {}".format(unexpected))
+
+ latent_format = comfy.latent_formats.SD3()
+ latent_format.shift_factor = 0 #SD3 controlnet weirdness
+ control = ControlNet(control_model, compression_ratio=1, latent_format=latent_format, load_device=load_device, manual_cast_dtype=manual_cast_dtype)
+ return control
+
+
+def load_controlnet(ckpt_path, model=None):
+ controlnet_data = comfy.utils.load_torch_file(ckpt_path, safe_load=True)
+ if "lora_controlnet" in controlnet_data:
+ return ControlLora(controlnet_data)
+
+ controlnet_config = None
+ supported_inference_dtypes = None
+
+ if "controlnet_cond_embedding.conv_in.weight" in controlnet_data: #diffusers format
+ controlnet_config = comfy.model_detection.unet_config_from_diffusers_unet(controlnet_data)
+ diffusers_keys = comfy.utils.unet_to_diffusers(controlnet_config)
+ diffusers_keys["controlnet_mid_block.weight"] = "middle_block_out.0.weight"
+ diffusers_keys["controlnet_mid_block.bias"] = "middle_block_out.0.bias"
+
+ count = 0
+ loop = True
+ while loop:
+ suffix = [".weight", ".bias"]
+ for s in suffix:
+ k_in = "controlnet_down_blocks.{}{}".format(count, s)
+ k_out = "zero_convs.{}.0{}".format(count, s)
+ if k_in not in controlnet_data:
+ loop = False
+ break
+ diffusers_keys[k_in] = k_out
+ count += 1
+
+ count = 0
+ loop = True
+ while loop:
+ suffix = [".weight", ".bias"]
+ for s in suffix:
+ if count == 0:
+ k_in = "controlnet_cond_embedding.conv_in{}".format(s)
+ else:
+ k_in = "controlnet_cond_embedding.blocks.{}{}".format(count - 1, s)
+ k_out = "input_hint_block.{}{}".format(count * 2, s)
+ if k_in not in controlnet_data:
+ k_in = "controlnet_cond_embedding.conv_out{}".format(s)
+ loop = False
+ diffusers_keys[k_in] = k_out
+ count += 1
+
+ new_sd = {}
+ for k in diffusers_keys:
+ if k in controlnet_data:
+ new_sd[diffusers_keys[k]] = controlnet_data.pop(k)
+
+ leftover_keys = controlnet_data.keys()
+ if len(leftover_keys) > 0:
+ logging.warning("leftover keys: {}".format(leftover_keys))
+ controlnet_data = new_sd
+ elif "controlnet_blocks.0.weight" in controlnet_data: #SD3 diffusers format
+ return load_controlnet_mmdit(controlnet_data)
+
+ pth_key = 'control_model.zero_convs.0.0.weight'
+ pth = False
+ key = 'zero_convs.0.0.weight'
+ if pth_key in controlnet_data:
+ pth = True
+ key = pth_key
+ prefix = "control_model."
+ elif key in controlnet_data:
+ prefix = ""
+ else:
+ net = load_t2i_adapter(controlnet_data)
+ if net is None:
+ logging.error("error checkpoint does not contain controlnet or t2i adapter data {}".format(ckpt_path))
+ return net
+
+ if controlnet_config is None:
+ model_config = comfy.model_detection.model_config_from_unet(controlnet_data, prefix, True)
+ supported_inference_dtypes = model_config.supported_inference_dtypes
+ controlnet_config = model_config.unet_config
+
+ load_device = comfy.model_management.get_torch_device()
+ if supported_inference_dtypes is None:
+ unet_dtype = comfy.model_management.unet_dtype()
+ else:
+ unet_dtype = comfy.model_management.unet_dtype(supported_dtypes=supported_inference_dtypes)
+
+ manual_cast_dtype = comfy.model_management.unet_manual_cast(unet_dtype, load_device)
+ if manual_cast_dtype is not None:
+ controlnet_config["operations"] = comfy.ops.manual_cast
+ controlnet_config["dtype"] = unet_dtype
+ controlnet_config.pop("out_channels")
+ controlnet_config["hint_channels"] = controlnet_data["{}input_hint_block.0.weight".format(prefix)].shape[1]
+ control_model = comfy.cldm.cldm.ControlNet(**controlnet_config)
+
+ if pth:
+ if 'difference' in controlnet_data:
+ if model is not None:
+ comfy.model_management.load_models_gpu([model])
+ model_sd = model.model_state_dict()
+ for x in controlnet_data:
+ c_m = "control_model."
+ if x.startswith(c_m):
+ sd_key = "diffusion_model.{}".format(x[len(c_m):])
+ if sd_key in model_sd:
+ cd = controlnet_data[x]
+ cd += model_sd[sd_key].type(cd.dtype).to(cd.device)
+ else:
+ logging.warning("WARNING: Loaded a diff controlnet without a model. It will very likely not work.")
+
+ class WeightsLoader(torch.nn.Module):
+ pass
+ w = WeightsLoader()
+ w.control_model = control_model
+ missing, unexpected = w.load_state_dict(controlnet_data, strict=False)
+ else:
+ missing, unexpected = control_model.load_state_dict(controlnet_data, strict=False)
+
+ if len(missing) > 0:
+ logging.warning("missing controlnet keys: {}".format(missing))
+
+ if len(unexpected) > 0:
+ logging.debug("unexpected controlnet keys: {}".format(unexpected))
+
+ global_average_pooling = False
+ filename = os.path.splitext(ckpt_path)[0]
+ if filename.endswith("_shuffle") or filename.endswith("_shuffle_fp16"): #TODO: smarter way of enabling global_average_pooling
+ global_average_pooling = True
+
+ control = ControlNet(control_model, global_average_pooling=global_average_pooling, load_device=load_device, manual_cast_dtype=manual_cast_dtype)
+ return control
+
+class T2IAdapter(ControlBase):
+ def __init__(self, t2i_model, channels_in, compression_ratio, upscale_algorithm, device=None):
+ super().__init__(device)
+ self.t2i_model = t2i_model
+ self.channels_in = channels_in
+ self.control_input = None
+ self.compression_ratio = compression_ratio
+ self.upscale_algorithm = upscale_algorithm
+
+ def scale_image_to(self, width, height):
+ unshuffle_amount = self.t2i_model.unshuffle_amount
+ width = math.ceil(width / unshuffle_amount) * unshuffle_amount
+ height = math.ceil(height / unshuffle_amount) * unshuffle_amount
+ return width, height
+
+ def get_control(self, x_noisy, t, cond, batched_number):
+ control_prev = None
+ if self.previous_controlnet is not None:
+ control_prev = self.previous_controlnet.get_control(x_noisy, t, cond, batched_number)
+
+ if self.timestep_range is not None:
+ if t[0] > self.timestep_range[0] or t[0] < self.timestep_range[1]:
+ if control_prev is not None:
+ return control_prev
+ else:
+ return None
+
+ if self.cond_hint is None or x_noisy.shape[2] * self.compression_ratio != self.cond_hint.shape[2] or x_noisy.shape[3] * self.compression_ratio != self.cond_hint.shape[3]:
+ if self.cond_hint is not None:
+ del self.cond_hint
+ self.control_input = None
+ self.cond_hint = None
+ width, height = self.scale_image_to(x_noisy.shape[3] * self.compression_ratio, x_noisy.shape[2] * self.compression_ratio)
+ self.cond_hint = comfy.utils.common_upscale(self.cond_hint_original, width, height, self.upscale_algorithm, "center").float().to(self.device)
+ if self.channels_in == 1 and self.cond_hint.shape[1] > 1:
+ self.cond_hint = torch.mean(self.cond_hint, 1, keepdim=True)
+ if x_noisy.shape[0] != self.cond_hint.shape[0]:
+ self.cond_hint = broadcast_image_to(self.cond_hint, x_noisy.shape[0], batched_number)
+ if self.control_input is None:
+ self.t2i_model.to(x_noisy.dtype)
+ self.t2i_model.to(self.device)
+ self.control_input = self.t2i_model(self.cond_hint.to(x_noisy.dtype))
+ self.t2i_model.cpu()
+
+ control_input = {}
+ for k in self.control_input:
+ control_input[k] = list(map(lambda a: None if a is None else a.clone(), self.control_input[k]))
+
+ return self.control_merge(control_input, control_prev, x_noisy.dtype)
+
+ def copy(self):
+ c = T2IAdapter(self.t2i_model, self.channels_in, self.compression_ratio, self.upscale_algorithm)
+ self.copy_to(c)
+ return c
+
+def load_t2i_adapter(t2i_data):
+ compression_ratio = 8
+ upscale_algorithm = 'nearest-exact'
+
+ if 'adapter' in t2i_data:
+ t2i_data = t2i_data['adapter']
+ if 'adapter.body.0.resnets.0.block1.weight' in t2i_data: #diffusers format
+ prefix_replace = {}
+ for i in range(4):
+ for j in range(2):
+ prefix_replace["adapter.body.{}.resnets.{}.".format(i, j)] = "body.{}.".format(i * 2 + j)
+ prefix_replace["adapter.body.{}.".format(i, j)] = "body.{}.".format(i * 2)
+ prefix_replace["adapter."] = ""
+ t2i_data = comfy.utils.state_dict_prefix_replace(t2i_data, prefix_replace)
+ keys = t2i_data.keys()
+
+ if "body.0.in_conv.weight" in keys:
+ cin = t2i_data['body.0.in_conv.weight'].shape[1]
+ model_ad = comfy.t2i_adapter.adapter.Adapter_light(cin=cin, channels=[320, 640, 1280, 1280], nums_rb=4)
+ elif 'conv_in.weight' in keys:
+ cin = t2i_data['conv_in.weight'].shape[1]
+ channel = t2i_data['conv_in.weight'].shape[0]
+ ksize = t2i_data['body.0.block2.weight'].shape[2]
+ use_conv = False
+ down_opts = list(filter(lambda a: a.endswith("down_opt.op.weight"), keys))
+ if len(down_opts) > 0:
+ use_conv = True
+ xl = False
+ if cin == 256 or cin == 768:
+ xl = True
+ model_ad = comfy.t2i_adapter.adapter.Adapter(cin=cin, channels=[channel, channel*2, channel*4, channel*4][:4], nums_rb=2, ksize=ksize, sk=True, use_conv=use_conv, xl=xl)
+ elif "backbone.0.0.weight" in keys:
+ model_ad = comfy.ldm.cascade.controlnet.ControlNet(c_in=t2i_data['backbone.0.0.weight'].shape[1], proj_blocks=[0, 4, 8, 12, 51, 55, 59, 63])
+ compression_ratio = 32
+ upscale_algorithm = 'bilinear'
+ elif "backbone.10.blocks.0.weight" in keys:
+ model_ad = comfy.ldm.cascade.controlnet.ControlNet(c_in=t2i_data['backbone.0.weight'].shape[1], bottleneck_mode="large", proj_blocks=[0, 4, 8, 12, 51, 55, 59, 63])
+ compression_ratio = 1
+ upscale_algorithm = 'nearest-exact'
+ else:
+ return None
+
+ missing, unexpected = model_ad.load_state_dict(t2i_data)
+ if len(missing) > 0:
+ logging.warning("t2i missing {}".format(missing))
+
+ if len(unexpected) > 0:
+ logging.debug("t2i unexpected {}".format(unexpected))
+
+ return T2IAdapter(model_ad, model_ad.input_channels, compression_ratio, upscale_algorithm)
diff --git a/ComfyUI/comfy/diffusers_convert.py b/ComfyUI/comfy/diffusers_convert.py
new file mode 100644
index 0000000000000000000000000000000000000000..f109ba58302cf181c079dfa858802214d9e51f7b
--- /dev/null
+++ b/ComfyUI/comfy/diffusers_convert.py
@@ -0,0 +1,281 @@
+import re
+import torch
+import logging
+
+# conversion code from https://github.com/huggingface/diffusers/blob/main/scripts/convert_diffusers_to_original_stable_diffusion.py
+
+# =================#
+# UNet Conversion #
+# =================#
+
+unet_conversion_map = [
+ # (stable-diffusion, HF Diffusers)
+ ("time_embed.0.weight", "time_embedding.linear_1.weight"),
+ ("time_embed.0.bias", "time_embedding.linear_1.bias"),
+ ("time_embed.2.weight", "time_embedding.linear_2.weight"),
+ ("time_embed.2.bias", "time_embedding.linear_2.bias"),
+ ("input_blocks.0.0.weight", "conv_in.weight"),
+ ("input_blocks.0.0.bias", "conv_in.bias"),
+ ("out.0.weight", "conv_norm_out.weight"),
+ ("out.0.bias", "conv_norm_out.bias"),
+ ("out.2.weight", "conv_out.weight"),
+ ("out.2.bias", "conv_out.bias"),
+]
+
+unet_conversion_map_resnet = [
+ # (stable-diffusion, HF Diffusers)
+ ("in_layers.0", "norm1"),
+ ("in_layers.2", "conv1"),
+ ("out_layers.0", "norm2"),
+ ("out_layers.3", "conv2"),
+ ("emb_layers.1", "time_emb_proj"),
+ ("skip_connection", "conv_shortcut"),
+]
+
+unet_conversion_map_layer = []
+# hardcoded number of downblocks and resnets/attentions...
+# would need smarter logic for other networks.
+for i in range(4):
+ # loop over downblocks/upblocks
+
+ for j in range(2):
+ # loop over resnets/attentions for downblocks
+ hf_down_res_prefix = f"down_blocks.{i}.resnets.{j}."
+ sd_down_res_prefix = f"input_blocks.{3 * i + j + 1}.0."
+ unet_conversion_map_layer.append((sd_down_res_prefix, hf_down_res_prefix))
+
+ if i < 3:
+ # no attention layers in down_blocks.3
+ hf_down_atn_prefix = f"down_blocks.{i}.attentions.{j}."
+ sd_down_atn_prefix = f"input_blocks.{3 * i + j + 1}.1."
+ unet_conversion_map_layer.append((sd_down_atn_prefix, hf_down_atn_prefix))
+
+ for j in range(3):
+ # loop over resnets/attentions for upblocks
+ hf_up_res_prefix = f"up_blocks.{i}.resnets.{j}."
+ sd_up_res_prefix = f"output_blocks.{3 * i + j}.0."
+ unet_conversion_map_layer.append((sd_up_res_prefix, hf_up_res_prefix))
+
+ if i > 0:
+ # no attention layers in up_blocks.0
+ hf_up_atn_prefix = f"up_blocks.{i}.attentions.{j}."
+ sd_up_atn_prefix = f"output_blocks.{3 * i + j}.1."
+ unet_conversion_map_layer.append((sd_up_atn_prefix, hf_up_atn_prefix))
+
+ if i < 3:
+ # no downsample in down_blocks.3
+ hf_downsample_prefix = f"down_blocks.{i}.downsamplers.0.conv."
+ sd_downsample_prefix = f"input_blocks.{3 * (i + 1)}.0.op."
+ unet_conversion_map_layer.append((sd_downsample_prefix, hf_downsample_prefix))
+
+ # no upsample in up_blocks.3
+ hf_upsample_prefix = f"up_blocks.{i}.upsamplers.0."
+ sd_upsample_prefix = f"output_blocks.{3 * i + 2}.{1 if i == 0 else 2}."
+ unet_conversion_map_layer.append((sd_upsample_prefix, hf_upsample_prefix))
+
+hf_mid_atn_prefix = "mid_block.attentions.0."
+sd_mid_atn_prefix = "middle_block.1."
+unet_conversion_map_layer.append((sd_mid_atn_prefix, hf_mid_atn_prefix))
+
+for j in range(2):
+ hf_mid_res_prefix = f"mid_block.resnets.{j}."
+ sd_mid_res_prefix = f"middle_block.{2 * j}."
+ unet_conversion_map_layer.append((sd_mid_res_prefix, hf_mid_res_prefix))
+
+
+def convert_unet_state_dict(unet_state_dict):
+ # buyer beware: this is a *brittle* function,
+ # and correct output requires that all of these pieces interact in
+ # the exact order in which I have arranged them.
+ mapping = {k: k for k in unet_state_dict.keys()}
+ for sd_name, hf_name in unet_conversion_map:
+ mapping[hf_name] = sd_name
+ for k, v in mapping.items():
+ if "resnets" in k:
+ for sd_part, hf_part in unet_conversion_map_resnet:
+ v = v.replace(hf_part, sd_part)
+ mapping[k] = v
+ for k, v in mapping.items():
+ for sd_part, hf_part in unet_conversion_map_layer:
+ v = v.replace(hf_part, sd_part)
+ mapping[k] = v
+ new_state_dict = {v: unet_state_dict[k] for k, v in mapping.items()}
+ return new_state_dict
+
+
+# ================#
+# VAE Conversion #
+# ================#
+
+vae_conversion_map = [
+ # (stable-diffusion, HF Diffusers)
+ ("nin_shortcut", "conv_shortcut"),
+ ("norm_out", "conv_norm_out"),
+ ("mid.attn_1.", "mid_block.attentions.0."),
+]
+
+for i in range(4):
+ # down_blocks have two resnets
+ for j in range(2):
+ hf_down_prefix = f"encoder.down_blocks.{i}.resnets.{j}."
+ sd_down_prefix = f"encoder.down.{i}.block.{j}."
+ vae_conversion_map.append((sd_down_prefix, hf_down_prefix))
+
+ if i < 3:
+ hf_downsample_prefix = f"down_blocks.{i}.downsamplers.0."
+ sd_downsample_prefix = f"down.{i}.downsample."
+ vae_conversion_map.append((sd_downsample_prefix, hf_downsample_prefix))
+
+ hf_upsample_prefix = f"up_blocks.{i}.upsamplers.0."
+ sd_upsample_prefix = f"up.{3 - i}.upsample."
+ vae_conversion_map.append((sd_upsample_prefix, hf_upsample_prefix))
+
+ # up_blocks have three resnets
+ # also, up blocks in hf are numbered in reverse from sd
+ for j in range(3):
+ hf_up_prefix = f"decoder.up_blocks.{i}.resnets.{j}."
+ sd_up_prefix = f"decoder.up.{3 - i}.block.{j}."
+ vae_conversion_map.append((sd_up_prefix, hf_up_prefix))
+
+# this part accounts for mid blocks in both the encoder and the decoder
+for i in range(2):
+ hf_mid_res_prefix = f"mid_block.resnets.{i}."
+ sd_mid_res_prefix = f"mid.block_{i + 1}."
+ vae_conversion_map.append((sd_mid_res_prefix, hf_mid_res_prefix))
+
+vae_conversion_map_attn = [
+ # (stable-diffusion, HF Diffusers)
+ ("norm.", "group_norm."),
+ ("q.", "query."),
+ ("k.", "key."),
+ ("v.", "value."),
+ ("q.", "to_q."),
+ ("k.", "to_k."),
+ ("v.", "to_v."),
+ ("proj_out.", "to_out.0."),
+ ("proj_out.", "proj_attn."),
+]
+
+
+def reshape_weight_for_sd(w):
+ # convert HF linear weights to SD conv2d weights
+ return w.reshape(*w.shape, 1, 1)
+
+
+def convert_vae_state_dict(vae_state_dict):
+ mapping = {k: k for k in vae_state_dict.keys()}
+ for k, v in mapping.items():
+ for sd_part, hf_part in vae_conversion_map:
+ v = v.replace(hf_part, sd_part)
+ mapping[k] = v
+ for k, v in mapping.items():
+ if "attentions" in k:
+ for sd_part, hf_part in vae_conversion_map_attn:
+ v = v.replace(hf_part, sd_part)
+ mapping[k] = v
+ new_state_dict = {v: vae_state_dict[k] for k, v in mapping.items()}
+ weights_to_convert = ["q", "k", "v", "proj_out"]
+ for k, v in new_state_dict.items():
+ for weight_name in weights_to_convert:
+ if f"mid.attn_1.{weight_name}.weight" in k:
+ logging.debug(f"Reshaping {k} for SD format")
+ new_state_dict[k] = reshape_weight_for_sd(v)
+ return new_state_dict
+
+
+# =========================#
+# Text Encoder Conversion #
+# =========================#
+
+
+textenc_conversion_lst = [
+ # (stable-diffusion, HF Diffusers)
+ ("resblocks.", "text_model.encoder.layers."),
+ ("ln_1", "layer_norm1"),
+ ("ln_2", "layer_norm2"),
+ (".c_fc.", ".fc1."),
+ (".c_proj.", ".fc2."),
+ (".attn", ".self_attn"),
+ ("ln_final.", "transformer.text_model.final_layer_norm."),
+ ("token_embedding.weight", "transformer.text_model.embeddings.token_embedding.weight"),
+ ("positional_embedding", "transformer.text_model.embeddings.position_embedding.weight"),
+]
+protected = {re.escape(x[1]): x[0] for x in textenc_conversion_lst}
+textenc_pattern = re.compile("|".join(protected.keys()))
+
+# Ordering is from https://github.com/pytorch/pytorch/blob/master/test/cpp/api/modules.cpp
+code2idx = {"q": 0, "k": 1, "v": 2}
+
+# This function exists because at the time of writing torch.cat can't do fp8 with cuda
+def cat_tensors(tensors):
+ x = 0
+ for t in tensors:
+ x += t.shape[0]
+
+ shape = [x] + list(tensors[0].shape)[1:]
+ out = torch.empty(shape, device=tensors[0].device, dtype=tensors[0].dtype)
+
+ x = 0
+ for t in tensors:
+ out[x:x + t.shape[0]] = t
+ x += t.shape[0]
+
+ return out
+
+def convert_text_enc_state_dict_v20(text_enc_dict, prefix=""):
+ new_state_dict = {}
+ capture_qkv_weight = {}
+ capture_qkv_bias = {}
+ for k, v in text_enc_dict.items():
+ if not k.startswith(prefix):
+ continue
+ if (
+ k.endswith(".self_attn.q_proj.weight")
+ or k.endswith(".self_attn.k_proj.weight")
+ or k.endswith(".self_attn.v_proj.weight")
+ ):
+ k_pre = k[: -len(".q_proj.weight")]
+ k_code = k[-len("q_proj.weight")]
+ if k_pre not in capture_qkv_weight:
+ capture_qkv_weight[k_pre] = [None, None, None]
+ capture_qkv_weight[k_pre][code2idx[k_code]] = v
+ continue
+
+ if (
+ k.endswith(".self_attn.q_proj.bias")
+ or k.endswith(".self_attn.k_proj.bias")
+ or k.endswith(".self_attn.v_proj.bias")
+ ):
+ k_pre = k[: -len(".q_proj.bias")]
+ k_code = k[-len("q_proj.bias")]
+ if k_pre not in capture_qkv_bias:
+ capture_qkv_bias[k_pre] = [None, None, None]
+ capture_qkv_bias[k_pre][code2idx[k_code]] = v
+ continue
+
+ text_proj = "transformer.text_projection.weight"
+ if k.endswith(text_proj):
+ new_state_dict[k.replace(text_proj, "text_projection")] = v.transpose(0, 1).contiguous()
+ else:
+ relabelled_key = textenc_pattern.sub(lambda m: protected[re.escape(m.group(0))], k)
+ new_state_dict[relabelled_key] = v
+
+ for k_pre, tensors in capture_qkv_weight.items():
+ if None in tensors:
+ raise Exception("CORRUPTED MODEL: one of the q-k-v values for the text encoder was missing")
+ relabelled_key = textenc_pattern.sub(lambda m: protected[re.escape(m.group(0))], k_pre)
+ new_state_dict[relabelled_key + ".in_proj_weight"] = cat_tensors(tensors)
+
+ for k_pre, tensors in capture_qkv_bias.items():
+ if None in tensors:
+ raise Exception("CORRUPTED MODEL: one of the q-k-v values for the text encoder was missing")
+ relabelled_key = textenc_pattern.sub(lambda m: protected[re.escape(m.group(0))], k_pre)
+ new_state_dict[relabelled_key + ".in_proj_bias"] = cat_tensors(tensors)
+
+ return new_state_dict
+
+
+def convert_text_enc_state_dict(text_enc_dict):
+ return text_enc_dict
+
+
diff --git a/ComfyUI/comfy/diffusers_load.py b/ComfyUI/comfy/diffusers_load.py
new file mode 100644
index 0000000000000000000000000000000000000000..5b750282a6c923a5ffa5d6d53958a9ad73ec4e93
--- /dev/null
+++ b/ComfyUI/comfy/diffusers_load.py
@@ -0,0 +1,36 @@
+import os
+
+import comfy.sd
+
+def first_file(path, filenames):
+ for f in filenames:
+ p = os.path.join(path, f)
+ if os.path.exists(p):
+ return p
+ return None
+
+def load_diffusers(model_path, output_vae=True, output_clip=True, embedding_directory=None):
+ diffusion_model_names = ["diffusion_pytorch_model.fp16.safetensors", "diffusion_pytorch_model.safetensors", "diffusion_pytorch_model.fp16.bin", "diffusion_pytorch_model.bin"]
+ unet_path = first_file(os.path.join(model_path, "unet"), diffusion_model_names)
+ vae_path = first_file(os.path.join(model_path, "vae"), diffusion_model_names)
+
+ text_encoder_model_names = ["model.fp16.safetensors", "model.safetensors", "pytorch_model.fp16.bin", "pytorch_model.bin"]
+ text_encoder1_path = first_file(os.path.join(model_path, "text_encoder"), text_encoder_model_names)
+ text_encoder2_path = first_file(os.path.join(model_path, "text_encoder_2"), text_encoder_model_names)
+
+ text_encoder_paths = [text_encoder1_path]
+ if text_encoder2_path is not None:
+ text_encoder_paths.append(text_encoder2_path)
+
+ unet = comfy.sd.load_unet(unet_path)
+
+ clip = None
+ if output_clip:
+ clip = comfy.sd.load_clip(text_encoder_paths, embedding_directory=embedding_directory)
+
+ vae = None
+ if output_vae:
+ sd = comfy.utils.load_torch_file(vae_path)
+ vae = comfy.sd.VAE(sd=sd)
+
+ return (unet, clip, vae)
diff --git a/ComfyUI/comfy/extra_samplers/__pycache__/uni_pc.cpython-310.pyc b/ComfyUI/comfy/extra_samplers/__pycache__/uni_pc.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f4467e33a28c5018fc1aaa53fb3a98ab1ed62ef6
Binary files /dev/null and b/ComfyUI/comfy/extra_samplers/__pycache__/uni_pc.cpython-310.pyc differ
diff --git a/ComfyUI/comfy/extra_samplers/uni_pc.py b/ComfyUI/comfy/extra_samplers/uni_pc.py
new file mode 100644
index 0000000000000000000000000000000000000000..712b9d5e5d6d38ea5eb20538e9cdeab4d21eaf92
--- /dev/null
+++ b/ComfyUI/comfy/extra_samplers/uni_pc.py
@@ -0,0 +1,875 @@
+#code taken from: https://github.com/wl-zhao/UniPC and modified
+
+import torch
+import torch.nn.functional as F
+import math
+
+from tqdm.auto import trange, tqdm
+
+
+class NoiseScheduleVP:
+ def __init__(
+ self,
+ schedule='discrete',
+ betas=None,
+ alphas_cumprod=None,
+ continuous_beta_0=0.1,
+ continuous_beta_1=20.,
+ ):
+ """Create a wrapper class for the forward SDE (VP type).
+
+ ***
+ Update: We support discrete-time diffusion models by implementing a picewise linear interpolation for log_alpha_t.
+ We recommend to use schedule='discrete' for the discrete-time diffusion models, especially for high-resolution images.
+ ***
+
+ The forward SDE ensures that the condition distribution q_{t|0}(x_t | x_0) = N ( alpha_t * x_0, sigma_t^2 * I ).
+ We further define lambda_t = log(alpha_t) - log(sigma_t), which is the half-logSNR (described in the DPM-Solver paper).
+ Therefore, we implement the functions for computing alpha_t, sigma_t and lambda_t. For t in [0, T], we have:
+
+ log_alpha_t = self.marginal_log_mean_coeff(t)
+ sigma_t = self.marginal_std(t)
+ lambda_t = self.marginal_lambda(t)
+
+ Moreover, as lambda(t) is an invertible function, we also support its inverse function:
+
+ t = self.inverse_lambda(lambda_t)
+
+ ===============================================================
+
+ We support both discrete-time DPMs (trained on n = 0, 1, ..., N-1) and continuous-time DPMs (trained on t in [t_0, T]).
+
+ 1. For discrete-time DPMs:
+
+ For discrete-time DPMs trained on n = 0, 1, ..., N-1, we convert the discrete steps to continuous time steps by:
+ t_i = (i + 1) / N
+ e.g. for N = 1000, we have t_0 = 1e-3 and T = t_{N-1} = 1.
+ We solve the corresponding diffusion ODE from time T = 1 to time t_0 = 1e-3.
+
+ Args:
+ betas: A `torch.Tensor`. The beta array for the discrete-time DPM. (See the original DDPM paper for details)
+ alphas_cumprod: A `torch.Tensor`. The cumprod alphas for the discrete-time DPM. (See the original DDPM paper for details)
+
+ Note that we always have alphas_cumprod = cumprod(betas). Therefore, we only need to set one of `betas` and `alphas_cumprod`.
+
+ **Important**: Please pay special attention for the args for `alphas_cumprod`:
+ The `alphas_cumprod` is the \hat{alpha_n} arrays in the notations of DDPM. Specifically, DDPMs assume that
+ q_{t_n | 0}(x_{t_n} | x_0) = N ( \sqrt{\hat{alpha_n}} * x_0, (1 - \hat{alpha_n}) * I ).
+ Therefore, the notation \hat{alpha_n} is different from the notation alpha_t in DPM-Solver. In fact, we have
+ alpha_{t_n} = \sqrt{\hat{alpha_n}},
+ and
+ log(alpha_{t_n}) = 0.5 * log(\hat{alpha_n}).
+
+
+ 2. For continuous-time DPMs:
+
+ We support two types of VPSDEs: linear (DDPM) and cosine (improved-DDPM). The hyperparameters for the noise
+ schedule are the default settings in DDPM and improved-DDPM:
+
+ Args:
+ beta_min: A `float` number. The smallest beta for the linear schedule.
+ beta_max: A `float` number. The largest beta for the linear schedule.
+ cosine_s: A `float` number. The hyperparameter in the cosine schedule.
+ cosine_beta_max: A `float` number. The hyperparameter in the cosine schedule.
+ T: A `float` number. The ending time of the forward process.
+
+ ===============================================================
+
+ Args:
+ schedule: A `str`. The noise schedule of the forward SDE. 'discrete' for discrete-time DPMs,
+ 'linear' or 'cosine' for continuous-time DPMs.
+ Returns:
+ A wrapper object of the forward SDE (VP type).
+
+ ===============================================================
+
+ Example:
+
+ # For discrete-time DPMs, given betas (the beta array for n = 0, 1, ..., N - 1):
+ >>> ns = NoiseScheduleVP('discrete', betas=betas)
+
+ # For discrete-time DPMs, given alphas_cumprod (the \hat{alpha_n} array for n = 0, 1, ..., N - 1):
+ >>> ns = NoiseScheduleVP('discrete', alphas_cumprod=alphas_cumprod)
+
+ # For continuous-time DPMs (VPSDE), linear schedule:
+ >>> ns = NoiseScheduleVP('linear', continuous_beta_0=0.1, continuous_beta_1=20.)
+
+ """
+
+ if schedule not in ['discrete', 'linear', 'cosine']:
+ raise ValueError("Unsupported noise schedule {}. The schedule needs to be 'discrete' or 'linear' or 'cosine'".format(schedule))
+
+ self.schedule = schedule
+ if schedule == 'discrete':
+ if betas is not None:
+ log_alphas = 0.5 * torch.log(1 - betas).cumsum(dim=0)
+ else:
+ assert alphas_cumprod is not None
+ log_alphas = 0.5 * torch.log(alphas_cumprod)
+ self.total_N = len(log_alphas)
+ self.T = 1.
+ self.t_array = torch.linspace(0., 1., self.total_N + 1)[1:].reshape((1, -1))
+ self.log_alpha_array = log_alphas.reshape((1, -1,))
+ else:
+ self.total_N = 1000
+ self.beta_0 = continuous_beta_0
+ self.beta_1 = continuous_beta_1
+ self.cosine_s = 0.008
+ self.cosine_beta_max = 999.
+ self.cosine_t_max = math.atan(self.cosine_beta_max * (1. + self.cosine_s) / math.pi) * 2. * (1. + self.cosine_s) / math.pi - self.cosine_s
+ self.cosine_log_alpha_0 = math.log(math.cos(self.cosine_s / (1. + self.cosine_s) * math.pi / 2.))
+ self.schedule = schedule
+ if schedule == 'cosine':
+ # For the cosine schedule, T = 1 will have numerical issues. So we manually set the ending time T.
+ # Note that T = 0.9946 may be not the optimal setting. However, we find it works well.
+ self.T = 0.9946
+ else:
+ self.T = 1.
+
+ def marginal_log_mean_coeff(self, t):
+ """
+ Compute log(alpha_t) of a given continuous-time label t in [0, T].
+ """
+ if self.schedule == 'discrete':
+ return interpolate_fn(t.reshape((-1, 1)), self.t_array.to(t.device), self.log_alpha_array.to(t.device)).reshape((-1))
+ elif self.schedule == 'linear':
+ return -0.25 * t ** 2 * (self.beta_1 - self.beta_0) - 0.5 * t * self.beta_0
+ elif self.schedule == 'cosine':
+ log_alpha_fn = lambda s: torch.log(torch.cos((s + self.cosine_s) / (1. + self.cosine_s) * math.pi / 2.))
+ log_alpha_t = log_alpha_fn(t) - self.cosine_log_alpha_0
+ return log_alpha_t
+
+ def marginal_alpha(self, t):
+ """
+ Compute alpha_t of a given continuous-time label t in [0, T].
+ """
+ return torch.exp(self.marginal_log_mean_coeff(t))
+
+ def marginal_std(self, t):
+ """
+ Compute sigma_t of a given continuous-time label t in [0, T].
+ """
+ return torch.sqrt(1. - torch.exp(2. * self.marginal_log_mean_coeff(t)))
+
+ def marginal_lambda(self, t):
+ """
+ Compute lambda_t = log(alpha_t) - log(sigma_t) of a given continuous-time label t in [0, T].
+ """
+ log_mean_coeff = self.marginal_log_mean_coeff(t)
+ log_std = 0.5 * torch.log(1. - torch.exp(2. * log_mean_coeff))
+ return log_mean_coeff - log_std
+
+ def inverse_lambda(self, lamb):
+ """
+ Compute the continuous-time label t in [0, T] of a given half-logSNR lambda_t.
+ """
+ if self.schedule == 'linear':
+ tmp = 2. * (self.beta_1 - self.beta_0) * torch.logaddexp(-2. * lamb, torch.zeros((1,)).to(lamb))
+ Delta = self.beta_0**2 + tmp
+ return tmp / (torch.sqrt(Delta) + self.beta_0) / (self.beta_1 - self.beta_0)
+ elif self.schedule == 'discrete':
+ log_alpha = -0.5 * torch.logaddexp(torch.zeros((1,)).to(lamb.device), -2. * lamb)
+ t = interpolate_fn(log_alpha.reshape((-1, 1)), torch.flip(self.log_alpha_array.to(lamb.device), [1]), torch.flip(self.t_array.to(lamb.device), [1]))
+ return t.reshape((-1,))
+ else:
+ log_alpha = -0.5 * torch.logaddexp(-2. * lamb, torch.zeros((1,)).to(lamb))
+ t_fn = lambda log_alpha_t: torch.arccos(torch.exp(log_alpha_t + self.cosine_log_alpha_0)) * 2. * (1. + self.cosine_s) / math.pi - self.cosine_s
+ t = t_fn(log_alpha)
+ return t
+
+
+def model_wrapper(
+ model,
+ noise_schedule,
+ model_type="noise",
+ model_kwargs={},
+ guidance_type="uncond",
+ condition=None,
+ unconditional_condition=None,
+ guidance_scale=1.,
+ classifier_fn=None,
+ classifier_kwargs={},
+):
+ """Create a wrapper function for the noise prediction model.
+
+ DPM-Solver needs to solve the continuous-time diffusion ODEs. For DPMs trained on discrete-time labels, we need to
+ firstly wrap the model function to a noise prediction model that accepts the continuous time as the input.
+
+ We support four types of the diffusion model by setting `model_type`:
+
+ 1. "noise": noise prediction model. (Trained by predicting noise).
+
+ 2. "x_start": data prediction model. (Trained by predicting the data x_0 at time 0).
+
+ 3. "v": velocity prediction model. (Trained by predicting the velocity).
+ The "v" prediction is derivation detailed in Appendix D of [1], and is used in Imagen-Video [2].
+
+ [1] Salimans, Tim, and Jonathan Ho. "Progressive distillation for fast sampling of diffusion models."
+ arXiv preprint arXiv:2202.00512 (2022).
+ [2] Ho, Jonathan, et al. "Imagen Video: High Definition Video Generation with Diffusion Models."
+ arXiv preprint arXiv:2210.02303 (2022).
+
+ 4. "score": marginal score function. (Trained by denoising score matching).
+ Note that the score function and the noise prediction model follows a simple relationship:
+ ```
+ noise(x_t, t) = -sigma_t * score(x_t, t)
+ ```
+
+ We support three types of guided sampling by DPMs by setting `guidance_type`:
+ 1. "uncond": unconditional sampling by DPMs.
+ The input `model` has the following format:
+ ``
+ model(x, t_input, **model_kwargs) -> noise | x_start | v | score
+ ``
+
+ 2. "classifier": classifier guidance sampling [3] by DPMs and another classifier.
+ The input `model` has the following format:
+ ``
+ model(x, t_input, **model_kwargs) -> noise | x_start | v | score
+ ``
+
+ The input `classifier_fn` has the following format:
+ ``
+ classifier_fn(x, t_input, cond, **classifier_kwargs) -> logits(x, t_input, cond)
+ ``
+
+ [3] P. Dhariwal and A. Q. Nichol, "Diffusion models beat GANs on image synthesis,"
+ in Advances in Neural Information Processing Systems, vol. 34, 2021, pp. 8780-8794.
+
+ 3. "classifier-free": classifier-free guidance sampling by conditional DPMs.
+ The input `model` has the following format:
+ ``
+ model(x, t_input, cond, **model_kwargs) -> noise | x_start | v | score
+ ``
+ And if cond == `unconditional_condition`, the model output is the unconditional DPM output.
+
+ [4] Ho, Jonathan, and Tim Salimans. "Classifier-free diffusion guidance."
+ arXiv preprint arXiv:2207.12598 (2022).
+
+
+ The `t_input` is the time label of the model, which may be discrete-time labels (i.e. 0 to 999)
+ or continuous-time labels (i.e. epsilon to T).
+
+ We wrap the model function to accept only `x` and `t_continuous` as inputs, and outputs the predicted noise:
+ ``
+ def model_fn(x, t_continuous) -> noise:
+ t_input = get_model_input_time(t_continuous)
+ return noise_pred(model, x, t_input, **model_kwargs)
+ ``
+ where `t_continuous` is the continuous time labels (i.e. epsilon to T). And we use `model_fn` for DPM-Solver.
+
+ ===============================================================
+
+ Args:
+ model: A diffusion model with the corresponding format described above.
+ noise_schedule: A noise schedule object, such as NoiseScheduleVP.
+ model_type: A `str`. The parameterization type of the diffusion model.
+ "noise" or "x_start" or "v" or "score".
+ model_kwargs: A `dict`. A dict for the other inputs of the model function.
+ guidance_type: A `str`. The type of the guidance for sampling.
+ "uncond" or "classifier" or "classifier-free".
+ condition: A pytorch tensor. The condition for the guided sampling.
+ Only used for "classifier" or "classifier-free" guidance type.
+ unconditional_condition: A pytorch tensor. The condition for the unconditional sampling.
+ Only used for "classifier-free" guidance type.
+ guidance_scale: A `float`. The scale for the guided sampling.
+ classifier_fn: A classifier function. Only used for the classifier guidance.
+ classifier_kwargs: A `dict`. A dict for the other inputs of the classifier function.
+ Returns:
+ A noise prediction model that accepts the noised data and the continuous time as the inputs.
+ """
+
+ def get_model_input_time(t_continuous):
+ """
+ Convert the continuous-time `t_continuous` (in [epsilon, T]) to the model input time.
+ For discrete-time DPMs, we convert `t_continuous` in [1 / N, 1] to `t_input` in [0, 1000 * (N - 1) / N].
+ For continuous-time DPMs, we just use `t_continuous`.
+ """
+ if noise_schedule.schedule == 'discrete':
+ return (t_continuous - 1. / noise_schedule.total_N) * 1000.
+ else:
+ return t_continuous
+
+ def noise_pred_fn(x, t_continuous, cond=None):
+ if t_continuous.reshape((-1,)).shape[0] == 1:
+ t_continuous = t_continuous.expand((x.shape[0]))
+ t_input = get_model_input_time(t_continuous)
+ output = model(x, t_input, **model_kwargs)
+ if model_type == "noise":
+ return output
+ elif model_type == "x_start":
+ alpha_t, sigma_t = noise_schedule.marginal_alpha(t_continuous), noise_schedule.marginal_std(t_continuous)
+ dims = x.dim()
+ return (x - expand_dims(alpha_t, dims) * output) / expand_dims(sigma_t, dims)
+ elif model_type == "v":
+ alpha_t, sigma_t = noise_schedule.marginal_alpha(t_continuous), noise_schedule.marginal_std(t_continuous)
+ dims = x.dim()
+ return expand_dims(alpha_t, dims) * output + expand_dims(sigma_t, dims) * x
+ elif model_type == "score":
+ sigma_t = noise_schedule.marginal_std(t_continuous)
+ dims = x.dim()
+ return -expand_dims(sigma_t, dims) * output
+
+ def cond_grad_fn(x, t_input):
+ """
+ Compute the gradient of the classifier, i.e. nabla_{x} log p_t(cond | x_t).
+ """
+ with torch.enable_grad():
+ x_in = x.detach().requires_grad_(True)
+ log_prob = classifier_fn(x_in, t_input, condition, **classifier_kwargs)
+ return torch.autograd.grad(log_prob.sum(), x_in)[0]
+
+ def model_fn(x, t_continuous):
+ """
+ The noise predicition model function that is used for DPM-Solver.
+ """
+ if t_continuous.reshape((-1,)).shape[0] == 1:
+ t_continuous = t_continuous.expand((x.shape[0]))
+ if guidance_type == "uncond":
+ return noise_pred_fn(x, t_continuous)
+ elif guidance_type == "classifier":
+ assert classifier_fn is not None
+ t_input = get_model_input_time(t_continuous)
+ cond_grad = cond_grad_fn(x, t_input)
+ sigma_t = noise_schedule.marginal_std(t_continuous)
+ noise = noise_pred_fn(x, t_continuous)
+ return noise - guidance_scale * expand_dims(sigma_t, dims=cond_grad.dim()) * cond_grad
+ elif guidance_type == "classifier-free":
+ if guidance_scale == 1. or unconditional_condition is None:
+ return noise_pred_fn(x, t_continuous, cond=condition)
+ else:
+ x_in = torch.cat([x] * 2)
+ t_in = torch.cat([t_continuous] * 2)
+ c_in = torch.cat([unconditional_condition, condition])
+ noise_uncond, noise = noise_pred_fn(x_in, t_in, cond=c_in).chunk(2)
+ return noise_uncond + guidance_scale * (noise - noise_uncond)
+
+ assert model_type in ["noise", "x_start", "v"]
+ assert guidance_type in ["uncond", "classifier", "classifier-free"]
+ return model_fn
+
+
+class UniPC:
+ def __init__(
+ self,
+ model_fn,
+ noise_schedule,
+ predict_x0=True,
+ thresholding=False,
+ max_val=1.,
+ variant='bh1',
+ ):
+ """Construct a UniPC.
+
+ We support both data_prediction and noise_prediction.
+ """
+ self.model = model_fn
+ self.noise_schedule = noise_schedule
+ self.variant = variant
+ self.predict_x0 = predict_x0
+ self.thresholding = thresholding
+ self.max_val = max_val
+
+ def dynamic_thresholding_fn(self, x0, t=None):
+ """
+ The dynamic thresholding method.
+ """
+ dims = x0.dim()
+ p = self.dynamic_thresholding_ratio
+ s = torch.quantile(torch.abs(x0).reshape((x0.shape[0], -1)), p, dim=1)
+ s = expand_dims(torch.maximum(s, self.thresholding_max_val * torch.ones_like(s).to(s.device)), dims)
+ x0 = torch.clamp(x0, -s, s) / s
+ return x0
+
+ def noise_prediction_fn(self, x, t):
+ """
+ Return the noise prediction model.
+ """
+ return self.model(x, t)
+
+ def data_prediction_fn(self, x, t):
+ """
+ Return the data prediction model (with thresholding).
+ """
+ noise = self.noise_prediction_fn(x, t)
+ dims = x.dim()
+ alpha_t, sigma_t = self.noise_schedule.marginal_alpha(t), self.noise_schedule.marginal_std(t)
+ x0 = (x - expand_dims(sigma_t, dims) * noise) / expand_dims(alpha_t, dims)
+ if self.thresholding:
+ p = 0.995 # A hyperparameter in the paper of "Imagen" [1].
+ s = torch.quantile(torch.abs(x0).reshape((x0.shape[0], -1)), p, dim=1)
+ s = expand_dims(torch.maximum(s, self.max_val * torch.ones_like(s).to(s.device)), dims)
+ x0 = torch.clamp(x0, -s, s) / s
+ return x0
+
+ def model_fn(self, x, t):
+ """
+ Convert the model to the noise prediction model or the data prediction model.
+ """
+ if self.predict_x0:
+ return self.data_prediction_fn(x, t)
+ else:
+ return self.noise_prediction_fn(x, t)
+
+ def get_time_steps(self, skip_type, t_T, t_0, N, device):
+ """Compute the intermediate time steps for sampling.
+ """
+ if skip_type == 'logSNR':
+ lambda_T = self.noise_schedule.marginal_lambda(torch.tensor(t_T).to(device))
+ lambda_0 = self.noise_schedule.marginal_lambda(torch.tensor(t_0).to(device))
+ logSNR_steps = torch.linspace(lambda_T.cpu().item(), lambda_0.cpu().item(), N + 1).to(device)
+ return self.noise_schedule.inverse_lambda(logSNR_steps)
+ elif skip_type == 'time_uniform':
+ return torch.linspace(t_T, t_0, N + 1).to(device)
+ elif skip_type == 'time_quadratic':
+ t_order = 2
+ t = torch.linspace(t_T**(1. / t_order), t_0**(1. / t_order), N + 1).pow(t_order).to(device)
+ return t
+ else:
+ raise ValueError("Unsupported skip_type {}, need to be 'logSNR' or 'time_uniform' or 'time_quadratic'".format(skip_type))
+
+ def get_orders_and_timesteps_for_singlestep_solver(self, steps, order, skip_type, t_T, t_0, device):
+ """
+ Get the order of each step for sampling by the singlestep DPM-Solver.
+ """
+ if order == 3:
+ K = steps // 3 + 1
+ if steps % 3 == 0:
+ orders = [3,] * (K - 2) + [2, 1]
+ elif steps % 3 == 1:
+ orders = [3,] * (K - 1) + [1]
+ else:
+ orders = [3,] * (K - 1) + [2]
+ elif order == 2:
+ if steps % 2 == 0:
+ K = steps // 2
+ orders = [2,] * K
+ else:
+ K = steps // 2 + 1
+ orders = [2,] * (K - 1) + [1]
+ elif order == 1:
+ K = steps
+ orders = [1,] * steps
+ else:
+ raise ValueError("'order' must be '1' or '2' or '3'.")
+ if skip_type == 'logSNR':
+ # To reproduce the results in DPM-Solver paper
+ timesteps_outer = self.get_time_steps(skip_type, t_T, t_0, K, device)
+ else:
+ timesteps_outer = self.get_time_steps(skip_type, t_T, t_0, steps, device)[torch.cumsum(torch.tensor([0,] + orders), 0).to(device)]
+ return timesteps_outer, orders
+
+ def denoise_to_zero_fn(self, x, s):
+ """
+ Denoise at the final step, which is equivalent to solve the ODE from lambda_s to infty by first-order discretization.
+ """
+ return self.data_prediction_fn(x, s)
+
+ def multistep_uni_pc_update(self, x, model_prev_list, t_prev_list, t, order, **kwargs):
+ if len(t.shape) == 0:
+ t = t.view(-1)
+ if 'bh' in self.variant:
+ return self.multistep_uni_pc_bh_update(x, model_prev_list, t_prev_list, t, order, **kwargs)
+ else:
+ assert self.variant == 'vary_coeff'
+ return self.multistep_uni_pc_vary_update(x, model_prev_list, t_prev_list, t, order, **kwargs)
+
+ def multistep_uni_pc_vary_update(self, x, model_prev_list, t_prev_list, t, order, use_corrector=True):
+ print(f'using unified predictor-corrector with order {order} (solver type: vary coeff)')
+ ns = self.noise_schedule
+ assert order <= len(model_prev_list)
+
+ # first compute rks
+ t_prev_0 = t_prev_list[-1]
+ lambda_prev_0 = ns.marginal_lambda(t_prev_0)
+ lambda_t = ns.marginal_lambda(t)
+ model_prev_0 = model_prev_list[-1]
+ sigma_prev_0, sigma_t = ns.marginal_std(t_prev_0), ns.marginal_std(t)
+ log_alpha_t = ns.marginal_log_mean_coeff(t)
+ alpha_t = torch.exp(log_alpha_t)
+
+ h = lambda_t - lambda_prev_0
+
+ rks = []
+ D1s = []
+ for i in range(1, order):
+ t_prev_i = t_prev_list[-(i + 1)]
+ model_prev_i = model_prev_list[-(i + 1)]
+ lambda_prev_i = ns.marginal_lambda(t_prev_i)
+ rk = (lambda_prev_i - lambda_prev_0) / h
+ rks.append(rk)
+ D1s.append((model_prev_i - model_prev_0) / rk)
+
+ rks.append(1.)
+ rks = torch.tensor(rks, device=x.device)
+
+ K = len(rks)
+ # build C matrix
+ C = []
+
+ col = torch.ones_like(rks)
+ for k in range(1, K + 1):
+ C.append(col)
+ col = col * rks / (k + 1)
+ C = torch.stack(C, dim=1)
+
+ if len(D1s) > 0:
+ D1s = torch.stack(D1s, dim=1) # (B, K)
+ C_inv_p = torch.linalg.inv(C[:-1, :-1])
+ A_p = C_inv_p
+
+ if use_corrector:
+ print('using corrector')
+ C_inv = torch.linalg.inv(C)
+ A_c = C_inv
+
+ hh = -h if self.predict_x0 else h
+ h_phi_1 = torch.expm1(hh)
+ h_phi_ks = []
+ factorial_k = 1
+ h_phi_k = h_phi_1
+ for k in range(1, K + 2):
+ h_phi_ks.append(h_phi_k)
+ h_phi_k = h_phi_k / hh - 1 / factorial_k
+ factorial_k *= (k + 1)
+
+ model_t = None
+ if self.predict_x0:
+ x_t_ = (
+ sigma_t / sigma_prev_0 * x
+ - alpha_t * h_phi_1 * model_prev_0
+ )
+ # now predictor
+ x_t = x_t_
+ if len(D1s) > 0:
+ # compute the residuals for predictor
+ for k in range(K - 1):
+ x_t = x_t - alpha_t * h_phi_ks[k + 1] * torch.einsum('bkchw,k->bchw', D1s, A_p[k])
+ # now corrector
+ if use_corrector:
+ model_t = self.model_fn(x_t, t)
+ D1_t = (model_t - model_prev_0)
+ x_t = x_t_
+ k = 0
+ for k in range(K - 1):
+ x_t = x_t - alpha_t * h_phi_ks[k + 1] * torch.einsum('bkchw,k->bchw', D1s, A_c[k][:-1])
+ x_t = x_t - alpha_t * h_phi_ks[K] * (D1_t * A_c[k][-1])
+ else:
+ log_alpha_prev_0, log_alpha_t = ns.marginal_log_mean_coeff(t_prev_0), ns.marginal_log_mean_coeff(t)
+ x_t_ = (
+ (torch.exp(log_alpha_t - log_alpha_prev_0)) * x
+ - (sigma_t * h_phi_1) * model_prev_0
+ )
+ # now predictor
+ x_t = x_t_
+ if len(D1s) > 0:
+ # compute the residuals for predictor
+ for k in range(K - 1):
+ x_t = x_t - sigma_t * h_phi_ks[k + 1] * torch.einsum('bkchw,k->bchw', D1s, A_p[k])
+ # now corrector
+ if use_corrector:
+ model_t = self.model_fn(x_t, t)
+ D1_t = (model_t - model_prev_0)
+ x_t = x_t_
+ k = 0
+ for k in range(K - 1):
+ x_t = x_t - sigma_t * h_phi_ks[k + 1] * torch.einsum('bkchw,k->bchw', D1s, A_c[k][:-1])
+ x_t = x_t - sigma_t * h_phi_ks[K] * (D1_t * A_c[k][-1])
+ return x_t, model_t
+
+ def multistep_uni_pc_bh_update(self, x, model_prev_list, t_prev_list, t, order, x_t=None, use_corrector=True):
+ # print(f'using unified predictor-corrector with order {order} (solver type: B(h))')
+ ns = self.noise_schedule
+ assert order <= len(model_prev_list)
+ dims = x.dim()
+
+ # first compute rks
+ t_prev_0 = t_prev_list[-1]
+ lambda_prev_0 = ns.marginal_lambda(t_prev_0)
+ lambda_t = ns.marginal_lambda(t)
+ model_prev_0 = model_prev_list[-1]
+ sigma_prev_0, sigma_t = ns.marginal_std(t_prev_0), ns.marginal_std(t)
+ log_alpha_prev_0, log_alpha_t = ns.marginal_log_mean_coeff(t_prev_0), ns.marginal_log_mean_coeff(t)
+ alpha_t = torch.exp(log_alpha_t)
+
+ h = lambda_t - lambda_prev_0
+
+ rks = []
+ D1s = []
+ for i in range(1, order):
+ t_prev_i = t_prev_list[-(i + 1)]
+ model_prev_i = model_prev_list[-(i + 1)]
+ lambda_prev_i = ns.marginal_lambda(t_prev_i)
+ rk = ((lambda_prev_i - lambda_prev_0) / h)[0]
+ rks.append(rk)
+ D1s.append((model_prev_i - model_prev_0) / rk)
+
+ rks.append(1.)
+ rks = torch.tensor(rks, device=x.device)
+
+ R = []
+ b = []
+
+ hh = -h[0] if self.predict_x0 else h[0]
+ h_phi_1 = torch.expm1(hh) # h\phi_1(h) = e^h - 1
+ h_phi_k = h_phi_1 / hh - 1
+
+ factorial_i = 1
+
+ if self.variant == 'bh1':
+ B_h = hh
+ elif self.variant == 'bh2':
+ B_h = torch.expm1(hh)
+ else:
+ raise NotImplementedError()
+
+ for i in range(1, order + 1):
+ R.append(torch.pow(rks, i - 1))
+ b.append(h_phi_k * factorial_i / B_h)
+ factorial_i *= (i + 1)
+ h_phi_k = h_phi_k / hh - 1 / factorial_i
+
+ R = torch.stack(R)
+ b = torch.tensor(b, device=x.device)
+
+ # now predictor
+ use_predictor = len(D1s) > 0 and x_t is None
+ if len(D1s) > 0:
+ D1s = torch.stack(D1s, dim=1) # (B, K)
+ if x_t is None:
+ # for order 2, we use a simplified version
+ if order == 2:
+ rhos_p = torch.tensor([0.5], device=b.device)
+ else:
+ rhos_p = torch.linalg.solve(R[:-1, :-1], b[:-1])
+ else:
+ D1s = None
+
+ if use_corrector:
+ # print('using corrector')
+ # for order 1, we use a simplified version
+ if order == 1:
+ rhos_c = torch.tensor([0.5], device=b.device)
+ else:
+ rhos_c = torch.linalg.solve(R, b)
+
+ model_t = None
+ if self.predict_x0:
+ x_t_ = (
+ expand_dims(sigma_t / sigma_prev_0, dims) * x
+ - expand_dims(alpha_t * h_phi_1, dims)* model_prev_0
+ )
+
+ if x_t is None:
+ if use_predictor:
+ pred_res = torch.einsum('k,bkchw->bchw', rhos_p, D1s)
+ else:
+ pred_res = 0
+ x_t = x_t_ - expand_dims(alpha_t * B_h, dims) * pred_res
+
+ if use_corrector:
+ model_t = self.model_fn(x_t, t)
+ if D1s is not None:
+ corr_res = torch.einsum('k,bkchw->bchw', rhos_c[:-1], D1s)
+ else:
+ corr_res = 0
+ D1_t = (model_t - model_prev_0)
+ x_t = x_t_ - expand_dims(alpha_t * B_h, dims) * (corr_res + rhos_c[-1] * D1_t)
+ else:
+ x_t_ = (
+ expand_dims(torch.exp(log_alpha_t - log_alpha_prev_0), dims) * x
+ - expand_dims(sigma_t * h_phi_1, dims) * model_prev_0
+ )
+ if x_t is None:
+ if use_predictor:
+ pred_res = torch.einsum('k,bkchw->bchw', rhos_p, D1s)
+ else:
+ pred_res = 0
+ x_t = x_t_ - expand_dims(sigma_t * B_h, dims) * pred_res
+
+ if use_corrector:
+ model_t = self.model_fn(x_t, t)
+ if D1s is not None:
+ corr_res = torch.einsum('k,bkchw->bchw', rhos_c[:-1], D1s)
+ else:
+ corr_res = 0
+ D1_t = (model_t - model_prev_0)
+ x_t = x_t_ - expand_dims(sigma_t * B_h, dims) * (corr_res + rhos_c[-1] * D1_t)
+ return x_t, model_t
+
+
+ def sample(self, x, timesteps, t_start=None, t_end=None, order=3, skip_type='time_uniform',
+ method='singlestep', lower_order_final=True, denoise_to_zero=False, solver_type='dpm_solver',
+ atol=0.0078, rtol=0.05, corrector=False, callback=None, disable_pbar=False
+ ):
+ # t_0 = 1. / self.noise_schedule.total_N if t_end is None else t_end
+ # t_T = self.noise_schedule.T if t_start is None else t_start
+ device = x.device
+ steps = len(timesteps) - 1
+ if method == 'multistep':
+ assert steps >= order
+ # timesteps = self.get_time_steps(skip_type=skip_type, t_T=t_T, t_0=t_0, N=steps, device=device)
+ assert timesteps.shape[0] - 1 == steps
+ # with torch.no_grad():
+ for step_index in trange(steps, disable=disable_pbar):
+ if step_index == 0:
+ vec_t = timesteps[0].expand((x.shape[0]))
+ model_prev_list = [self.model_fn(x, vec_t)]
+ t_prev_list = [vec_t]
+ elif step_index < order:
+ init_order = step_index
+ # Init the first `order` values by lower order multistep DPM-Solver.
+ # for init_order in range(1, order):
+ vec_t = timesteps[init_order].expand(x.shape[0])
+ x, model_x = self.multistep_uni_pc_update(x, model_prev_list, t_prev_list, vec_t, init_order, use_corrector=True)
+ if model_x is None:
+ model_x = self.model_fn(x, vec_t)
+ model_prev_list.append(model_x)
+ t_prev_list.append(vec_t)
+ else:
+ extra_final_step = 0
+ if step_index == (steps - 1):
+ extra_final_step = 1
+ for step in range(step_index, step_index + 1 + extra_final_step):
+ vec_t = timesteps[step].expand(x.shape[0])
+ if lower_order_final:
+ step_order = min(order, steps + 1 - step)
+ else:
+ step_order = order
+ # print('this step order:', step_order)
+ if step == steps:
+ # print('do not run corrector at the last step')
+ use_corrector = False
+ else:
+ use_corrector = True
+ x, model_x = self.multistep_uni_pc_update(x, model_prev_list, t_prev_list, vec_t, step_order, use_corrector=use_corrector)
+ for i in range(order - 1):
+ t_prev_list[i] = t_prev_list[i + 1]
+ model_prev_list[i] = model_prev_list[i + 1]
+ t_prev_list[-1] = vec_t
+ # We do not need to evaluate the final model value.
+ if step < steps:
+ if model_x is None:
+ model_x = self.model_fn(x, vec_t)
+ model_prev_list[-1] = model_x
+ if callback is not None:
+ callback({'x': x, 'i': step_index, 'denoised': model_prev_list[-1]})
+ else:
+ raise NotImplementedError()
+ # if denoise_to_zero:
+ # x = self.denoise_to_zero_fn(x, torch.ones((x.shape[0],)).to(device) * t_0)
+ return x
+
+
+#############################################################
+# other utility functions
+#############################################################
+
+def interpolate_fn(x, xp, yp):
+ """
+ A piecewise linear function y = f(x), using xp and yp as keypoints.
+ We implement f(x) in a differentiable way (i.e. applicable for autograd).
+ The function f(x) is well-defined for all x-axis. (For x beyond the bounds of xp, we use the outmost points of xp to define the linear function.)
+
+ Args:
+ x: PyTorch tensor with shape [N, C], where N is the batch size, C is the number of channels (we use C = 1 for DPM-Solver).
+ xp: PyTorch tensor with shape [C, K], where K is the number of keypoints.
+ yp: PyTorch tensor with shape [C, K].
+ Returns:
+ The function values f(x), with shape [N, C].
+ """
+ N, K = x.shape[0], xp.shape[1]
+ all_x = torch.cat([x.unsqueeze(2), xp.unsqueeze(0).repeat((N, 1, 1))], dim=2)
+ sorted_all_x, x_indices = torch.sort(all_x, dim=2)
+ x_idx = torch.argmin(x_indices, dim=2)
+ cand_start_idx = x_idx - 1
+ start_idx = torch.where(
+ torch.eq(x_idx, 0),
+ torch.tensor(1, device=x.device),
+ torch.where(
+ torch.eq(x_idx, K), torch.tensor(K - 2, device=x.device), cand_start_idx,
+ ),
+ )
+ end_idx = torch.where(torch.eq(start_idx, cand_start_idx), start_idx + 2, start_idx + 1)
+ start_x = torch.gather(sorted_all_x, dim=2, index=start_idx.unsqueeze(2)).squeeze(2)
+ end_x = torch.gather(sorted_all_x, dim=2, index=end_idx.unsqueeze(2)).squeeze(2)
+ start_idx2 = torch.where(
+ torch.eq(x_idx, 0),
+ torch.tensor(0, device=x.device),
+ torch.where(
+ torch.eq(x_idx, K), torch.tensor(K - 2, device=x.device), cand_start_idx,
+ ),
+ )
+ y_positions_expanded = yp.unsqueeze(0).expand(N, -1, -1)
+ start_y = torch.gather(y_positions_expanded, dim=2, index=start_idx2.unsqueeze(2)).squeeze(2)
+ end_y = torch.gather(y_positions_expanded, dim=2, index=(start_idx2 + 1).unsqueeze(2)).squeeze(2)
+ cand = start_y + (x - start_x) * (end_y - start_y) / (end_x - start_x)
+ return cand
+
+
+def expand_dims(v, dims):
+ """
+ Expand the tensor `v` to the dim `dims`.
+
+ Args:
+ `v`: a PyTorch tensor with shape [N].
+ `dim`: a `int`.
+ Returns:
+ a PyTorch tensor with shape [N, 1, 1, ..., 1] and the total dimension is `dims`.
+ """
+ return v[(...,) + (None,)*(dims - 1)]
+
+
+class SigmaConvert:
+ schedule = ""
+ def marginal_log_mean_coeff(self, sigma):
+ return 0.5 * torch.log(1 / ((sigma * sigma) + 1))
+
+ def marginal_alpha(self, t):
+ return torch.exp(self.marginal_log_mean_coeff(t))
+
+ def marginal_std(self, t):
+ return torch.sqrt(1. - torch.exp(2. * self.marginal_log_mean_coeff(t)))
+
+ def marginal_lambda(self, t):
+ """
+ Compute lambda_t = log(alpha_t) - log(sigma_t) of a given continuous-time label t in [0, T].
+ """
+ log_mean_coeff = self.marginal_log_mean_coeff(t)
+ log_std = 0.5 * torch.log(1. - torch.exp(2. * log_mean_coeff))
+ return log_mean_coeff - log_std
+
+def predict_eps_sigma(model, input, sigma_in, **kwargs):
+ sigma = sigma_in.view(sigma_in.shape[:1] + (1,) * (input.ndim - 1))
+ input = input * ((sigma ** 2 + 1.0) ** 0.5)
+ return (input - model(input, sigma_in, **kwargs)) / sigma
+
+
+def sample_unipc(model, noise, sigmas, extra_args=None, callback=None, disable=False, variant='bh1'):
+ timesteps = sigmas.clone()
+ if sigmas[-1] == 0:
+ timesteps = sigmas[:]
+ timesteps[-1] = 0.001
+ else:
+ timesteps = sigmas.clone()
+ ns = SigmaConvert()
+
+ noise = noise / torch.sqrt(1.0 + timesteps[0] ** 2.0)
+ model_type = "noise"
+
+ model_fn = model_wrapper(
+ lambda input, sigma, **kwargs: predict_eps_sigma(model, input, sigma, **kwargs),
+ ns,
+ model_type=model_type,
+ guidance_type="uncond",
+ model_kwargs=extra_args,
+ )
+
+ order = min(3, len(timesteps) - 2)
+ uni_pc = UniPC(model_fn, ns, predict_x0=True, thresholding=False, variant=variant)
+ x = uni_pc.sample(noise, timesteps=timesteps, skip_type="time_uniform", method="multistep", order=order, lower_order_final=True, callback=callback, disable_pbar=disable)
+ x /= ns.marginal_alpha(timesteps[-1])
+ return x
+
+def sample_unipc_bh2(model, noise, sigmas, extra_args=None, callback=None, disable=False):
+ return sample_unipc(model, noise, sigmas, extra_args, callback, disable, variant='bh2')
\ No newline at end of file
diff --git a/ComfyUI/comfy/gligen.py b/ComfyUI/comfy/gligen.py
new file mode 100644
index 0000000000000000000000000000000000000000..6043eb1737103838b18190f67fe67a11ff273d3b
--- /dev/null
+++ b/ComfyUI/comfy/gligen.py
@@ -0,0 +1,343 @@
+import torch
+from torch import nn
+from .ldm.modules.attention import CrossAttention
+from inspect import isfunction
+import comfy.ops
+ops = comfy.ops.manual_cast
+
+def exists(val):
+ return val is not None
+
+
+def uniq(arr):
+ return{el: True for el in arr}.keys()
+
+
+def default(val, d):
+ if exists(val):
+ return val
+ return d() if isfunction(d) else d
+
+
+# feedforward
+class GEGLU(nn.Module):
+ def __init__(self, dim_in, dim_out):
+ super().__init__()
+ self.proj = ops.Linear(dim_in, dim_out * 2)
+
+ def forward(self, x):
+ x, gate = self.proj(x).chunk(2, dim=-1)
+ return x * torch.nn.functional.gelu(gate)
+
+
+class FeedForward(nn.Module):
+ def __init__(self, dim, dim_out=None, mult=4, glu=False, dropout=0.):
+ super().__init__()
+ inner_dim = int(dim * mult)
+ dim_out = default(dim_out, dim)
+ project_in = nn.Sequential(
+ ops.Linear(dim, inner_dim),
+ nn.GELU()
+ ) if not glu else GEGLU(dim, inner_dim)
+
+ self.net = nn.Sequential(
+ project_in,
+ nn.Dropout(dropout),
+ ops.Linear(inner_dim, dim_out)
+ )
+
+ def forward(self, x):
+ return self.net(x)
+
+
+class GatedCrossAttentionDense(nn.Module):
+ def __init__(self, query_dim, context_dim, n_heads, d_head):
+ super().__init__()
+
+ self.attn = CrossAttention(
+ query_dim=query_dim,
+ context_dim=context_dim,
+ heads=n_heads,
+ dim_head=d_head,
+ operations=ops)
+ self.ff = FeedForward(query_dim, glu=True)
+
+ self.norm1 = ops.LayerNorm(query_dim)
+ self.norm2 = ops.LayerNorm(query_dim)
+
+ self.register_parameter('alpha_attn', nn.Parameter(torch.tensor(0.)))
+ self.register_parameter('alpha_dense', nn.Parameter(torch.tensor(0.)))
+
+ # this can be useful: we can externally change magnitude of tanh(alpha)
+ # for example, when it is set to 0, then the entire model is same as
+ # original one
+ self.scale = 1
+
+ def forward(self, x, objs):
+
+ x = x + self.scale * \
+ torch.tanh(self.alpha_attn) * self.attn(self.norm1(x), objs, objs)
+ x = x + self.scale * \
+ torch.tanh(self.alpha_dense) * self.ff(self.norm2(x))
+
+ return x
+
+
+class GatedSelfAttentionDense(nn.Module):
+ def __init__(self, query_dim, context_dim, n_heads, d_head):
+ super().__init__()
+
+ # we need a linear projection since we need cat visual feature and obj
+ # feature
+ self.linear = ops.Linear(context_dim, query_dim)
+
+ self.attn = CrossAttention(
+ query_dim=query_dim,
+ context_dim=query_dim,
+ heads=n_heads,
+ dim_head=d_head,
+ operations=ops)
+ self.ff = FeedForward(query_dim, glu=True)
+
+ self.norm1 = ops.LayerNorm(query_dim)
+ self.norm2 = ops.LayerNorm(query_dim)
+
+ self.register_parameter('alpha_attn', nn.Parameter(torch.tensor(0.)))
+ self.register_parameter('alpha_dense', nn.Parameter(torch.tensor(0.)))
+
+ # this can be useful: we can externally change magnitude of tanh(alpha)
+ # for example, when it is set to 0, then the entire model is same as
+ # original one
+ self.scale = 1
+
+ def forward(self, x, objs):
+
+ N_visual = x.shape[1]
+ objs = self.linear(objs)
+
+ x = x + self.scale * torch.tanh(self.alpha_attn) * self.attn(
+ self.norm1(torch.cat([x, objs], dim=1)))[:, 0:N_visual, :]
+ x = x + self.scale * \
+ torch.tanh(self.alpha_dense) * self.ff(self.norm2(x))
+
+ return x
+
+
+class GatedSelfAttentionDense2(nn.Module):
+ def __init__(self, query_dim, context_dim, n_heads, d_head):
+ super().__init__()
+
+ # we need a linear projection since we need cat visual feature and obj
+ # feature
+ self.linear = ops.Linear(context_dim, query_dim)
+
+ self.attn = CrossAttention(
+ query_dim=query_dim, context_dim=query_dim, dim_head=d_head, operations=ops)
+ self.ff = FeedForward(query_dim, glu=True)
+
+ self.norm1 = ops.LayerNorm(query_dim)
+ self.norm2 = ops.LayerNorm(query_dim)
+
+ self.register_parameter('alpha_attn', nn.Parameter(torch.tensor(0.)))
+ self.register_parameter('alpha_dense', nn.Parameter(torch.tensor(0.)))
+
+ # this can be useful: we can externally change magnitude of tanh(alpha)
+ # for example, when it is set to 0, then the entire model is same as
+ # original one
+ self.scale = 1
+
+ def forward(self, x, objs):
+
+ B, N_visual, _ = x.shape
+ B, N_ground, _ = objs.shape
+
+ objs = self.linear(objs)
+
+ # sanity check
+ size_v = math.sqrt(N_visual)
+ size_g = math.sqrt(N_ground)
+ assert int(size_v) == size_v, "Visual tokens must be square rootable"
+ assert int(size_g) == size_g, "Grounding tokens must be square rootable"
+ size_v = int(size_v)
+ size_g = int(size_g)
+
+ # select grounding token and resize it to visual token size as residual
+ out = self.attn(self.norm1(torch.cat([x, objs], dim=1)))[
+ :, N_visual:, :]
+ out = out.permute(0, 2, 1).reshape(B, -1, size_g, size_g)
+ out = torch.nn.functional.interpolate(
+ out, (size_v, size_v), mode='bicubic')
+ residual = out.reshape(B, -1, N_visual).permute(0, 2, 1)
+
+ # add residual to visual feature
+ x = x + self.scale * torch.tanh(self.alpha_attn) * residual
+ x = x + self.scale * \
+ torch.tanh(self.alpha_dense) * self.ff(self.norm2(x))
+
+ return x
+
+
+class FourierEmbedder():
+ def __init__(self, num_freqs=64, temperature=100):
+
+ self.num_freqs = num_freqs
+ self.temperature = temperature
+ self.freq_bands = temperature ** (torch.arange(num_freqs) / num_freqs)
+
+ @torch.no_grad()
+ def __call__(self, x, cat_dim=-1):
+ "x: arbitrary shape of tensor. dim: cat dim"
+ out = []
+ for freq in self.freq_bands:
+ out.append(torch.sin(freq * x))
+ out.append(torch.cos(freq * x))
+ return torch.cat(out, cat_dim)
+
+
+class PositionNet(nn.Module):
+ def __init__(self, in_dim, out_dim, fourier_freqs=8):
+ super().__init__()
+ self.in_dim = in_dim
+ self.out_dim = out_dim
+
+ self.fourier_embedder = FourierEmbedder(num_freqs=fourier_freqs)
+ self.position_dim = fourier_freqs * 2 * 4 # 2 is sin&cos, 4 is xyxy
+
+ self.linears = nn.Sequential(
+ ops.Linear(self.in_dim + self.position_dim, 512),
+ nn.SiLU(),
+ ops.Linear(512, 512),
+ nn.SiLU(),
+ ops.Linear(512, out_dim),
+ )
+
+ self.null_positive_feature = torch.nn.Parameter(
+ torch.zeros([self.in_dim]))
+ self.null_position_feature = torch.nn.Parameter(
+ torch.zeros([self.position_dim]))
+
+ def forward(self, boxes, masks, positive_embeddings):
+ B, N, _ = boxes.shape
+ masks = masks.unsqueeze(-1)
+ positive_embeddings = positive_embeddings
+
+ # embedding position (it may includes padding as placeholder)
+ xyxy_embedding = self.fourier_embedder(boxes) # B*N*4 --> B*N*C
+
+ # learnable null embedding
+ positive_null = self.null_positive_feature.to(device=boxes.device, dtype=boxes.dtype).view(1, 1, -1)
+ xyxy_null = self.null_position_feature.to(device=boxes.device, dtype=boxes.dtype).view(1, 1, -1)
+
+ # replace padding with learnable null embedding
+ positive_embeddings = positive_embeddings * \
+ masks + (1 - masks) * positive_null
+ xyxy_embedding = xyxy_embedding * masks + (1 - masks) * xyxy_null
+
+ objs = self.linears(
+ torch.cat([positive_embeddings, xyxy_embedding], dim=-1))
+ assert objs.shape == torch.Size([B, N, self.out_dim])
+ return objs
+
+
+class Gligen(nn.Module):
+ def __init__(self, modules, position_net, key_dim):
+ super().__init__()
+ self.module_list = nn.ModuleList(modules)
+ self.position_net = position_net
+ self.key_dim = key_dim
+ self.max_objs = 30
+ self.current_device = torch.device("cpu")
+
+ def _set_position(self, boxes, masks, positive_embeddings):
+ objs = self.position_net(boxes, masks, positive_embeddings)
+ def func(x, extra_options):
+ key = extra_options["transformer_index"]
+ module = self.module_list[key]
+ return module(x, objs.to(device=x.device, dtype=x.dtype))
+ return func
+
+ def set_position(self, latent_image_shape, position_params, device):
+ batch, c, h, w = latent_image_shape
+ masks = torch.zeros([self.max_objs], device="cpu")
+ boxes = []
+ positive_embeddings = []
+ for p in position_params:
+ x1 = (p[4]) / w
+ y1 = (p[3]) / h
+ x2 = (p[4] + p[2]) / w
+ y2 = (p[3] + p[1]) / h
+ masks[len(boxes)] = 1.0
+ boxes += [torch.tensor((x1, y1, x2, y2)).unsqueeze(0)]
+ positive_embeddings += [p[0]]
+ append_boxes = []
+ append_conds = []
+ if len(boxes) < self.max_objs:
+ append_boxes = [torch.zeros(
+ [self.max_objs - len(boxes), 4], device="cpu")]
+ append_conds = [torch.zeros(
+ [self.max_objs - len(boxes), self.key_dim], device="cpu")]
+
+ box_out = torch.cat(
+ boxes + append_boxes).unsqueeze(0).repeat(batch, 1, 1)
+ masks = masks.unsqueeze(0).repeat(batch, 1)
+ conds = torch.cat(positive_embeddings +
+ append_conds).unsqueeze(0).repeat(batch, 1, 1)
+ return self._set_position(
+ box_out.to(device),
+ masks.to(device),
+ conds.to(device))
+
+ def set_empty(self, latent_image_shape, device):
+ batch, c, h, w = latent_image_shape
+ masks = torch.zeros([self.max_objs], device="cpu").repeat(batch, 1)
+ box_out = torch.zeros([self.max_objs, 4],
+ device="cpu").repeat(batch, 1, 1)
+ conds = torch.zeros([self.max_objs, self.key_dim],
+ device="cpu").repeat(batch, 1, 1)
+ return self._set_position(
+ box_out.to(device),
+ masks.to(device),
+ conds.to(device))
+
+
+def load_gligen(sd):
+ sd_k = sd.keys()
+ output_list = []
+ key_dim = 768
+ for a in ["input_blocks", "middle_block", "output_blocks"]:
+ for b in range(20):
+ k_temp = filter(lambda k: "{}.{}.".format(a, b)
+ in k and ".fuser." in k, sd_k)
+ k_temp = map(lambda k: (k, k.split(".fuser.")[-1]), k_temp)
+
+ n_sd = {}
+ for k in k_temp:
+ n_sd[k[1]] = sd[k[0]]
+ if len(n_sd) > 0:
+ query_dim = n_sd["linear.weight"].shape[0]
+ key_dim = n_sd["linear.weight"].shape[1]
+
+ if key_dim == 768: # SD1.x
+ n_heads = 8
+ d_head = query_dim // n_heads
+ else:
+ d_head = 64
+ n_heads = query_dim // d_head
+
+ gated = GatedSelfAttentionDense(
+ query_dim, key_dim, n_heads, d_head)
+ gated.load_state_dict(n_sd, strict=False)
+ output_list.append(gated)
+
+ if "position_net.null_positive_feature" in sd_k:
+ in_dim = sd["position_net.null_positive_feature"].shape[0]
+ out_dim = sd["position_net.linears.4.weight"].shape[0]
+
+ class WeightsLoader(torch.nn.Module):
+ pass
+ w = WeightsLoader()
+ w.position_net = PositionNet(in_dim, out_dim)
+ w.load_state_dict(sd, strict=False)
+
+ gligen = Gligen(output_list, w.position_net, key_dim)
+ return gligen
diff --git a/ComfyUI/comfy/k_diffusion/__pycache__/deis.cpython-310.pyc b/ComfyUI/comfy/k_diffusion/__pycache__/deis.cpython-310.pyc
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diff --git a/ComfyUI/comfy/k_diffusion/deis.py b/ComfyUI/comfy/k_diffusion/deis.py
new file mode 100644
index 0000000000000000000000000000000000000000..b65b8f11df2134778e77b5d61c0d5634471e9ecb
--- /dev/null
+++ b/ComfyUI/comfy/k_diffusion/deis.py
@@ -0,0 +1,121 @@
+#Taken from: https://github.com/zju-pi/diff-sampler/blob/main/gits-main/solver_utils.py
+#under Apache 2 license
+import torch
+import numpy as np
+
+# A pytorch reimplementation of DEIS (https://github.com/qsh-zh/deis).
+#############################
+### Utils for DEIS solver ###
+#############################
+#----------------------------------------------------------------------------
+# Transfer from the input time (sigma) used in EDM to that (t) used in DEIS.
+
+def edm2t(edm_steps, epsilon_s=1e-3, sigma_min=0.002, sigma_max=80):
+ vp_sigma = lambda beta_d, beta_min: lambda t: (np.e ** (0.5 * beta_d * (t ** 2) + beta_min * t) - 1) ** 0.5
+ vp_sigma_inv = lambda beta_d, beta_min: lambda sigma: ((beta_min ** 2 + 2 * beta_d * (sigma ** 2 + 1).log()).sqrt() - beta_min) / beta_d
+ vp_beta_d = 2 * (np.log(torch.tensor(sigma_min).cpu() ** 2 + 1) / epsilon_s - np.log(torch.tensor(sigma_max).cpu() ** 2 + 1)) / (epsilon_s - 1)
+ vp_beta_min = np.log(torch.tensor(sigma_max).cpu() ** 2 + 1) - 0.5 * vp_beta_d
+ t_steps = vp_sigma_inv(vp_beta_d.clone().detach().cpu(), vp_beta_min.clone().detach().cpu())(edm_steps.clone().detach().cpu())
+ return t_steps, vp_beta_min, vp_beta_d + vp_beta_min
+
+#----------------------------------------------------------------------------
+
+def cal_poly(prev_t, j, taus):
+ poly = 1
+ for k in range(prev_t.shape[0]):
+ if k == j:
+ continue
+ poly *= (taus - prev_t[k]) / (prev_t[j] - prev_t[k])
+ return poly
+
+#----------------------------------------------------------------------------
+# Transfer from t to alpha_t.
+
+def t2alpha_fn(beta_0, beta_1, t):
+ return torch.exp(-0.5 * t ** 2 * (beta_1 - beta_0) - t * beta_0)
+
+#----------------------------------------------------------------------------
+
+def cal_intergrand(beta_0, beta_1, taus):
+ with torch.inference_mode(mode=False):
+ taus = taus.clone()
+ beta_0 = beta_0.clone()
+ beta_1 = beta_1.clone()
+ with torch.enable_grad():
+ taus.requires_grad_(True)
+ alpha = t2alpha_fn(beta_0, beta_1, taus)
+ log_alpha = alpha.log()
+ log_alpha.sum().backward()
+ d_log_alpha_dtau = taus.grad
+ integrand = -0.5 * d_log_alpha_dtau / torch.sqrt(alpha * (1 - alpha))
+ return integrand
+
+#----------------------------------------------------------------------------
+
+def get_deis_coeff_list(t_steps, max_order, N=10000, deis_mode='tab'):
+ """
+ Get the coefficient list for DEIS sampling.
+
+ Args:
+ t_steps: A pytorch tensor. The time steps for sampling.
+ max_order: A `int`. Maximum order of the solver. 1 <= max_order <= 4
+ N: A `int`. Use how many points to perform the numerical integration when deis_mode=='tab'.
+ deis_mode: A `str`. Select between 'tab' and 'rhoab'. Type of DEIS.
+ Returns:
+ A pytorch tensor. A batch of generated samples or sampling trajectories if return_inters=True.
+ """
+ if deis_mode == 'tab':
+ t_steps, beta_0, beta_1 = edm2t(t_steps)
+ C = []
+ for i, (t_cur, t_next) in enumerate(zip(t_steps[:-1], t_steps[1:])):
+ order = min(i+1, max_order)
+ if order == 1:
+ C.append([])
+ else:
+ taus = torch.linspace(t_cur, t_next, N) # split the interval for integral appximation
+ dtau = (t_next - t_cur) / N
+ prev_t = t_steps[[i - k for k in range(order)]]
+ coeff_temp = []
+ integrand = cal_intergrand(beta_0, beta_1, taus)
+ for j in range(order):
+ poly = cal_poly(prev_t, j, taus)
+ coeff_temp.append(torch.sum(integrand * poly) * dtau)
+ C.append(coeff_temp)
+
+ elif deis_mode == 'rhoab':
+ # Analytical solution, second order
+ def get_def_intergral_2(a, b, start, end, c):
+ coeff = (end**3 - start**3) / 3 - (end**2 - start**2) * (a + b) / 2 + (end - start) * a * b
+ return coeff / ((c - a) * (c - b))
+
+ # Analytical solution, third order
+ def get_def_intergral_3(a, b, c, start, end, d):
+ coeff = (end**4 - start**4) / 4 - (end**3 - start**3) * (a + b + c) / 3 \
+ + (end**2 - start**2) * (a*b + a*c + b*c) / 2 - (end - start) * a * b * c
+ return coeff / ((d - a) * (d - b) * (d - c))
+
+ C = []
+ for i, (t_cur, t_next) in enumerate(zip(t_steps[:-1], t_steps[1:])):
+ order = min(i, max_order)
+ if order == 0:
+ C.append([])
+ else:
+ prev_t = t_steps[[i - k for k in range(order+1)]]
+ if order == 1:
+ coeff_cur = ((t_next - prev_t[1])**2 - (t_cur - prev_t[1])**2) / (2 * (t_cur - prev_t[1]))
+ coeff_prev1 = (t_next - t_cur)**2 / (2 * (prev_t[1] - t_cur))
+ coeff_temp = [coeff_cur, coeff_prev1]
+ elif order == 2:
+ coeff_cur = get_def_intergral_2(prev_t[1], prev_t[2], t_cur, t_next, t_cur)
+ coeff_prev1 = get_def_intergral_2(t_cur, prev_t[2], t_cur, t_next, prev_t[1])
+ coeff_prev2 = get_def_intergral_2(t_cur, prev_t[1], t_cur, t_next, prev_t[2])
+ coeff_temp = [coeff_cur, coeff_prev1, coeff_prev2]
+ elif order == 3:
+ coeff_cur = get_def_intergral_3(prev_t[1], prev_t[2], prev_t[3], t_cur, t_next, t_cur)
+ coeff_prev1 = get_def_intergral_3(t_cur, prev_t[2], prev_t[3], t_cur, t_next, prev_t[1])
+ coeff_prev2 = get_def_intergral_3(t_cur, prev_t[1], prev_t[3], t_cur, t_next, prev_t[2])
+ coeff_prev3 = get_def_intergral_3(t_cur, prev_t[1], prev_t[2], t_cur, t_next, prev_t[3])
+ coeff_temp = [coeff_cur, coeff_prev1, coeff_prev2, coeff_prev3]
+ C.append(coeff_temp)
+ return C
+
diff --git a/ComfyUI/comfy/k_diffusion/sampling.py b/ComfyUI/comfy/k_diffusion/sampling.py
new file mode 100644
index 0000000000000000000000000000000000000000..a3a82b6acf124c1073301de9d1d6e856419f9686
--- /dev/null
+++ b/ComfyUI/comfy/k_diffusion/sampling.py
@@ -0,0 +1,1050 @@
+import math
+
+from scipy import integrate
+import torch
+from torch import nn
+import torchsde
+from tqdm.auto import trange, tqdm
+
+from . import utils
+from . import deis
+import comfy.model_patcher
+
+def append_zero(x):
+ return torch.cat([x, x.new_zeros([1])])
+
+
+def get_sigmas_karras(n, sigma_min, sigma_max, rho=7., device='cpu'):
+ """Constructs the noise schedule of Karras et al. (2022)."""
+ ramp = torch.linspace(0, 1, n, device=device)
+ min_inv_rho = sigma_min ** (1 / rho)
+ max_inv_rho = sigma_max ** (1 / rho)
+ sigmas = (max_inv_rho + ramp * (min_inv_rho - max_inv_rho)) ** rho
+ return append_zero(sigmas).to(device)
+
+
+def get_sigmas_exponential(n, sigma_min, sigma_max, device='cpu'):
+ """Constructs an exponential noise schedule."""
+ sigmas = torch.linspace(math.log(sigma_max), math.log(sigma_min), n, device=device).exp()
+ return append_zero(sigmas)
+
+
+def get_sigmas_polyexponential(n, sigma_min, sigma_max, rho=1., device='cpu'):
+ """Constructs an polynomial in log sigma noise schedule."""
+ ramp = torch.linspace(1, 0, n, device=device) ** rho
+ sigmas = torch.exp(ramp * (math.log(sigma_max) - math.log(sigma_min)) + math.log(sigma_min))
+ return append_zero(sigmas)
+
+
+def get_sigmas_vp(n, beta_d=19.9, beta_min=0.1, eps_s=1e-3, device='cpu'):
+ """Constructs a continuous VP noise schedule."""
+ t = torch.linspace(1, eps_s, n, device=device)
+ sigmas = torch.sqrt(torch.exp(beta_d * t ** 2 / 2 + beta_min * t) - 1)
+ return append_zero(sigmas)
+
+
+def to_d(x, sigma, denoised):
+ """Converts a denoiser output to a Karras ODE derivative."""
+ return (x - denoised) / utils.append_dims(sigma, x.ndim)
+
+
+def get_ancestral_step(sigma_from, sigma_to, eta=1.):
+ """Calculates the noise level (sigma_down) to step down to and the amount
+ of noise to add (sigma_up) when doing an ancestral sampling step."""
+ if not eta:
+ return sigma_to, 0.
+ sigma_up = min(sigma_to, eta * (sigma_to ** 2 * (sigma_from ** 2 - sigma_to ** 2) / sigma_from ** 2) ** 0.5)
+ sigma_down = (sigma_to ** 2 - sigma_up ** 2) ** 0.5
+ return sigma_down, sigma_up
+
+
+def default_noise_sampler(x):
+ return lambda sigma, sigma_next: torch.randn_like(x)
+
+
+class BatchedBrownianTree:
+ """A wrapper around torchsde.BrownianTree that enables batches of entropy."""
+
+ def __init__(self, x, t0, t1, seed=None, **kwargs):
+ self.cpu_tree = True
+ if "cpu" in kwargs:
+ self.cpu_tree = kwargs.pop("cpu")
+ t0, t1, self.sign = self.sort(t0, t1)
+ w0 = kwargs.get('w0', torch.zeros_like(x))
+ if seed is None:
+ seed = torch.randint(0, 2 ** 63 - 1, []).item()
+ self.batched = True
+ try:
+ assert len(seed) == x.shape[0]
+ w0 = w0[0]
+ except TypeError:
+ seed = [seed]
+ self.batched = False
+ if self.cpu_tree:
+ self.trees = [torchsde.BrownianTree(t0.cpu(), w0.cpu(), t1.cpu(), entropy=s, **kwargs) for s in seed]
+ else:
+ self.trees = [torchsde.BrownianTree(t0, w0, t1, entropy=s, **kwargs) for s in seed]
+
+ @staticmethod
+ def sort(a, b):
+ return (a, b, 1) if a < b else (b, a, -1)
+
+ def __call__(self, t0, t1):
+ t0, t1, sign = self.sort(t0, t1)
+ if self.cpu_tree:
+ w = torch.stack([tree(t0.cpu().float(), t1.cpu().float()).to(t0.dtype).to(t0.device) for tree in self.trees]) * (self.sign * sign)
+ else:
+ w = torch.stack([tree(t0, t1) for tree in self.trees]) * (self.sign * sign)
+
+ return w if self.batched else w[0]
+
+
+class BrownianTreeNoiseSampler:
+ """A noise sampler backed by a torchsde.BrownianTree.
+
+ Args:
+ x (Tensor): The tensor whose shape, device and dtype to use to generate
+ random samples.
+ sigma_min (float): The low end of the valid interval.
+ sigma_max (float): The high end of the valid interval.
+ seed (int or List[int]): The random seed. If a list of seeds is
+ supplied instead of a single integer, then the noise sampler will
+ use one BrownianTree per batch item, each with its own seed.
+ transform (callable): A function that maps sigma to the sampler's
+ internal timestep.
+ """
+
+ def __init__(self, x, sigma_min, sigma_max, seed=None, transform=lambda x: x, cpu=False):
+ self.transform = transform
+ t0, t1 = self.transform(torch.as_tensor(sigma_min)), self.transform(torch.as_tensor(sigma_max))
+ self.tree = BatchedBrownianTree(x, t0, t1, seed, cpu=cpu)
+
+ def __call__(self, sigma, sigma_next):
+ t0, t1 = self.transform(torch.as_tensor(sigma)), self.transform(torch.as_tensor(sigma_next))
+ return self.tree(t0, t1) / (t1 - t0).abs().sqrt()
+
+
+@torch.no_grad()
+def sample_euler(model, x, sigmas, extra_args=None, callback=None, disable=None, s_churn=0., s_tmin=0., s_tmax=float('inf'), s_noise=1.):
+ """Implements Algorithm 2 (Euler steps) from Karras et al. (2022)."""
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ if s_churn > 0:
+ gamma = min(s_churn / (len(sigmas) - 1), 2 ** 0.5 - 1) if s_tmin <= sigmas[i] <= s_tmax else 0.
+ sigma_hat = sigmas[i] * (gamma + 1)
+ else:
+ gamma = 0
+ sigma_hat = sigmas[i]
+
+ if gamma > 0:
+ eps = torch.randn_like(x) * s_noise
+ x = x + eps * (sigma_hat ** 2 - sigmas[i] ** 2) ** 0.5
+ denoised = model(x, sigma_hat * s_in, **extra_args)
+ d = to_d(x, sigma_hat, denoised)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigma_hat, 'denoised': denoised})
+ dt = sigmas[i + 1] - sigma_hat
+ # Euler method
+ x = x + d * dt
+ return x
+
+
+@torch.no_grad()
+def sample_euler_ancestral(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None):
+ """Ancestral sampling with Euler method steps."""
+ extra_args = {} if extra_args is None else extra_args
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ sigma_down, sigma_up = get_ancestral_step(sigmas[i], sigmas[i + 1], eta=eta)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ d = to_d(x, sigmas[i], denoised)
+ # Euler method
+ dt = sigma_down - sigmas[i]
+ x = x + d * dt
+ if sigmas[i + 1] > 0:
+ x = x + noise_sampler(sigmas[i], sigmas[i + 1]) * s_noise * sigma_up
+ return x
+
+
+@torch.no_grad()
+def sample_heun(model, x, sigmas, extra_args=None, callback=None, disable=None, s_churn=0., s_tmin=0., s_tmax=float('inf'), s_noise=1.):
+ """Implements Algorithm 2 (Heun steps) from Karras et al. (2022)."""
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ if s_churn > 0:
+ gamma = min(s_churn / (len(sigmas) - 1), 2 ** 0.5 - 1) if s_tmin <= sigmas[i] <= s_tmax else 0.
+ sigma_hat = sigmas[i] * (gamma + 1)
+ else:
+ gamma = 0
+ sigma_hat = sigmas[i]
+
+ sigma_hat = sigmas[i] * (gamma + 1)
+ if gamma > 0:
+ eps = torch.randn_like(x) * s_noise
+ x = x + eps * (sigma_hat ** 2 - sigmas[i] ** 2) ** 0.5
+ denoised = model(x, sigma_hat * s_in, **extra_args)
+ d = to_d(x, sigma_hat, denoised)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigma_hat, 'denoised': denoised})
+ dt = sigmas[i + 1] - sigma_hat
+ if sigmas[i + 1] == 0:
+ # Euler method
+ x = x + d * dt
+ else:
+ # Heun's method
+ x_2 = x + d * dt
+ denoised_2 = model(x_2, sigmas[i + 1] * s_in, **extra_args)
+ d_2 = to_d(x_2, sigmas[i + 1], denoised_2)
+ d_prime = (d + d_2) / 2
+ x = x + d_prime * dt
+ return x
+
+
+@torch.no_grad()
+def sample_dpm_2(model, x, sigmas, extra_args=None, callback=None, disable=None, s_churn=0., s_tmin=0., s_tmax=float('inf'), s_noise=1.):
+ """A sampler inspired by DPM-Solver-2 and Algorithm 2 from Karras et al. (2022)."""
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ if s_churn > 0:
+ gamma = min(s_churn / (len(sigmas) - 1), 2 ** 0.5 - 1) if s_tmin <= sigmas[i] <= s_tmax else 0.
+ sigma_hat = sigmas[i] * (gamma + 1)
+ else:
+ gamma = 0
+ sigma_hat = sigmas[i]
+
+ if gamma > 0:
+ eps = torch.randn_like(x) * s_noise
+ x = x + eps * (sigma_hat ** 2 - sigmas[i] ** 2) ** 0.5
+ denoised = model(x, sigma_hat * s_in, **extra_args)
+ d = to_d(x, sigma_hat, denoised)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigma_hat, 'denoised': denoised})
+ if sigmas[i + 1] == 0:
+ # Euler method
+ dt = sigmas[i + 1] - sigma_hat
+ x = x + d * dt
+ else:
+ # DPM-Solver-2
+ sigma_mid = sigma_hat.log().lerp(sigmas[i + 1].log(), 0.5).exp()
+ dt_1 = sigma_mid - sigma_hat
+ dt_2 = sigmas[i + 1] - sigma_hat
+ x_2 = x + d * dt_1
+ denoised_2 = model(x_2, sigma_mid * s_in, **extra_args)
+ d_2 = to_d(x_2, sigma_mid, denoised_2)
+ x = x + d_2 * dt_2
+ return x
+
+
+@torch.no_grad()
+def sample_dpm_2_ancestral(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None):
+ """Ancestral sampling with DPM-Solver second-order steps."""
+ extra_args = {} if extra_args is None else extra_args
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ sigma_down, sigma_up = get_ancestral_step(sigmas[i], sigmas[i + 1], eta=eta)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ d = to_d(x, sigmas[i], denoised)
+ if sigma_down == 0:
+ # Euler method
+ dt = sigma_down - sigmas[i]
+ x = x + d * dt
+ else:
+ # DPM-Solver-2
+ sigma_mid = sigmas[i].log().lerp(sigma_down.log(), 0.5).exp()
+ dt_1 = sigma_mid - sigmas[i]
+ dt_2 = sigma_down - sigmas[i]
+ x_2 = x + d * dt_1
+ denoised_2 = model(x_2, sigma_mid * s_in, **extra_args)
+ d_2 = to_d(x_2, sigma_mid, denoised_2)
+ x = x + d_2 * dt_2
+ x = x + noise_sampler(sigmas[i], sigmas[i + 1]) * s_noise * sigma_up
+ return x
+
+
+def linear_multistep_coeff(order, t, i, j):
+ if order - 1 > i:
+ raise ValueError(f'Order {order} too high for step {i}')
+ def fn(tau):
+ prod = 1.
+ for k in range(order):
+ if j == k:
+ continue
+ prod *= (tau - t[i - k]) / (t[i - j] - t[i - k])
+ return prod
+ return integrate.quad(fn, t[i], t[i + 1], epsrel=1e-4)[0]
+
+
+@torch.no_grad()
+def sample_lms(model, x, sigmas, extra_args=None, callback=None, disable=None, order=4):
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ sigmas_cpu = sigmas.detach().cpu().numpy()
+ ds = []
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ d = to_d(x, sigmas[i], denoised)
+ ds.append(d)
+ if len(ds) > order:
+ ds.pop(0)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ cur_order = min(i + 1, order)
+ coeffs = [linear_multistep_coeff(cur_order, sigmas_cpu, i, j) for j in range(cur_order)]
+ x = x + sum(coeff * d for coeff, d in zip(coeffs, reversed(ds)))
+ return x
+
+
+class PIDStepSizeController:
+ """A PID controller for ODE adaptive step size control."""
+ def __init__(self, h, pcoeff, icoeff, dcoeff, order=1, accept_safety=0.81, eps=1e-8):
+ self.h = h
+ self.b1 = (pcoeff + icoeff + dcoeff) / order
+ self.b2 = -(pcoeff + 2 * dcoeff) / order
+ self.b3 = dcoeff / order
+ self.accept_safety = accept_safety
+ self.eps = eps
+ self.errs = []
+
+ def limiter(self, x):
+ return 1 + math.atan(x - 1)
+
+ def propose_step(self, error):
+ inv_error = 1 / (float(error) + self.eps)
+ if not self.errs:
+ self.errs = [inv_error, inv_error, inv_error]
+ self.errs[0] = inv_error
+ factor = self.errs[0] ** self.b1 * self.errs[1] ** self.b2 * self.errs[2] ** self.b3
+ factor = self.limiter(factor)
+ accept = factor >= self.accept_safety
+ if accept:
+ self.errs[2] = self.errs[1]
+ self.errs[1] = self.errs[0]
+ self.h *= factor
+ return accept
+
+
+class DPMSolver(nn.Module):
+ """DPM-Solver. See https://arxiv.org/abs/2206.00927."""
+
+ def __init__(self, model, extra_args=None, eps_callback=None, info_callback=None):
+ super().__init__()
+ self.model = model
+ self.extra_args = {} if extra_args is None else extra_args
+ self.eps_callback = eps_callback
+ self.info_callback = info_callback
+
+ def t(self, sigma):
+ return -sigma.log()
+
+ def sigma(self, t):
+ return t.neg().exp()
+
+ def eps(self, eps_cache, key, x, t, *args, **kwargs):
+ if key in eps_cache:
+ return eps_cache[key], eps_cache
+ sigma = self.sigma(t) * x.new_ones([x.shape[0]])
+ eps = (x - self.model(x, sigma, *args, **self.extra_args, **kwargs)) / self.sigma(t)
+ if self.eps_callback is not None:
+ self.eps_callback()
+ return eps, {key: eps, **eps_cache}
+
+ def dpm_solver_1_step(self, x, t, t_next, eps_cache=None):
+ eps_cache = {} if eps_cache is None else eps_cache
+ h = t_next - t
+ eps, eps_cache = self.eps(eps_cache, 'eps', x, t)
+ x_1 = x - self.sigma(t_next) * h.expm1() * eps
+ return x_1, eps_cache
+
+ def dpm_solver_2_step(self, x, t, t_next, r1=1 / 2, eps_cache=None):
+ eps_cache = {} if eps_cache is None else eps_cache
+ h = t_next - t
+ eps, eps_cache = self.eps(eps_cache, 'eps', x, t)
+ s1 = t + r1 * h
+ u1 = x - self.sigma(s1) * (r1 * h).expm1() * eps
+ eps_r1, eps_cache = self.eps(eps_cache, 'eps_r1', u1, s1)
+ x_2 = x - self.sigma(t_next) * h.expm1() * eps - self.sigma(t_next) / (2 * r1) * h.expm1() * (eps_r1 - eps)
+ return x_2, eps_cache
+
+ def dpm_solver_3_step(self, x, t, t_next, r1=1 / 3, r2=2 / 3, eps_cache=None):
+ eps_cache = {} if eps_cache is None else eps_cache
+ h = t_next - t
+ eps, eps_cache = self.eps(eps_cache, 'eps', x, t)
+ s1 = t + r1 * h
+ s2 = t + r2 * h
+ u1 = x - self.sigma(s1) * (r1 * h).expm1() * eps
+ eps_r1, eps_cache = self.eps(eps_cache, 'eps_r1', u1, s1)
+ u2 = x - self.sigma(s2) * (r2 * h).expm1() * eps - self.sigma(s2) * (r2 / r1) * ((r2 * h).expm1() / (r2 * h) - 1) * (eps_r1 - eps)
+ eps_r2, eps_cache = self.eps(eps_cache, 'eps_r2', u2, s2)
+ x_3 = x - self.sigma(t_next) * h.expm1() * eps - self.sigma(t_next) / r2 * (h.expm1() / h - 1) * (eps_r2 - eps)
+ return x_3, eps_cache
+
+ def dpm_solver_fast(self, x, t_start, t_end, nfe, eta=0., s_noise=1., noise_sampler=None):
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ if not t_end > t_start and eta:
+ raise ValueError('eta must be 0 for reverse sampling')
+
+ m = math.floor(nfe / 3) + 1
+ ts = torch.linspace(t_start, t_end, m + 1, device=x.device)
+
+ if nfe % 3 == 0:
+ orders = [3] * (m - 2) + [2, 1]
+ else:
+ orders = [3] * (m - 1) + [nfe % 3]
+
+ for i in range(len(orders)):
+ eps_cache = {}
+ t, t_next = ts[i], ts[i + 1]
+ if eta:
+ sd, su = get_ancestral_step(self.sigma(t), self.sigma(t_next), eta)
+ t_next_ = torch.minimum(t_end, self.t(sd))
+ su = (self.sigma(t_next) ** 2 - self.sigma(t_next_) ** 2) ** 0.5
+ else:
+ t_next_, su = t_next, 0.
+
+ eps, eps_cache = self.eps(eps_cache, 'eps', x, t)
+ denoised = x - self.sigma(t) * eps
+ if self.info_callback is not None:
+ self.info_callback({'x': x, 'i': i, 't': ts[i], 't_up': t, 'denoised': denoised})
+
+ if orders[i] == 1:
+ x, eps_cache = self.dpm_solver_1_step(x, t, t_next_, eps_cache=eps_cache)
+ elif orders[i] == 2:
+ x, eps_cache = self.dpm_solver_2_step(x, t, t_next_, eps_cache=eps_cache)
+ else:
+ x, eps_cache = self.dpm_solver_3_step(x, t, t_next_, eps_cache=eps_cache)
+
+ x = x + su * s_noise * noise_sampler(self.sigma(t), self.sigma(t_next))
+
+ return x
+
+ def dpm_solver_adaptive(self, x, t_start, t_end, order=3, rtol=0.05, atol=0.0078, h_init=0.05, pcoeff=0., icoeff=1., dcoeff=0., accept_safety=0.81, eta=0., s_noise=1., noise_sampler=None):
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ if order not in {2, 3}:
+ raise ValueError('order should be 2 or 3')
+ forward = t_end > t_start
+ if not forward and eta:
+ raise ValueError('eta must be 0 for reverse sampling')
+ h_init = abs(h_init) * (1 if forward else -1)
+ atol = torch.tensor(atol)
+ rtol = torch.tensor(rtol)
+ s = t_start
+ x_prev = x
+ accept = True
+ pid = PIDStepSizeController(h_init, pcoeff, icoeff, dcoeff, 1.5 if eta else order, accept_safety)
+ info = {'steps': 0, 'nfe': 0, 'n_accept': 0, 'n_reject': 0}
+
+ while s < t_end - 1e-5 if forward else s > t_end + 1e-5:
+ eps_cache = {}
+ t = torch.minimum(t_end, s + pid.h) if forward else torch.maximum(t_end, s + pid.h)
+ if eta:
+ sd, su = get_ancestral_step(self.sigma(s), self.sigma(t), eta)
+ t_ = torch.minimum(t_end, self.t(sd))
+ su = (self.sigma(t) ** 2 - self.sigma(t_) ** 2) ** 0.5
+ else:
+ t_, su = t, 0.
+
+ eps, eps_cache = self.eps(eps_cache, 'eps', x, s)
+ denoised = x - self.sigma(s) * eps
+
+ if order == 2:
+ x_low, eps_cache = self.dpm_solver_1_step(x, s, t_, eps_cache=eps_cache)
+ x_high, eps_cache = self.dpm_solver_2_step(x, s, t_, eps_cache=eps_cache)
+ else:
+ x_low, eps_cache = self.dpm_solver_2_step(x, s, t_, r1=1 / 3, eps_cache=eps_cache)
+ x_high, eps_cache = self.dpm_solver_3_step(x, s, t_, eps_cache=eps_cache)
+ delta = torch.maximum(atol, rtol * torch.maximum(x_low.abs(), x_prev.abs()))
+ error = torch.linalg.norm((x_low - x_high) / delta) / x.numel() ** 0.5
+ accept = pid.propose_step(error)
+ if accept:
+ x_prev = x_low
+ x = x_high + su * s_noise * noise_sampler(self.sigma(s), self.sigma(t))
+ s = t
+ info['n_accept'] += 1
+ else:
+ info['n_reject'] += 1
+ info['nfe'] += order
+ info['steps'] += 1
+
+ if self.info_callback is not None:
+ self.info_callback({'x': x, 'i': info['steps'] - 1, 't': s, 't_up': s, 'denoised': denoised, 'error': error, 'h': pid.h, **info})
+
+ return x, info
+
+
+@torch.no_grad()
+def sample_dpm_fast(model, x, sigma_min, sigma_max, n, extra_args=None, callback=None, disable=None, eta=0., s_noise=1., noise_sampler=None):
+ """DPM-Solver-Fast (fixed step size). See https://arxiv.org/abs/2206.00927."""
+ if sigma_min <= 0 or sigma_max <= 0:
+ raise ValueError('sigma_min and sigma_max must not be 0')
+ with tqdm(total=n, disable=disable) as pbar:
+ dpm_solver = DPMSolver(model, extra_args, eps_callback=pbar.update)
+ if callback is not None:
+ dpm_solver.info_callback = lambda info: callback({'sigma': dpm_solver.sigma(info['t']), 'sigma_hat': dpm_solver.sigma(info['t_up']), **info})
+ return dpm_solver.dpm_solver_fast(x, dpm_solver.t(torch.tensor(sigma_max)), dpm_solver.t(torch.tensor(sigma_min)), n, eta, s_noise, noise_sampler)
+
+
+@torch.no_grad()
+def sample_dpm_adaptive(model, x, sigma_min, sigma_max, extra_args=None, callback=None, disable=None, order=3, rtol=0.05, atol=0.0078, h_init=0.05, pcoeff=0., icoeff=1., dcoeff=0., accept_safety=0.81, eta=0., s_noise=1., noise_sampler=None, return_info=False):
+ """DPM-Solver-12 and 23 (adaptive step size). See https://arxiv.org/abs/2206.00927."""
+ if sigma_min <= 0 or sigma_max <= 0:
+ raise ValueError('sigma_min and sigma_max must not be 0')
+ with tqdm(disable=disable) as pbar:
+ dpm_solver = DPMSolver(model, extra_args, eps_callback=pbar.update)
+ if callback is not None:
+ dpm_solver.info_callback = lambda info: callback({'sigma': dpm_solver.sigma(info['t']), 'sigma_hat': dpm_solver.sigma(info['t_up']), **info})
+ x, info = dpm_solver.dpm_solver_adaptive(x, dpm_solver.t(torch.tensor(sigma_max)), dpm_solver.t(torch.tensor(sigma_min)), order, rtol, atol, h_init, pcoeff, icoeff, dcoeff, accept_safety, eta, s_noise, noise_sampler)
+ if return_info:
+ return x, info
+ return x
+
+
+@torch.no_grad()
+def sample_dpmpp_2s_ancestral(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None):
+ """Ancestral sampling with DPM-Solver++(2S) second-order steps."""
+ extra_args = {} if extra_args is None else extra_args
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ s_in = x.new_ones([x.shape[0]])
+ sigma_fn = lambda t: t.neg().exp()
+ t_fn = lambda sigma: sigma.log().neg()
+
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ sigma_down, sigma_up = get_ancestral_step(sigmas[i], sigmas[i + 1], eta=eta)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ if sigma_down == 0:
+ # Euler method
+ d = to_d(x, sigmas[i], denoised)
+ dt = sigma_down - sigmas[i]
+ x = x + d * dt
+ else:
+ # DPM-Solver++(2S)
+ t, t_next = t_fn(sigmas[i]), t_fn(sigma_down)
+ r = 1 / 2
+ h = t_next - t
+ s = t + r * h
+ x_2 = (sigma_fn(s) / sigma_fn(t)) * x - (-h * r).expm1() * denoised
+ denoised_2 = model(x_2, sigma_fn(s) * s_in, **extra_args)
+ x = (sigma_fn(t_next) / sigma_fn(t)) * x - (-h).expm1() * denoised_2
+ # Noise addition
+ if sigmas[i + 1] > 0:
+ x = x + noise_sampler(sigmas[i], sigmas[i + 1]) * s_noise * sigma_up
+ return x
+
+
+@torch.no_grad()
+def sample_dpmpp_sde(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None, r=1 / 2):
+ """DPM-Solver++ (stochastic)."""
+ if len(sigmas) <= 1:
+ return x
+
+ sigma_min, sigma_max = sigmas[sigmas > 0].min(), sigmas.max()
+ seed = extra_args.get("seed", None)
+ noise_sampler = BrownianTreeNoiseSampler(x, sigma_min, sigma_max, seed=seed, cpu=True) if noise_sampler is None else noise_sampler
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ sigma_fn = lambda t: t.neg().exp()
+ t_fn = lambda sigma: sigma.log().neg()
+
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ if sigmas[i + 1] == 0:
+ # Euler method
+ d = to_d(x, sigmas[i], denoised)
+ dt = sigmas[i + 1] - sigmas[i]
+ x = x + d * dt
+ else:
+ # DPM-Solver++
+ t, t_next = t_fn(sigmas[i]), t_fn(sigmas[i + 1])
+ h = t_next - t
+ s = t + h * r
+ fac = 1 / (2 * r)
+
+ # Step 1
+ sd, su = get_ancestral_step(sigma_fn(t), sigma_fn(s), eta)
+ s_ = t_fn(sd)
+ x_2 = (sigma_fn(s_) / sigma_fn(t)) * x - (t - s_).expm1() * denoised
+ x_2 = x_2 + noise_sampler(sigma_fn(t), sigma_fn(s)) * s_noise * su
+ denoised_2 = model(x_2, sigma_fn(s) * s_in, **extra_args)
+
+ # Step 2
+ sd, su = get_ancestral_step(sigma_fn(t), sigma_fn(t_next), eta)
+ t_next_ = t_fn(sd)
+ denoised_d = (1 - fac) * denoised + fac * denoised_2
+ x = (sigma_fn(t_next_) / sigma_fn(t)) * x - (t - t_next_).expm1() * denoised_d
+ x = x + noise_sampler(sigma_fn(t), sigma_fn(t_next)) * s_noise * su
+ return x
+
+
+@torch.no_grad()
+def sample_dpmpp_2m(model, x, sigmas, extra_args=None, callback=None, disable=None):
+ """DPM-Solver++(2M)."""
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ sigma_fn = lambda t: t.neg().exp()
+ t_fn = lambda sigma: sigma.log().neg()
+ old_denoised = None
+
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ t, t_next = t_fn(sigmas[i]), t_fn(sigmas[i + 1])
+ h = t_next - t
+ if old_denoised is None or sigmas[i + 1] == 0:
+ x = (sigma_fn(t_next) / sigma_fn(t)) * x - (-h).expm1() * denoised
+ else:
+ h_last = t - t_fn(sigmas[i - 1])
+ r = h_last / h
+ denoised_d = (1 + 1 / (2 * r)) * denoised - (1 / (2 * r)) * old_denoised
+ x = (sigma_fn(t_next) / sigma_fn(t)) * x - (-h).expm1() * denoised_d
+ old_denoised = denoised
+ return x
+
+@torch.no_grad()
+def sample_dpmpp_2m_sde(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None, solver_type='midpoint'):
+ """DPM-Solver++(2M) SDE."""
+ if len(sigmas) <= 1:
+ return x
+
+ if solver_type not in {'heun', 'midpoint'}:
+ raise ValueError('solver_type must be \'heun\' or \'midpoint\'')
+
+ seed = extra_args.get("seed", None)
+ sigma_min, sigma_max = sigmas[sigmas > 0].min(), sigmas.max()
+ noise_sampler = BrownianTreeNoiseSampler(x, sigma_min, sigma_max, seed=seed, cpu=True) if noise_sampler is None else noise_sampler
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+
+ old_denoised = None
+ h_last = None
+ h = None
+
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ if sigmas[i + 1] == 0:
+ # Denoising step
+ x = denoised
+ else:
+ # DPM-Solver++(2M) SDE
+ t, s = -sigmas[i].log(), -sigmas[i + 1].log()
+ h = s - t
+ eta_h = eta * h
+
+ x = sigmas[i + 1] / sigmas[i] * (-eta_h).exp() * x + (-h - eta_h).expm1().neg() * denoised
+
+ if old_denoised is not None:
+ r = h_last / h
+ if solver_type == 'heun':
+ x = x + ((-h - eta_h).expm1().neg() / (-h - eta_h) + 1) * (1 / r) * (denoised - old_denoised)
+ elif solver_type == 'midpoint':
+ x = x + 0.5 * (-h - eta_h).expm1().neg() * (1 / r) * (denoised - old_denoised)
+
+ if eta:
+ x = x + noise_sampler(sigmas[i], sigmas[i + 1]) * sigmas[i + 1] * (-2 * eta_h).expm1().neg().sqrt() * s_noise
+
+ old_denoised = denoised
+ h_last = h
+ return x
+
+@torch.no_grad()
+def sample_dpmpp_3m_sde(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None):
+ """DPM-Solver++(3M) SDE."""
+
+ if len(sigmas) <= 1:
+ return x
+
+ seed = extra_args.get("seed", None)
+ sigma_min, sigma_max = sigmas[sigmas > 0].min(), sigmas.max()
+ noise_sampler = BrownianTreeNoiseSampler(x, sigma_min, sigma_max, seed=seed, cpu=True) if noise_sampler is None else noise_sampler
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+
+ denoised_1, denoised_2 = None, None
+ h, h_1, h_2 = None, None, None
+
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ if sigmas[i + 1] == 0:
+ # Denoising step
+ x = denoised
+ else:
+ t, s = -sigmas[i].log(), -sigmas[i + 1].log()
+ h = s - t
+ h_eta = h * (eta + 1)
+
+ x = torch.exp(-h_eta) * x + (-h_eta).expm1().neg() * denoised
+
+ if h_2 is not None:
+ r0 = h_1 / h
+ r1 = h_2 / h
+ d1_0 = (denoised - denoised_1) / r0
+ d1_1 = (denoised_1 - denoised_2) / r1
+ d1 = d1_0 + (d1_0 - d1_1) * r0 / (r0 + r1)
+ d2 = (d1_0 - d1_1) / (r0 + r1)
+ phi_2 = h_eta.neg().expm1() / h_eta + 1
+ phi_3 = phi_2 / h_eta - 0.5
+ x = x + phi_2 * d1 - phi_3 * d2
+ elif h_1 is not None:
+ r = h_1 / h
+ d = (denoised - denoised_1) / r
+ phi_2 = h_eta.neg().expm1() / h_eta + 1
+ x = x + phi_2 * d
+
+ if eta:
+ x = x + noise_sampler(sigmas[i], sigmas[i + 1]) * sigmas[i + 1] * (-2 * h * eta).expm1().neg().sqrt() * s_noise
+
+ denoised_1, denoised_2 = denoised, denoised_1
+ h_1, h_2 = h, h_1
+ return x
+
+@torch.no_grad()
+def sample_dpmpp_3m_sde_gpu(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None):
+ if len(sigmas) <= 1:
+ return x
+
+ sigma_min, sigma_max = sigmas[sigmas > 0].min(), sigmas.max()
+ noise_sampler = BrownianTreeNoiseSampler(x, sigma_min, sigma_max, seed=extra_args.get("seed", None), cpu=False) if noise_sampler is None else noise_sampler
+ return sample_dpmpp_3m_sde(model, x, sigmas, extra_args=extra_args, callback=callback, disable=disable, eta=eta, s_noise=s_noise, noise_sampler=noise_sampler)
+
+@torch.no_grad()
+def sample_dpmpp_2m_sde_gpu(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None, solver_type='midpoint'):
+ if len(sigmas) <= 1:
+ return x
+
+ sigma_min, sigma_max = sigmas[sigmas > 0].min(), sigmas.max()
+ noise_sampler = BrownianTreeNoiseSampler(x, sigma_min, sigma_max, seed=extra_args.get("seed", None), cpu=False) if noise_sampler is None else noise_sampler
+ return sample_dpmpp_2m_sde(model, x, sigmas, extra_args=extra_args, callback=callback, disable=disable, eta=eta, s_noise=s_noise, noise_sampler=noise_sampler, solver_type=solver_type)
+
+@torch.no_grad()
+def sample_dpmpp_sde_gpu(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None, r=1 / 2):
+ if len(sigmas) <= 1:
+ return x
+
+ sigma_min, sigma_max = sigmas[sigmas > 0].min(), sigmas.max()
+ noise_sampler = BrownianTreeNoiseSampler(x, sigma_min, sigma_max, seed=extra_args.get("seed", None), cpu=False) if noise_sampler is None else noise_sampler
+ return sample_dpmpp_sde(model, x, sigmas, extra_args=extra_args, callback=callback, disable=disable, eta=eta, s_noise=s_noise, noise_sampler=noise_sampler, r=r)
+
+
+def DDPMSampler_step(x, sigma, sigma_prev, noise, noise_sampler):
+ alpha_cumprod = 1 / ((sigma * sigma) + 1)
+ alpha_cumprod_prev = 1 / ((sigma_prev * sigma_prev) + 1)
+ alpha = (alpha_cumprod / alpha_cumprod_prev)
+
+ mu = (1.0 / alpha).sqrt() * (x - (1 - alpha) * noise / (1 - alpha_cumprod).sqrt())
+ if sigma_prev > 0:
+ mu += ((1 - alpha) * (1. - alpha_cumprod_prev) / (1. - alpha_cumprod)).sqrt() * noise_sampler(sigma, sigma_prev)
+ return mu
+
+def generic_step_sampler(model, x, sigmas, extra_args=None, callback=None, disable=None, noise_sampler=None, step_function=None):
+ extra_args = {} if extra_args is None else extra_args
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ s_in = x.new_ones([x.shape[0]])
+
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ x = step_function(x / torch.sqrt(1.0 + sigmas[i] ** 2.0), sigmas[i], sigmas[i + 1], (x - denoised) / sigmas[i], noise_sampler)
+ if sigmas[i + 1] != 0:
+ x *= torch.sqrt(1.0 + sigmas[i + 1] ** 2.0)
+ return x
+
+
+@torch.no_grad()
+def sample_ddpm(model, x, sigmas, extra_args=None, callback=None, disable=None, noise_sampler=None):
+ return generic_step_sampler(model, x, sigmas, extra_args, callback, disable, noise_sampler, DDPMSampler_step)
+
+@torch.no_grad()
+def sample_lcm(model, x, sigmas, extra_args=None, callback=None, disable=None, noise_sampler=None):
+ extra_args = {} if extra_args is None else extra_args
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+
+ x = denoised
+ if sigmas[i + 1] > 0:
+ x = model.inner_model.inner_model.model_sampling.noise_scaling(sigmas[i + 1], noise_sampler(sigmas[i], sigmas[i + 1]), x)
+ return x
+
+
+
+@torch.no_grad()
+def sample_heunpp2(model, x, sigmas, extra_args=None, callback=None, disable=None, s_churn=0., s_tmin=0., s_tmax=float('inf'), s_noise=1.):
+ # From MIT licensed: https://github.com/Carzit/sd-webui-samplers-scheduler/
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+ s_end = sigmas[-1]
+ for i in trange(len(sigmas) - 1, disable=disable):
+ gamma = min(s_churn / (len(sigmas) - 1), 2 ** 0.5 - 1) if s_tmin <= sigmas[i] <= s_tmax else 0.
+ eps = torch.randn_like(x) * s_noise
+ sigma_hat = sigmas[i] * (gamma + 1)
+ if gamma > 0:
+ x = x + eps * (sigma_hat ** 2 - sigmas[i] ** 2) ** 0.5
+ denoised = model(x, sigma_hat * s_in, **extra_args)
+ d = to_d(x, sigma_hat, denoised)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigma_hat, 'denoised': denoised})
+ dt = sigmas[i + 1] - sigma_hat
+ if sigmas[i + 1] == s_end:
+ # Euler method
+ x = x + d * dt
+ elif sigmas[i + 2] == s_end:
+
+ # Heun's method
+ x_2 = x + d * dt
+ denoised_2 = model(x_2, sigmas[i + 1] * s_in, **extra_args)
+ d_2 = to_d(x_2, sigmas[i + 1], denoised_2)
+
+ w = 2 * sigmas[0]
+ w2 = sigmas[i+1]/w
+ w1 = 1 - w2
+
+ d_prime = d * w1 + d_2 * w2
+
+
+ x = x + d_prime * dt
+
+ else:
+ # Heun++
+ x_2 = x + d * dt
+ denoised_2 = model(x_2, sigmas[i + 1] * s_in, **extra_args)
+ d_2 = to_d(x_2, sigmas[i + 1], denoised_2)
+ dt_2 = sigmas[i + 2] - sigmas[i + 1]
+
+ x_3 = x_2 + d_2 * dt_2
+ denoised_3 = model(x_3, sigmas[i + 2] * s_in, **extra_args)
+ d_3 = to_d(x_3, sigmas[i + 2], denoised_3)
+
+ w = 3 * sigmas[0]
+ w2 = sigmas[i + 1] / w
+ w3 = sigmas[i + 2] / w
+ w1 = 1 - w2 - w3
+
+ d_prime = w1 * d + w2 * d_2 + w3 * d_3
+ x = x + d_prime * dt
+ return x
+
+
+#From https://github.com/zju-pi/diff-sampler/blob/main/diff-solvers-main/solvers.py
+#under Apache 2 license
+def sample_ipndm(model, x, sigmas, extra_args=None, callback=None, disable=None, max_order=4):
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+
+ x_next = x
+
+ buffer_model = []
+ for i in trange(len(sigmas) - 1, disable=disable):
+ t_cur = sigmas[i]
+ t_next = sigmas[i + 1]
+
+ x_cur = x_next
+
+ denoised = model(x_cur, t_cur * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+
+ d_cur = (x_cur - denoised) / t_cur
+
+ order = min(max_order, i+1)
+ if order == 1: # First Euler step.
+ x_next = x_cur + (t_next - t_cur) * d_cur
+ elif order == 2: # Use one history point.
+ x_next = x_cur + (t_next - t_cur) * (3 * d_cur - buffer_model[-1]) / 2
+ elif order == 3: # Use two history points.
+ x_next = x_cur + (t_next - t_cur) * (23 * d_cur - 16 * buffer_model[-1] + 5 * buffer_model[-2]) / 12
+ elif order == 4: # Use three history points.
+ x_next = x_cur + (t_next - t_cur) * (55 * d_cur - 59 * buffer_model[-1] + 37 * buffer_model[-2] - 9 * buffer_model[-3]) / 24
+
+ if len(buffer_model) == max_order - 1:
+ for k in range(max_order - 2):
+ buffer_model[k] = buffer_model[k+1]
+ buffer_model[-1] = d_cur
+ else:
+ buffer_model.append(d_cur)
+
+ return x_next
+
+#From https://github.com/zju-pi/diff-sampler/blob/main/diff-solvers-main/solvers.py
+#under Apache 2 license
+def sample_ipndm_v(model, x, sigmas, extra_args=None, callback=None, disable=None, max_order=4):
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+
+ x_next = x
+ t_steps = sigmas
+
+ buffer_model = []
+ for i in trange(len(sigmas) - 1, disable=disable):
+ t_cur = sigmas[i]
+ t_next = sigmas[i + 1]
+
+ x_cur = x_next
+
+ denoised = model(x_cur, t_cur * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+
+ d_cur = (x_cur - denoised) / t_cur
+
+ order = min(max_order, i+1)
+ if order == 1: # First Euler step.
+ x_next = x_cur + (t_next - t_cur) * d_cur
+ elif order == 2: # Use one history point.
+ h_n = (t_next - t_cur)
+ h_n_1 = (t_cur - t_steps[i-1])
+ coeff1 = (2 + (h_n / h_n_1)) / 2
+ coeff2 = -(h_n / h_n_1) / 2
+ x_next = x_cur + (t_next - t_cur) * (coeff1 * d_cur + coeff2 * buffer_model[-1])
+ elif order == 3: # Use two history points.
+ h_n = (t_next - t_cur)
+ h_n_1 = (t_cur - t_steps[i-1])
+ h_n_2 = (t_steps[i-1] - t_steps[i-2])
+ temp = (1 - h_n / (3 * (h_n + h_n_1)) * (h_n * (h_n + h_n_1)) / (h_n_1 * (h_n_1 + h_n_2))) / 2
+ coeff1 = (2 + (h_n / h_n_1)) / 2 + temp
+ coeff2 = -(h_n / h_n_1) / 2 - (1 + h_n_1 / h_n_2) * temp
+ coeff3 = temp * h_n_1 / h_n_2
+ x_next = x_cur + (t_next - t_cur) * (coeff1 * d_cur + coeff2 * buffer_model[-1] + coeff3 * buffer_model[-2])
+ elif order == 4: # Use three history points.
+ h_n = (t_next - t_cur)
+ h_n_1 = (t_cur - t_steps[i-1])
+ h_n_2 = (t_steps[i-1] - t_steps[i-2])
+ h_n_3 = (t_steps[i-2] - t_steps[i-3])
+ temp1 = (1 - h_n / (3 * (h_n + h_n_1)) * (h_n * (h_n + h_n_1)) / (h_n_1 * (h_n_1 + h_n_2))) / 2
+ temp2 = ((1 - h_n / (3 * (h_n + h_n_1))) / 2 + (1 - h_n / (2 * (h_n + h_n_1))) * h_n / (6 * (h_n + h_n_1 + h_n_2))) \
+ * (h_n * (h_n + h_n_1) * (h_n + h_n_1 + h_n_2)) / (h_n_1 * (h_n_1 + h_n_2) * (h_n_1 + h_n_2 + h_n_3))
+ coeff1 = (2 + (h_n / h_n_1)) / 2 + temp1 + temp2
+ coeff2 = -(h_n / h_n_1) / 2 - (1 + h_n_1 / h_n_2) * temp1 - (1 + (h_n_1 / h_n_2) + (h_n_1 * (h_n_1 + h_n_2) / (h_n_2 * (h_n_2 + h_n_3)))) * temp2
+ coeff3 = temp1 * h_n_1 / h_n_2 + ((h_n_1 / h_n_2) + (h_n_1 * (h_n_1 + h_n_2) / (h_n_2 * (h_n_2 + h_n_3))) * (1 + h_n_2 / h_n_3)) * temp2
+ coeff4 = -temp2 * (h_n_1 * (h_n_1 + h_n_2) / (h_n_2 * (h_n_2 + h_n_3))) * h_n_1 / h_n_2
+ x_next = x_cur + (t_next - t_cur) * (coeff1 * d_cur + coeff2 * buffer_model[-1] + coeff3 * buffer_model[-2] + coeff4 * buffer_model[-3])
+
+ if len(buffer_model) == max_order - 1:
+ for k in range(max_order - 2):
+ buffer_model[k] = buffer_model[k+1]
+ buffer_model[-1] = d_cur.detach()
+ else:
+ buffer_model.append(d_cur.detach())
+
+ return x_next
+
+#From https://github.com/zju-pi/diff-sampler/blob/main/diff-solvers-main/solvers.py
+#under Apache 2 license
+@torch.no_grad()
+def sample_deis(model, x, sigmas, extra_args=None, callback=None, disable=None, max_order=3, deis_mode='tab'):
+ extra_args = {} if extra_args is None else extra_args
+ s_in = x.new_ones([x.shape[0]])
+
+ x_next = x
+ t_steps = sigmas
+
+ coeff_list = deis.get_deis_coeff_list(t_steps, max_order, deis_mode=deis_mode)
+
+ buffer_model = []
+ for i in trange(len(sigmas) - 1, disable=disable):
+ t_cur = sigmas[i]
+ t_next = sigmas[i + 1]
+
+ x_cur = x_next
+
+ denoised = model(x_cur, t_cur * s_in, **extra_args)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+
+ d_cur = (x_cur - denoised) / t_cur
+
+ order = min(max_order, i+1)
+ if t_next <= 0:
+ order = 1
+
+ if order == 1: # First Euler step.
+ x_next = x_cur + (t_next - t_cur) * d_cur
+ elif order == 2: # Use one history point.
+ coeff_cur, coeff_prev1 = coeff_list[i]
+ x_next = x_cur + coeff_cur * d_cur + coeff_prev1 * buffer_model[-1]
+ elif order == 3: # Use two history points.
+ coeff_cur, coeff_prev1, coeff_prev2 = coeff_list[i]
+ x_next = x_cur + coeff_cur * d_cur + coeff_prev1 * buffer_model[-1] + coeff_prev2 * buffer_model[-2]
+ elif order == 4: # Use three history points.
+ coeff_cur, coeff_prev1, coeff_prev2, coeff_prev3 = coeff_list[i]
+ x_next = x_cur + coeff_cur * d_cur + coeff_prev1 * buffer_model[-1] + coeff_prev2 * buffer_model[-2] + coeff_prev3 * buffer_model[-3]
+
+ if len(buffer_model) == max_order - 1:
+ for k in range(max_order - 2):
+ buffer_model[k] = buffer_model[k+1]
+ buffer_model[-1] = d_cur.detach()
+ else:
+ buffer_model.append(d_cur.detach())
+
+ return x_next
+
+@torch.no_grad()
+def sample_euler_cfg_pp(model, x, sigmas, extra_args=None, callback=None, disable=None):
+ extra_args = {} if extra_args is None else extra_args
+
+ temp = [0]
+ def post_cfg_function(args):
+ temp[0] = args["uncond_denoised"]
+ return args["denoised"]
+
+ model_options = extra_args.get("model_options", {}).copy()
+ extra_args["model_options"] = comfy.model_patcher.set_model_options_post_cfg_function(model_options, post_cfg_function, disable_cfg1_optimization=True)
+
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ sigma_hat = sigmas[i]
+ denoised = model(x, sigma_hat * s_in, **extra_args)
+ d = to_d(x, sigma_hat, temp[0])
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigma_hat, 'denoised': denoised})
+ dt = sigmas[i + 1] - sigma_hat
+ # Euler method
+ x = denoised + d * sigmas[i + 1]
+ return x
+
+@torch.no_grad()
+def sample_euler_ancestral_cfg_pp(model, x, sigmas, extra_args=None, callback=None, disable=None, eta=1., s_noise=1., noise_sampler=None):
+ """Ancestral sampling with Euler method steps."""
+ extra_args = {} if extra_args is None else extra_args
+ noise_sampler = default_noise_sampler(x) if noise_sampler is None else noise_sampler
+
+ temp = [0]
+ def post_cfg_function(args):
+ temp[0] = args["uncond_denoised"]
+ return args["denoised"]
+
+ model_options = extra_args.get("model_options", {}).copy()
+ extra_args["model_options"] = comfy.model_patcher.set_model_options_post_cfg_function(model_options, post_cfg_function, disable_cfg1_optimization=True)
+
+ s_in = x.new_ones([x.shape[0]])
+ for i in trange(len(sigmas) - 1, disable=disable):
+ denoised = model(x, sigmas[i] * s_in, **extra_args)
+ sigma_down, sigma_up = get_ancestral_step(sigmas[i], sigmas[i + 1], eta=eta)
+ if callback is not None:
+ callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised})
+ d = to_d(x, sigmas[i], temp[0])
+ # Euler method
+ dt = sigma_down - sigmas[i]
+ x = denoised + d * sigma_down
+ if sigmas[i + 1] > 0:
+ x = x + noise_sampler(sigmas[i], sigmas[i + 1]) * s_noise * sigma_up
+ return x
diff --git a/ComfyUI/comfy/k_diffusion/utils.py b/ComfyUI/comfy/k_diffusion/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..0ae7d03f51841a54bdcfd09155c3b3d2b4e798ba
--- /dev/null
+++ b/ComfyUI/comfy/k_diffusion/utils.py
@@ -0,0 +1,313 @@
+from contextlib import contextmanager
+import hashlib
+import math
+from pathlib import Path
+import shutil
+import urllib
+import warnings
+
+from PIL import Image
+import torch
+from torch import nn, optim
+from torch.utils import data
+
+
+def hf_datasets_augs_helper(examples, transform, image_key, mode='RGB'):
+ """Apply passed in transforms for HuggingFace Datasets."""
+ images = [transform(image.convert(mode)) for image in examples[image_key]]
+ return {image_key: images}
+
+
+def append_dims(x, target_dims):
+ """Appends dimensions to the end of a tensor until it has target_dims dimensions."""
+ dims_to_append = target_dims - x.ndim
+ if dims_to_append < 0:
+ raise ValueError(f'input has {x.ndim} dims but target_dims is {target_dims}, which is less')
+ expanded = x[(...,) + (None,) * dims_to_append]
+ # MPS will get inf values if it tries to index into the new axes, but detaching fixes this.
+ # https://github.com/pytorch/pytorch/issues/84364
+ return expanded.detach().clone() if expanded.device.type == 'mps' else expanded
+
+
+def n_params(module):
+ """Returns the number of trainable parameters in a module."""
+ return sum(p.numel() for p in module.parameters())
+
+
+def download_file(path, url, digest=None):
+ """Downloads a file if it does not exist, optionally checking its SHA-256 hash."""
+ path = Path(path)
+ path.parent.mkdir(parents=True, exist_ok=True)
+ if not path.exists():
+ with urllib.request.urlopen(url) as response, open(path, 'wb') as f:
+ shutil.copyfileobj(response, f)
+ if digest is not None:
+ file_digest = hashlib.sha256(open(path, 'rb').read()).hexdigest()
+ if digest != file_digest:
+ raise OSError(f'hash of {path} (url: {url}) failed to validate')
+ return path
+
+
+@contextmanager
+def train_mode(model, mode=True):
+ """A context manager that places a model into training mode and restores
+ the previous mode on exit."""
+ modes = [module.training for module in model.modules()]
+ try:
+ yield model.train(mode)
+ finally:
+ for i, module in enumerate(model.modules()):
+ module.training = modes[i]
+
+
+def eval_mode(model):
+ """A context manager that places a model into evaluation mode and restores
+ the previous mode on exit."""
+ return train_mode(model, False)
+
+
+@torch.no_grad()
+def ema_update(model, averaged_model, decay):
+ """Incorporates updated model parameters into an exponential moving averaged
+ version of a model. It should be called after each optimizer step."""
+ model_params = dict(model.named_parameters())
+ averaged_params = dict(averaged_model.named_parameters())
+ assert model_params.keys() == averaged_params.keys()
+
+ for name, param in model_params.items():
+ averaged_params[name].mul_(decay).add_(param, alpha=1 - decay)
+
+ model_buffers = dict(model.named_buffers())
+ averaged_buffers = dict(averaged_model.named_buffers())
+ assert model_buffers.keys() == averaged_buffers.keys()
+
+ for name, buf in model_buffers.items():
+ averaged_buffers[name].copy_(buf)
+
+
+class EMAWarmup:
+ """Implements an EMA warmup using an inverse decay schedule.
+ If inv_gamma=1 and power=1, implements a simple average. inv_gamma=1, power=2/3 are
+ good values for models you plan to train for a million or more steps (reaches decay
+ factor 0.999 at 31.6K steps, 0.9999 at 1M steps), inv_gamma=1, power=3/4 for models
+ you plan to train for less (reaches decay factor 0.999 at 10K steps, 0.9999 at
+ 215.4k steps).
+ Args:
+ inv_gamma (float): Inverse multiplicative factor of EMA warmup. Default: 1.
+ power (float): Exponential factor of EMA warmup. Default: 1.
+ min_value (float): The minimum EMA decay rate. Default: 0.
+ max_value (float): The maximum EMA decay rate. Default: 1.
+ start_at (int): The epoch to start averaging at. Default: 0.
+ last_epoch (int): The index of last epoch. Default: 0.
+ """
+
+ def __init__(self, inv_gamma=1., power=1., min_value=0., max_value=1., start_at=0,
+ last_epoch=0):
+ self.inv_gamma = inv_gamma
+ self.power = power
+ self.min_value = min_value
+ self.max_value = max_value
+ self.start_at = start_at
+ self.last_epoch = last_epoch
+
+ def state_dict(self):
+ """Returns the state of the class as a :class:`dict`."""
+ return dict(self.__dict__.items())
+
+ def load_state_dict(self, state_dict):
+ """Loads the class's state.
+ Args:
+ state_dict (dict): scaler state. Should be an object returned
+ from a call to :meth:`state_dict`.
+ """
+ self.__dict__.update(state_dict)
+
+ def get_value(self):
+ """Gets the current EMA decay rate."""
+ epoch = max(0, self.last_epoch - self.start_at)
+ value = 1 - (1 + epoch / self.inv_gamma) ** -self.power
+ return 0. if epoch < 0 else min(self.max_value, max(self.min_value, value))
+
+ def step(self):
+ """Updates the step count."""
+ self.last_epoch += 1
+
+
+class InverseLR(optim.lr_scheduler._LRScheduler):
+ """Implements an inverse decay learning rate schedule with an optional exponential
+ warmup. When last_epoch=-1, sets initial lr as lr.
+ inv_gamma is the number of steps/epochs required for the learning rate to decay to
+ (1 / 2)**power of its original value.
+ Args:
+ optimizer (Optimizer): Wrapped optimizer.
+ inv_gamma (float): Inverse multiplicative factor of learning rate decay. Default: 1.
+ power (float): Exponential factor of learning rate decay. Default: 1.
+ warmup (float): Exponential warmup factor (0 <= warmup < 1, 0 to disable)
+ Default: 0.
+ min_lr (float): The minimum learning rate. Default: 0.
+ last_epoch (int): The index of last epoch. Default: -1.
+ verbose (bool): If ``True``, prints a message to stdout for
+ each update. Default: ``False``.
+ """
+
+ def __init__(self, optimizer, inv_gamma=1., power=1., warmup=0., min_lr=0.,
+ last_epoch=-1, verbose=False):
+ self.inv_gamma = inv_gamma
+ self.power = power
+ if not 0. <= warmup < 1:
+ raise ValueError('Invalid value for warmup')
+ self.warmup = warmup
+ self.min_lr = min_lr
+ super().__init__(optimizer, last_epoch, verbose)
+
+ def get_lr(self):
+ if not self._get_lr_called_within_step:
+ warnings.warn("To get the last learning rate computed by the scheduler, "
+ "please use `get_last_lr()`.")
+
+ return self._get_closed_form_lr()
+
+ def _get_closed_form_lr(self):
+ warmup = 1 - self.warmup ** (self.last_epoch + 1)
+ lr_mult = (1 + self.last_epoch / self.inv_gamma) ** -self.power
+ return [warmup * max(self.min_lr, base_lr * lr_mult)
+ for base_lr in self.base_lrs]
+
+
+class ExponentialLR(optim.lr_scheduler._LRScheduler):
+ """Implements an exponential learning rate schedule with an optional exponential
+ warmup. When last_epoch=-1, sets initial lr as lr. Decays the learning rate
+ continuously by decay (default 0.5) every num_steps steps.
+ Args:
+ optimizer (Optimizer): Wrapped optimizer.
+ num_steps (float): The number of steps to decay the learning rate by decay in.
+ decay (float): The factor by which to decay the learning rate every num_steps
+ steps. Default: 0.5.
+ warmup (float): Exponential warmup factor (0 <= warmup < 1, 0 to disable)
+ Default: 0.
+ min_lr (float): The minimum learning rate. Default: 0.
+ last_epoch (int): The index of last epoch. Default: -1.
+ verbose (bool): If ``True``, prints a message to stdout for
+ each update. Default: ``False``.
+ """
+
+ def __init__(self, optimizer, num_steps, decay=0.5, warmup=0., min_lr=0.,
+ last_epoch=-1, verbose=False):
+ self.num_steps = num_steps
+ self.decay = decay
+ if not 0. <= warmup < 1:
+ raise ValueError('Invalid value for warmup')
+ self.warmup = warmup
+ self.min_lr = min_lr
+ super().__init__(optimizer, last_epoch, verbose)
+
+ def get_lr(self):
+ if not self._get_lr_called_within_step:
+ warnings.warn("To get the last learning rate computed by the scheduler, "
+ "please use `get_last_lr()`.")
+
+ return self._get_closed_form_lr()
+
+ def _get_closed_form_lr(self):
+ warmup = 1 - self.warmup ** (self.last_epoch + 1)
+ lr_mult = (self.decay ** (1 / self.num_steps)) ** self.last_epoch
+ return [warmup * max(self.min_lr, base_lr * lr_mult)
+ for base_lr in self.base_lrs]
+
+
+def rand_log_normal(shape, loc=0., scale=1., device='cpu', dtype=torch.float32):
+ """Draws samples from an lognormal distribution."""
+ return (torch.randn(shape, device=device, dtype=dtype) * scale + loc).exp()
+
+
+def rand_log_logistic(shape, loc=0., scale=1., min_value=0., max_value=float('inf'), device='cpu', dtype=torch.float32):
+ """Draws samples from an optionally truncated log-logistic distribution."""
+ min_value = torch.as_tensor(min_value, device=device, dtype=torch.float64)
+ max_value = torch.as_tensor(max_value, device=device, dtype=torch.float64)
+ min_cdf = min_value.log().sub(loc).div(scale).sigmoid()
+ max_cdf = max_value.log().sub(loc).div(scale).sigmoid()
+ u = torch.rand(shape, device=device, dtype=torch.float64) * (max_cdf - min_cdf) + min_cdf
+ return u.logit().mul(scale).add(loc).exp().to(dtype)
+
+
+def rand_log_uniform(shape, min_value, max_value, device='cpu', dtype=torch.float32):
+ """Draws samples from an log-uniform distribution."""
+ min_value = math.log(min_value)
+ max_value = math.log(max_value)
+ return (torch.rand(shape, device=device, dtype=dtype) * (max_value - min_value) + min_value).exp()
+
+
+def rand_v_diffusion(shape, sigma_data=1., min_value=0., max_value=float('inf'), device='cpu', dtype=torch.float32):
+ """Draws samples from a truncated v-diffusion training timestep distribution."""
+ min_cdf = math.atan(min_value / sigma_data) * 2 / math.pi
+ max_cdf = math.atan(max_value / sigma_data) * 2 / math.pi
+ u = torch.rand(shape, device=device, dtype=dtype) * (max_cdf - min_cdf) + min_cdf
+ return torch.tan(u * math.pi / 2) * sigma_data
+
+
+def rand_split_log_normal(shape, loc, scale_1, scale_2, device='cpu', dtype=torch.float32):
+ """Draws samples from a split lognormal distribution."""
+ n = torch.randn(shape, device=device, dtype=dtype).abs()
+ u = torch.rand(shape, device=device, dtype=dtype)
+ n_left = n * -scale_1 + loc
+ n_right = n * scale_2 + loc
+ ratio = scale_1 / (scale_1 + scale_2)
+ return torch.where(u < ratio, n_left, n_right).exp()
+
+
+class FolderOfImages(data.Dataset):
+ """Recursively finds all images in a directory. It does not support
+ classes/targets."""
+
+ IMG_EXTENSIONS = {'.jpg', '.jpeg', '.png', '.ppm', '.bmp', '.pgm', '.tif', '.tiff', '.webp'}
+
+ def __init__(self, root, transform=None):
+ super().__init__()
+ self.root = Path(root)
+ self.transform = nn.Identity() if transform is None else transform
+ self.paths = sorted(path for path in self.root.rglob('*') if path.suffix.lower() in self.IMG_EXTENSIONS)
+
+ def __repr__(self):
+ return f'FolderOfImages(root="{self.root}", len: {len(self)})'
+
+ def __len__(self):
+ return len(self.paths)
+
+ def __getitem__(self, key):
+ path = self.paths[key]
+ with open(path, 'rb') as f:
+ image = Image.open(f).convert('RGB')
+ image = self.transform(image)
+ return image,
+
+
+class CSVLogger:
+ def __init__(self, filename, columns):
+ self.filename = Path(filename)
+ self.columns = columns
+ if self.filename.exists():
+ self.file = open(self.filename, 'a')
+ else:
+ self.file = open(self.filename, 'w')
+ self.write(*self.columns)
+
+ def write(self, *args):
+ print(*args, sep=',', file=self.file, flush=True)
+
+
+@contextmanager
+def tf32_mode(cudnn=None, matmul=None):
+ """A context manager that sets whether TF32 is allowed on cuDNN or matmul."""
+ cudnn_old = torch.backends.cudnn.allow_tf32
+ matmul_old = torch.backends.cuda.matmul.allow_tf32
+ try:
+ if cudnn is not None:
+ torch.backends.cudnn.allow_tf32 = cudnn
+ if matmul is not None:
+ torch.backends.cuda.matmul.allow_tf32 = matmul
+ yield
+ finally:
+ if cudnn is not None:
+ torch.backends.cudnn.allow_tf32 = cudnn_old
+ if matmul is not None:
+ torch.backends.cuda.matmul.allow_tf32 = matmul_old
diff --git a/ComfyUI/comfy/latent_formats.py b/ComfyUI/comfy/latent_formats.py
new file mode 100644
index 0000000000000000000000000000000000000000..5ca4f9b0f377ce1b91d74ac3e3b114f43ea9f77f
--- /dev/null
+++ b/ComfyUI/comfy/latent_formats.py
@@ -0,0 +1,141 @@
+import torch
+
+class LatentFormat:
+ scale_factor = 1.0
+ latent_channels = 4
+ latent_rgb_factors = None
+ taesd_decoder_name = None
+
+ def process_in(self, latent):
+ return latent * self.scale_factor
+
+ def process_out(self, latent):
+ return latent / self.scale_factor
+
+class SD15(LatentFormat):
+ def __init__(self, scale_factor=0.18215):
+ self.scale_factor = scale_factor
+ self.latent_rgb_factors = [
+ # R G B
+ [ 0.3512, 0.2297, 0.3227],
+ [ 0.3250, 0.4974, 0.2350],
+ [-0.2829, 0.1762, 0.2721],
+ [-0.2120, -0.2616, -0.7177]
+ ]
+ self.taesd_decoder_name = "taesd_decoder"
+
+class SDXL(LatentFormat):
+ scale_factor = 0.13025
+
+ def __init__(self):
+ self.latent_rgb_factors = [
+ # R G B
+ [ 0.3920, 0.4054, 0.4549],
+ [-0.2634, -0.0196, 0.0653],
+ [ 0.0568, 0.1687, -0.0755],
+ [-0.3112, -0.2359, -0.2076]
+ ]
+ self.taesd_decoder_name = "taesdxl_decoder"
+
+class SDXL_Playground_2_5(LatentFormat):
+ def __init__(self):
+ self.scale_factor = 0.5
+ self.latents_mean = torch.tensor([-1.6574, 1.886, -1.383, 2.5155]).view(1, 4, 1, 1)
+ self.latents_std = torch.tensor([8.4927, 5.9022, 6.5498, 5.2299]).view(1, 4, 1, 1)
+
+ self.latent_rgb_factors = [
+ # R G B
+ [ 0.3920, 0.4054, 0.4549],
+ [-0.2634, -0.0196, 0.0653],
+ [ 0.0568, 0.1687, -0.0755],
+ [-0.3112, -0.2359, -0.2076]
+ ]
+ self.taesd_decoder_name = "taesdxl_decoder"
+
+ def process_in(self, latent):
+ latents_mean = self.latents_mean.to(latent.device, latent.dtype)
+ latents_std = self.latents_std.to(latent.device, latent.dtype)
+ return (latent - latents_mean) * self.scale_factor / latents_std
+
+ def process_out(self, latent):
+ latents_mean = self.latents_mean.to(latent.device, latent.dtype)
+ latents_std = self.latents_std.to(latent.device, latent.dtype)
+ return latent * latents_std / self.scale_factor + latents_mean
+
+
+class SD_X4(LatentFormat):
+ def __init__(self):
+ self.scale_factor = 0.08333
+ self.latent_rgb_factors = [
+ [-0.2340, -0.3863, -0.3257],
+ [ 0.0994, 0.0885, -0.0908],
+ [-0.2833, -0.2349, -0.3741],
+ [ 0.2523, -0.0055, -0.1651]
+ ]
+
+class SC_Prior(LatentFormat):
+ latent_channels = 16
+ def __init__(self):
+ self.scale_factor = 1.0
+ self.latent_rgb_factors = [
+ [-0.0326, -0.0204, -0.0127],
+ [-0.1592, -0.0427, 0.0216],
+ [ 0.0873, 0.0638, -0.0020],
+ [-0.0602, 0.0442, 0.1304],
+ [ 0.0800, -0.0313, -0.1796],
+ [-0.0810, -0.0638, -0.1581],
+ [ 0.1791, 0.1180, 0.0967],
+ [ 0.0740, 0.1416, 0.0432],
+ [-0.1745, -0.1888, -0.1373],
+ [ 0.2412, 0.1577, 0.0928],
+ [ 0.1908, 0.0998, 0.0682],
+ [ 0.0209, 0.0365, -0.0092],
+ [ 0.0448, -0.0650, -0.1728],
+ [-0.1658, -0.1045, -0.1308],
+ [ 0.0542, 0.1545, 0.1325],
+ [-0.0352, -0.1672, -0.2541]
+ ]
+
+class SC_B(LatentFormat):
+ def __init__(self):
+ self.scale_factor = 1.0 / 0.43
+ self.latent_rgb_factors = [
+ [ 0.1121, 0.2006, 0.1023],
+ [-0.2093, -0.0222, -0.0195],
+ [-0.3087, -0.1535, 0.0366],
+ [ 0.0290, -0.1574, -0.4078]
+ ]
+
+class SD3(LatentFormat):
+ latent_channels = 16
+ def __init__(self):
+ self.scale_factor = 1.5305
+ self.shift_factor = 0.0609
+ self.latent_rgb_factors = [
+ [-0.0645, 0.0177, 0.1052],
+ [ 0.0028, 0.0312, 0.0650],
+ [ 0.1848, 0.0762, 0.0360],
+ [ 0.0944, 0.0360, 0.0889],
+ [ 0.0897, 0.0506, -0.0364],
+ [-0.0020, 0.1203, 0.0284],
+ [ 0.0855, 0.0118, 0.0283],
+ [-0.0539, 0.0658, 0.1047],
+ [-0.0057, 0.0116, 0.0700],
+ [-0.0412, 0.0281, -0.0039],
+ [ 0.1106, 0.1171, 0.1220],
+ [-0.0248, 0.0682, -0.0481],
+ [ 0.0815, 0.0846, 0.1207],
+ [-0.0120, -0.0055, -0.0867],
+ [-0.0749, -0.0634, -0.0456],
+ [-0.1418, -0.1457, -0.1259]
+ ]
+ self.taesd_decoder_name = "taesd3_decoder"
+
+ def process_in(self, latent):
+ return (latent - self.shift_factor) * self.scale_factor
+
+ def process_out(self, latent):
+ return (latent / self.scale_factor) + self.shift_factor
+
+class StableAudio1(LatentFormat):
+ latent_channels = 64
diff --git a/ComfyUI/comfy/ldm/__pycache__/util.cpython-310.pyc b/ComfyUI/comfy/ldm/__pycache__/util.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/audio/__pycache__/embedders.cpython-310.pyc b/ComfyUI/comfy/ldm/audio/__pycache__/embedders.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/audio/autoencoder.py b/ComfyUI/comfy/ldm/audio/autoencoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..d584d3fb98bef46f0069a674831f3ec874c2bf0d
--- /dev/null
+++ b/ComfyUI/comfy/ldm/audio/autoencoder.py
@@ -0,0 +1,282 @@
+# code adapted from: https://github.com/Stability-AI/stable-audio-tools
+
+import torch
+from torch import nn
+from typing import Literal, Dict, Any
+import math
+import comfy.ops
+ops = comfy.ops.disable_weight_init
+
+def vae_sample(mean, scale):
+ stdev = nn.functional.softplus(scale) + 1e-4
+ var = stdev * stdev
+ logvar = torch.log(var)
+ latents = torch.randn_like(mean) * stdev + mean
+
+ kl = (mean * mean + var - logvar - 1).sum(1).mean()
+
+ return latents, kl
+
+class VAEBottleneck(nn.Module):
+ def __init__(self):
+ super().__init__()
+ self.is_discrete = False
+
+ def encode(self, x, return_info=False, **kwargs):
+ info = {}
+
+ mean, scale = x.chunk(2, dim=1)
+
+ x, kl = vae_sample(mean, scale)
+
+ info["kl"] = kl
+
+ if return_info:
+ return x, info
+ else:
+ return x
+
+ def decode(self, x):
+ return x
+
+
+def snake_beta(x, alpha, beta):
+ return x + (1.0 / (beta + 0.000000001)) * pow(torch.sin(x * alpha), 2)
+
+# Adapted from https://github.com/NVIDIA/BigVGAN/blob/main/activations.py under MIT license
+class SnakeBeta(nn.Module):
+
+ def __init__(self, in_features, alpha=1.0, alpha_trainable=True, alpha_logscale=True):
+ super(SnakeBeta, self).__init__()
+ self.in_features = in_features
+
+ # initialize alpha
+ self.alpha_logscale = alpha_logscale
+ if self.alpha_logscale: # log scale alphas initialized to zeros
+ self.alpha = nn.Parameter(torch.zeros(in_features) * alpha)
+ self.beta = nn.Parameter(torch.zeros(in_features) * alpha)
+ else: # linear scale alphas initialized to ones
+ self.alpha = nn.Parameter(torch.ones(in_features) * alpha)
+ self.beta = nn.Parameter(torch.ones(in_features) * alpha)
+
+ # self.alpha.requires_grad = alpha_trainable
+ # self.beta.requires_grad = alpha_trainable
+
+ self.no_div_by_zero = 0.000000001
+
+ def forward(self, x):
+ alpha = self.alpha.unsqueeze(0).unsqueeze(-1).to(x.device) # line up with x to [B, C, T]
+ beta = self.beta.unsqueeze(0).unsqueeze(-1).to(x.device)
+ if self.alpha_logscale:
+ alpha = torch.exp(alpha)
+ beta = torch.exp(beta)
+ x = snake_beta(x, alpha, beta)
+
+ return x
+
+def WNConv1d(*args, **kwargs):
+ try:
+ return torch.nn.utils.parametrizations.weight_norm(ops.Conv1d(*args, **kwargs))
+ except:
+ return torch.nn.utils.weight_norm(ops.Conv1d(*args, **kwargs)) #support pytorch 2.1 and older
+
+def WNConvTranspose1d(*args, **kwargs):
+ try:
+ return torch.nn.utils.parametrizations.weight_norm(ops.ConvTranspose1d(*args, **kwargs))
+ except:
+ return torch.nn.utils.weight_norm(ops.ConvTranspose1d(*args, **kwargs)) #support pytorch 2.1 and older
+
+def get_activation(activation: Literal["elu", "snake", "none"], antialias=False, channels=None) -> nn.Module:
+ if activation == "elu":
+ act = torch.nn.ELU()
+ elif activation == "snake":
+ act = SnakeBeta(channels)
+ elif activation == "none":
+ act = torch.nn.Identity()
+ else:
+ raise ValueError(f"Unknown activation {activation}")
+
+ if antialias:
+ act = Activation1d(act)
+
+ return act
+
+
+class ResidualUnit(nn.Module):
+ def __init__(self, in_channels, out_channels, dilation, use_snake=False, antialias_activation=False):
+ super().__init__()
+
+ self.dilation = dilation
+
+ padding = (dilation * (7-1)) // 2
+
+ self.layers = nn.Sequential(
+ get_activation("snake" if use_snake else "elu", antialias=antialias_activation, channels=out_channels),
+ WNConv1d(in_channels=in_channels, out_channels=out_channels,
+ kernel_size=7, dilation=dilation, padding=padding),
+ get_activation("snake" if use_snake else "elu", antialias=antialias_activation, channels=out_channels),
+ WNConv1d(in_channels=out_channels, out_channels=out_channels,
+ kernel_size=1)
+ )
+
+ def forward(self, x):
+ res = x
+
+ #x = checkpoint(self.layers, x)
+ x = self.layers(x)
+
+ return x + res
+
+class EncoderBlock(nn.Module):
+ def __init__(self, in_channels, out_channels, stride, use_snake=False, antialias_activation=False):
+ super().__init__()
+
+ self.layers = nn.Sequential(
+ ResidualUnit(in_channels=in_channels,
+ out_channels=in_channels, dilation=1, use_snake=use_snake),
+ ResidualUnit(in_channels=in_channels,
+ out_channels=in_channels, dilation=3, use_snake=use_snake),
+ ResidualUnit(in_channels=in_channels,
+ out_channels=in_channels, dilation=9, use_snake=use_snake),
+ get_activation("snake" if use_snake else "elu", antialias=antialias_activation, channels=in_channels),
+ WNConv1d(in_channels=in_channels, out_channels=out_channels,
+ kernel_size=2*stride, stride=stride, padding=math.ceil(stride/2)),
+ )
+
+ def forward(self, x):
+ return self.layers(x)
+
+class DecoderBlock(nn.Module):
+ def __init__(self, in_channels, out_channels, stride, use_snake=False, antialias_activation=False, use_nearest_upsample=False):
+ super().__init__()
+
+ if use_nearest_upsample:
+ upsample_layer = nn.Sequential(
+ nn.Upsample(scale_factor=stride, mode="nearest"),
+ WNConv1d(in_channels=in_channels,
+ out_channels=out_channels,
+ kernel_size=2*stride,
+ stride=1,
+ bias=False,
+ padding='same')
+ )
+ else:
+ upsample_layer = WNConvTranspose1d(in_channels=in_channels,
+ out_channels=out_channels,
+ kernel_size=2*stride, stride=stride, padding=math.ceil(stride/2))
+
+ self.layers = nn.Sequential(
+ get_activation("snake" if use_snake else "elu", antialias=antialias_activation, channels=in_channels),
+ upsample_layer,
+ ResidualUnit(in_channels=out_channels, out_channels=out_channels,
+ dilation=1, use_snake=use_snake),
+ ResidualUnit(in_channels=out_channels, out_channels=out_channels,
+ dilation=3, use_snake=use_snake),
+ ResidualUnit(in_channels=out_channels, out_channels=out_channels,
+ dilation=9, use_snake=use_snake),
+ )
+
+ def forward(self, x):
+ return self.layers(x)
+
+class OobleckEncoder(nn.Module):
+ def __init__(self,
+ in_channels=2,
+ channels=128,
+ latent_dim=32,
+ c_mults = [1, 2, 4, 8],
+ strides = [2, 4, 8, 8],
+ use_snake=False,
+ antialias_activation=False
+ ):
+ super().__init__()
+
+ c_mults = [1] + c_mults
+
+ self.depth = len(c_mults)
+
+ layers = [
+ WNConv1d(in_channels=in_channels, out_channels=c_mults[0] * channels, kernel_size=7, padding=3)
+ ]
+
+ for i in range(self.depth-1):
+ layers += [EncoderBlock(in_channels=c_mults[i]*channels, out_channels=c_mults[i+1]*channels, stride=strides[i], use_snake=use_snake)]
+
+ layers += [
+ get_activation("snake" if use_snake else "elu", antialias=antialias_activation, channels=c_mults[-1] * channels),
+ WNConv1d(in_channels=c_mults[-1]*channels, out_channels=latent_dim, kernel_size=3, padding=1)
+ ]
+
+ self.layers = nn.Sequential(*layers)
+
+ def forward(self, x):
+ return self.layers(x)
+
+
+class OobleckDecoder(nn.Module):
+ def __init__(self,
+ out_channels=2,
+ channels=128,
+ latent_dim=32,
+ c_mults = [1, 2, 4, 8],
+ strides = [2, 4, 8, 8],
+ use_snake=False,
+ antialias_activation=False,
+ use_nearest_upsample=False,
+ final_tanh=True):
+ super().__init__()
+
+ c_mults = [1] + c_mults
+
+ self.depth = len(c_mults)
+
+ layers = [
+ WNConv1d(in_channels=latent_dim, out_channels=c_mults[-1]*channels, kernel_size=7, padding=3),
+ ]
+
+ for i in range(self.depth-1, 0, -1):
+ layers += [DecoderBlock(
+ in_channels=c_mults[i]*channels,
+ out_channels=c_mults[i-1]*channels,
+ stride=strides[i-1],
+ use_snake=use_snake,
+ antialias_activation=antialias_activation,
+ use_nearest_upsample=use_nearest_upsample
+ )
+ ]
+
+ layers += [
+ get_activation("snake" if use_snake else "elu", antialias=antialias_activation, channels=c_mults[0] * channels),
+ WNConv1d(in_channels=c_mults[0] * channels, out_channels=out_channels, kernel_size=7, padding=3, bias=False),
+ nn.Tanh() if final_tanh else nn.Identity()
+ ]
+
+ self.layers = nn.Sequential(*layers)
+
+ def forward(self, x):
+ return self.layers(x)
+
+
+class AudioOobleckVAE(nn.Module):
+ def __init__(self,
+ in_channels=2,
+ channels=128,
+ latent_dim=64,
+ c_mults = [1, 2, 4, 8, 16],
+ strides = [2, 4, 4, 8, 8],
+ use_snake=True,
+ antialias_activation=False,
+ use_nearest_upsample=False,
+ final_tanh=False):
+ super().__init__()
+ self.encoder = OobleckEncoder(in_channels, channels, latent_dim * 2, c_mults, strides, use_snake, antialias_activation)
+ self.decoder = OobleckDecoder(in_channels, channels, latent_dim, c_mults, strides, use_snake, antialias_activation,
+ use_nearest_upsample=use_nearest_upsample, final_tanh=final_tanh)
+ self.bottleneck = VAEBottleneck()
+
+ def encode(self, x):
+ return self.bottleneck.encode(self.encoder(x))
+
+ def decode(self, x):
+ return self.decoder(self.bottleneck.decode(x))
+
diff --git a/ComfyUI/comfy/ldm/audio/dit.py b/ComfyUI/comfy/ldm/audio/dit.py
new file mode 100644
index 0000000000000000000000000000000000000000..410a6ca4a57f866b224a90e2067b287cc178b73d
--- /dev/null
+++ b/ComfyUI/comfy/ldm/audio/dit.py
@@ -0,0 +1,888 @@
+# code adapted from: https://github.com/Stability-AI/stable-audio-tools
+
+from comfy.ldm.modules.attention import optimized_attention
+import typing as tp
+
+import torch
+
+from einops import rearrange
+from torch import nn
+from torch.nn import functional as F
+import math
+
+class FourierFeatures(nn.Module):
+ def __init__(self, in_features, out_features, std=1., dtype=None, device=None):
+ super().__init__()
+ assert out_features % 2 == 0
+ self.weight = nn.Parameter(torch.empty(
+ [out_features // 2, in_features], dtype=dtype, device=device))
+
+ def forward(self, input):
+ f = 2 * math.pi * input @ self.weight.T.to(dtype=input.dtype, device=input.device)
+ return torch.cat([f.cos(), f.sin()], dim=-1)
+
+# norms
+class LayerNorm(nn.Module):
+ def __init__(self, dim, bias=False, fix_scale=False, dtype=None, device=None):
+ """
+ bias-less layernorm has been shown to be more stable. most newer models have moved towards rmsnorm, also bias-less
+ """
+ super().__init__()
+
+ self.gamma = nn.Parameter(torch.empty(dim, dtype=dtype, device=device))
+
+ if bias:
+ self.beta = nn.Parameter(torch.empty(dim, dtype=dtype, device=device))
+ else:
+ self.beta = None
+
+ def forward(self, x):
+ beta = self.beta
+ if self.beta is not None:
+ beta = beta.to(dtype=x.dtype, device=x.device)
+ return F.layer_norm(x, x.shape[-1:], weight=self.gamma.to(dtype=x.dtype, device=x.device), bias=beta)
+
+class GLU(nn.Module):
+ def __init__(
+ self,
+ dim_in,
+ dim_out,
+ activation,
+ use_conv = False,
+ conv_kernel_size = 3,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ self.act = activation
+ self.proj = operations.Linear(dim_in, dim_out * 2, dtype=dtype, device=device) if not use_conv else operations.Conv1d(dim_in, dim_out * 2, conv_kernel_size, padding = (conv_kernel_size // 2), dtype=dtype, device=device)
+ self.use_conv = use_conv
+
+ def forward(self, x):
+ if self.use_conv:
+ x = rearrange(x, 'b n d -> b d n')
+ x = self.proj(x)
+ x = rearrange(x, 'b d n -> b n d')
+ else:
+ x = self.proj(x)
+
+ x, gate = x.chunk(2, dim = -1)
+ return x * self.act(gate)
+
+class AbsolutePositionalEmbedding(nn.Module):
+ def __init__(self, dim, max_seq_len):
+ super().__init__()
+ self.scale = dim ** -0.5
+ self.max_seq_len = max_seq_len
+ self.emb = nn.Embedding(max_seq_len, dim)
+
+ def forward(self, x, pos = None, seq_start_pos = None):
+ seq_len, device = x.shape[1], x.device
+ assert seq_len <= self.max_seq_len, f'you are passing in a sequence length of {seq_len} but your absolute positional embedding has a max sequence length of {self.max_seq_len}'
+
+ if pos is None:
+ pos = torch.arange(seq_len, device = device)
+
+ if seq_start_pos is not None:
+ pos = (pos - seq_start_pos[..., None]).clamp(min = 0)
+
+ pos_emb = self.emb(pos)
+ pos_emb = pos_emb * self.scale
+ return pos_emb
+
+class ScaledSinusoidalEmbedding(nn.Module):
+ def __init__(self, dim, theta = 10000):
+ super().__init__()
+ assert (dim % 2) == 0, 'dimension must be divisible by 2'
+ self.scale = nn.Parameter(torch.ones(1) * dim ** -0.5)
+
+ half_dim = dim // 2
+ freq_seq = torch.arange(half_dim).float() / half_dim
+ inv_freq = theta ** -freq_seq
+ self.register_buffer('inv_freq', inv_freq, persistent = False)
+
+ def forward(self, x, pos = None, seq_start_pos = None):
+ seq_len, device = x.shape[1], x.device
+
+ if pos is None:
+ pos = torch.arange(seq_len, device = device)
+
+ if seq_start_pos is not None:
+ pos = pos - seq_start_pos[..., None]
+
+ emb = torch.einsum('i, j -> i j', pos, self.inv_freq)
+ emb = torch.cat((emb.sin(), emb.cos()), dim = -1)
+ return emb * self.scale
+
+class RotaryEmbedding(nn.Module):
+ def __init__(
+ self,
+ dim,
+ use_xpos = False,
+ scale_base = 512,
+ interpolation_factor = 1.,
+ base = 10000,
+ base_rescale_factor = 1.
+ ):
+ super().__init__()
+ # proposed by reddit user bloc97, to rescale rotary embeddings to longer sequence length without fine-tuning
+ # has some connection to NTK literature
+ # https://www.reddit.com/r/LocalLLaMA/comments/14lz7j5/ntkaware_scaled_rope_allows_llama_models_to_have/
+ base *= base_rescale_factor ** (dim / (dim - 2))
+
+ inv_freq = 1. / (base ** (torch.arange(0, dim, 2).float() / dim))
+ self.register_buffer('inv_freq', inv_freq)
+
+ assert interpolation_factor >= 1.
+ self.interpolation_factor = interpolation_factor
+
+ if not use_xpos:
+ self.register_buffer('scale', None)
+ return
+
+ scale = (torch.arange(0, dim, 2) + 0.4 * dim) / (1.4 * dim)
+
+ self.scale_base = scale_base
+ self.register_buffer('scale', scale)
+
+ def forward_from_seq_len(self, seq_len, device, dtype):
+ # device = self.inv_freq.device
+
+ t = torch.arange(seq_len, device=device, dtype=dtype)
+ return self.forward(t)
+
+ def forward(self, t):
+ # device = self.inv_freq.device
+ device = t.device
+ dtype = t.dtype
+
+ # t = t.to(torch.float32)
+
+ t = t / self.interpolation_factor
+
+ freqs = torch.einsum('i , j -> i j', t, self.inv_freq.to(dtype=dtype, device=device))
+ freqs = torch.cat((freqs, freqs), dim = -1)
+
+ if self.scale is None:
+ return freqs, 1.
+
+ power = (torch.arange(seq_len, device = device) - (seq_len // 2)) / self.scale_base
+ scale = self.scale.to(dtype=dtype, device=device) ** rearrange(power, 'n -> n 1')
+ scale = torch.cat((scale, scale), dim = -1)
+
+ return freqs, scale
+
+def rotate_half(x):
+ x = rearrange(x, '... (j d) -> ... j d', j = 2)
+ x1, x2 = x.unbind(dim = -2)
+ return torch.cat((-x2, x1), dim = -1)
+
+def apply_rotary_pos_emb(t, freqs, scale = 1):
+ out_dtype = t.dtype
+
+ # cast to float32 if necessary for numerical stability
+ dtype = t.dtype #reduce(torch.promote_types, (t.dtype, freqs.dtype, torch.float32))
+ rot_dim, seq_len = freqs.shape[-1], t.shape[-2]
+ freqs, t = freqs.to(dtype), t.to(dtype)
+ freqs = freqs[-seq_len:, :]
+
+ if t.ndim == 4 and freqs.ndim == 3:
+ freqs = rearrange(freqs, 'b n d -> b 1 n d')
+
+ # partial rotary embeddings, Wang et al. GPT-J
+ t, t_unrotated = t[..., :rot_dim], t[..., rot_dim:]
+ t = (t * freqs.cos() * scale) + (rotate_half(t) * freqs.sin() * scale)
+
+ t, t_unrotated = t.to(out_dtype), t_unrotated.to(out_dtype)
+
+ return torch.cat((t, t_unrotated), dim = -1)
+
+class FeedForward(nn.Module):
+ def __init__(
+ self,
+ dim,
+ dim_out = None,
+ mult = 4,
+ no_bias = False,
+ glu = True,
+ use_conv = False,
+ conv_kernel_size = 3,
+ zero_init_output = True,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ inner_dim = int(dim * mult)
+
+ # Default to SwiGLU
+
+ activation = nn.SiLU()
+
+ dim_out = dim if dim_out is None else dim_out
+
+ if glu:
+ linear_in = GLU(dim, inner_dim, activation, dtype=dtype, device=device, operations=operations)
+ else:
+ linear_in = nn.Sequential(
+ Rearrange('b n d -> b d n') if use_conv else nn.Identity(),
+ operations.Linear(dim, inner_dim, bias = not no_bias, dtype=dtype, device=device) if not use_conv else operations.Conv1d(dim, inner_dim, conv_kernel_size, padding = (conv_kernel_size // 2), bias = not no_bias, dtype=dtype, device=device),
+ Rearrange('b n d -> b d n') if use_conv else nn.Identity(),
+ activation
+ )
+
+ linear_out = operations.Linear(inner_dim, dim_out, bias = not no_bias, dtype=dtype, device=device) if not use_conv else operations.Conv1d(inner_dim, dim_out, conv_kernel_size, padding = (conv_kernel_size // 2), bias = not no_bias, dtype=dtype, device=device)
+
+ # # init last linear layer to 0
+ # if zero_init_output:
+ # nn.init.zeros_(linear_out.weight)
+ # if not no_bias:
+ # nn.init.zeros_(linear_out.bias)
+
+
+ self.ff = nn.Sequential(
+ linear_in,
+ Rearrange('b d n -> b n d') if use_conv else nn.Identity(),
+ linear_out,
+ Rearrange('b n d -> b d n') if use_conv else nn.Identity(),
+ )
+
+ def forward(self, x):
+ return self.ff(x)
+
+class Attention(nn.Module):
+ def __init__(
+ self,
+ dim,
+ dim_heads = 64,
+ dim_context = None,
+ causal = False,
+ zero_init_output=True,
+ qk_norm = False,
+ natten_kernel_size = None,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ self.dim = dim
+ self.dim_heads = dim_heads
+ self.causal = causal
+
+ dim_kv = dim_context if dim_context is not None else dim
+
+ self.num_heads = dim // dim_heads
+ self.kv_heads = dim_kv // dim_heads
+
+ if dim_context is not None:
+ self.to_q = operations.Linear(dim, dim, bias=False, dtype=dtype, device=device)
+ self.to_kv = operations.Linear(dim_kv, dim_kv * 2, bias=False, dtype=dtype, device=device)
+ else:
+ self.to_qkv = operations.Linear(dim, dim * 3, bias=False, dtype=dtype, device=device)
+
+ self.to_out = operations.Linear(dim, dim, bias=False, dtype=dtype, device=device)
+
+ # if zero_init_output:
+ # nn.init.zeros_(self.to_out.weight)
+
+ self.qk_norm = qk_norm
+
+
+ def forward(
+ self,
+ x,
+ context = None,
+ mask = None,
+ context_mask = None,
+ rotary_pos_emb = None,
+ causal = None
+ ):
+ h, kv_h, has_context = self.num_heads, self.kv_heads, context is not None
+
+ kv_input = context if has_context else x
+
+ if hasattr(self, 'to_q'):
+ # Use separate linear projections for q and k/v
+ q = self.to_q(x)
+ q = rearrange(q, 'b n (h d) -> b h n d', h = h)
+
+ k, v = self.to_kv(kv_input).chunk(2, dim=-1)
+
+ k, v = map(lambda t: rearrange(t, 'b n (h d) -> b h n d', h = kv_h), (k, v))
+ else:
+ # Use fused linear projection
+ q, k, v = self.to_qkv(x).chunk(3, dim=-1)
+ q, k, v = map(lambda t: rearrange(t, 'b n (h d) -> b h n d', h = h), (q, k, v))
+
+ # Normalize q and k for cosine sim attention
+ if self.qk_norm:
+ q = F.normalize(q, dim=-1)
+ k = F.normalize(k, dim=-1)
+
+ if rotary_pos_emb is not None and not has_context:
+ freqs, _ = rotary_pos_emb
+
+ q_dtype = q.dtype
+ k_dtype = k.dtype
+
+ q = q.to(torch.float32)
+ k = k.to(torch.float32)
+ freqs = freqs.to(torch.float32)
+
+ q = apply_rotary_pos_emb(q, freqs)
+ k = apply_rotary_pos_emb(k, freqs)
+
+ q = q.to(q_dtype)
+ k = k.to(k_dtype)
+
+ input_mask = context_mask
+
+ if input_mask is None and not has_context:
+ input_mask = mask
+
+ # determine masking
+ masks = []
+ final_attn_mask = None # The mask that will be applied to the attention matrix, taking all masks into account
+
+ if input_mask is not None:
+ input_mask = rearrange(input_mask, 'b j -> b 1 1 j')
+ masks.append(~input_mask)
+
+ # Other masks will be added here later
+
+ if len(masks) > 0:
+ final_attn_mask = ~or_reduce(masks)
+
+ n, device = q.shape[-2], q.device
+
+ causal = self.causal if causal is None else causal
+
+ if n == 1 and causal:
+ causal = False
+
+ if h != kv_h:
+ # Repeat interleave kv_heads to match q_heads
+ heads_per_kv_head = h // kv_h
+ k, v = map(lambda t: t.repeat_interleave(heads_per_kv_head, dim = 1), (k, v))
+
+ out = optimized_attention(q, k, v, h, skip_reshape=True)
+ out = self.to_out(out)
+
+ if mask is not None:
+ mask = rearrange(mask, 'b n -> b n 1')
+ out = out.masked_fill(~mask, 0.)
+
+ return out
+
+class ConformerModule(nn.Module):
+ def __init__(
+ self,
+ dim,
+ norm_kwargs = {},
+ ):
+
+ super().__init__()
+
+ self.dim = dim
+
+ self.in_norm = LayerNorm(dim, **norm_kwargs)
+ self.pointwise_conv = nn.Conv1d(dim, dim, kernel_size=1, bias=False)
+ self.glu = GLU(dim, dim, nn.SiLU())
+ self.depthwise_conv = nn.Conv1d(dim, dim, kernel_size=17, groups=dim, padding=8, bias=False)
+ self.mid_norm = LayerNorm(dim, **norm_kwargs) # This is a batch norm in the original but I don't like batch norm
+ self.swish = nn.SiLU()
+ self.pointwise_conv_2 = nn.Conv1d(dim, dim, kernel_size=1, bias=False)
+
+ def forward(self, x):
+ x = self.in_norm(x)
+ x = rearrange(x, 'b n d -> b d n')
+ x = self.pointwise_conv(x)
+ x = rearrange(x, 'b d n -> b n d')
+ x = self.glu(x)
+ x = rearrange(x, 'b n d -> b d n')
+ x = self.depthwise_conv(x)
+ x = rearrange(x, 'b d n -> b n d')
+ x = self.mid_norm(x)
+ x = self.swish(x)
+ x = rearrange(x, 'b n d -> b d n')
+ x = self.pointwise_conv_2(x)
+ x = rearrange(x, 'b d n -> b n d')
+
+ return x
+
+class TransformerBlock(nn.Module):
+ def __init__(
+ self,
+ dim,
+ dim_heads = 64,
+ cross_attend = False,
+ dim_context = None,
+ global_cond_dim = None,
+ causal = False,
+ zero_init_branch_outputs = True,
+ conformer = False,
+ layer_ix = -1,
+ remove_norms = False,
+ attn_kwargs = {},
+ ff_kwargs = {},
+ norm_kwargs = {},
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+
+ super().__init__()
+ self.dim = dim
+ self.dim_heads = dim_heads
+ self.cross_attend = cross_attend
+ self.dim_context = dim_context
+ self.causal = causal
+
+ self.pre_norm = LayerNorm(dim, dtype=dtype, device=device, **norm_kwargs) if not remove_norms else nn.Identity()
+
+ self.self_attn = Attention(
+ dim,
+ dim_heads = dim_heads,
+ causal = causal,
+ zero_init_output=zero_init_branch_outputs,
+ dtype=dtype,
+ device=device,
+ operations=operations,
+ **attn_kwargs
+ )
+
+ if cross_attend:
+ self.cross_attend_norm = LayerNorm(dim, dtype=dtype, device=device, **norm_kwargs) if not remove_norms else nn.Identity()
+ self.cross_attn = Attention(
+ dim,
+ dim_heads = dim_heads,
+ dim_context=dim_context,
+ causal = causal,
+ zero_init_output=zero_init_branch_outputs,
+ dtype=dtype,
+ device=device,
+ operations=operations,
+ **attn_kwargs
+ )
+
+ self.ff_norm = LayerNorm(dim, dtype=dtype, device=device, **norm_kwargs) if not remove_norms else nn.Identity()
+ self.ff = FeedForward(dim, zero_init_output=zero_init_branch_outputs, dtype=dtype, device=device, operations=operations,**ff_kwargs)
+
+ self.layer_ix = layer_ix
+
+ self.conformer = ConformerModule(dim, norm_kwargs=norm_kwargs) if conformer else None
+
+ self.global_cond_dim = global_cond_dim
+
+ if global_cond_dim is not None:
+ self.to_scale_shift_gate = nn.Sequential(
+ nn.SiLU(),
+ nn.Linear(global_cond_dim, dim * 6, bias=False)
+ )
+
+ nn.init.zeros_(self.to_scale_shift_gate[1].weight)
+ #nn.init.zeros_(self.to_scale_shift_gate_self[1].bias)
+
+ def forward(
+ self,
+ x,
+ context = None,
+ global_cond=None,
+ mask = None,
+ context_mask = None,
+ rotary_pos_emb = None
+ ):
+ if self.global_cond_dim is not None and self.global_cond_dim > 0 and global_cond is not None:
+
+ scale_self, shift_self, gate_self, scale_ff, shift_ff, gate_ff = self.to_scale_shift_gate(global_cond).unsqueeze(1).chunk(6, dim = -1)
+
+ # self-attention with adaLN
+ residual = x
+ x = self.pre_norm(x)
+ x = x * (1 + scale_self) + shift_self
+ x = self.self_attn(x, mask = mask, rotary_pos_emb = rotary_pos_emb)
+ x = x * torch.sigmoid(1 - gate_self)
+ x = x + residual
+
+ if context is not None:
+ x = x + self.cross_attn(self.cross_attend_norm(x), context = context, context_mask = context_mask)
+
+ if self.conformer is not None:
+ x = x + self.conformer(x)
+
+ # feedforward with adaLN
+ residual = x
+ x = self.ff_norm(x)
+ x = x * (1 + scale_ff) + shift_ff
+ x = self.ff(x)
+ x = x * torch.sigmoid(1 - gate_ff)
+ x = x + residual
+
+ else:
+ x = x + self.self_attn(self.pre_norm(x), mask = mask, rotary_pos_emb = rotary_pos_emb)
+
+ if context is not None:
+ x = x + self.cross_attn(self.cross_attend_norm(x), context = context, context_mask = context_mask)
+
+ if self.conformer is not None:
+ x = x + self.conformer(x)
+
+ x = x + self.ff(self.ff_norm(x))
+
+ return x
+
+class ContinuousTransformer(nn.Module):
+ def __init__(
+ self,
+ dim,
+ depth,
+ *,
+ dim_in = None,
+ dim_out = None,
+ dim_heads = 64,
+ cross_attend=False,
+ cond_token_dim=None,
+ global_cond_dim=None,
+ causal=False,
+ rotary_pos_emb=True,
+ zero_init_branch_outputs=True,
+ conformer=False,
+ use_sinusoidal_emb=False,
+ use_abs_pos_emb=False,
+ abs_pos_emb_max_length=10000,
+ dtype=None,
+ device=None,
+ operations=None,
+ **kwargs
+ ):
+
+ super().__init__()
+
+ self.dim = dim
+ self.depth = depth
+ self.causal = causal
+ self.layers = nn.ModuleList([])
+
+ self.project_in = operations.Linear(dim_in, dim, bias=False, dtype=dtype, device=device) if dim_in is not None else nn.Identity()
+ self.project_out = operations.Linear(dim, dim_out, bias=False, dtype=dtype, device=device) if dim_out is not None else nn.Identity()
+
+ if rotary_pos_emb:
+ self.rotary_pos_emb = RotaryEmbedding(max(dim_heads // 2, 32))
+ else:
+ self.rotary_pos_emb = None
+
+ self.use_sinusoidal_emb = use_sinusoidal_emb
+ if use_sinusoidal_emb:
+ self.pos_emb = ScaledSinusoidalEmbedding(dim)
+
+ self.use_abs_pos_emb = use_abs_pos_emb
+ if use_abs_pos_emb:
+ self.pos_emb = AbsolutePositionalEmbedding(dim, abs_pos_emb_max_length)
+
+ for i in range(depth):
+ self.layers.append(
+ TransformerBlock(
+ dim,
+ dim_heads = dim_heads,
+ cross_attend = cross_attend,
+ dim_context = cond_token_dim,
+ global_cond_dim = global_cond_dim,
+ causal = causal,
+ zero_init_branch_outputs = zero_init_branch_outputs,
+ conformer=conformer,
+ layer_ix=i,
+ dtype=dtype,
+ device=device,
+ operations=operations,
+ **kwargs
+ )
+ )
+
+ def forward(
+ self,
+ x,
+ mask = None,
+ prepend_embeds = None,
+ prepend_mask = None,
+ global_cond = None,
+ return_info = False,
+ **kwargs
+ ):
+ batch, seq, device = *x.shape[:2], x.device
+
+ info = {
+ "hidden_states": [],
+ }
+
+ x = self.project_in(x)
+
+ if prepend_embeds is not None:
+ prepend_length, prepend_dim = prepend_embeds.shape[1:]
+
+ assert prepend_dim == x.shape[-1], 'prepend dimension must match sequence dimension'
+
+ x = torch.cat((prepend_embeds, x), dim = -2)
+
+ if prepend_mask is not None or mask is not None:
+ mask = mask if mask is not None else torch.ones((batch, seq), device = device, dtype = torch.bool)
+ prepend_mask = prepend_mask if prepend_mask is not None else torch.ones((batch, prepend_length), device = device, dtype = torch.bool)
+
+ mask = torch.cat((prepend_mask, mask), dim = -1)
+
+ # Attention layers
+
+ if self.rotary_pos_emb is not None:
+ rotary_pos_emb = self.rotary_pos_emb.forward_from_seq_len(x.shape[1], dtype=x.dtype, device=x.device)
+ else:
+ rotary_pos_emb = None
+
+ if self.use_sinusoidal_emb or self.use_abs_pos_emb:
+ x = x + self.pos_emb(x)
+
+ # Iterate over the transformer layers
+ for layer in self.layers:
+ x = layer(x, rotary_pos_emb = rotary_pos_emb, global_cond=global_cond, **kwargs)
+ # x = checkpoint(layer, x, rotary_pos_emb = rotary_pos_emb, global_cond=global_cond, **kwargs)
+
+ if return_info:
+ info["hidden_states"].append(x)
+
+ x = self.project_out(x)
+
+ if return_info:
+ return x, info
+
+ return x
+
+class AudioDiffusionTransformer(nn.Module):
+ def __init__(self,
+ io_channels=64,
+ patch_size=1,
+ embed_dim=1536,
+ cond_token_dim=768,
+ project_cond_tokens=False,
+ global_cond_dim=1536,
+ project_global_cond=True,
+ input_concat_dim=0,
+ prepend_cond_dim=0,
+ depth=24,
+ num_heads=24,
+ transformer_type: tp.Literal["continuous_transformer"] = "continuous_transformer",
+ global_cond_type: tp.Literal["prepend", "adaLN"] = "prepend",
+ audio_model="",
+ dtype=None,
+ device=None,
+ operations=None,
+ **kwargs):
+
+ super().__init__()
+
+ self.dtype = dtype
+ self.cond_token_dim = cond_token_dim
+
+ # Timestep embeddings
+ timestep_features_dim = 256
+
+ self.timestep_features = FourierFeatures(1, timestep_features_dim, dtype=dtype, device=device)
+
+ self.to_timestep_embed = nn.Sequential(
+ operations.Linear(timestep_features_dim, embed_dim, bias=True, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(embed_dim, embed_dim, bias=True, dtype=dtype, device=device),
+ )
+
+ if cond_token_dim > 0:
+ # Conditioning tokens
+
+ cond_embed_dim = cond_token_dim if not project_cond_tokens else embed_dim
+ self.to_cond_embed = nn.Sequential(
+ operations.Linear(cond_token_dim, cond_embed_dim, bias=False, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(cond_embed_dim, cond_embed_dim, bias=False, dtype=dtype, device=device)
+ )
+ else:
+ cond_embed_dim = 0
+
+ if global_cond_dim > 0:
+ # Global conditioning
+ global_embed_dim = global_cond_dim if not project_global_cond else embed_dim
+ self.to_global_embed = nn.Sequential(
+ operations.Linear(global_cond_dim, global_embed_dim, bias=False, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(global_embed_dim, global_embed_dim, bias=False, dtype=dtype, device=device)
+ )
+
+ if prepend_cond_dim > 0:
+ # Prepend conditioning
+ self.to_prepend_embed = nn.Sequential(
+ operations.Linear(prepend_cond_dim, embed_dim, bias=False, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(embed_dim, embed_dim, bias=False, dtype=dtype, device=device)
+ )
+
+ self.input_concat_dim = input_concat_dim
+
+ dim_in = io_channels + self.input_concat_dim
+
+ self.patch_size = patch_size
+
+ # Transformer
+
+ self.transformer_type = transformer_type
+
+ self.global_cond_type = global_cond_type
+
+ if self.transformer_type == "continuous_transformer":
+
+ global_dim = None
+
+ if self.global_cond_type == "adaLN":
+ # The global conditioning is projected to the embed_dim already at this point
+ global_dim = embed_dim
+
+ self.transformer = ContinuousTransformer(
+ dim=embed_dim,
+ depth=depth,
+ dim_heads=embed_dim // num_heads,
+ dim_in=dim_in * patch_size,
+ dim_out=io_channels * patch_size,
+ cross_attend = cond_token_dim > 0,
+ cond_token_dim = cond_embed_dim,
+ global_cond_dim=global_dim,
+ dtype=dtype,
+ device=device,
+ operations=operations,
+ **kwargs
+ )
+ else:
+ raise ValueError(f"Unknown transformer type: {self.transformer_type}")
+
+ self.preprocess_conv = operations.Conv1d(dim_in, dim_in, 1, bias=False, dtype=dtype, device=device)
+ self.postprocess_conv = operations.Conv1d(io_channels, io_channels, 1, bias=False, dtype=dtype, device=device)
+
+ def _forward(
+ self,
+ x,
+ t,
+ mask=None,
+ cross_attn_cond=None,
+ cross_attn_cond_mask=None,
+ input_concat_cond=None,
+ global_embed=None,
+ prepend_cond=None,
+ prepend_cond_mask=None,
+ return_info=False,
+ **kwargs):
+
+ if cross_attn_cond is not None:
+ cross_attn_cond = self.to_cond_embed(cross_attn_cond)
+
+ if global_embed is not None:
+ # Project the global conditioning to the embedding dimension
+ global_embed = self.to_global_embed(global_embed)
+
+ prepend_inputs = None
+ prepend_mask = None
+ prepend_length = 0
+ if prepend_cond is not None:
+ # Project the prepend conditioning to the embedding dimension
+ prepend_cond = self.to_prepend_embed(prepend_cond)
+
+ prepend_inputs = prepend_cond
+ if prepend_cond_mask is not None:
+ prepend_mask = prepend_cond_mask
+
+ if input_concat_cond is not None:
+
+ # Interpolate input_concat_cond to the same length as x
+ if input_concat_cond.shape[2] != x.shape[2]:
+ input_concat_cond = F.interpolate(input_concat_cond, (x.shape[2], ), mode='nearest')
+
+ x = torch.cat([x, input_concat_cond], dim=1)
+
+ # Get the batch of timestep embeddings
+ timestep_embed = self.to_timestep_embed(self.timestep_features(t[:, None]).to(x.dtype)) # (b, embed_dim)
+
+ # Timestep embedding is considered a global embedding. Add to the global conditioning if it exists
+ if global_embed is not None:
+ global_embed = global_embed + timestep_embed
+ else:
+ global_embed = timestep_embed
+
+ # Add the global_embed to the prepend inputs if there is no global conditioning support in the transformer
+ if self.global_cond_type == "prepend":
+ if prepend_inputs is None:
+ # Prepend inputs are just the global embed, and the mask is all ones
+ prepend_inputs = global_embed.unsqueeze(1)
+ prepend_mask = torch.ones((x.shape[0], 1), device=x.device, dtype=torch.bool)
+ else:
+ # Prepend inputs are the prepend conditioning + the global embed
+ prepend_inputs = torch.cat([prepend_inputs, global_embed.unsqueeze(1)], dim=1)
+ prepend_mask = torch.cat([prepend_mask, torch.ones((x.shape[0], 1), device=x.device, dtype=torch.bool)], dim=1)
+
+ prepend_length = prepend_inputs.shape[1]
+
+ x = self.preprocess_conv(x) + x
+
+ x = rearrange(x, "b c t -> b t c")
+
+ extra_args = {}
+
+ if self.global_cond_type == "adaLN":
+ extra_args["global_cond"] = global_embed
+
+ if self.patch_size > 1:
+ x = rearrange(x, "b (t p) c -> b t (c p)", p=self.patch_size)
+
+ if self.transformer_type == "x-transformers":
+ output = self.transformer(x, prepend_embeds=prepend_inputs, context=cross_attn_cond, context_mask=cross_attn_cond_mask, mask=mask, prepend_mask=prepend_mask, **extra_args, **kwargs)
+ elif self.transformer_type == "continuous_transformer":
+ output = self.transformer(x, prepend_embeds=prepend_inputs, context=cross_attn_cond, context_mask=cross_attn_cond_mask, mask=mask, prepend_mask=prepend_mask, return_info=return_info, **extra_args, **kwargs)
+
+ if return_info:
+ output, info = output
+ elif self.transformer_type == "mm_transformer":
+ output = self.transformer(x, context=cross_attn_cond, mask=mask, context_mask=cross_attn_cond_mask, **extra_args, **kwargs)
+
+ output = rearrange(output, "b t c -> b c t")[:,:,prepend_length:]
+
+ if self.patch_size > 1:
+ output = rearrange(output, "b (c p) t -> b c (t p)", p=self.patch_size)
+
+ output = self.postprocess_conv(output) + output
+
+ if return_info:
+ return output, info
+
+ return output
+
+ def forward(
+ self,
+ x,
+ timestep,
+ context=None,
+ context_mask=None,
+ input_concat_cond=None,
+ global_embed=None,
+ negative_global_embed=None,
+ prepend_cond=None,
+ prepend_cond_mask=None,
+ mask=None,
+ return_info=False,
+ control=None,
+ transformer_options={},
+ **kwargs):
+ return self._forward(
+ x,
+ timestep,
+ cross_attn_cond=context,
+ cross_attn_cond_mask=context_mask,
+ input_concat_cond=input_concat_cond,
+ global_embed=global_embed,
+ prepend_cond=prepend_cond,
+ prepend_cond_mask=prepend_cond_mask,
+ mask=mask,
+ return_info=return_info,
+ **kwargs
+ )
diff --git a/ComfyUI/comfy/ldm/audio/embedders.py b/ComfyUI/comfy/ldm/audio/embedders.py
new file mode 100644
index 0000000000000000000000000000000000000000..3ec5154fca07998ca2091121083dd9b4f30de711
--- /dev/null
+++ b/ComfyUI/comfy/ldm/audio/embedders.py
@@ -0,0 +1,108 @@
+# code adapted from: https://github.com/Stability-AI/stable-audio-tools
+
+import torch
+import torch.nn as nn
+from torch import Tensor, einsum
+from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, TypeVar, Union
+from einops import rearrange
+import math
+import comfy.ops
+
+class LearnedPositionalEmbedding(nn.Module):
+ """Used for continuous time"""
+
+ def __init__(self, dim: int):
+ super().__init__()
+ assert (dim % 2) == 0
+ half_dim = dim // 2
+ self.weights = nn.Parameter(torch.empty(half_dim))
+
+ def forward(self, x: Tensor) -> Tensor:
+ x = rearrange(x, "b -> b 1")
+ freqs = x * rearrange(self.weights, "d -> 1 d") * 2 * math.pi
+ fouriered = torch.cat((freqs.sin(), freqs.cos()), dim=-1)
+ fouriered = torch.cat((x, fouriered), dim=-1)
+ return fouriered
+
+def TimePositionalEmbedding(dim: int, out_features: int) -> nn.Module:
+ return nn.Sequential(
+ LearnedPositionalEmbedding(dim),
+ comfy.ops.manual_cast.Linear(in_features=dim + 1, out_features=out_features),
+ )
+
+
+class NumberEmbedder(nn.Module):
+ def __init__(
+ self,
+ features: int,
+ dim: int = 256,
+ ):
+ super().__init__()
+ self.features = features
+ self.embedding = TimePositionalEmbedding(dim=dim, out_features=features)
+
+ def forward(self, x: Union[List[float], Tensor]) -> Tensor:
+ if not torch.is_tensor(x):
+ device = next(self.embedding.parameters()).device
+ x = torch.tensor(x, device=device)
+ assert isinstance(x, Tensor)
+ shape = x.shape
+ x = rearrange(x, "... -> (...)")
+ embedding = self.embedding(x)
+ x = embedding.view(*shape, self.features)
+ return x # type: ignore
+
+
+class Conditioner(nn.Module):
+ def __init__(
+ self,
+ dim: int,
+ output_dim: int,
+ project_out: bool = False
+ ):
+
+ super().__init__()
+
+ self.dim = dim
+ self.output_dim = output_dim
+ self.proj_out = nn.Linear(dim, output_dim) if (dim != output_dim or project_out) else nn.Identity()
+
+ def forward(self, x):
+ raise NotImplementedError()
+
+class NumberConditioner(Conditioner):
+ '''
+ Conditioner that takes a list of floats, normalizes them for a given range, and returns a list of embeddings
+ '''
+ def __init__(self,
+ output_dim: int,
+ min_val: float=0,
+ max_val: float=1
+ ):
+ super().__init__(output_dim, output_dim)
+
+ self.min_val = min_val
+ self.max_val = max_val
+
+ self.embedder = NumberEmbedder(features=output_dim)
+
+ def forward(self, floats, device=None):
+ # Cast the inputs to floats
+ floats = [float(x) for x in floats]
+
+ if device is None:
+ device = next(self.embedder.parameters()).device
+
+ floats = torch.tensor(floats).to(device)
+
+ floats = floats.clamp(self.min_val, self.max_val)
+
+ normalized_floats = (floats - self.min_val) / (self.max_val - self.min_val)
+
+ # Cast floats to same type as embedder
+ embedder_dtype = next(self.embedder.parameters()).dtype
+ normalized_floats = normalized_floats.to(embedder_dtype)
+
+ float_embeds = self.embedder(normalized_floats).unsqueeze(1)
+
+ return [float_embeds, torch.ones(float_embeds.shape[0], 1).to(device)]
diff --git a/ComfyUI/comfy/ldm/cascade/__pycache__/common.cpython-310.pyc b/ComfyUI/comfy/ldm/cascade/__pycache__/common.cpython-310.pyc
new file mode 100644
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new file mode 100644
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diff --git a/ComfyUI/comfy/ldm/cascade/__pycache__/stage_c_coder.cpython-310.pyc b/ComfyUI/comfy/ldm/cascade/__pycache__/stage_c_coder.cpython-310.pyc
new file mode 100644
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diff --git a/ComfyUI/comfy/ldm/cascade/common.py b/ComfyUI/comfy/ldm/cascade/common.py
new file mode 100644
index 0000000000000000000000000000000000000000..2fc11d785cf54687c612410109c1f0162ade6c45
--- /dev/null
+++ b/ComfyUI/comfy/ldm/cascade/common.py
@@ -0,0 +1,161 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+
+import torch
+import torch.nn as nn
+from comfy.ldm.modules.attention import optimized_attention
+
+class Linear(torch.nn.Linear):
+ def reset_parameters(self):
+ return None
+
+class Conv2d(torch.nn.Conv2d):
+ def reset_parameters(self):
+ return None
+
+class OptimizedAttention(nn.Module):
+ def __init__(self, c, nhead, dropout=0.0, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.heads = nhead
+
+ self.to_q = operations.Linear(c, c, bias=True, dtype=dtype, device=device)
+ self.to_k = operations.Linear(c, c, bias=True, dtype=dtype, device=device)
+ self.to_v = operations.Linear(c, c, bias=True, dtype=dtype, device=device)
+
+ self.out_proj = operations.Linear(c, c, bias=True, dtype=dtype, device=device)
+
+ def forward(self, q, k, v):
+ q = self.to_q(q)
+ k = self.to_k(k)
+ v = self.to_v(v)
+
+ out = optimized_attention(q, k, v, self.heads)
+
+ return self.out_proj(out)
+
+class Attention2D(nn.Module):
+ def __init__(self, c, nhead, dropout=0.0, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.attn = OptimizedAttention(c, nhead, dtype=dtype, device=device, operations=operations)
+ # self.attn = nn.MultiheadAttention(c, nhead, dropout=dropout, bias=True, batch_first=True, dtype=dtype, device=device)
+
+ def forward(self, x, kv, self_attn=False):
+ orig_shape = x.shape
+ x = x.view(x.size(0), x.size(1), -1).permute(0, 2, 1) # Bx4xHxW -> Bx(HxW)x4
+ if self_attn:
+ kv = torch.cat([x, kv], dim=1)
+ # x = self.attn(x, kv, kv, need_weights=False)[0]
+ x = self.attn(x, kv, kv)
+ x = x.permute(0, 2, 1).view(*orig_shape)
+ return x
+
+
+def LayerNorm2d_op(operations):
+ class LayerNorm2d(operations.LayerNorm):
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+
+ def forward(self, x):
+ return super().forward(x.permute(0, 2, 3, 1)).permute(0, 3, 1, 2)
+ return LayerNorm2d
+
+class GlobalResponseNorm(nn.Module):
+ "from https://github.com/facebookresearch/ConvNeXt-V2/blob/3608f67cc1dae164790c5d0aead7bf2d73d9719b/models/utils.py#L105"
+ def __init__(self, dim, dtype=None, device=None):
+ super().__init__()
+ self.gamma = nn.Parameter(torch.zeros(1, 1, 1, dim, dtype=dtype, device=device))
+ self.beta = nn.Parameter(torch.zeros(1, 1, 1, dim, dtype=dtype, device=device))
+
+ def forward(self, x):
+ Gx = torch.norm(x, p=2, dim=(1, 2), keepdim=True)
+ Nx = Gx / (Gx.mean(dim=-1, keepdim=True) + 1e-6)
+ return self.gamma.to(device=x.device, dtype=x.dtype) * (x * Nx) + self.beta.to(device=x.device, dtype=x.dtype) + x
+
+
+class ResBlock(nn.Module):
+ def __init__(self, c, c_skip=0, kernel_size=3, dropout=0.0, dtype=None, device=None, operations=None): # , num_heads=4, expansion=2):
+ super().__init__()
+ self.depthwise = operations.Conv2d(c, c, kernel_size=kernel_size, padding=kernel_size // 2, groups=c, dtype=dtype, device=device)
+ # self.depthwise = SAMBlock(c, num_heads, expansion)
+ self.norm = LayerNorm2d_op(operations)(c, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ self.channelwise = nn.Sequential(
+ operations.Linear(c + c_skip, c * 4, dtype=dtype, device=device),
+ nn.GELU(),
+ GlobalResponseNorm(c * 4, dtype=dtype, device=device),
+ nn.Dropout(dropout),
+ operations.Linear(c * 4, c, dtype=dtype, device=device)
+ )
+
+ def forward(self, x, x_skip=None):
+ x_res = x
+ x = self.norm(self.depthwise(x))
+ if x_skip is not None:
+ x = torch.cat([x, x_skip], dim=1)
+ x = self.channelwise(x.permute(0, 2, 3, 1)).permute(0, 3, 1, 2)
+ return x + x_res
+
+
+class AttnBlock(nn.Module):
+ def __init__(self, c, c_cond, nhead, self_attn=True, dropout=0.0, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.self_attn = self_attn
+ self.norm = LayerNorm2d_op(operations)(c, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ self.attention = Attention2D(c, nhead, dropout, dtype=dtype, device=device, operations=operations)
+ self.kv_mapper = nn.Sequential(
+ nn.SiLU(),
+ operations.Linear(c_cond, c, dtype=dtype, device=device)
+ )
+
+ def forward(self, x, kv):
+ kv = self.kv_mapper(kv)
+ x = x + self.attention(self.norm(x), kv, self_attn=self.self_attn)
+ return x
+
+
+class FeedForwardBlock(nn.Module):
+ def __init__(self, c, dropout=0.0, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.norm = LayerNorm2d_op(operations)(c, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ self.channelwise = nn.Sequential(
+ operations.Linear(c, c * 4, dtype=dtype, device=device),
+ nn.GELU(),
+ GlobalResponseNorm(c * 4, dtype=dtype, device=device),
+ nn.Dropout(dropout),
+ operations.Linear(c * 4, c, dtype=dtype, device=device)
+ )
+
+ def forward(self, x):
+ x = x + self.channelwise(self.norm(x).permute(0, 2, 3, 1)).permute(0, 3, 1, 2)
+ return x
+
+
+class TimestepBlock(nn.Module):
+ def __init__(self, c, c_timestep, conds=['sca'], dtype=None, device=None, operations=None):
+ super().__init__()
+ self.mapper = operations.Linear(c_timestep, c * 2, dtype=dtype, device=device)
+ self.conds = conds
+ for cname in conds:
+ setattr(self, f"mapper_{cname}", operations.Linear(c_timestep, c * 2, dtype=dtype, device=device))
+
+ def forward(self, x, t):
+ t = t.chunk(len(self.conds) + 1, dim=1)
+ a, b = self.mapper(t[0])[:, :, None, None].chunk(2, dim=1)
+ for i, c in enumerate(self.conds):
+ ac, bc = getattr(self, f"mapper_{c}")(t[i + 1])[:, :, None, None].chunk(2, dim=1)
+ a, b = a + ac, b + bc
+ return x * (1 + a) + b
diff --git a/ComfyUI/comfy/ldm/cascade/controlnet.py b/ComfyUI/comfy/ldm/cascade/controlnet.py
new file mode 100644
index 0000000000000000000000000000000000000000..ecaf7d9f47fa92431b8304611cebc61170ae3fa0
--- /dev/null
+++ b/ComfyUI/comfy/ldm/cascade/controlnet.py
@@ -0,0 +1,93 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+
+import torch
+import torchvision
+from torch import nn
+from .common import LayerNorm2d_op
+
+
+class CNetResBlock(nn.Module):
+ def __init__(self, c, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.blocks = nn.Sequential(
+ LayerNorm2d_op(operations)(c, dtype=dtype, device=device),
+ nn.GELU(),
+ operations.Conv2d(c, c, kernel_size=3, padding=1),
+ LayerNorm2d_op(operations)(c, dtype=dtype, device=device),
+ nn.GELU(),
+ operations.Conv2d(c, c, kernel_size=3, padding=1),
+ )
+
+ def forward(self, x):
+ return x + self.blocks(x)
+
+
+class ControlNet(nn.Module):
+ def __init__(self, c_in=3, c_proj=2048, proj_blocks=None, bottleneck_mode=None, dtype=None, device=None, operations=nn):
+ super().__init__()
+ if bottleneck_mode is None:
+ bottleneck_mode = 'effnet'
+ self.proj_blocks = proj_blocks
+ if bottleneck_mode == 'effnet':
+ embd_channels = 1280
+ self.backbone = torchvision.models.efficientnet_v2_s().features.eval()
+ if c_in != 3:
+ in_weights = self.backbone[0][0].weight.data
+ self.backbone[0][0] = operations.Conv2d(c_in, 24, kernel_size=3, stride=2, bias=False, dtype=dtype, device=device)
+ if c_in > 3:
+ # nn.init.constant_(self.backbone[0][0].weight, 0)
+ self.backbone[0][0].weight.data[:, :3] = in_weights[:, :3].clone()
+ else:
+ self.backbone[0][0].weight.data = in_weights[:, :c_in].clone()
+ elif bottleneck_mode == 'simple':
+ embd_channels = c_in
+ self.backbone = nn.Sequential(
+ operations.Conv2d(embd_channels, embd_channels * 4, kernel_size=3, padding=1, dtype=dtype, device=device),
+ nn.LeakyReLU(0.2, inplace=True),
+ operations.Conv2d(embd_channels * 4, embd_channels, kernel_size=3, padding=1, dtype=dtype, device=device),
+ )
+ elif bottleneck_mode == 'large':
+ self.backbone = nn.Sequential(
+ operations.Conv2d(c_in, 4096 * 4, kernel_size=1, dtype=dtype, device=device),
+ nn.LeakyReLU(0.2, inplace=True),
+ operations.Conv2d(4096 * 4, 1024, kernel_size=1, dtype=dtype, device=device),
+ *[CNetResBlock(1024, dtype=dtype, device=device, operations=operations) for _ in range(8)],
+ operations.Conv2d(1024, 1280, kernel_size=1, dtype=dtype, device=device),
+ )
+ embd_channels = 1280
+ else:
+ raise ValueError(f'Unknown bottleneck mode: {bottleneck_mode}')
+ self.projections = nn.ModuleList()
+ for _ in range(len(proj_blocks)):
+ self.projections.append(nn.Sequential(
+ operations.Conv2d(embd_channels, embd_channels, kernel_size=1, bias=False, dtype=dtype, device=device),
+ nn.LeakyReLU(0.2, inplace=True),
+ operations.Conv2d(embd_channels, c_proj, kernel_size=1, bias=False, dtype=dtype, device=device),
+ ))
+ # nn.init.constant_(self.projections[-1][-1].weight, 0) # zero output projection
+ self.xl = False
+ self.input_channels = c_in
+ self.unshuffle_amount = 8
+
+ def forward(self, x):
+ x = self.backbone(x)
+ proj_outputs = [None for _ in range(max(self.proj_blocks) + 1)]
+ for i, idx in enumerate(self.proj_blocks):
+ proj_outputs[idx] = self.projections[i](x)
+ return {"input": proj_outputs[::-1]}
diff --git a/ComfyUI/comfy/ldm/cascade/stage_a.py b/ComfyUI/comfy/ldm/cascade/stage_a.py
new file mode 100644
index 0000000000000000000000000000000000000000..aa0b771439368d506149ccdaf5e48c03135aa9ce
--- /dev/null
+++ b/ComfyUI/comfy/ldm/cascade/stage_a.py
@@ -0,0 +1,255 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+
+import torch
+from torch import nn
+from torch.autograd import Function
+
+class vector_quantize(Function):
+ @staticmethod
+ def forward(ctx, x, codebook):
+ with torch.no_grad():
+ codebook_sqr = torch.sum(codebook ** 2, dim=1)
+ x_sqr = torch.sum(x ** 2, dim=1, keepdim=True)
+
+ dist = torch.addmm(codebook_sqr + x_sqr, x, codebook.t(), alpha=-2.0, beta=1.0)
+ _, indices = dist.min(dim=1)
+
+ ctx.save_for_backward(indices, codebook)
+ ctx.mark_non_differentiable(indices)
+
+ nn = torch.index_select(codebook, 0, indices)
+ return nn, indices
+
+ @staticmethod
+ def backward(ctx, grad_output, grad_indices):
+ grad_inputs, grad_codebook = None, None
+
+ if ctx.needs_input_grad[0]:
+ grad_inputs = grad_output.clone()
+ if ctx.needs_input_grad[1]:
+ # Gradient wrt. the codebook
+ indices, codebook = ctx.saved_tensors
+
+ grad_codebook = torch.zeros_like(codebook)
+ grad_codebook.index_add_(0, indices, grad_output)
+
+ return (grad_inputs, grad_codebook)
+
+
+class VectorQuantize(nn.Module):
+ def __init__(self, embedding_size, k, ema_decay=0.99, ema_loss=False):
+ """
+ Takes an input of variable size (as long as the last dimension matches the embedding size).
+ Returns one tensor containing the nearest neigbour embeddings to each of the inputs,
+ with the same size as the input, vq and commitment components for the loss as a touple
+ in the second output and the indices of the quantized vectors in the third:
+ quantized, (vq_loss, commit_loss), indices
+ """
+ super(VectorQuantize, self).__init__()
+
+ self.codebook = nn.Embedding(k, embedding_size)
+ self.codebook.weight.data.uniform_(-1./k, 1./k)
+ self.vq = vector_quantize.apply
+
+ self.ema_decay = ema_decay
+ self.ema_loss = ema_loss
+ if ema_loss:
+ self.register_buffer('ema_element_count', torch.ones(k))
+ self.register_buffer('ema_weight_sum', torch.zeros_like(self.codebook.weight))
+
+ def _laplace_smoothing(self, x, epsilon):
+ n = torch.sum(x)
+ return ((x + epsilon) / (n + x.size(0) * epsilon) * n)
+
+ def _updateEMA(self, z_e_x, indices):
+ mask = nn.functional.one_hot(indices, self.ema_element_count.size(0)).float()
+ elem_count = mask.sum(dim=0)
+ weight_sum = torch.mm(mask.t(), z_e_x)
+
+ self.ema_element_count = (self.ema_decay * self.ema_element_count) + ((1-self.ema_decay) * elem_count)
+ self.ema_element_count = self._laplace_smoothing(self.ema_element_count, 1e-5)
+ self.ema_weight_sum = (self.ema_decay * self.ema_weight_sum) + ((1-self.ema_decay) * weight_sum)
+
+ self.codebook.weight.data = self.ema_weight_sum / self.ema_element_count.unsqueeze(-1)
+
+ def idx2vq(self, idx, dim=-1):
+ q_idx = self.codebook(idx)
+ if dim != -1:
+ q_idx = q_idx.movedim(-1, dim)
+ return q_idx
+
+ def forward(self, x, get_losses=True, dim=-1):
+ if dim != -1:
+ x = x.movedim(dim, -1)
+ z_e_x = x.contiguous().view(-1, x.size(-1)) if len(x.shape) > 2 else x
+ z_q_x, indices = self.vq(z_e_x, self.codebook.weight.detach())
+ vq_loss, commit_loss = None, None
+ if self.ema_loss and self.training:
+ self._updateEMA(z_e_x.detach(), indices.detach())
+ # pick the graded embeddings after updating the codebook in order to have a more accurate commitment loss
+ z_q_x_grd = torch.index_select(self.codebook.weight, dim=0, index=indices)
+ if get_losses:
+ vq_loss = (z_q_x_grd - z_e_x.detach()).pow(2).mean()
+ commit_loss = (z_e_x - z_q_x_grd.detach()).pow(2).mean()
+
+ z_q_x = z_q_x.view(x.shape)
+ if dim != -1:
+ z_q_x = z_q_x.movedim(-1, dim)
+ return z_q_x, (vq_loss, commit_loss), indices.view(x.shape[:-1])
+
+
+class ResBlock(nn.Module):
+ def __init__(self, c, c_hidden):
+ super().__init__()
+ # depthwise/attention
+ self.norm1 = nn.LayerNorm(c, elementwise_affine=False, eps=1e-6)
+ self.depthwise = nn.Sequential(
+ nn.ReplicationPad2d(1),
+ nn.Conv2d(c, c, kernel_size=3, groups=c)
+ )
+
+ # channelwise
+ self.norm2 = nn.LayerNorm(c, elementwise_affine=False, eps=1e-6)
+ self.channelwise = nn.Sequential(
+ nn.Linear(c, c_hidden),
+ nn.GELU(),
+ nn.Linear(c_hidden, c),
+ )
+
+ self.gammas = nn.Parameter(torch.zeros(6), requires_grad=True)
+
+ # Init weights
+ def _basic_init(module):
+ if isinstance(module, nn.Linear) or isinstance(module, nn.Conv2d):
+ torch.nn.init.xavier_uniform_(module.weight)
+ if module.bias is not None:
+ nn.init.constant_(module.bias, 0)
+
+ self.apply(_basic_init)
+
+ def _norm(self, x, norm):
+ return norm(x.permute(0, 2, 3, 1)).permute(0, 3, 1, 2)
+
+ def forward(self, x):
+ mods = self.gammas
+
+ x_temp = self._norm(x, self.norm1) * (1 + mods[0]) + mods[1]
+ try:
+ x = x + self.depthwise(x_temp) * mods[2]
+ except: #operation not implemented for bf16
+ x_temp = self.depthwise[0](x_temp.float()).to(x.dtype)
+ x = x + self.depthwise[1](x_temp) * mods[2]
+
+ x_temp = self._norm(x, self.norm2) * (1 + mods[3]) + mods[4]
+ x = x + self.channelwise(x_temp.permute(0, 2, 3, 1)).permute(0, 3, 1, 2) * mods[5]
+
+ return x
+
+
+class StageA(nn.Module):
+ def __init__(self, levels=2, bottleneck_blocks=12, c_hidden=384, c_latent=4, codebook_size=8192):
+ super().__init__()
+ self.c_latent = c_latent
+ c_levels = [c_hidden // (2 ** i) for i in reversed(range(levels))]
+
+ # Encoder blocks
+ self.in_block = nn.Sequential(
+ nn.PixelUnshuffle(2),
+ nn.Conv2d(3 * 4, c_levels[0], kernel_size=1)
+ )
+ down_blocks = []
+ for i in range(levels):
+ if i > 0:
+ down_blocks.append(nn.Conv2d(c_levels[i - 1], c_levels[i], kernel_size=4, stride=2, padding=1))
+ block = ResBlock(c_levels[i], c_levels[i] * 4)
+ down_blocks.append(block)
+ down_blocks.append(nn.Sequential(
+ nn.Conv2d(c_levels[-1], c_latent, kernel_size=1, bias=False),
+ nn.BatchNorm2d(c_latent), # then normalize them to have mean 0 and std 1
+ ))
+ self.down_blocks = nn.Sequential(*down_blocks)
+ self.down_blocks[0]
+
+ self.codebook_size = codebook_size
+ self.vquantizer = VectorQuantize(c_latent, k=codebook_size)
+
+ # Decoder blocks
+ up_blocks = [nn.Sequential(
+ nn.Conv2d(c_latent, c_levels[-1], kernel_size=1)
+ )]
+ for i in range(levels):
+ for j in range(bottleneck_blocks if i == 0 else 1):
+ block = ResBlock(c_levels[levels - 1 - i], c_levels[levels - 1 - i] * 4)
+ up_blocks.append(block)
+ if i < levels - 1:
+ up_blocks.append(
+ nn.ConvTranspose2d(c_levels[levels - 1 - i], c_levels[levels - 2 - i], kernel_size=4, stride=2,
+ padding=1))
+ self.up_blocks = nn.Sequential(*up_blocks)
+ self.out_block = nn.Sequential(
+ nn.Conv2d(c_levels[0], 3 * 4, kernel_size=1),
+ nn.PixelShuffle(2),
+ )
+
+ def encode(self, x, quantize=False):
+ x = self.in_block(x)
+ x = self.down_blocks(x)
+ if quantize:
+ qe, (vq_loss, commit_loss), indices = self.vquantizer.forward(x, dim=1)
+ return qe, x, indices, vq_loss + commit_loss * 0.25
+ else:
+ return x
+
+ def decode(self, x):
+ x = self.up_blocks(x)
+ x = self.out_block(x)
+ return x
+
+ def forward(self, x, quantize=False):
+ qe, x, _, vq_loss = self.encode(x, quantize)
+ x = self.decode(qe)
+ return x, vq_loss
+
+
+class Discriminator(nn.Module):
+ def __init__(self, c_in=3, c_cond=0, c_hidden=512, depth=6):
+ super().__init__()
+ d = max(depth - 3, 3)
+ layers = [
+ nn.utils.spectral_norm(nn.Conv2d(c_in, c_hidden // (2 ** d), kernel_size=3, stride=2, padding=1)),
+ nn.LeakyReLU(0.2),
+ ]
+ for i in range(depth - 1):
+ c_in = c_hidden // (2 ** max((d - i), 0))
+ c_out = c_hidden // (2 ** max((d - 1 - i), 0))
+ layers.append(nn.utils.spectral_norm(nn.Conv2d(c_in, c_out, kernel_size=3, stride=2, padding=1)))
+ layers.append(nn.InstanceNorm2d(c_out))
+ layers.append(nn.LeakyReLU(0.2))
+ self.encoder = nn.Sequential(*layers)
+ self.shuffle = nn.Conv2d((c_hidden + c_cond) if c_cond > 0 else c_hidden, 1, kernel_size=1)
+ self.logits = nn.Sigmoid()
+
+ def forward(self, x, cond=None):
+ x = self.encoder(x)
+ if cond is not None:
+ cond = cond.view(cond.size(0), cond.size(1), 1, 1, ).expand(-1, -1, x.size(-2), x.size(-1))
+ x = torch.cat([x, cond], dim=1)
+ x = self.shuffle(x)
+ x = self.logits(x)
+ return x
diff --git a/ComfyUI/comfy/ldm/cascade/stage_b.py b/ComfyUI/comfy/ldm/cascade/stage_b.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e40e17a22562638600e3913880627acabe4aa03
--- /dev/null
+++ b/ComfyUI/comfy/ldm/cascade/stage_b.py
@@ -0,0 +1,256 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+
+import math
+import torch
+from torch import nn
+from .common import AttnBlock, LayerNorm2d_op, ResBlock, FeedForwardBlock, TimestepBlock
+
+class StageB(nn.Module):
+ def __init__(self, c_in=4, c_out=4, c_r=64, patch_size=2, c_cond=1280, c_hidden=[320, 640, 1280, 1280],
+ nhead=[-1, -1, 20, 20], blocks=[[2, 6, 28, 6], [6, 28, 6, 2]],
+ block_repeat=[[1, 1, 1, 1], [3, 3, 2, 2]], level_config=['CT', 'CT', 'CTA', 'CTA'], c_clip=1280,
+ c_clip_seq=4, c_effnet=16, c_pixels=3, kernel_size=3, dropout=[0, 0, 0.0, 0.0], self_attn=True,
+ t_conds=['sca'], stable_cascade_stage=None, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.dtype = dtype
+ self.c_r = c_r
+ self.t_conds = t_conds
+ self.c_clip_seq = c_clip_seq
+ if not isinstance(dropout, list):
+ dropout = [dropout] * len(c_hidden)
+ if not isinstance(self_attn, list):
+ self_attn = [self_attn] * len(c_hidden)
+
+ # CONDITIONING
+ self.effnet_mapper = nn.Sequential(
+ operations.Conv2d(c_effnet, c_hidden[0] * 4, kernel_size=1, dtype=dtype, device=device),
+ nn.GELU(),
+ operations.Conv2d(c_hidden[0] * 4, c_hidden[0], kernel_size=1, dtype=dtype, device=device),
+ LayerNorm2d_op(operations)(c_hidden[0], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ )
+ self.pixels_mapper = nn.Sequential(
+ operations.Conv2d(c_pixels, c_hidden[0] * 4, kernel_size=1, dtype=dtype, device=device),
+ nn.GELU(),
+ operations.Conv2d(c_hidden[0] * 4, c_hidden[0], kernel_size=1, dtype=dtype, device=device),
+ LayerNorm2d_op(operations)(c_hidden[0], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ )
+ self.clip_mapper = operations.Linear(c_clip, c_cond * c_clip_seq, dtype=dtype, device=device)
+ self.clip_norm = operations.LayerNorm(c_cond, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+
+ self.embedding = nn.Sequential(
+ nn.PixelUnshuffle(patch_size),
+ operations.Conv2d(c_in * (patch_size ** 2), c_hidden[0], kernel_size=1, dtype=dtype, device=device),
+ LayerNorm2d_op(operations)(c_hidden[0], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ )
+
+ def get_block(block_type, c_hidden, nhead, c_skip=0, dropout=0, self_attn=True):
+ if block_type == 'C':
+ return ResBlock(c_hidden, c_skip, kernel_size=kernel_size, dropout=dropout, dtype=dtype, device=device, operations=operations)
+ elif block_type == 'A':
+ return AttnBlock(c_hidden, c_cond, nhead, self_attn=self_attn, dropout=dropout, dtype=dtype, device=device, operations=operations)
+ elif block_type == 'F':
+ return FeedForwardBlock(c_hidden, dropout=dropout, dtype=dtype, device=device, operations=operations)
+ elif block_type == 'T':
+ return TimestepBlock(c_hidden, c_r, conds=t_conds, dtype=dtype, device=device, operations=operations)
+ else:
+ raise Exception(f'Block type {block_type} not supported')
+
+ # BLOCKS
+ # -- down blocks
+ self.down_blocks = nn.ModuleList()
+ self.down_downscalers = nn.ModuleList()
+ self.down_repeat_mappers = nn.ModuleList()
+ for i in range(len(c_hidden)):
+ if i > 0:
+ self.down_downscalers.append(nn.Sequential(
+ LayerNorm2d_op(operations)(c_hidden[i - 1], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device),
+ operations.Conv2d(c_hidden[i - 1], c_hidden[i], kernel_size=2, stride=2, dtype=dtype, device=device),
+ ))
+ else:
+ self.down_downscalers.append(nn.Identity())
+ down_block = nn.ModuleList()
+ for _ in range(blocks[0][i]):
+ for block_type in level_config[i]:
+ block = get_block(block_type, c_hidden[i], nhead[i], dropout=dropout[i], self_attn=self_attn[i])
+ down_block.append(block)
+ self.down_blocks.append(down_block)
+ if block_repeat is not None:
+ block_repeat_mappers = nn.ModuleList()
+ for _ in range(block_repeat[0][i] - 1):
+ block_repeat_mappers.append(operations.Conv2d(c_hidden[i], c_hidden[i], kernel_size=1, dtype=dtype, device=device))
+ self.down_repeat_mappers.append(block_repeat_mappers)
+
+ # -- up blocks
+ self.up_blocks = nn.ModuleList()
+ self.up_upscalers = nn.ModuleList()
+ self.up_repeat_mappers = nn.ModuleList()
+ for i in reversed(range(len(c_hidden))):
+ if i > 0:
+ self.up_upscalers.append(nn.Sequential(
+ LayerNorm2d_op(operations)(c_hidden[i], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device),
+ operations.ConvTranspose2d(c_hidden[i], c_hidden[i - 1], kernel_size=2, stride=2, dtype=dtype, device=device),
+ ))
+ else:
+ self.up_upscalers.append(nn.Identity())
+ up_block = nn.ModuleList()
+ for j in range(blocks[1][::-1][i]):
+ for k, block_type in enumerate(level_config[i]):
+ c_skip = c_hidden[i] if i < len(c_hidden) - 1 and j == k == 0 else 0
+ block = get_block(block_type, c_hidden[i], nhead[i], c_skip=c_skip, dropout=dropout[i],
+ self_attn=self_attn[i])
+ up_block.append(block)
+ self.up_blocks.append(up_block)
+ if block_repeat is not None:
+ block_repeat_mappers = nn.ModuleList()
+ for _ in range(block_repeat[1][::-1][i] - 1):
+ block_repeat_mappers.append(operations.Conv2d(c_hidden[i], c_hidden[i], kernel_size=1, dtype=dtype, device=device))
+ self.up_repeat_mappers.append(block_repeat_mappers)
+
+ # OUTPUT
+ self.clf = nn.Sequential(
+ LayerNorm2d_op(operations)(c_hidden[0], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device),
+ operations.Conv2d(c_hidden[0], c_out * (patch_size ** 2), kernel_size=1, dtype=dtype, device=device),
+ nn.PixelShuffle(patch_size),
+ )
+
+ # --- WEIGHT INIT ---
+ # self.apply(self._init_weights) # General init
+ # nn.init.normal_(self.clip_mapper.weight, std=0.02) # conditionings
+ # nn.init.normal_(self.effnet_mapper[0].weight, std=0.02) # conditionings
+ # nn.init.normal_(self.effnet_mapper[2].weight, std=0.02) # conditionings
+ # nn.init.normal_(self.pixels_mapper[0].weight, std=0.02) # conditionings
+ # nn.init.normal_(self.pixels_mapper[2].weight, std=0.02) # conditionings
+ # torch.nn.init.xavier_uniform_(self.embedding[1].weight, 0.02) # inputs
+ # nn.init.constant_(self.clf[1].weight, 0) # outputs
+ #
+ # # blocks
+ # for level_block in self.down_blocks + self.up_blocks:
+ # for block in level_block:
+ # if isinstance(block, ResBlock) or isinstance(block, FeedForwardBlock):
+ # block.channelwise[-1].weight.data *= np.sqrt(1 / sum(blocks[0]))
+ # elif isinstance(block, TimestepBlock):
+ # for layer in block.modules():
+ # if isinstance(layer, nn.Linear):
+ # nn.init.constant_(layer.weight, 0)
+ #
+ # def _init_weights(self, m):
+ # if isinstance(m, (nn.Conv2d, nn.Linear)):
+ # torch.nn.init.xavier_uniform_(m.weight)
+ # if m.bias is not None:
+ # nn.init.constant_(m.bias, 0)
+
+ def gen_r_embedding(self, r, max_positions=10000):
+ r = r * max_positions
+ half_dim = self.c_r // 2
+ emb = math.log(max_positions) / (half_dim - 1)
+ emb = torch.arange(half_dim, device=r.device).float().mul(-emb).exp()
+ emb = r[:, None] * emb[None, :]
+ emb = torch.cat([emb.sin(), emb.cos()], dim=1)
+ if self.c_r % 2 == 1: # zero pad
+ emb = nn.functional.pad(emb, (0, 1), mode='constant')
+ return emb
+
+ def gen_c_embeddings(self, clip):
+ if len(clip.shape) == 2:
+ clip = clip.unsqueeze(1)
+ clip = self.clip_mapper(clip).view(clip.size(0), clip.size(1) * self.c_clip_seq, -1)
+ clip = self.clip_norm(clip)
+ return clip
+
+ def _down_encode(self, x, r_embed, clip):
+ level_outputs = []
+ block_group = zip(self.down_blocks, self.down_downscalers, self.down_repeat_mappers)
+ for down_block, downscaler, repmap in block_group:
+ x = downscaler(x)
+ for i in range(len(repmap) + 1):
+ for block in down_block:
+ if isinstance(block, ResBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ ResBlock)):
+ x = block(x)
+ elif isinstance(block, AttnBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ AttnBlock)):
+ x = block(x, clip)
+ elif isinstance(block, TimestepBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ TimestepBlock)):
+ x = block(x, r_embed)
+ else:
+ x = block(x)
+ if i < len(repmap):
+ x = repmap[i](x)
+ level_outputs.insert(0, x)
+ return level_outputs
+
+ def _up_decode(self, level_outputs, r_embed, clip):
+ x = level_outputs[0]
+ block_group = zip(self.up_blocks, self.up_upscalers, self.up_repeat_mappers)
+ for i, (up_block, upscaler, repmap) in enumerate(block_group):
+ for j in range(len(repmap) + 1):
+ for k, block in enumerate(up_block):
+ if isinstance(block, ResBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ ResBlock)):
+ skip = level_outputs[i] if k == 0 and i > 0 else None
+ if skip is not None and (x.size(-1) != skip.size(-1) or x.size(-2) != skip.size(-2)):
+ x = torch.nn.functional.interpolate(x, skip.shape[-2:], mode='bilinear',
+ align_corners=True)
+ x = block(x, skip)
+ elif isinstance(block, AttnBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ AttnBlock)):
+ x = block(x, clip)
+ elif isinstance(block, TimestepBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ TimestepBlock)):
+ x = block(x, r_embed)
+ else:
+ x = block(x)
+ if j < len(repmap):
+ x = repmap[j](x)
+ x = upscaler(x)
+ return x
+
+ def forward(self, x, r, effnet, clip, pixels=None, **kwargs):
+ if pixels is None:
+ pixels = x.new_zeros(x.size(0), 3, 8, 8)
+
+ # Process the conditioning embeddings
+ r_embed = self.gen_r_embedding(r).to(dtype=x.dtype)
+ for c in self.t_conds:
+ t_cond = kwargs.get(c, torch.zeros_like(r))
+ r_embed = torch.cat([r_embed, self.gen_r_embedding(t_cond).to(dtype=x.dtype)], dim=1)
+ clip = self.gen_c_embeddings(clip)
+
+ # Model Blocks
+ x = self.embedding(x)
+ x = x + self.effnet_mapper(
+ nn.functional.interpolate(effnet, size=x.shape[-2:], mode='bilinear', align_corners=True))
+ x = x + nn.functional.interpolate(self.pixels_mapper(pixels), size=x.shape[-2:], mode='bilinear',
+ align_corners=True)
+ level_outputs = self._down_encode(x, r_embed, clip)
+ x = self._up_decode(level_outputs, r_embed, clip)
+ return self.clf(x)
+
+ def update_weights_ema(self, src_model, beta=0.999):
+ for self_params, src_params in zip(self.parameters(), src_model.parameters()):
+ self_params.data = self_params.data * beta + src_params.data.clone().to(self_params.device) * (1 - beta)
+ for self_buffers, src_buffers in zip(self.buffers(), src_model.buffers()):
+ self_buffers.data = self_buffers.data * beta + src_buffers.data.clone().to(self_buffers.device) * (1 - beta)
diff --git a/ComfyUI/comfy/ldm/cascade/stage_c.py b/ComfyUI/comfy/ldm/cascade/stage_c.py
new file mode 100644
index 0000000000000000000000000000000000000000..ccf950cfa99ad19d1be623b36ab927d69d570084
--- /dev/null
+++ b/ComfyUI/comfy/ldm/cascade/stage_c.py
@@ -0,0 +1,273 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+
+import torch
+from torch import nn
+import math
+from .common import AttnBlock, LayerNorm2d_op, ResBlock, FeedForwardBlock, TimestepBlock
+# from .controlnet import ControlNetDeliverer
+
+class UpDownBlock2d(nn.Module):
+ def __init__(self, c_in, c_out, mode, enabled=True, dtype=None, device=None, operations=None):
+ super().__init__()
+ assert mode in ['up', 'down']
+ interpolation = nn.Upsample(scale_factor=2 if mode == 'up' else 0.5, mode='bilinear',
+ align_corners=True) if enabled else nn.Identity()
+ mapping = operations.Conv2d(c_in, c_out, kernel_size=1, dtype=dtype, device=device)
+ self.blocks = nn.ModuleList([interpolation, mapping] if mode == 'up' else [mapping, interpolation])
+
+ def forward(self, x):
+ for block in self.blocks:
+ x = block(x)
+ return x
+
+
+class StageC(nn.Module):
+ def __init__(self, c_in=16, c_out=16, c_r=64, patch_size=1, c_cond=2048, c_hidden=[2048, 2048], nhead=[32, 32],
+ blocks=[[8, 24], [24, 8]], block_repeat=[[1, 1], [1, 1]], level_config=['CTA', 'CTA'],
+ c_clip_text=1280, c_clip_text_pooled=1280, c_clip_img=768, c_clip_seq=4, kernel_size=3,
+ dropout=[0.0, 0.0], self_attn=True, t_conds=['sca', 'crp'], switch_level=[False], stable_cascade_stage=None,
+ dtype=None, device=None, operations=None):
+ super().__init__()
+ self.dtype = dtype
+ self.c_r = c_r
+ self.t_conds = t_conds
+ self.c_clip_seq = c_clip_seq
+ if not isinstance(dropout, list):
+ dropout = [dropout] * len(c_hidden)
+ if not isinstance(self_attn, list):
+ self_attn = [self_attn] * len(c_hidden)
+
+ # CONDITIONING
+ self.clip_txt_mapper = operations.Linear(c_clip_text, c_cond, dtype=dtype, device=device)
+ self.clip_txt_pooled_mapper = operations.Linear(c_clip_text_pooled, c_cond * c_clip_seq, dtype=dtype, device=device)
+ self.clip_img_mapper = operations.Linear(c_clip_img, c_cond * c_clip_seq, dtype=dtype, device=device)
+ self.clip_norm = operations.LayerNorm(c_cond, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+
+ self.embedding = nn.Sequential(
+ nn.PixelUnshuffle(patch_size),
+ operations.Conv2d(c_in * (patch_size ** 2), c_hidden[0], kernel_size=1, dtype=dtype, device=device),
+ LayerNorm2d_op(operations)(c_hidden[0], elementwise_affine=False, eps=1e-6)
+ )
+
+ def get_block(block_type, c_hidden, nhead, c_skip=0, dropout=0, self_attn=True):
+ if block_type == 'C':
+ return ResBlock(c_hidden, c_skip, kernel_size=kernel_size, dropout=dropout, dtype=dtype, device=device, operations=operations)
+ elif block_type == 'A':
+ return AttnBlock(c_hidden, c_cond, nhead, self_attn=self_attn, dropout=dropout, dtype=dtype, device=device, operations=operations)
+ elif block_type == 'F':
+ return FeedForwardBlock(c_hidden, dropout=dropout, dtype=dtype, device=device, operations=operations)
+ elif block_type == 'T':
+ return TimestepBlock(c_hidden, c_r, conds=t_conds, dtype=dtype, device=device, operations=operations)
+ else:
+ raise Exception(f'Block type {block_type} not supported')
+
+ # BLOCKS
+ # -- down blocks
+ self.down_blocks = nn.ModuleList()
+ self.down_downscalers = nn.ModuleList()
+ self.down_repeat_mappers = nn.ModuleList()
+ for i in range(len(c_hidden)):
+ if i > 0:
+ self.down_downscalers.append(nn.Sequential(
+ LayerNorm2d_op(operations)(c_hidden[i - 1], elementwise_affine=False, eps=1e-6),
+ UpDownBlock2d(c_hidden[i - 1], c_hidden[i], mode='down', enabled=switch_level[i - 1], dtype=dtype, device=device, operations=operations)
+ ))
+ else:
+ self.down_downscalers.append(nn.Identity())
+ down_block = nn.ModuleList()
+ for _ in range(blocks[0][i]):
+ for block_type in level_config[i]:
+ block = get_block(block_type, c_hidden[i], nhead[i], dropout=dropout[i], self_attn=self_attn[i])
+ down_block.append(block)
+ self.down_blocks.append(down_block)
+ if block_repeat is not None:
+ block_repeat_mappers = nn.ModuleList()
+ for _ in range(block_repeat[0][i] - 1):
+ block_repeat_mappers.append(operations.Conv2d(c_hidden[i], c_hidden[i], kernel_size=1, dtype=dtype, device=device))
+ self.down_repeat_mappers.append(block_repeat_mappers)
+
+ # -- up blocks
+ self.up_blocks = nn.ModuleList()
+ self.up_upscalers = nn.ModuleList()
+ self.up_repeat_mappers = nn.ModuleList()
+ for i in reversed(range(len(c_hidden))):
+ if i > 0:
+ self.up_upscalers.append(nn.Sequential(
+ LayerNorm2d_op(operations)(c_hidden[i], elementwise_affine=False, eps=1e-6),
+ UpDownBlock2d(c_hidden[i], c_hidden[i - 1], mode='up', enabled=switch_level[i - 1], dtype=dtype, device=device, operations=operations)
+ ))
+ else:
+ self.up_upscalers.append(nn.Identity())
+ up_block = nn.ModuleList()
+ for j in range(blocks[1][::-1][i]):
+ for k, block_type in enumerate(level_config[i]):
+ c_skip = c_hidden[i] if i < len(c_hidden) - 1 and j == k == 0 else 0
+ block = get_block(block_type, c_hidden[i], nhead[i], c_skip=c_skip, dropout=dropout[i],
+ self_attn=self_attn[i])
+ up_block.append(block)
+ self.up_blocks.append(up_block)
+ if block_repeat is not None:
+ block_repeat_mappers = nn.ModuleList()
+ for _ in range(block_repeat[1][::-1][i] - 1):
+ block_repeat_mappers.append(operations.Conv2d(c_hidden[i], c_hidden[i], kernel_size=1, dtype=dtype, device=device))
+ self.up_repeat_mappers.append(block_repeat_mappers)
+
+ # OUTPUT
+ self.clf = nn.Sequential(
+ LayerNorm2d_op(operations)(c_hidden[0], elementwise_affine=False, eps=1e-6, dtype=dtype, device=device),
+ operations.Conv2d(c_hidden[0], c_out * (patch_size ** 2), kernel_size=1, dtype=dtype, device=device),
+ nn.PixelShuffle(patch_size),
+ )
+
+ # --- WEIGHT INIT ---
+ # self.apply(self._init_weights) # General init
+ # nn.init.normal_(self.clip_txt_mapper.weight, std=0.02) # conditionings
+ # nn.init.normal_(self.clip_txt_pooled_mapper.weight, std=0.02) # conditionings
+ # nn.init.normal_(self.clip_img_mapper.weight, std=0.02) # conditionings
+ # torch.nn.init.xavier_uniform_(self.embedding[1].weight, 0.02) # inputs
+ # nn.init.constant_(self.clf[1].weight, 0) # outputs
+ #
+ # # blocks
+ # for level_block in self.down_blocks + self.up_blocks:
+ # for block in level_block:
+ # if isinstance(block, ResBlock) or isinstance(block, FeedForwardBlock):
+ # block.channelwise[-1].weight.data *= np.sqrt(1 / sum(blocks[0]))
+ # elif isinstance(block, TimestepBlock):
+ # for layer in block.modules():
+ # if isinstance(layer, nn.Linear):
+ # nn.init.constant_(layer.weight, 0)
+ #
+ # def _init_weights(self, m):
+ # if isinstance(m, (nn.Conv2d, nn.Linear)):
+ # torch.nn.init.xavier_uniform_(m.weight)
+ # if m.bias is not None:
+ # nn.init.constant_(m.bias, 0)
+
+ def gen_r_embedding(self, r, max_positions=10000):
+ r = r * max_positions
+ half_dim = self.c_r // 2
+ emb = math.log(max_positions) / (half_dim - 1)
+ emb = torch.arange(half_dim, device=r.device).float().mul(-emb).exp()
+ emb = r[:, None] * emb[None, :]
+ emb = torch.cat([emb.sin(), emb.cos()], dim=1)
+ if self.c_r % 2 == 1: # zero pad
+ emb = nn.functional.pad(emb, (0, 1), mode='constant')
+ return emb
+
+ def gen_c_embeddings(self, clip_txt, clip_txt_pooled, clip_img):
+ clip_txt = self.clip_txt_mapper(clip_txt)
+ if len(clip_txt_pooled.shape) == 2:
+ clip_txt_pooled = clip_txt_pooled.unsqueeze(1)
+ if len(clip_img.shape) == 2:
+ clip_img = clip_img.unsqueeze(1)
+ clip_txt_pool = self.clip_txt_pooled_mapper(clip_txt_pooled).view(clip_txt_pooled.size(0), clip_txt_pooled.size(1) * self.c_clip_seq, -1)
+ clip_img = self.clip_img_mapper(clip_img).view(clip_img.size(0), clip_img.size(1) * self.c_clip_seq, -1)
+ clip = torch.cat([clip_txt, clip_txt_pool, clip_img], dim=1)
+ clip = self.clip_norm(clip)
+ return clip
+
+ def _down_encode(self, x, r_embed, clip, cnet=None):
+ level_outputs = []
+ block_group = zip(self.down_blocks, self.down_downscalers, self.down_repeat_mappers)
+ for down_block, downscaler, repmap in block_group:
+ x = downscaler(x)
+ for i in range(len(repmap) + 1):
+ for block in down_block:
+ if isinstance(block, ResBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ ResBlock)):
+ if cnet is not None:
+ next_cnet = cnet.pop()
+ if next_cnet is not None:
+ x = x + nn.functional.interpolate(next_cnet, size=x.shape[-2:], mode='bilinear',
+ align_corners=True).to(x.dtype)
+ x = block(x)
+ elif isinstance(block, AttnBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ AttnBlock)):
+ x = block(x, clip)
+ elif isinstance(block, TimestepBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ TimestepBlock)):
+ x = block(x, r_embed)
+ else:
+ x = block(x)
+ if i < len(repmap):
+ x = repmap[i](x)
+ level_outputs.insert(0, x)
+ return level_outputs
+
+ def _up_decode(self, level_outputs, r_embed, clip, cnet=None):
+ x = level_outputs[0]
+ block_group = zip(self.up_blocks, self.up_upscalers, self.up_repeat_mappers)
+ for i, (up_block, upscaler, repmap) in enumerate(block_group):
+ for j in range(len(repmap) + 1):
+ for k, block in enumerate(up_block):
+ if isinstance(block, ResBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ ResBlock)):
+ skip = level_outputs[i] if k == 0 and i > 0 else None
+ if skip is not None and (x.size(-1) != skip.size(-1) or x.size(-2) != skip.size(-2)):
+ x = torch.nn.functional.interpolate(x, skip.shape[-2:], mode='bilinear',
+ align_corners=True)
+ if cnet is not None:
+ next_cnet = cnet.pop()
+ if next_cnet is not None:
+ x = x + nn.functional.interpolate(next_cnet, size=x.shape[-2:], mode='bilinear',
+ align_corners=True).to(x.dtype)
+ x = block(x, skip)
+ elif isinstance(block, AttnBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ AttnBlock)):
+ x = block(x, clip)
+ elif isinstance(block, TimestepBlock) or (
+ hasattr(block, '_fsdp_wrapped_module') and isinstance(block._fsdp_wrapped_module,
+ TimestepBlock)):
+ x = block(x, r_embed)
+ else:
+ x = block(x)
+ if j < len(repmap):
+ x = repmap[j](x)
+ x = upscaler(x)
+ return x
+
+ def forward(self, x, r, clip_text, clip_text_pooled, clip_img, control=None, **kwargs):
+ # Process the conditioning embeddings
+ r_embed = self.gen_r_embedding(r).to(dtype=x.dtype)
+ for c in self.t_conds:
+ t_cond = kwargs.get(c, torch.zeros_like(r))
+ r_embed = torch.cat([r_embed, self.gen_r_embedding(t_cond).to(dtype=x.dtype)], dim=1)
+ clip = self.gen_c_embeddings(clip_text, clip_text_pooled, clip_img)
+
+ if control is not None:
+ cnet = control.get("input")
+ else:
+ cnet = None
+
+ # Model Blocks
+ x = self.embedding(x)
+ level_outputs = self._down_encode(x, r_embed, clip, cnet)
+ x = self._up_decode(level_outputs, r_embed, clip, cnet)
+ return self.clf(x)
+
+ def update_weights_ema(self, src_model, beta=0.999):
+ for self_params, src_params in zip(self.parameters(), src_model.parameters()):
+ self_params.data = self_params.data * beta + src_params.data.clone().to(self_params.device) * (1 - beta)
+ for self_buffers, src_buffers in zip(self.buffers(), src_model.buffers()):
+ self_buffers.data = self_buffers.data * beta + src_buffers.data.clone().to(self_buffers.device) * (1 - beta)
diff --git a/ComfyUI/comfy/ldm/cascade/stage_c_coder.py b/ComfyUI/comfy/ldm/cascade/stage_c_coder.py
new file mode 100644
index 0000000000000000000000000000000000000000..dd1b2671a8c47e67d5995d6cd74fea3779dcf4c4
--- /dev/null
+++ b/ComfyUI/comfy/ldm/cascade/stage_c_coder.py
@@ -0,0 +1,95 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+import torch
+import torchvision
+from torch import nn
+
+
+# EfficientNet
+class EfficientNetEncoder(nn.Module):
+ def __init__(self, c_latent=16):
+ super().__init__()
+ self.backbone = torchvision.models.efficientnet_v2_s().features.eval()
+ self.mapper = nn.Sequential(
+ nn.Conv2d(1280, c_latent, kernel_size=1, bias=False),
+ nn.BatchNorm2d(c_latent, affine=False), # then normalize them to have mean 0 and std 1
+ )
+ self.mean = nn.Parameter(torch.tensor([0.485, 0.456, 0.406]))
+ self.std = nn.Parameter(torch.tensor([0.229, 0.224, 0.225]))
+
+ def forward(self, x):
+ x = x * 0.5 + 0.5
+ x = (x - self.mean.view([3,1,1])) / self.std.view([3,1,1])
+ o = self.mapper(self.backbone(x))
+ return o
+
+
+# Fast Decoder for Stage C latents. E.g. 16 x 24 x 24 -> 3 x 192 x 192
+class Previewer(nn.Module):
+ def __init__(self, c_in=16, c_hidden=512, c_out=3):
+ super().__init__()
+ self.blocks = nn.Sequential(
+ nn.Conv2d(c_in, c_hidden, kernel_size=1), # 16 channels to 512 channels
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden),
+
+ nn.Conv2d(c_hidden, c_hidden, kernel_size=3, padding=1),
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden),
+
+ nn.ConvTranspose2d(c_hidden, c_hidden // 2, kernel_size=2, stride=2), # 16 -> 32
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden // 2),
+
+ nn.Conv2d(c_hidden // 2, c_hidden // 2, kernel_size=3, padding=1),
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden // 2),
+
+ nn.ConvTranspose2d(c_hidden // 2, c_hidden // 4, kernel_size=2, stride=2), # 32 -> 64
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden // 4),
+
+ nn.Conv2d(c_hidden // 4, c_hidden // 4, kernel_size=3, padding=1),
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden // 4),
+
+ nn.ConvTranspose2d(c_hidden // 4, c_hidden // 4, kernel_size=2, stride=2), # 64 -> 128
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden // 4),
+
+ nn.Conv2d(c_hidden // 4, c_hidden // 4, kernel_size=3, padding=1),
+ nn.GELU(),
+ nn.BatchNorm2d(c_hidden // 4),
+
+ nn.Conv2d(c_hidden // 4, c_out, kernel_size=1),
+ )
+
+ def forward(self, x):
+ return (self.blocks(x) - 0.5) * 2.0
+
+class StageC_coder(nn.Module):
+ def __init__(self):
+ super().__init__()
+ self.previewer = Previewer()
+ self.encoder = EfficientNetEncoder()
+
+ def encode(self, x):
+ return self.encoder(x)
+
+ def decode(self, x):
+ return self.previewer(x)
diff --git a/ComfyUI/comfy/ldm/models/__pycache__/autoencoder.cpython-310.pyc b/ComfyUI/comfy/ldm/models/__pycache__/autoencoder.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b66108f81b0f81015e4bf6ba1c365b05b0ee2fbc
Binary files /dev/null and b/ComfyUI/comfy/ldm/models/__pycache__/autoencoder.cpython-310.pyc differ
diff --git a/ComfyUI/comfy/ldm/models/autoencoder.py b/ComfyUI/comfy/ldm/models/autoencoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..e8e9f1dcb94de914ef2e5dafa52d9cac565a9ef8
--- /dev/null
+++ b/ComfyUI/comfy/ldm/models/autoencoder.py
@@ -0,0 +1,226 @@
+import torch
+from contextlib import contextmanager
+from typing import Any, Dict, List, Optional, Tuple, Union
+
+from comfy.ldm.modules.distributions.distributions import DiagonalGaussianDistribution
+
+from comfy.ldm.util import instantiate_from_config
+from comfy.ldm.modules.ema import LitEma
+import comfy.ops
+
+class DiagonalGaussianRegularizer(torch.nn.Module):
+ def __init__(self, sample: bool = True):
+ super().__init__()
+ self.sample = sample
+
+ def get_trainable_parameters(self) -> Any:
+ yield from ()
+
+ def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]:
+ log = dict()
+ posterior = DiagonalGaussianDistribution(z)
+ if self.sample:
+ z = posterior.sample()
+ else:
+ z = posterior.mode()
+ kl_loss = posterior.kl()
+ kl_loss = torch.sum(kl_loss) / kl_loss.shape[0]
+ log["kl_loss"] = kl_loss
+ return z, log
+
+
+class AbstractAutoencoder(torch.nn.Module):
+ """
+ This is the base class for all autoencoders, including image autoencoders, image autoencoders with discriminators,
+ unCLIP models, etc. Hence, it is fairly general, and specific features
+ (e.g. discriminator training, encoding, decoding) must be implemented in subclasses.
+ """
+
+ def __init__(
+ self,
+ ema_decay: Union[None, float] = None,
+ monitor: Union[None, str] = None,
+ input_key: str = "jpg",
+ **kwargs,
+ ):
+ super().__init__()
+
+ self.input_key = input_key
+ self.use_ema = ema_decay is not None
+ if monitor is not None:
+ self.monitor = monitor
+
+ if self.use_ema:
+ self.model_ema = LitEma(self, decay=ema_decay)
+ logpy.info(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.")
+
+ def get_input(self, batch) -> Any:
+ raise NotImplementedError()
+
+ def on_train_batch_end(self, *args, **kwargs):
+ # for EMA computation
+ if self.use_ema:
+ self.model_ema(self)
+
+ @contextmanager
+ def ema_scope(self, context=None):
+ if self.use_ema:
+ self.model_ema.store(self.parameters())
+ self.model_ema.copy_to(self)
+ if context is not None:
+ logpy.info(f"{context}: Switched to EMA weights")
+ try:
+ yield None
+ finally:
+ if self.use_ema:
+ self.model_ema.restore(self.parameters())
+ if context is not None:
+ logpy.info(f"{context}: Restored training weights")
+
+ def encode(self, *args, **kwargs) -> torch.Tensor:
+ raise NotImplementedError("encode()-method of abstract base class called")
+
+ def decode(self, *args, **kwargs) -> torch.Tensor:
+ raise NotImplementedError("decode()-method of abstract base class called")
+
+ def instantiate_optimizer_from_config(self, params, lr, cfg):
+ logpy.info(f"loading >>> {cfg['target']} <<< optimizer from config")
+ return get_obj_from_str(cfg["target"])(
+ params, lr=lr, **cfg.get("params", dict())
+ )
+
+ def configure_optimizers(self) -> Any:
+ raise NotImplementedError()
+
+
+class AutoencodingEngine(AbstractAutoencoder):
+ """
+ Base class for all image autoencoders that we train, like VQGAN or AutoencoderKL
+ (we also restore them explicitly as special cases for legacy reasons).
+ Regularizations such as KL or VQ are moved to the regularizer class.
+ """
+
+ def __init__(
+ self,
+ *args,
+ encoder_config: Dict,
+ decoder_config: Dict,
+ regularizer_config: Dict,
+ **kwargs,
+ ):
+ super().__init__(*args, **kwargs)
+
+ self.encoder: torch.nn.Module = instantiate_from_config(encoder_config)
+ self.decoder: torch.nn.Module = instantiate_from_config(decoder_config)
+ self.regularization: AbstractRegularizer = instantiate_from_config(
+ regularizer_config
+ )
+
+ def get_last_layer(self):
+ return self.decoder.get_last_layer()
+
+ def encode(
+ self,
+ x: torch.Tensor,
+ return_reg_log: bool = False,
+ unregularized: bool = False,
+ ) -> Union[torch.Tensor, Tuple[torch.Tensor, dict]]:
+ z = self.encoder(x)
+ if unregularized:
+ return z, dict()
+ z, reg_log = self.regularization(z)
+ if return_reg_log:
+ return z, reg_log
+ return z
+
+ def decode(self, z: torch.Tensor, **kwargs) -> torch.Tensor:
+ x = self.decoder(z, **kwargs)
+ return x
+
+ def forward(
+ self, x: torch.Tensor, **additional_decode_kwargs
+ ) -> Tuple[torch.Tensor, torch.Tensor, dict]:
+ z, reg_log = self.encode(x, return_reg_log=True)
+ dec = self.decode(z, **additional_decode_kwargs)
+ return z, dec, reg_log
+
+
+class AutoencodingEngineLegacy(AutoencodingEngine):
+ def __init__(self, embed_dim: int, **kwargs):
+ self.max_batch_size = kwargs.pop("max_batch_size", None)
+ ddconfig = kwargs.pop("ddconfig")
+ super().__init__(
+ encoder_config={
+ "target": "comfy.ldm.modules.diffusionmodules.model.Encoder",
+ "params": ddconfig,
+ },
+ decoder_config={
+ "target": "comfy.ldm.modules.diffusionmodules.model.Decoder",
+ "params": ddconfig,
+ },
+ **kwargs,
+ )
+ self.quant_conv = comfy.ops.disable_weight_init.Conv2d(
+ (1 + ddconfig["double_z"]) * ddconfig["z_channels"],
+ (1 + ddconfig["double_z"]) * embed_dim,
+ 1,
+ )
+ self.post_quant_conv = comfy.ops.disable_weight_init.Conv2d(embed_dim, ddconfig["z_channels"], 1)
+ self.embed_dim = embed_dim
+
+ def get_autoencoder_params(self) -> list:
+ params = super().get_autoencoder_params()
+ return params
+
+ def encode(
+ self, x: torch.Tensor, return_reg_log: bool = False
+ ) -> Union[torch.Tensor, Tuple[torch.Tensor, dict]]:
+ if self.max_batch_size is None:
+ z = self.encoder(x)
+ z = self.quant_conv(z)
+ else:
+ N = x.shape[0]
+ bs = self.max_batch_size
+ n_batches = int(math.ceil(N / bs))
+ z = list()
+ for i_batch in range(n_batches):
+ z_batch = self.encoder(x[i_batch * bs : (i_batch + 1) * bs])
+ z_batch = self.quant_conv(z_batch)
+ z.append(z_batch)
+ z = torch.cat(z, 0)
+
+ z, reg_log = self.regularization(z)
+ if return_reg_log:
+ return z, reg_log
+ return z
+
+ def decode(self, z: torch.Tensor, **decoder_kwargs) -> torch.Tensor:
+ if self.max_batch_size is None:
+ dec = self.post_quant_conv(z)
+ dec = self.decoder(dec, **decoder_kwargs)
+ else:
+ N = z.shape[0]
+ bs = self.max_batch_size
+ n_batches = int(math.ceil(N / bs))
+ dec = list()
+ for i_batch in range(n_batches):
+ dec_batch = self.post_quant_conv(z[i_batch * bs : (i_batch + 1) * bs])
+ dec_batch = self.decoder(dec_batch, **decoder_kwargs)
+ dec.append(dec_batch)
+ dec = torch.cat(dec, 0)
+
+ return dec
+
+
+class AutoencoderKL(AutoencodingEngineLegacy):
+ def __init__(self, **kwargs):
+ if "lossconfig" in kwargs:
+ kwargs["loss_config"] = kwargs.pop("lossconfig")
+ super().__init__(
+ regularizer_config={
+ "target": (
+ "comfy.ldm.models.autoencoder.DiagonalGaussianRegularizer"
+ )
+ },
+ **kwargs,
+ )
diff --git a/ComfyUI/comfy/ldm/modules/__pycache__/attention.cpython-310.pyc b/ComfyUI/comfy/ldm/modules/__pycache__/attention.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/modules/__pycache__/ema.cpython-310.pyc b/ComfyUI/comfy/ldm/modules/__pycache__/ema.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/modules/__pycache__/sub_quadratic_attention.cpython-310.pyc b/ComfyUI/comfy/ldm/modules/__pycache__/sub_quadratic_attention.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/modules/attention.py b/ComfyUI/comfy/ldm/modules/attention.py
new file mode 100644
index 0000000000000000000000000000000000000000..b2d06bd9371dfc0f7206f8ce11d273f92b3f7d50
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/attention.py
@@ -0,0 +1,865 @@
+import math
+import torch
+import torch.nn.functional as F
+from torch import nn, einsum
+from einops import rearrange, repeat
+from typing import Optional
+import logging
+
+from .diffusionmodules.util import AlphaBlender, timestep_embedding
+from .sub_quadratic_attention import efficient_dot_product_attention
+
+from comfy import model_management
+
+if model_management.xformers_enabled():
+ import xformers
+ import xformers.ops
+
+from comfy.cli_args import args
+import comfy.ops
+ops = comfy.ops.disable_weight_init
+
+FORCE_UPCAST_ATTENTION_DTYPE = model_management.force_upcast_attention_dtype()
+
+def get_attn_precision(attn_precision):
+ if args.dont_upcast_attention:
+ return None
+ if FORCE_UPCAST_ATTENTION_DTYPE is not None:
+ return FORCE_UPCAST_ATTENTION_DTYPE
+ return attn_precision
+
+def exists(val):
+ return val is not None
+
+
+def uniq(arr):
+ return{el: True for el in arr}.keys()
+
+
+def default(val, d):
+ if exists(val):
+ return val
+ return d
+
+
+def max_neg_value(t):
+ return -torch.finfo(t.dtype).max
+
+
+def init_(tensor):
+ dim = tensor.shape[-1]
+ std = 1 / math.sqrt(dim)
+ tensor.uniform_(-std, std)
+ return tensor
+
+
+# feedforward
+class GEGLU(nn.Module):
+ def __init__(self, dim_in, dim_out, dtype=None, device=None, operations=ops):
+ super().__init__()
+ self.proj = operations.Linear(dim_in, dim_out * 2, dtype=dtype, device=device)
+
+ def forward(self, x):
+ x, gate = self.proj(x).chunk(2, dim=-1)
+ return x * F.gelu(gate)
+
+
+class FeedForward(nn.Module):
+ def __init__(self, dim, dim_out=None, mult=4, glu=False, dropout=0., dtype=None, device=None, operations=ops):
+ super().__init__()
+ inner_dim = int(dim * mult)
+ dim_out = default(dim_out, dim)
+ project_in = nn.Sequential(
+ operations.Linear(dim, inner_dim, dtype=dtype, device=device),
+ nn.GELU()
+ ) if not glu else GEGLU(dim, inner_dim, dtype=dtype, device=device, operations=operations)
+
+ self.net = nn.Sequential(
+ project_in,
+ nn.Dropout(dropout),
+ operations.Linear(inner_dim, dim_out, dtype=dtype, device=device)
+ )
+
+ def forward(self, x):
+ return self.net(x)
+
+def Normalize(in_channels, dtype=None, device=None):
+ return torch.nn.GroupNorm(num_groups=32, num_channels=in_channels, eps=1e-6, affine=True, dtype=dtype, device=device)
+
+def attention_basic(q, k, v, heads, mask=None, attn_precision=None, skip_reshape=False):
+ attn_precision = get_attn_precision(attn_precision)
+
+ if skip_reshape:
+ b, _, _, dim_head = q.shape
+ else:
+ b, _, dim_head = q.shape
+ dim_head //= heads
+
+ scale = dim_head ** -0.5
+
+ h = heads
+ if skip_reshape:
+ q, k, v = map(
+ lambda t: t.reshape(b * heads, -1, dim_head),
+ (q, k, v),
+ )
+ else:
+ q, k, v = map(
+ lambda t: t.unsqueeze(3)
+ .reshape(b, -1, heads, dim_head)
+ .permute(0, 2, 1, 3)
+ .reshape(b * heads, -1, dim_head)
+ .contiguous(),
+ (q, k, v),
+ )
+
+ # force cast to fp32 to avoid overflowing
+ if attn_precision == torch.float32:
+ sim = einsum('b i d, b j d -> b i j', q.float(), k.float()) * scale
+ else:
+ sim = einsum('b i d, b j d -> b i j', q, k) * scale
+
+ del q, k
+
+ if exists(mask):
+ if mask.dtype == torch.bool:
+ mask = rearrange(mask, 'b ... -> b (...)') #TODO: check if this bool part matches pytorch attention
+ max_neg_value = -torch.finfo(sim.dtype).max
+ mask = repeat(mask, 'b j -> (b h) () j', h=h)
+ sim.masked_fill_(~mask, max_neg_value)
+ else:
+ if len(mask.shape) == 2:
+ bs = 1
+ else:
+ bs = mask.shape[0]
+ mask = mask.reshape(bs, -1, mask.shape[-2], mask.shape[-1]).expand(b, heads, -1, -1).reshape(-1, mask.shape[-2], mask.shape[-1])
+ sim.add_(mask)
+
+ # attention, what we cannot get enough of
+ sim = sim.softmax(dim=-1)
+
+ out = einsum('b i j, b j d -> b i d', sim.to(v.dtype), v)
+ out = (
+ out.unsqueeze(0)
+ .reshape(b, heads, -1, dim_head)
+ .permute(0, 2, 1, 3)
+ .reshape(b, -1, heads * dim_head)
+ )
+ return out
+
+
+def attention_sub_quad(query, key, value, heads, mask=None, attn_precision=None, skip_reshape=False):
+ attn_precision = get_attn_precision(attn_precision)
+
+ if skip_reshape:
+ b, _, _, dim_head = query.shape
+ else:
+ b, _, dim_head = query.shape
+ dim_head //= heads
+
+ scale = dim_head ** -0.5
+
+ if skip_reshape:
+ query = query.reshape(b * heads, -1, dim_head)
+ value = value.reshape(b * heads, -1, dim_head)
+ key = key.reshape(b * heads, -1, dim_head).movedim(1, 2)
+ else:
+ query = query.unsqueeze(3).reshape(b, -1, heads, dim_head).permute(0, 2, 1, 3).reshape(b * heads, -1, dim_head)
+ value = value.unsqueeze(3).reshape(b, -1, heads, dim_head).permute(0, 2, 1, 3).reshape(b * heads, -1, dim_head)
+ key = key.unsqueeze(3).reshape(b, -1, heads, dim_head).permute(0, 2, 3, 1).reshape(b * heads, dim_head, -1)
+
+
+ dtype = query.dtype
+ upcast_attention = attn_precision == torch.float32 and query.dtype != torch.float32
+ if upcast_attention:
+ bytes_per_token = torch.finfo(torch.float32).bits//8
+ else:
+ bytes_per_token = torch.finfo(query.dtype).bits//8
+ batch_x_heads, q_tokens, _ = query.shape
+ _, _, k_tokens = key.shape
+ qk_matmul_size_bytes = batch_x_heads * bytes_per_token * q_tokens * k_tokens
+
+ mem_free_total, mem_free_torch = model_management.get_free_memory(query.device, True)
+
+ kv_chunk_size_min = None
+ kv_chunk_size = None
+ query_chunk_size = None
+
+ for x in [4096, 2048, 1024, 512, 256]:
+ count = mem_free_total / (batch_x_heads * bytes_per_token * x * 4.0)
+ if count >= k_tokens:
+ kv_chunk_size = k_tokens
+ query_chunk_size = x
+ break
+
+ if query_chunk_size is None:
+ query_chunk_size = 512
+
+ if mask is not None:
+ if len(mask.shape) == 2:
+ bs = 1
+ else:
+ bs = mask.shape[0]
+ mask = mask.reshape(bs, -1, mask.shape[-2], mask.shape[-1]).expand(b, heads, -1, -1).reshape(-1, mask.shape[-2], mask.shape[-1])
+
+ hidden_states = efficient_dot_product_attention(
+ query,
+ key,
+ value,
+ query_chunk_size=query_chunk_size,
+ kv_chunk_size=kv_chunk_size,
+ kv_chunk_size_min=kv_chunk_size_min,
+ use_checkpoint=False,
+ upcast_attention=upcast_attention,
+ mask=mask,
+ )
+
+ hidden_states = hidden_states.to(dtype)
+
+ hidden_states = hidden_states.unflatten(0, (-1, heads)).transpose(1,2).flatten(start_dim=2)
+ return hidden_states
+
+def attention_split(q, k, v, heads, mask=None, attn_precision=None, skip_reshape=False):
+ attn_precision = get_attn_precision(attn_precision)
+
+ if skip_reshape:
+ b, _, _, dim_head = q.shape
+ else:
+ b, _, dim_head = q.shape
+ dim_head //= heads
+
+ scale = dim_head ** -0.5
+
+ h = heads
+ if skip_reshape:
+ q, k, v = map(
+ lambda t: t.reshape(b * heads, -1, dim_head),
+ (q, k, v),
+ )
+ else:
+ q, k, v = map(
+ lambda t: t.unsqueeze(3)
+ .reshape(b, -1, heads, dim_head)
+ .permute(0, 2, 1, 3)
+ .reshape(b * heads, -1, dim_head)
+ .contiguous(),
+ (q, k, v),
+ )
+
+ r1 = torch.zeros(q.shape[0], q.shape[1], v.shape[2], device=q.device, dtype=q.dtype)
+
+ mem_free_total = model_management.get_free_memory(q.device)
+
+ if attn_precision == torch.float32:
+ element_size = 4
+ upcast = True
+ else:
+ element_size = q.element_size()
+ upcast = False
+
+ gb = 1024 ** 3
+ tensor_size = q.shape[0] * q.shape[1] * k.shape[1] * element_size
+ modifier = 3
+ mem_required = tensor_size * modifier
+ steps = 1
+
+
+ if mem_required > mem_free_total:
+ steps = 2**(math.ceil(math.log(mem_required / mem_free_total, 2)))
+ # print(f"Expected tensor size:{tensor_size/gb:0.1f}GB, cuda free:{mem_free_cuda/gb:0.1f}GB "
+ # f"torch free:{mem_free_torch/gb:0.1f} total:{mem_free_total/gb:0.1f} steps:{steps}")
+
+ if steps > 64:
+ max_res = math.floor(math.sqrt(math.sqrt(mem_free_total / 2.5)) / 8) * 64
+ raise RuntimeError(f'Not enough memory, use lower resolution (max approx. {max_res}x{max_res}). '
+ f'Need: {mem_required/64/gb:0.1f}GB free, Have:{mem_free_total/gb:0.1f}GB free')
+
+ if mask is not None:
+ if len(mask.shape) == 2:
+ bs = 1
+ else:
+ bs = mask.shape[0]
+ mask = mask.reshape(bs, -1, mask.shape[-2], mask.shape[-1]).expand(b, heads, -1, -1).reshape(-1, mask.shape[-2], mask.shape[-1])
+
+ # print("steps", steps, mem_required, mem_free_total, modifier, q.element_size(), tensor_size)
+ first_op_done = False
+ cleared_cache = False
+ while True:
+ try:
+ slice_size = q.shape[1] // steps if (q.shape[1] % steps) == 0 else q.shape[1]
+ for i in range(0, q.shape[1], slice_size):
+ end = i + slice_size
+ if upcast:
+ with torch.autocast(enabled=False, device_type = 'cuda'):
+ s1 = einsum('b i d, b j d -> b i j', q[:, i:end].float(), k.float()) * scale
+ else:
+ s1 = einsum('b i d, b j d -> b i j', q[:, i:end], k) * scale
+
+ if mask is not None:
+ if len(mask.shape) == 2:
+ s1 += mask[i:end]
+ else:
+ s1 += mask[:, i:end]
+
+ s2 = s1.softmax(dim=-1).to(v.dtype)
+ del s1
+ first_op_done = True
+
+ r1[:, i:end] = einsum('b i j, b j d -> b i d', s2, v)
+ del s2
+ break
+ except model_management.OOM_EXCEPTION as e:
+ if first_op_done == False:
+ model_management.soft_empty_cache(True)
+ if cleared_cache == False:
+ cleared_cache = True
+ logging.warning("out of memory error, emptying cache and trying again")
+ continue
+ steps *= 2
+ if steps > 64:
+ raise e
+ logging.warning("out of memory error, increasing steps and trying again {}".format(steps))
+ else:
+ raise e
+
+ del q, k, v
+
+ r1 = (
+ r1.unsqueeze(0)
+ .reshape(b, heads, -1, dim_head)
+ .permute(0, 2, 1, 3)
+ .reshape(b, -1, heads * dim_head)
+ )
+ return r1
+
+BROKEN_XFORMERS = False
+try:
+ x_vers = xformers.__version__
+ # XFormers bug confirmed on all versions from 0.0.21 to 0.0.26 (q with bs bigger than 65535 gives CUDA error)
+ BROKEN_XFORMERS = x_vers.startswith("0.0.2") and not x_vers.startswith("0.0.20")
+except:
+ pass
+
+def attention_xformers(q, k, v, heads, mask=None, attn_precision=None, skip_reshape=False):
+ if skip_reshape:
+ b, _, _, dim_head = q.shape
+ else:
+ b, _, dim_head = q.shape
+ dim_head //= heads
+
+ disabled_xformers = False
+
+ if BROKEN_XFORMERS:
+ if b * heads > 65535:
+ disabled_xformers = True
+
+ if not disabled_xformers:
+ if torch.jit.is_tracing() or torch.jit.is_scripting():
+ disabled_xformers = True
+
+ if disabled_xformers:
+ return attention_pytorch(q, k, v, heads, mask)
+
+ if skip_reshape:
+ q, k, v = map(
+ lambda t: t.reshape(b * heads, -1, dim_head),
+ (q, k, v),
+ )
+ else:
+ q, k, v = map(
+ lambda t: t.reshape(b, -1, heads, dim_head),
+ (q, k, v),
+ )
+
+ if mask is not None:
+ pad = 8 - q.shape[1] % 8
+ mask_out = torch.empty([q.shape[0], q.shape[1], q.shape[1] + pad], dtype=q.dtype, device=q.device)
+ mask_out[:, :, :mask.shape[-1]] = mask
+ mask = mask_out[:, :, :mask.shape[-1]]
+
+ out = xformers.ops.memory_efficient_attention(q, k, v, attn_bias=mask)
+
+ if skip_reshape:
+ out = (
+ out.unsqueeze(0)
+ .reshape(b, heads, -1, dim_head)
+ .permute(0, 2, 1, 3)
+ .reshape(b, -1, heads * dim_head)
+ )
+ else:
+ out = (
+ out.reshape(b, -1, heads * dim_head)
+ )
+
+ return out
+
+def attention_pytorch(q, k, v, heads, mask=None, attn_precision=None, skip_reshape=False):
+ if skip_reshape:
+ b, _, _, dim_head = q.shape
+ else:
+ b, _, dim_head = q.shape
+ dim_head //= heads
+ q, k, v = map(
+ lambda t: t.view(b, -1, heads, dim_head).transpose(1, 2),
+ (q, k, v),
+ )
+
+ out = torch.nn.functional.scaled_dot_product_attention(q, k, v, attn_mask=mask, dropout_p=0.0, is_causal=False)
+ out = (
+ out.transpose(1, 2).reshape(b, -1, heads * dim_head)
+ )
+ return out
+
+
+optimized_attention = attention_basic
+
+if model_management.xformers_enabled():
+ logging.info("Using xformers cross attention")
+ optimized_attention = attention_xformers
+elif model_management.pytorch_attention_enabled():
+ logging.info("Using pytorch cross attention")
+ optimized_attention = attention_pytorch
+else:
+ if args.use_split_cross_attention:
+ logging.info("Using split optimization for cross attention")
+ optimized_attention = attention_split
+ else:
+ logging.info("Using sub quadratic optimization for cross attention, if you have memory or speed issues try using: --use-split-cross-attention")
+ optimized_attention = attention_sub_quad
+
+optimized_attention_masked = optimized_attention
+
+def optimized_attention_for_device(device, mask=False, small_input=False):
+ if small_input:
+ if model_management.pytorch_attention_enabled():
+ return attention_pytorch #TODO: need to confirm but this is probably slightly faster for small inputs in all cases
+ else:
+ return attention_basic
+
+ if device == torch.device("cpu"):
+ return attention_sub_quad
+
+ if mask:
+ return optimized_attention_masked
+
+ return optimized_attention
+
+
+class CrossAttention(nn.Module):
+ def __init__(self, query_dim, context_dim=None, heads=8, dim_head=64, dropout=0., attn_precision=None, dtype=None, device=None, operations=ops):
+ super().__init__()
+ inner_dim = dim_head * heads
+ context_dim = default(context_dim, query_dim)
+ self.attn_precision = attn_precision
+
+ self.heads = heads
+ self.dim_head = dim_head
+
+ self.to_q = operations.Linear(query_dim, inner_dim, bias=False, dtype=dtype, device=device)
+ self.to_k = operations.Linear(context_dim, inner_dim, bias=False, dtype=dtype, device=device)
+ self.to_v = operations.Linear(context_dim, inner_dim, bias=False, dtype=dtype, device=device)
+
+ self.to_out = nn.Sequential(operations.Linear(inner_dim, query_dim, dtype=dtype, device=device), nn.Dropout(dropout))
+
+ def forward(self, x, context=None, value=None, mask=None):
+ q = self.to_q(x)
+ context = default(context, x)
+ k = self.to_k(context)
+ if value is not None:
+ v = self.to_v(value)
+ del value
+ else:
+ v = self.to_v(context)
+
+ if mask is None:
+ out = optimized_attention(q, k, v, self.heads, attn_precision=self.attn_precision)
+ else:
+ out = optimized_attention_masked(q, k, v, self.heads, mask, attn_precision=self.attn_precision)
+ return self.to_out(out)
+
+
+class BasicTransformerBlock(nn.Module):
+ def __init__(self, dim, n_heads, d_head, dropout=0., context_dim=None, gated_ff=True, checkpoint=True, ff_in=False, inner_dim=None,
+ disable_self_attn=False, disable_temporal_crossattention=False, switch_temporal_ca_to_sa=False, attn_precision=None, dtype=None, device=None, operations=ops):
+ super().__init__()
+
+ self.ff_in = ff_in or inner_dim is not None
+ if inner_dim is None:
+ inner_dim = dim
+
+ self.is_res = inner_dim == dim
+ self.attn_precision = attn_precision
+
+ if self.ff_in:
+ self.norm_in = operations.LayerNorm(dim, dtype=dtype, device=device)
+ self.ff_in = FeedForward(dim, dim_out=inner_dim, dropout=dropout, glu=gated_ff, dtype=dtype, device=device, operations=operations)
+
+ self.disable_self_attn = disable_self_attn
+ self.attn1 = CrossAttention(query_dim=inner_dim, heads=n_heads, dim_head=d_head, dropout=dropout,
+ context_dim=context_dim if self.disable_self_attn else None, attn_precision=self.attn_precision, dtype=dtype, device=device, operations=operations) # is a self-attention if not self.disable_self_attn
+ self.ff = FeedForward(inner_dim, dim_out=dim, dropout=dropout, glu=gated_ff, dtype=dtype, device=device, operations=operations)
+
+ if disable_temporal_crossattention:
+ if switch_temporal_ca_to_sa:
+ raise ValueError
+ else:
+ self.attn2 = None
+ else:
+ context_dim_attn2 = None
+ if not switch_temporal_ca_to_sa:
+ context_dim_attn2 = context_dim
+
+ self.attn2 = CrossAttention(query_dim=inner_dim, context_dim=context_dim_attn2,
+ heads=n_heads, dim_head=d_head, dropout=dropout, attn_precision=self.attn_precision, dtype=dtype, device=device, operations=operations) # is self-attn if context is none
+ self.norm2 = operations.LayerNorm(inner_dim, dtype=dtype, device=device)
+
+ self.norm1 = operations.LayerNorm(inner_dim, dtype=dtype, device=device)
+ self.norm3 = operations.LayerNorm(inner_dim, dtype=dtype, device=device)
+ self.n_heads = n_heads
+ self.d_head = d_head
+ self.switch_temporal_ca_to_sa = switch_temporal_ca_to_sa
+
+ def forward(self, x, context=None, transformer_options={}):
+ extra_options = {}
+ block = transformer_options.get("block", None)
+ block_index = transformer_options.get("block_index", 0)
+ transformer_patches = {}
+ transformer_patches_replace = {}
+
+ for k in transformer_options:
+ if k == "patches":
+ transformer_patches = transformer_options[k]
+ elif k == "patches_replace":
+ transformer_patches_replace = transformer_options[k]
+ else:
+ extra_options[k] = transformer_options[k]
+
+ extra_options["n_heads"] = self.n_heads
+ extra_options["dim_head"] = self.d_head
+ extra_options["attn_precision"] = self.attn_precision
+
+ if self.ff_in:
+ x_skip = x
+ x = self.ff_in(self.norm_in(x))
+ if self.is_res:
+ x += x_skip
+
+ n = self.norm1(x)
+ if self.disable_self_attn:
+ context_attn1 = context
+ else:
+ context_attn1 = None
+ value_attn1 = None
+
+ if "attn1_patch" in transformer_patches:
+ patch = transformer_patches["attn1_patch"]
+ if context_attn1 is None:
+ context_attn1 = n
+ value_attn1 = context_attn1
+ for p in patch:
+ n, context_attn1, value_attn1 = p(n, context_attn1, value_attn1, extra_options)
+
+ if block is not None:
+ transformer_block = (block[0], block[1], block_index)
+ else:
+ transformer_block = None
+ attn1_replace_patch = transformer_patches_replace.get("attn1", {})
+ block_attn1 = transformer_block
+ if block_attn1 not in attn1_replace_patch:
+ block_attn1 = block
+
+ if block_attn1 in attn1_replace_patch:
+ if context_attn1 is None:
+ context_attn1 = n
+ value_attn1 = n
+ n = self.attn1.to_q(n)
+ context_attn1 = self.attn1.to_k(context_attn1)
+ value_attn1 = self.attn1.to_v(value_attn1)
+ n = attn1_replace_patch[block_attn1](n, context_attn1, value_attn1, extra_options)
+ n = self.attn1.to_out(n)
+ else:
+ n = self.attn1(n, context=context_attn1, value=value_attn1)
+
+ if "attn1_output_patch" in transformer_patches:
+ patch = transformer_patches["attn1_output_patch"]
+ for p in patch:
+ n = p(n, extra_options)
+
+ x += n
+ if "middle_patch" in transformer_patches:
+ patch = transformer_patches["middle_patch"]
+ for p in patch:
+ x = p(x, extra_options)
+
+ if self.attn2 is not None:
+ n = self.norm2(x)
+ if self.switch_temporal_ca_to_sa:
+ context_attn2 = n
+ else:
+ context_attn2 = context
+ value_attn2 = None
+ if "attn2_patch" in transformer_patches:
+ patch = transformer_patches["attn2_patch"]
+ value_attn2 = context_attn2
+ for p in patch:
+ n, context_attn2, value_attn2 = p(n, context_attn2, value_attn2, extra_options)
+
+ attn2_replace_patch = transformer_patches_replace.get("attn2", {})
+ block_attn2 = transformer_block
+ if block_attn2 not in attn2_replace_patch:
+ block_attn2 = block
+
+ if block_attn2 in attn2_replace_patch:
+ if value_attn2 is None:
+ value_attn2 = context_attn2
+ n = self.attn2.to_q(n)
+ context_attn2 = self.attn2.to_k(context_attn2)
+ value_attn2 = self.attn2.to_v(value_attn2)
+ n = attn2_replace_patch[block_attn2](n, context_attn2, value_attn2, extra_options)
+ n = self.attn2.to_out(n)
+ else:
+ n = self.attn2(n, context=context_attn2, value=value_attn2)
+
+ if "attn2_output_patch" in transformer_patches:
+ patch = transformer_patches["attn2_output_patch"]
+ for p in patch:
+ n = p(n, extra_options)
+
+ x += n
+ if self.is_res:
+ x_skip = x
+ x = self.ff(self.norm3(x))
+ if self.is_res:
+ x += x_skip
+
+ return x
+
+
+class SpatialTransformer(nn.Module):
+ """
+ Transformer block for image-like data.
+ First, project the input (aka embedding)
+ and reshape to b, t, d.
+ Then apply standard transformer action.
+ Finally, reshape to image
+ NEW: use_linear for more efficiency instead of the 1x1 convs
+ """
+ def __init__(self, in_channels, n_heads, d_head,
+ depth=1, dropout=0., context_dim=None,
+ disable_self_attn=False, use_linear=False,
+ use_checkpoint=True, attn_precision=None, dtype=None, device=None, operations=ops):
+ super().__init__()
+ if exists(context_dim) and not isinstance(context_dim, list):
+ context_dim = [context_dim] * depth
+ self.in_channels = in_channels
+ inner_dim = n_heads * d_head
+ self.norm = operations.GroupNorm(num_groups=32, num_channels=in_channels, eps=1e-6, affine=True, dtype=dtype, device=device)
+ if not use_linear:
+ self.proj_in = operations.Conv2d(in_channels,
+ inner_dim,
+ kernel_size=1,
+ stride=1,
+ padding=0, dtype=dtype, device=device)
+ else:
+ self.proj_in = operations.Linear(in_channels, inner_dim, dtype=dtype, device=device)
+
+ self.transformer_blocks = nn.ModuleList(
+ [BasicTransformerBlock(inner_dim, n_heads, d_head, dropout=dropout, context_dim=context_dim[d],
+ disable_self_attn=disable_self_attn, checkpoint=use_checkpoint, attn_precision=attn_precision, dtype=dtype, device=device, operations=operations)
+ for d in range(depth)]
+ )
+ if not use_linear:
+ self.proj_out = operations.Conv2d(inner_dim,in_channels,
+ kernel_size=1,
+ stride=1,
+ padding=0, dtype=dtype, device=device)
+ else:
+ self.proj_out = operations.Linear(in_channels, inner_dim, dtype=dtype, device=device)
+ self.use_linear = use_linear
+
+ def forward(self, x, context=None, transformer_options={}):
+ # note: if no context is given, cross-attention defaults to self-attention
+ if not isinstance(context, list):
+ context = [context] * len(self.transformer_blocks)
+ b, c, h, w = x.shape
+ x_in = x
+ x = self.norm(x)
+ if not self.use_linear:
+ x = self.proj_in(x)
+ x = x.movedim(1, 3).flatten(1, 2).contiguous()
+ if self.use_linear:
+ x = self.proj_in(x)
+ for i, block in enumerate(self.transformer_blocks):
+ transformer_options["block_index"] = i
+ x = block(x, context=context[i], transformer_options=transformer_options)
+ if self.use_linear:
+ x = self.proj_out(x)
+ x = x.reshape(x.shape[0], h, w, x.shape[-1]).movedim(3, 1).contiguous()
+ if not self.use_linear:
+ x = self.proj_out(x)
+ return x + x_in
+
+
+class SpatialVideoTransformer(SpatialTransformer):
+ def __init__(
+ self,
+ in_channels,
+ n_heads,
+ d_head,
+ depth=1,
+ dropout=0.0,
+ use_linear=False,
+ context_dim=None,
+ use_spatial_context=False,
+ timesteps=None,
+ merge_strategy: str = "fixed",
+ merge_factor: float = 0.5,
+ time_context_dim=None,
+ ff_in=False,
+ checkpoint=False,
+ time_depth=1,
+ disable_self_attn=False,
+ disable_temporal_crossattention=False,
+ max_time_embed_period: int = 10000,
+ attn_precision=None,
+ dtype=None, device=None, operations=ops
+ ):
+ super().__init__(
+ in_channels,
+ n_heads,
+ d_head,
+ depth=depth,
+ dropout=dropout,
+ use_checkpoint=checkpoint,
+ context_dim=context_dim,
+ use_linear=use_linear,
+ disable_self_attn=disable_self_attn,
+ attn_precision=attn_precision,
+ dtype=dtype, device=device, operations=operations
+ )
+ self.time_depth = time_depth
+ self.depth = depth
+ self.max_time_embed_period = max_time_embed_period
+
+ time_mix_d_head = d_head
+ n_time_mix_heads = n_heads
+
+ time_mix_inner_dim = int(time_mix_d_head * n_time_mix_heads)
+
+ inner_dim = n_heads * d_head
+ if use_spatial_context:
+ time_context_dim = context_dim
+
+ self.time_stack = nn.ModuleList(
+ [
+ BasicTransformerBlock(
+ inner_dim,
+ n_time_mix_heads,
+ time_mix_d_head,
+ dropout=dropout,
+ context_dim=time_context_dim,
+ # timesteps=timesteps,
+ checkpoint=checkpoint,
+ ff_in=ff_in,
+ inner_dim=time_mix_inner_dim,
+ disable_self_attn=disable_self_attn,
+ disable_temporal_crossattention=disable_temporal_crossattention,
+ attn_precision=attn_precision,
+ dtype=dtype, device=device, operations=operations
+ )
+ for _ in range(self.depth)
+ ]
+ )
+
+ assert len(self.time_stack) == len(self.transformer_blocks)
+
+ self.use_spatial_context = use_spatial_context
+ self.in_channels = in_channels
+
+ time_embed_dim = self.in_channels * 4
+ self.time_pos_embed = nn.Sequential(
+ operations.Linear(self.in_channels, time_embed_dim, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(time_embed_dim, self.in_channels, dtype=dtype, device=device),
+ )
+
+ self.time_mixer = AlphaBlender(
+ alpha=merge_factor, merge_strategy=merge_strategy
+ )
+
+ def forward(
+ self,
+ x: torch.Tensor,
+ context: Optional[torch.Tensor] = None,
+ time_context: Optional[torch.Tensor] = None,
+ timesteps: Optional[int] = None,
+ image_only_indicator: Optional[torch.Tensor] = None,
+ transformer_options={}
+ ) -> torch.Tensor:
+ _, _, h, w = x.shape
+ x_in = x
+ spatial_context = None
+ if exists(context):
+ spatial_context = context
+
+ if self.use_spatial_context:
+ assert (
+ context.ndim == 3
+ ), f"n dims of spatial context should be 3 but are {context.ndim}"
+
+ if time_context is None:
+ time_context = context
+ time_context_first_timestep = time_context[::timesteps]
+ time_context = repeat(
+ time_context_first_timestep, "b ... -> (b n) ...", n=h * w
+ )
+ elif time_context is not None and not self.use_spatial_context:
+ time_context = repeat(time_context, "b ... -> (b n) ...", n=h * w)
+ if time_context.ndim == 2:
+ time_context = rearrange(time_context, "b c -> b 1 c")
+
+ x = self.norm(x)
+ if not self.use_linear:
+ x = self.proj_in(x)
+ x = rearrange(x, "b c h w -> b (h w) c")
+ if self.use_linear:
+ x = self.proj_in(x)
+
+ num_frames = torch.arange(timesteps, device=x.device)
+ num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps)
+ num_frames = rearrange(num_frames, "b t -> (b t)")
+ t_emb = timestep_embedding(num_frames, self.in_channels, repeat_only=False, max_period=self.max_time_embed_period).to(x.dtype)
+ emb = self.time_pos_embed(t_emb)
+ emb = emb[:, None, :]
+
+ for it_, (block, mix_block) in enumerate(
+ zip(self.transformer_blocks, self.time_stack)
+ ):
+ transformer_options["block_index"] = it_
+ x = block(
+ x,
+ context=spatial_context,
+ transformer_options=transformer_options,
+ )
+
+ x_mix = x
+ x_mix = x_mix + emb
+
+ B, S, C = x_mix.shape
+ x_mix = rearrange(x_mix, "(b t) s c -> (b s) t c", t=timesteps)
+ x_mix = mix_block(x_mix, context=time_context) #TODO: transformer_options
+ x_mix = rearrange(
+ x_mix, "(b s) t c -> (b t) s c", s=S, b=B // timesteps, c=C, t=timesteps
+ )
+
+ x = self.time_mixer(x_spatial=x, x_temporal=x_mix, image_only_indicator=image_only_indicator)
+
+ if self.use_linear:
+ x = self.proj_out(x)
+ x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w)
+ if not self.use_linear:
+ x = self.proj_out(x)
+ out = x + x_in
+ return out
+
+
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--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/diffusionmodules/mmdit.py
@@ -0,0 +1,978 @@
+import logging
+import math
+from typing import Dict, Optional
+
+import numpy as np
+import torch
+import torch.nn as nn
+from .. import attention
+from einops import rearrange, repeat
+
+def default(x, y):
+ if x is not None:
+ return x
+ return y
+
+class Mlp(nn.Module):
+ """ MLP as used in Vision Transformer, MLP-Mixer and related networks
+ """
+ def __init__(
+ self,
+ in_features,
+ hidden_features=None,
+ out_features=None,
+ act_layer=nn.GELU,
+ norm_layer=None,
+ bias=True,
+ drop=0.,
+ use_conv=False,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ out_features = out_features or in_features
+ hidden_features = hidden_features or in_features
+ drop_probs = drop
+ linear_layer = partial(operations.Conv2d, kernel_size=1) if use_conv else operations.Linear
+
+ self.fc1 = linear_layer(in_features, hidden_features, bias=bias, dtype=dtype, device=device)
+ self.act = act_layer()
+ self.drop1 = nn.Dropout(drop_probs)
+ self.norm = norm_layer(hidden_features) if norm_layer is not None else nn.Identity()
+ self.fc2 = linear_layer(hidden_features, out_features, bias=bias, dtype=dtype, device=device)
+ self.drop2 = nn.Dropout(drop_probs)
+
+ def forward(self, x):
+ x = self.fc1(x)
+ x = self.act(x)
+ x = self.drop1(x)
+ x = self.norm(x)
+ x = self.fc2(x)
+ x = self.drop2(x)
+ return x
+
+class PatchEmbed(nn.Module):
+ """ 2D Image to Patch Embedding
+ """
+ dynamic_img_pad: torch.jit.Final[bool]
+
+ def __init__(
+ self,
+ img_size: Optional[int] = 224,
+ patch_size: int = 16,
+ in_chans: int = 3,
+ embed_dim: int = 768,
+ norm_layer = None,
+ flatten: bool = True,
+ bias: bool = True,
+ strict_img_size: bool = True,
+ dynamic_img_pad: bool = True,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ self.patch_size = (patch_size, patch_size)
+ if img_size is not None:
+ self.img_size = (img_size, img_size)
+ self.grid_size = tuple([s // p for s, p in zip(self.img_size, self.patch_size)])
+ self.num_patches = self.grid_size[0] * self.grid_size[1]
+ else:
+ self.img_size = None
+ self.grid_size = None
+ self.num_patches = None
+
+ # flatten spatial dim and transpose to channels last, kept for bwd compat
+ self.flatten = flatten
+ self.strict_img_size = strict_img_size
+ self.dynamic_img_pad = dynamic_img_pad
+
+ self.proj = operations.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=patch_size, bias=bias, dtype=dtype, device=device)
+ self.norm = norm_layer(embed_dim) if norm_layer else nn.Identity()
+
+ def forward(self, x):
+ B, C, H, W = x.shape
+ # if self.img_size is not None:
+ # if self.strict_img_size:
+ # _assert(H == self.img_size[0], f"Input height ({H}) doesn't match model ({self.img_size[0]}).")
+ # _assert(W == self.img_size[1], f"Input width ({W}) doesn't match model ({self.img_size[1]}).")
+ # elif not self.dynamic_img_pad:
+ # _assert(
+ # H % self.patch_size[0] == 0,
+ # f"Input height ({H}) should be divisible by patch size ({self.patch_size[0]})."
+ # )
+ # _assert(
+ # W % self.patch_size[1] == 0,
+ # f"Input width ({W}) should be divisible by patch size ({self.patch_size[1]})."
+ # )
+ if self.dynamic_img_pad:
+ pad_h = (self.patch_size[0] - H % self.patch_size[0]) % self.patch_size[0]
+ pad_w = (self.patch_size[1] - W % self.patch_size[1]) % self.patch_size[1]
+ x = torch.nn.functional.pad(x, (0, pad_w, 0, pad_h), mode='reflect')
+ x = self.proj(x)
+ if self.flatten:
+ x = x.flatten(2).transpose(1, 2) # NCHW -> NLC
+ x = self.norm(x)
+ return x
+
+def modulate(x, shift, scale):
+ if shift is None:
+ shift = torch.zeros_like(scale)
+ return x * (1 + scale.unsqueeze(1)) + shift.unsqueeze(1)
+
+
+#################################################################################
+# Sine/Cosine Positional Embedding Functions #
+#################################################################################
+
+
+def get_2d_sincos_pos_embed(
+ embed_dim,
+ grid_size,
+ cls_token=False,
+ extra_tokens=0,
+ scaling_factor=None,
+ offset=None,
+):
+ """
+ grid_size: int of the grid height and width
+ return:
+ pos_embed: [grid_size*grid_size, embed_dim] or [1+grid_size*grid_size, embed_dim] (w/ or w/o cls_token)
+ """
+ grid_h = np.arange(grid_size, dtype=np.float32)
+ grid_w = np.arange(grid_size, dtype=np.float32)
+ grid = np.meshgrid(grid_w, grid_h) # here w goes first
+ grid = np.stack(grid, axis=0)
+ if scaling_factor is not None:
+ grid = grid / scaling_factor
+ if offset is not None:
+ grid = grid - offset
+
+ grid = grid.reshape([2, 1, grid_size, grid_size])
+ pos_embed = get_2d_sincos_pos_embed_from_grid(embed_dim, grid)
+ if cls_token and extra_tokens > 0:
+ pos_embed = np.concatenate(
+ [np.zeros([extra_tokens, embed_dim]), pos_embed], axis=0
+ )
+ return pos_embed
+
+
+def get_2d_sincos_pos_embed_from_grid(embed_dim, grid):
+ assert embed_dim % 2 == 0
+
+ # use half of dimensions to encode grid_h
+ emb_h = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[0]) # (H*W, D/2)
+ emb_w = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[1]) # (H*W, D/2)
+
+ emb = np.concatenate([emb_h, emb_w], axis=1) # (H*W, D)
+ return emb
+
+
+def get_1d_sincos_pos_embed_from_grid(embed_dim, pos):
+ """
+ embed_dim: output dimension for each position
+ pos: a list of positions to be encoded: size (M,)
+ out: (M, D)
+ """
+ assert embed_dim % 2 == 0
+ omega = np.arange(embed_dim // 2, dtype=np.float64)
+ omega /= embed_dim / 2.0
+ omega = 1.0 / 10000**omega # (D/2,)
+
+ pos = pos.reshape(-1) # (M,)
+ out = np.einsum("m,d->md", pos, omega) # (M, D/2), outer product
+
+ emb_sin = np.sin(out) # (M, D/2)
+ emb_cos = np.cos(out) # (M, D/2)
+
+ emb = np.concatenate([emb_sin, emb_cos], axis=1) # (M, D)
+ return emb
+
+def get_1d_sincos_pos_embed_from_grid_torch(embed_dim, pos, device=None, dtype=torch.float32):
+ omega = torch.arange(embed_dim // 2, device=device, dtype=dtype)
+ omega /= embed_dim / 2.0
+ omega = 1.0 / 10000**omega # (D/2,)
+ pos = pos.reshape(-1) # (M,)
+ out = torch.einsum("m,d->md", pos, omega) # (M, D/2), outer product
+ emb_sin = torch.sin(out) # (M, D/2)
+ emb_cos = torch.cos(out) # (M, D/2)
+ emb = torch.cat([emb_sin, emb_cos], dim=1) # (M, D)
+ return emb
+
+def get_2d_sincos_pos_embed_torch(embed_dim, w, h, val_center=7.5, val_magnitude=7.5, device=None, dtype=torch.float32):
+ small = min(h, w)
+ val_h = (h / small) * val_magnitude
+ val_w = (w / small) * val_magnitude
+ grid_h, grid_w = torch.meshgrid(torch.linspace(-val_h + val_center, val_h + val_center, h, device=device, dtype=dtype), torch.linspace(-val_w + val_center, val_w + val_center, w, device=device, dtype=dtype), indexing='ij')
+ emb_h = get_1d_sincos_pos_embed_from_grid_torch(embed_dim // 2, grid_h, device=device, dtype=dtype)
+ emb_w = get_1d_sincos_pos_embed_from_grid_torch(embed_dim // 2, grid_w, device=device, dtype=dtype)
+ emb = torch.cat([emb_w, emb_h], dim=1) # (H*W, D)
+ return emb
+
+
+#################################################################################
+# Embedding Layers for Timesteps and Class Labels #
+#################################################################################
+
+
+class TimestepEmbedder(nn.Module):
+ """
+ Embeds scalar timesteps into vector representations.
+ """
+
+ def __init__(self, hidden_size, frequency_embedding_size=256, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.mlp = nn.Sequential(
+ operations.Linear(frequency_embedding_size, hidden_size, bias=True, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(hidden_size, hidden_size, bias=True, dtype=dtype, device=device),
+ )
+ self.frequency_embedding_size = frequency_embedding_size
+
+ @staticmethod
+ def timestep_embedding(t, dim, max_period=10000):
+ """
+ Create sinusoidal timestep embeddings.
+ :param t: a 1-D Tensor of N indices, one per batch element.
+ These may be fractional.
+ :param dim: the dimension of the output.
+ :param max_period: controls the minimum frequency of the embeddings.
+ :return: an (N, D) Tensor of positional embeddings.
+ """
+ half = dim // 2
+ freqs = torch.exp(
+ -math.log(max_period)
+ * torch.arange(start=0, end=half, dtype=torch.float32, device=t.device)
+ / half
+ )
+ args = t[:, None].float() * freqs[None]
+ embedding = torch.cat([torch.cos(args), torch.sin(args)], dim=-1)
+ if dim % 2:
+ embedding = torch.cat(
+ [embedding, torch.zeros_like(embedding[:, :1])], dim=-1
+ )
+ if torch.is_floating_point(t):
+ embedding = embedding.to(dtype=t.dtype)
+ return embedding
+
+ def forward(self, t, dtype, **kwargs):
+ t_freq = self.timestep_embedding(t, self.frequency_embedding_size).to(dtype)
+ t_emb = self.mlp(t_freq)
+ return t_emb
+
+
+class VectorEmbedder(nn.Module):
+ """
+ Embeds a flat vector of dimension input_dim
+ """
+
+ def __init__(self, input_dim: int, hidden_size: int, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.mlp = nn.Sequential(
+ operations.Linear(input_dim, hidden_size, bias=True, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(hidden_size, hidden_size, bias=True, dtype=dtype, device=device),
+ )
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ emb = self.mlp(x)
+ return emb
+
+
+#################################################################################
+# Core DiT Model #
+#################################################################################
+
+
+def split_qkv(qkv, head_dim):
+ qkv = qkv.reshape(qkv.shape[0], qkv.shape[1], 3, -1, head_dim).movedim(2, 0)
+ return qkv[0], qkv[1], qkv[2]
+
+def optimized_attention(qkv, num_heads):
+ return attention.optimized_attention(qkv[0], qkv[1], qkv[2], num_heads)
+
+class SelfAttention(nn.Module):
+ ATTENTION_MODES = ("xformers", "torch", "torch-hb", "math", "debug")
+
+ def __init__(
+ self,
+ dim: int,
+ num_heads: int = 8,
+ qkv_bias: bool = False,
+ qk_scale: Optional[float] = None,
+ proj_drop: float = 0.0,
+ attn_mode: str = "xformers",
+ pre_only: bool = False,
+ qk_norm: Optional[str] = None,
+ rmsnorm: bool = False,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ self.num_heads = num_heads
+ self.head_dim = dim // num_heads
+
+ self.qkv = operations.Linear(dim, dim * 3, bias=qkv_bias, dtype=dtype, device=device)
+ if not pre_only:
+ self.proj = operations.Linear(dim, dim, dtype=dtype, device=device)
+ self.proj_drop = nn.Dropout(proj_drop)
+ assert attn_mode in self.ATTENTION_MODES
+ self.attn_mode = attn_mode
+ self.pre_only = pre_only
+
+ if qk_norm == "rms":
+ self.ln_q = RMSNorm(self.head_dim, elementwise_affine=True, eps=1.0e-6, dtype=dtype, device=device)
+ self.ln_k = RMSNorm(self.head_dim, elementwise_affine=True, eps=1.0e-6, dtype=dtype, device=device)
+ elif qk_norm == "ln":
+ self.ln_q = operations.LayerNorm(self.head_dim, elementwise_affine=True, eps=1.0e-6, dtype=dtype, device=device)
+ self.ln_k = operations.LayerNorm(self.head_dim, elementwise_affine=True, eps=1.0e-6, dtype=dtype, device=device)
+ elif qk_norm is None:
+ self.ln_q = nn.Identity()
+ self.ln_k = nn.Identity()
+ else:
+ raise ValueError(qk_norm)
+
+ def pre_attention(self, x: torch.Tensor) -> torch.Tensor:
+ B, L, C = x.shape
+ qkv = self.qkv(x)
+ q, k, v = split_qkv(qkv, self.head_dim)
+ q = self.ln_q(q).reshape(q.shape[0], q.shape[1], -1)
+ k = self.ln_k(k).reshape(q.shape[0], q.shape[1], -1)
+ return (q, k, v)
+
+ def post_attention(self, x: torch.Tensor) -> torch.Tensor:
+ assert not self.pre_only
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+ def forward(self, x: torch.Tensor) -> torch.Tensor:
+ qkv = self.pre_attention(x)
+ x = optimized_attention(
+ qkv, num_heads=self.num_heads
+ )
+ x = self.post_attention(x)
+ return x
+
+
+class RMSNorm(torch.nn.Module):
+ def __init__(
+ self, dim: int, elementwise_affine: bool = False, eps: float = 1e-6, device=None, dtype=None
+ ):
+ """
+ Initialize the RMSNorm normalization layer.
+ Args:
+ dim (int): The dimension of the input tensor.
+ eps (float, optional): A small value added to the denominator for numerical stability. Default is 1e-6.
+ Attributes:
+ eps (float): A small value added to the denominator for numerical stability.
+ weight (nn.Parameter): Learnable scaling parameter.
+ """
+ super().__init__()
+ self.eps = eps
+ self.learnable_scale = elementwise_affine
+ if self.learnable_scale:
+ self.weight = nn.Parameter(torch.empty(dim, device=device, dtype=dtype))
+ else:
+ self.register_parameter("weight", None)
+
+ def _norm(self, x):
+ """
+ Apply the RMSNorm normalization to the input tensor.
+ Args:
+ x (torch.Tensor): The input tensor.
+ Returns:
+ torch.Tensor: The normalized tensor.
+ """
+ return x * torch.rsqrt(x.pow(2).mean(-1, keepdim=True) + self.eps)
+
+ def forward(self, x):
+ """
+ Forward pass through the RMSNorm layer.
+ Args:
+ x (torch.Tensor): The input tensor.
+ Returns:
+ torch.Tensor: The output tensor after applying RMSNorm.
+ """
+ x = self._norm(x)
+ if self.learnable_scale:
+ return x * self.weight.to(device=x.device, dtype=x.dtype)
+ else:
+ return x
+
+
+class SwiGLUFeedForward(nn.Module):
+ def __init__(
+ self,
+ dim: int,
+ hidden_dim: int,
+ multiple_of: int,
+ ffn_dim_multiplier: Optional[float] = None,
+ ):
+ """
+ Initialize the FeedForward module.
+
+ Args:
+ dim (int): Input dimension.
+ hidden_dim (int): Hidden dimension of the feedforward layer.
+ multiple_of (int): Value to ensure hidden dimension is a multiple of this value.
+ ffn_dim_multiplier (float, optional): Custom multiplier for hidden dimension. Defaults to None.
+
+ Attributes:
+ w1 (ColumnParallelLinear): Linear transformation for the first layer.
+ w2 (RowParallelLinear): Linear transformation for the second layer.
+ w3 (ColumnParallelLinear): Linear transformation for the third layer.
+
+ """
+ super().__init__()
+ hidden_dim = int(2 * hidden_dim / 3)
+ # custom dim factor multiplier
+ if ffn_dim_multiplier is not None:
+ hidden_dim = int(ffn_dim_multiplier * hidden_dim)
+ hidden_dim = multiple_of * ((hidden_dim + multiple_of - 1) // multiple_of)
+
+ self.w1 = nn.Linear(dim, hidden_dim, bias=False)
+ self.w2 = nn.Linear(hidden_dim, dim, bias=False)
+ self.w3 = nn.Linear(dim, hidden_dim, bias=False)
+
+ def forward(self, x):
+ return self.w2(nn.functional.silu(self.w1(x)) * self.w3(x))
+
+
+class DismantledBlock(nn.Module):
+ """
+ A DiT block with gated adaptive layer norm (adaLN) conditioning.
+ """
+
+ ATTENTION_MODES = ("xformers", "torch", "torch-hb", "math", "debug")
+
+ def __init__(
+ self,
+ hidden_size: int,
+ num_heads: int,
+ mlp_ratio: float = 4.0,
+ attn_mode: str = "xformers",
+ qkv_bias: bool = False,
+ pre_only: bool = False,
+ rmsnorm: bool = False,
+ scale_mod_only: bool = False,
+ swiglu: bool = False,
+ qk_norm: Optional[str] = None,
+ dtype=None,
+ device=None,
+ operations=None,
+ **block_kwargs,
+ ):
+ super().__init__()
+ assert attn_mode in self.ATTENTION_MODES
+ if not rmsnorm:
+ self.norm1 = operations.LayerNorm(hidden_size, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ else:
+ self.norm1 = RMSNorm(hidden_size, elementwise_affine=False, eps=1e-6)
+ self.attn = SelfAttention(
+ dim=hidden_size,
+ num_heads=num_heads,
+ qkv_bias=qkv_bias,
+ attn_mode=attn_mode,
+ pre_only=pre_only,
+ qk_norm=qk_norm,
+ rmsnorm=rmsnorm,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+ if not pre_only:
+ if not rmsnorm:
+ self.norm2 = operations.LayerNorm(
+ hidden_size, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device
+ )
+ else:
+ self.norm2 = RMSNorm(hidden_size, elementwise_affine=False, eps=1e-6)
+ mlp_hidden_dim = int(hidden_size * mlp_ratio)
+ if not pre_only:
+ if not swiglu:
+ self.mlp = Mlp(
+ in_features=hidden_size,
+ hidden_features=mlp_hidden_dim,
+ act_layer=lambda: nn.GELU(approximate="tanh"),
+ drop=0,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+ else:
+ self.mlp = SwiGLUFeedForward(
+ dim=hidden_size,
+ hidden_dim=mlp_hidden_dim,
+ multiple_of=256,
+ )
+ self.scale_mod_only = scale_mod_only
+ if not scale_mod_only:
+ n_mods = 6 if not pre_only else 2
+ else:
+ n_mods = 4 if not pre_only else 1
+ self.adaLN_modulation = nn.Sequential(
+ nn.SiLU(), operations.Linear(hidden_size, n_mods * hidden_size, bias=True, dtype=dtype, device=device)
+ )
+ self.pre_only = pre_only
+
+ def pre_attention(self, x: torch.Tensor, c: torch.Tensor) -> torch.Tensor:
+ if not self.pre_only:
+ if not self.scale_mod_only:
+ (
+ shift_msa,
+ scale_msa,
+ gate_msa,
+ shift_mlp,
+ scale_mlp,
+ gate_mlp,
+ ) = self.adaLN_modulation(c).chunk(6, dim=1)
+ else:
+ shift_msa = None
+ shift_mlp = None
+ (
+ scale_msa,
+ gate_msa,
+ scale_mlp,
+ gate_mlp,
+ ) = self.adaLN_modulation(
+ c
+ ).chunk(4, dim=1)
+ qkv = self.attn.pre_attention(modulate(self.norm1(x), shift_msa, scale_msa))
+ return qkv, (
+ x,
+ gate_msa,
+ shift_mlp,
+ scale_mlp,
+ gate_mlp,
+ )
+ else:
+ if not self.scale_mod_only:
+ (
+ shift_msa,
+ scale_msa,
+ ) = self.adaLN_modulation(
+ c
+ ).chunk(2, dim=1)
+ else:
+ shift_msa = None
+ scale_msa = self.adaLN_modulation(c)
+ qkv = self.attn.pre_attention(modulate(self.norm1(x), shift_msa, scale_msa))
+ return qkv, None
+
+ def post_attention(self, attn, x, gate_msa, shift_mlp, scale_mlp, gate_mlp):
+ assert not self.pre_only
+ x = x + gate_msa.unsqueeze(1) * self.attn.post_attention(attn)
+ x = x + gate_mlp.unsqueeze(1) * self.mlp(
+ modulate(self.norm2(x), shift_mlp, scale_mlp)
+ )
+ return x
+
+ def forward(self, x: torch.Tensor, c: torch.Tensor) -> torch.Tensor:
+ assert not self.pre_only
+ qkv, intermediates = self.pre_attention(x, c)
+ attn = optimized_attention(
+ qkv,
+ num_heads=self.attn.num_heads,
+ )
+ return self.post_attention(attn, *intermediates)
+
+
+def block_mixing(*args, use_checkpoint=True, **kwargs):
+ if use_checkpoint:
+ return torch.utils.checkpoint.checkpoint(
+ _block_mixing, *args, use_reentrant=False, **kwargs
+ )
+ else:
+ return _block_mixing(*args, **kwargs)
+
+
+def _block_mixing(context, x, context_block, x_block, c):
+ context_qkv, context_intermediates = context_block.pre_attention(context, c)
+
+ x_qkv, x_intermediates = x_block.pre_attention(x, c)
+
+ o = []
+ for t in range(3):
+ o.append(torch.cat((context_qkv[t], x_qkv[t]), dim=1))
+ qkv = tuple(o)
+
+ attn = optimized_attention(
+ qkv,
+ num_heads=x_block.attn.num_heads,
+ )
+ context_attn, x_attn = (
+ attn[:, : context_qkv[0].shape[1]],
+ attn[:, context_qkv[0].shape[1] :],
+ )
+
+ if not context_block.pre_only:
+ context = context_block.post_attention(context_attn, *context_intermediates)
+
+ else:
+ context = None
+ x = x_block.post_attention(x_attn, *x_intermediates)
+ return context, x
+
+
+class JointBlock(nn.Module):
+ """just a small wrapper to serve as a fsdp unit"""
+
+ def __init__(
+ self,
+ *args,
+ **kwargs,
+ ):
+ super().__init__()
+ pre_only = kwargs.pop("pre_only")
+ qk_norm = kwargs.pop("qk_norm", None)
+ self.context_block = DismantledBlock(*args, pre_only=pre_only, qk_norm=qk_norm, **kwargs)
+ self.x_block = DismantledBlock(*args, pre_only=False, qk_norm=qk_norm, **kwargs)
+
+ def forward(self, *args, **kwargs):
+ return block_mixing(
+ *args, context_block=self.context_block, x_block=self.x_block, **kwargs
+ )
+
+
+class FinalLayer(nn.Module):
+ """
+ The final layer of DiT.
+ """
+
+ def __init__(
+ self,
+ hidden_size: int,
+ patch_size: int,
+ out_channels: int,
+ total_out_channels: Optional[int] = None,
+ dtype=None,
+ device=None,
+ operations=None,
+ ):
+ super().__init__()
+ self.norm_final = operations.LayerNorm(hidden_size, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ self.linear = (
+ operations.Linear(hidden_size, patch_size * patch_size * out_channels, bias=True, dtype=dtype, device=device)
+ if (total_out_channels is None)
+ else operations.Linear(hidden_size, total_out_channels, bias=True, dtype=dtype, device=device)
+ )
+ self.adaLN_modulation = nn.Sequential(
+ nn.SiLU(), operations.Linear(hidden_size, 2 * hidden_size, bias=True, dtype=dtype, device=device)
+ )
+
+ def forward(self, x: torch.Tensor, c: torch.Tensor) -> torch.Tensor:
+ shift, scale = self.adaLN_modulation(c).chunk(2, dim=1)
+ x = modulate(self.norm_final(x), shift, scale)
+ x = self.linear(x)
+ return x
+
+class SelfAttentionContext(nn.Module):
+ def __init__(self, dim, heads=8, dim_head=64, dtype=None, device=None, operations=None):
+ super().__init__()
+ dim_head = dim // heads
+ inner_dim = dim
+
+ self.heads = heads
+ self.dim_head = dim_head
+
+ self.qkv = operations.Linear(dim, dim * 3, bias=True, dtype=dtype, device=device)
+
+ self.proj = operations.Linear(inner_dim, dim, dtype=dtype, device=device)
+
+ def forward(self, x):
+ qkv = self.qkv(x)
+ q, k, v = split_qkv(qkv, self.dim_head)
+ x = optimized_attention((q.reshape(q.shape[0], q.shape[1], -1), k, v), self.heads)
+ return self.proj(x)
+
+class ContextProcessorBlock(nn.Module):
+ def __init__(self, context_size, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.norm1 = operations.LayerNorm(context_size, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ self.attn = SelfAttentionContext(context_size, dtype=dtype, device=device, operations=operations)
+ self.norm2 = operations.LayerNorm(context_size, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+ self.mlp = Mlp(in_features=context_size, hidden_features=(context_size * 4), act_layer=lambda: nn.GELU(approximate="tanh"), drop=0, dtype=dtype, device=device, operations=operations)
+
+ def forward(self, x):
+ x += self.attn(self.norm1(x))
+ x += self.mlp(self.norm2(x))
+ return x
+
+class ContextProcessor(nn.Module):
+ def __init__(self, context_size, num_layers, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.layers = torch.nn.ModuleList([ContextProcessorBlock(context_size, dtype=dtype, device=device, operations=operations) for i in range(num_layers)])
+ self.norm = operations.LayerNorm(context_size, elementwise_affine=False, eps=1e-6, dtype=dtype, device=device)
+
+ def forward(self, x):
+ for i, l in enumerate(self.layers):
+ x = l(x)
+ return self.norm(x)
+
+class MMDiT(nn.Module):
+ """
+ Diffusion model with a Transformer backbone.
+ """
+
+ def __init__(
+ self,
+ input_size: int = 32,
+ patch_size: int = 2,
+ in_channels: int = 4,
+ depth: int = 28,
+ # hidden_size: Optional[int] = None,
+ # num_heads: Optional[int] = None,
+ mlp_ratio: float = 4.0,
+ learn_sigma: bool = False,
+ adm_in_channels: Optional[int] = None,
+ context_embedder_config: Optional[Dict] = None,
+ compile_core: bool = False,
+ use_checkpoint: bool = False,
+ register_length: int = 0,
+ attn_mode: str = "torch",
+ rmsnorm: bool = False,
+ scale_mod_only: bool = False,
+ swiglu: bool = False,
+ out_channels: Optional[int] = None,
+ pos_embed_scaling_factor: Optional[float] = None,
+ pos_embed_offset: Optional[float] = None,
+ pos_embed_max_size: Optional[int] = None,
+ num_patches = None,
+ qk_norm: Optional[str] = None,
+ qkv_bias: bool = True,
+ context_processor_layers = None,
+ context_size = 4096,
+ num_blocks = None,
+ final_layer = True,
+ dtype = None, #TODO
+ device = None,
+ operations = None,
+ ):
+ super().__init__()
+ self.dtype = dtype
+ self.learn_sigma = learn_sigma
+ self.in_channels = in_channels
+ default_out_channels = in_channels * 2 if learn_sigma else in_channels
+ self.out_channels = default(out_channels, default_out_channels)
+ self.patch_size = patch_size
+ self.pos_embed_scaling_factor = pos_embed_scaling_factor
+ self.pos_embed_offset = pos_embed_offset
+ self.pos_embed_max_size = pos_embed_max_size
+
+ # hidden_size = default(hidden_size, 64 * depth)
+ # num_heads = default(num_heads, hidden_size // 64)
+
+ # apply magic --> this defines a head_size of 64
+ self.hidden_size = 64 * depth
+ num_heads = depth
+ if num_blocks is None:
+ num_blocks = depth
+
+ self.depth = depth
+ self.num_heads = num_heads
+
+ self.x_embedder = PatchEmbed(
+ input_size,
+ patch_size,
+ in_channels,
+ self.hidden_size,
+ bias=True,
+ strict_img_size=self.pos_embed_max_size is None,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+ self.t_embedder = TimestepEmbedder(self.hidden_size, dtype=dtype, device=device, operations=operations)
+
+ self.y_embedder = None
+ if adm_in_channels is not None:
+ assert isinstance(adm_in_channels, int)
+ self.y_embedder = VectorEmbedder(adm_in_channels, self.hidden_size, dtype=dtype, device=device, operations=operations)
+
+ if context_processor_layers is not None:
+ self.context_processor = ContextProcessor(context_size, context_processor_layers, dtype=dtype, device=device, operations=operations)
+ else:
+ self.context_processor = None
+
+ self.context_embedder = nn.Identity()
+ if context_embedder_config is not None:
+ if context_embedder_config["target"] == "torch.nn.Linear":
+ self.context_embedder = operations.Linear(**context_embedder_config["params"], dtype=dtype, device=device)
+
+ self.register_length = register_length
+ if self.register_length > 0:
+ self.register = nn.Parameter(torch.randn(1, register_length, self.hidden_size, dtype=dtype, device=device))
+
+ # num_patches = self.x_embedder.num_patches
+ # Will use fixed sin-cos embedding:
+ # just use a buffer already
+ if num_patches is not None:
+ self.register_buffer(
+ "pos_embed",
+ torch.empty(1, num_patches, self.hidden_size, dtype=dtype, device=device),
+ )
+ else:
+ self.pos_embed = None
+
+ self.use_checkpoint = use_checkpoint
+ self.joint_blocks = nn.ModuleList(
+ [
+ JointBlock(
+ self.hidden_size,
+ num_heads,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ attn_mode=attn_mode,
+ pre_only=(i == num_blocks - 1) and final_layer,
+ rmsnorm=rmsnorm,
+ scale_mod_only=scale_mod_only,
+ swiglu=swiglu,
+ qk_norm=qk_norm,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+ for i in range(num_blocks)
+ ]
+ )
+
+ if final_layer:
+ self.final_layer = FinalLayer(self.hidden_size, patch_size, self.out_channels, dtype=dtype, device=device, operations=operations)
+
+ if compile_core:
+ assert False
+ self.forward_core_with_concat = torch.compile(self.forward_core_with_concat)
+
+ def cropped_pos_embed(self, hw, device=None):
+ p = self.x_embedder.patch_size[0]
+ h, w = hw
+ # patched size
+ h = (h + 1) // p
+ w = (w + 1) // p
+ if self.pos_embed is None:
+ return get_2d_sincos_pos_embed_torch(self.hidden_size, w, h, device=device)
+ assert self.pos_embed_max_size is not None
+ assert h <= self.pos_embed_max_size, (h, self.pos_embed_max_size)
+ assert w <= self.pos_embed_max_size, (w, self.pos_embed_max_size)
+ top = (self.pos_embed_max_size - h) // 2
+ left = (self.pos_embed_max_size - w) // 2
+ spatial_pos_embed = rearrange(
+ self.pos_embed,
+ "1 (h w) c -> 1 h w c",
+ h=self.pos_embed_max_size,
+ w=self.pos_embed_max_size,
+ )
+ spatial_pos_embed = spatial_pos_embed[:, top : top + h, left : left + w, :]
+ spatial_pos_embed = rearrange(spatial_pos_embed, "1 h w c -> 1 (h w) c")
+ # print(spatial_pos_embed, top, left, h, w)
+ # # t = get_2d_sincos_pos_embed_torch(self.hidden_size, w, h, 7.875, 7.875, device=device) #matches exactly for 1024 res
+ # t = get_2d_sincos_pos_embed_torch(self.hidden_size, w, h, 7.5, 7.5, device=device) #scales better
+ # # print(t)
+ # return t
+ return spatial_pos_embed
+
+ def unpatchify(self, x, hw=None):
+ """
+ x: (N, T, patch_size**2 * C)
+ imgs: (N, H, W, C)
+ """
+ c = self.out_channels
+ p = self.x_embedder.patch_size[0]
+ if hw is None:
+ h = w = int(x.shape[1] ** 0.5)
+ else:
+ h, w = hw
+ h = (h + 1) // p
+ w = (w + 1) // p
+ assert h * w == x.shape[1]
+
+ x = x.reshape(shape=(x.shape[0], h, w, p, p, c))
+ x = torch.einsum("nhwpqc->nchpwq", x)
+ imgs = x.reshape(shape=(x.shape[0], c, h * p, w * p))
+ return imgs
+
+ def forward_core_with_concat(
+ self,
+ x: torch.Tensor,
+ c_mod: torch.Tensor,
+ context: Optional[torch.Tensor] = None,
+ control = None,
+ ) -> torch.Tensor:
+ if self.register_length > 0:
+ context = torch.cat(
+ (
+ repeat(self.register, "1 ... -> b ...", b=x.shape[0]),
+ default(context, torch.Tensor([]).type_as(x)),
+ ),
+ 1,
+ )
+
+ # context is B, L', D
+ # x is B, L, D
+ blocks = len(self.joint_blocks)
+ for i in range(blocks):
+ context, x = self.joint_blocks[i](
+ context,
+ x,
+ c=c_mod,
+ use_checkpoint=self.use_checkpoint,
+ )
+ if control is not None:
+ control_o = control.get("output")
+ if i < len(control_o):
+ add = control_o[i]
+ if add is not None:
+ x += add
+
+ x = self.final_layer(x, c_mod) # (N, T, patch_size ** 2 * out_channels)
+ return x
+
+ def forward(
+ self,
+ x: torch.Tensor,
+ t: torch.Tensor,
+ y: Optional[torch.Tensor] = None,
+ context: Optional[torch.Tensor] = None,
+ control = None,
+ ) -> torch.Tensor:
+ """
+ Forward pass of DiT.
+ x: (N, C, H, W) tensor of spatial inputs (images or latent representations of images)
+ t: (N,) tensor of diffusion timesteps
+ y: (N,) tensor of class labels
+ """
+
+ if self.context_processor is not None:
+ context = self.context_processor(context)
+
+ hw = x.shape[-2:]
+ x = self.x_embedder(x) + self.cropped_pos_embed(hw, device=x.device).to(dtype=x.dtype, device=x.device)
+ c = self.t_embedder(t, dtype=x.dtype) # (N, D)
+ if y is not None and self.y_embedder is not None:
+ y = self.y_embedder(y) # (N, D)
+ c = c + y # (N, D)
+
+ if context is not None:
+ context = self.context_embedder(context)
+
+ x = self.forward_core_with_concat(x, c, context, control)
+
+ x = self.unpatchify(x, hw=hw) # (N, out_channels, H, W)
+ return x[:,:,:hw[-2],:hw[-1]]
+
+
+class OpenAISignatureMMDITWrapper(MMDiT):
+ def forward(
+ self,
+ x: torch.Tensor,
+ timesteps: torch.Tensor,
+ context: Optional[torch.Tensor] = None,
+ y: Optional[torch.Tensor] = None,
+ control = None,
+ **kwargs,
+ ) -> torch.Tensor:
+ return super().forward(x, timesteps, context=context, y=y, control=control)
+
diff --git a/ComfyUI/comfy/ldm/modules/diffusionmodules/model.py b/ComfyUI/comfy/ldm/modules/diffusionmodules/model.py
new file mode 100644
index 0000000000000000000000000000000000000000..03f663809730c67b55a53aeb7f32db5addbe2011
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/diffusionmodules/model.py
@@ -0,0 +1,650 @@
+# pytorch_diffusion + derived encoder decoder
+import math
+import torch
+import torch.nn as nn
+import numpy as np
+from typing import Optional, Any
+import logging
+
+from comfy import model_management
+import comfy.ops
+ops = comfy.ops.disable_weight_init
+
+if model_management.xformers_enabled_vae():
+ import xformers
+ import xformers.ops
+
+def get_timestep_embedding(timesteps, embedding_dim):
+ """
+ This matches the implementation in Denoising Diffusion Probabilistic Models:
+ From Fairseq.
+ Build sinusoidal embeddings.
+ This matches the implementation in tensor2tensor, but differs slightly
+ from the description in Section 3.5 of "Attention Is All You Need".
+ """
+ assert len(timesteps.shape) == 1
+
+ half_dim = embedding_dim // 2
+ emb = math.log(10000) / (half_dim - 1)
+ emb = torch.exp(torch.arange(half_dim, dtype=torch.float32) * -emb)
+ emb = emb.to(device=timesteps.device)
+ emb = timesteps.float()[:, None] * emb[None, :]
+ emb = torch.cat([torch.sin(emb), torch.cos(emb)], dim=1)
+ if embedding_dim % 2 == 1: # zero pad
+ emb = torch.nn.functional.pad(emb, (0,1,0,0))
+ return emb
+
+
+def nonlinearity(x):
+ # swish
+ return x*torch.sigmoid(x)
+
+
+def Normalize(in_channels, num_groups=32):
+ return ops.GroupNorm(num_groups=num_groups, num_channels=in_channels, eps=1e-6, affine=True)
+
+
+class Upsample(nn.Module):
+ def __init__(self, in_channels, with_conv):
+ super().__init__()
+ self.with_conv = with_conv
+ if self.with_conv:
+ self.conv = ops.Conv2d(in_channels,
+ in_channels,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ def forward(self, x):
+ try:
+ x = torch.nn.functional.interpolate(x, scale_factor=2.0, mode="nearest")
+ except: #operation not implemented for bf16
+ b, c, h, w = x.shape
+ out = torch.empty((b, c, h*2, w*2), dtype=x.dtype, layout=x.layout, device=x.device)
+ split = 8
+ l = out.shape[1] // split
+ for i in range(0, out.shape[1], l):
+ out[:,i:i+l] = torch.nn.functional.interpolate(x[:,i:i+l].to(torch.float32), scale_factor=2.0, mode="nearest").to(x.dtype)
+ del x
+ x = out
+
+ if self.with_conv:
+ x = self.conv(x)
+ return x
+
+
+class Downsample(nn.Module):
+ def __init__(self, in_channels, with_conv):
+ super().__init__()
+ self.with_conv = with_conv
+ if self.with_conv:
+ # no asymmetric padding in torch conv, must do it ourselves
+ self.conv = ops.Conv2d(in_channels,
+ in_channels,
+ kernel_size=3,
+ stride=2,
+ padding=0)
+
+ def forward(self, x):
+ if self.with_conv:
+ pad = (0,1,0,1)
+ x = torch.nn.functional.pad(x, pad, mode="constant", value=0)
+ x = self.conv(x)
+ else:
+ x = torch.nn.functional.avg_pool2d(x, kernel_size=2, stride=2)
+ return x
+
+
+class ResnetBlock(nn.Module):
+ def __init__(self, *, in_channels, out_channels=None, conv_shortcut=False,
+ dropout, temb_channels=512):
+ super().__init__()
+ self.in_channels = in_channels
+ out_channels = in_channels if out_channels is None else out_channels
+ self.out_channels = out_channels
+ self.use_conv_shortcut = conv_shortcut
+
+ self.swish = torch.nn.SiLU(inplace=True)
+ self.norm1 = Normalize(in_channels)
+ self.conv1 = ops.Conv2d(in_channels,
+ out_channels,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+ if temb_channels > 0:
+ self.temb_proj = ops.Linear(temb_channels,
+ out_channels)
+ self.norm2 = Normalize(out_channels)
+ self.dropout = torch.nn.Dropout(dropout, inplace=True)
+ self.conv2 = ops.Conv2d(out_channels,
+ out_channels,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+ if self.in_channels != self.out_channels:
+ if self.use_conv_shortcut:
+ self.conv_shortcut = ops.Conv2d(in_channels,
+ out_channels,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+ else:
+ self.nin_shortcut = ops.Conv2d(in_channels,
+ out_channels,
+ kernel_size=1,
+ stride=1,
+ padding=0)
+
+ def forward(self, x, temb):
+ h = x
+ h = self.norm1(h)
+ h = self.swish(h)
+ h = self.conv1(h)
+
+ if temb is not None:
+ h = h + self.temb_proj(self.swish(temb))[:,:,None,None]
+
+ h = self.norm2(h)
+ h = self.swish(h)
+ h = self.dropout(h)
+ h = self.conv2(h)
+
+ if self.in_channels != self.out_channels:
+ if self.use_conv_shortcut:
+ x = self.conv_shortcut(x)
+ else:
+ x = self.nin_shortcut(x)
+
+ return x+h
+
+def slice_attention(q, k, v):
+ r1 = torch.zeros_like(k, device=q.device)
+ scale = (int(q.shape[-1])**(-0.5))
+
+ mem_free_total = model_management.get_free_memory(q.device)
+
+ gb = 1024 ** 3
+ tensor_size = q.shape[0] * q.shape[1] * k.shape[2] * q.element_size()
+ modifier = 3 if q.element_size() == 2 else 2.5
+ mem_required = tensor_size * modifier
+ steps = 1
+
+ if mem_required > mem_free_total:
+ steps = 2**(math.ceil(math.log(mem_required / mem_free_total, 2)))
+
+ while True:
+ try:
+ slice_size = q.shape[1] // steps if (q.shape[1] % steps) == 0 else q.shape[1]
+ for i in range(0, q.shape[1], slice_size):
+ end = i + slice_size
+ s1 = torch.bmm(q[:, i:end], k) * scale
+
+ s2 = torch.nn.functional.softmax(s1, dim=2).permute(0,2,1)
+ del s1
+
+ r1[:, :, i:end] = torch.bmm(v, s2)
+ del s2
+ break
+ except model_management.OOM_EXCEPTION as e:
+ model_management.soft_empty_cache(True)
+ steps *= 2
+ if steps > 128:
+ raise e
+ logging.warning("out of memory error, increasing steps and trying again {}".format(steps))
+
+ return r1
+
+def normal_attention(q, k, v):
+ # compute attention
+ b,c,h,w = q.shape
+
+ q = q.reshape(b,c,h*w)
+ q = q.permute(0,2,1) # b,hw,c
+ k = k.reshape(b,c,h*w) # b,c,hw
+ v = v.reshape(b,c,h*w)
+
+ r1 = slice_attention(q, k, v)
+ h_ = r1.reshape(b,c,h,w)
+ del r1
+ return h_
+
+def xformers_attention(q, k, v):
+ # compute attention
+ B, C, H, W = q.shape
+ q, k, v = map(
+ lambda t: t.view(B, C, -1).transpose(1, 2).contiguous(),
+ (q, k, v),
+ )
+
+ try:
+ out = xformers.ops.memory_efficient_attention(q, k, v, attn_bias=None)
+ out = out.transpose(1, 2).reshape(B, C, H, W)
+ except NotImplementedError as e:
+ out = slice_attention(q.view(B, -1, C), k.view(B, -1, C).transpose(1, 2), v.view(B, -1, C).transpose(1, 2)).reshape(B, C, H, W)
+ return out
+
+def pytorch_attention(q, k, v):
+ # compute attention
+ B, C, H, W = q.shape
+ q, k, v = map(
+ lambda t: t.view(B, 1, C, -1).transpose(2, 3).contiguous(),
+ (q, k, v),
+ )
+
+ try:
+ out = torch.nn.functional.scaled_dot_product_attention(q, k, v, attn_mask=None, dropout_p=0.0, is_causal=False)
+ out = out.transpose(2, 3).reshape(B, C, H, W)
+ except model_management.OOM_EXCEPTION as e:
+ logging.warning("scaled_dot_product_attention OOMed: switched to slice attention")
+ out = slice_attention(q.view(B, -1, C), k.view(B, -1, C).transpose(1, 2), v.view(B, -1, C).transpose(1, 2)).reshape(B, C, H, W)
+ return out
+
+
+class AttnBlock(nn.Module):
+ def __init__(self, in_channels):
+ super().__init__()
+ self.in_channels = in_channels
+
+ self.norm = Normalize(in_channels)
+ self.q = ops.Conv2d(in_channels,
+ in_channels,
+ kernel_size=1,
+ stride=1,
+ padding=0)
+ self.k = ops.Conv2d(in_channels,
+ in_channels,
+ kernel_size=1,
+ stride=1,
+ padding=0)
+ self.v = ops.Conv2d(in_channels,
+ in_channels,
+ kernel_size=1,
+ stride=1,
+ padding=0)
+ self.proj_out = ops.Conv2d(in_channels,
+ in_channels,
+ kernel_size=1,
+ stride=1,
+ padding=0)
+
+ if model_management.xformers_enabled_vae():
+ logging.info("Using xformers attention in VAE")
+ self.optimized_attention = xformers_attention
+ elif model_management.pytorch_attention_enabled():
+ logging.info("Using pytorch attention in VAE")
+ self.optimized_attention = pytorch_attention
+ else:
+ logging.info("Using split attention in VAE")
+ self.optimized_attention = normal_attention
+
+ def forward(self, x):
+ h_ = x
+ h_ = self.norm(h_)
+ q = self.q(h_)
+ k = self.k(h_)
+ v = self.v(h_)
+
+ h_ = self.optimized_attention(q, k, v)
+
+ h_ = self.proj_out(h_)
+
+ return x+h_
+
+
+def make_attn(in_channels, attn_type="vanilla", attn_kwargs=None):
+ return AttnBlock(in_channels)
+
+
+class Model(nn.Module):
+ def __init__(self, *, ch, out_ch, ch_mult=(1,2,4,8), num_res_blocks,
+ attn_resolutions, dropout=0.0, resamp_with_conv=True, in_channels,
+ resolution, use_timestep=True, use_linear_attn=False, attn_type="vanilla"):
+ super().__init__()
+ if use_linear_attn: attn_type = "linear"
+ self.ch = ch
+ self.temb_ch = self.ch*4
+ self.num_resolutions = len(ch_mult)
+ self.num_res_blocks = num_res_blocks
+ self.resolution = resolution
+ self.in_channels = in_channels
+
+ self.use_timestep = use_timestep
+ if self.use_timestep:
+ # timestep embedding
+ self.temb = nn.Module()
+ self.temb.dense = nn.ModuleList([
+ ops.Linear(self.ch,
+ self.temb_ch),
+ ops.Linear(self.temb_ch,
+ self.temb_ch),
+ ])
+
+ # downsampling
+ self.conv_in = ops.Conv2d(in_channels,
+ self.ch,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ curr_res = resolution
+ in_ch_mult = (1,)+tuple(ch_mult)
+ self.down = nn.ModuleList()
+ for i_level in range(self.num_resolutions):
+ block = nn.ModuleList()
+ attn = nn.ModuleList()
+ block_in = ch*in_ch_mult[i_level]
+ block_out = ch*ch_mult[i_level]
+ for i_block in range(self.num_res_blocks):
+ block.append(ResnetBlock(in_channels=block_in,
+ out_channels=block_out,
+ temb_channels=self.temb_ch,
+ dropout=dropout))
+ block_in = block_out
+ if curr_res in attn_resolutions:
+ attn.append(make_attn(block_in, attn_type=attn_type))
+ down = nn.Module()
+ down.block = block
+ down.attn = attn
+ if i_level != self.num_resolutions-1:
+ down.downsample = Downsample(block_in, resamp_with_conv)
+ curr_res = curr_res // 2
+ self.down.append(down)
+
+ # middle
+ self.mid = nn.Module()
+ self.mid.block_1 = ResnetBlock(in_channels=block_in,
+ out_channels=block_in,
+ temb_channels=self.temb_ch,
+ dropout=dropout)
+ self.mid.attn_1 = make_attn(block_in, attn_type=attn_type)
+ self.mid.block_2 = ResnetBlock(in_channels=block_in,
+ out_channels=block_in,
+ temb_channels=self.temb_ch,
+ dropout=dropout)
+
+ # upsampling
+ self.up = nn.ModuleList()
+ for i_level in reversed(range(self.num_resolutions)):
+ block = nn.ModuleList()
+ attn = nn.ModuleList()
+ block_out = ch*ch_mult[i_level]
+ skip_in = ch*ch_mult[i_level]
+ for i_block in range(self.num_res_blocks+1):
+ if i_block == self.num_res_blocks:
+ skip_in = ch*in_ch_mult[i_level]
+ block.append(ResnetBlock(in_channels=block_in+skip_in,
+ out_channels=block_out,
+ temb_channels=self.temb_ch,
+ dropout=dropout))
+ block_in = block_out
+ if curr_res in attn_resolutions:
+ attn.append(make_attn(block_in, attn_type=attn_type))
+ up = nn.Module()
+ up.block = block
+ up.attn = attn
+ if i_level != 0:
+ up.upsample = Upsample(block_in, resamp_with_conv)
+ curr_res = curr_res * 2
+ self.up.insert(0, up) # prepend to get consistent order
+
+ # end
+ self.norm_out = Normalize(block_in)
+ self.conv_out = ops.Conv2d(block_in,
+ out_ch,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ def forward(self, x, t=None, context=None):
+ #assert x.shape[2] == x.shape[3] == self.resolution
+ if context is not None:
+ # assume aligned context, cat along channel axis
+ x = torch.cat((x, context), dim=1)
+ if self.use_timestep:
+ # timestep embedding
+ assert t is not None
+ temb = get_timestep_embedding(t, self.ch)
+ temb = self.temb.dense[0](temb)
+ temb = nonlinearity(temb)
+ temb = self.temb.dense[1](temb)
+ else:
+ temb = None
+
+ # downsampling
+ hs = [self.conv_in(x)]
+ for i_level in range(self.num_resolutions):
+ for i_block in range(self.num_res_blocks):
+ h = self.down[i_level].block[i_block](hs[-1], temb)
+ if len(self.down[i_level].attn) > 0:
+ h = self.down[i_level].attn[i_block](h)
+ hs.append(h)
+ if i_level != self.num_resolutions-1:
+ hs.append(self.down[i_level].downsample(hs[-1]))
+
+ # middle
+ h = hs[-1]
+ h = self.mid.block_1(h, temb)
+ h = self.mid.attn_1(h)
+ h = self.mid.block_2(h, temb)
+
+ # upsampling
+ for i_level in reversed(range(self.num_resolutions)):
+ for i_block in range(self.num_res_blocks+1):
+ h = self.up[i_level].block[i_block](
+ torch.cat([h, hs.pop()], dim=1), temb)
+ if len(self.up[i_level].attn) > 0:
+ h = self.up[i_level].attn[i_block](h)
+ if i_level != 0:
+ h = self.up[i_level].upsample(h)
+
+ # end
+ h = self.norm_out(h)
+ h = nonlinearity(h)
+ h = self.conv_out(h)
+ return h
+
+ def get_last_layer(self):
+ return self.conv_out.weight
+
+
+class Encoder(nn.Module):
+ def __init__(self, *, ch, out_ch, ch_mult=(1,2,4,8), num_res_blocks,
+ attn_resolutions, dropout=0.0, resamp_with_conv=True, in_channels,
+ resolution, z_channels, double_z=True, use_linear_attn=False, attn_type="vanilla",
+ **ignore_kwargs):
+ super().__init__()
+ if use_linear_attn: attn_type = "linear"
+ self.ch = ch
+ self.temb_ch = 0
+ self.num_resolutions = len(ch_mult)
+ self.num_res_blocks = num_res_blocks
+ self.resolution = resolution
+ self.in_channels = in_channels
+
+ # downsampling
+ self.conv_in = ops.Conv2d(in_channels,
+ self.ch,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ curr_res = resolution
+ in_ch_mult = (1,)+tuple(ch_mult)
+ self.in_ch_mult = in_ch_mult
+ self.down = nn.ModuleList()
+ for i_level in range(self.num_resolutions):
+ block = nn.ModuleList()
+ attn = nn.ModuleList()
+ block_in = ch*in_ch_mult[i_level]
+ block_out = ch*ch_mult[i_level]
+ for i_block in range(self.num_res_blocks):
+ block.append(ResnetBlock(in_channels=block_in,
+ out_channels=block_out,
+ temb_channels=self.temb_ch,
+ dropout=dropout))
+ block_in = block_out
+ if curr_res in attn_resolutions:
+ attn.append(make_attn(block_in, attn_type=attn_type))
+ down = nn.Module()
+ down.block = block
+ down.attn = attn
+ if i_level != self.num_resolutions-1:
+ down.downsample = Downsample(block_in, resamp_with_conv)
+ curr_res = curr_res // 2
+ self.down.append(down)
+
+ # middle
+ self.mid = nn.Module()
+ self.mid.block_1 = ResnetBlock(in_channels=block_in,
+ out_channels=block_in,
+ temb_channels=self.temb_ch,
+ dropout=dropout)
+ self.mid.attn_1 = make_attn(block_in, attn_type=attn_type)
+ self.mid.block_2 = ResnetBlock(in_channels=block_in,
+ out_channels=block_in,
+ temb_channels=self.temb_ch,
+ dropout=dropout)
+
+ # end
+ self.norm_out = Normalize(block_in)
+ self.conv_out = ops.Conv2d(block_in,
+ 2*z_channels if double_z else z_channels,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ def forward(self, x):
+ # timestep embedding
+ temb = None
+ # downsampling
+ h = self.conv_in(x)
+ for i_level in range(self.num_resolutions):
+ for i_block in range(self.num_res_blocks):
+ h = self.down[i_level].block[i_block](h, temb)
+ if len(self.down[i_level].attn) > 0:
+ h = self.down[i_level].attn[i_block](h)
+ if i_level != self.num_resolutions-1:
+ h = self.down[i_level].downsample(h)
+
+ # middle
+ h = self.mid.block_1(h, temb)
+ h = self.mid.attn_1(h)
+ h = self.mid.block_2(h, temb)
+
+ # end
+ h = self.norm_out(h)
+ h = nonlinearity(h)
+ h = self.conv_out(h)
+ return h
+
+
+class Decoder(nn.Module):
+ def __init__(self, *, ch, out_ch, ch_mult=(1,2,4,8), num_res_blocks,
+ attn_resolutions, dropout=0.0, resamp_with_conv=True, in_channels,
+ resolution, z_channels, give_pre_end=False, tanh_out=False, use_linear_attn=False,
+ conv_out_op=ops.Conv2d,
+ resnet_op=ResnetBlock,
+ attn_op=AttnBlock,
+ **ignorekwargs):
+ super().__init__()
+ if use_linear_attn: attn_type = "linear"
+ self.ch = ch
+ self.temb_ch = 0
+ self.num_resolutions = len(ch_mult)
+ self.num_res_blocks = num_res_blocks
+ self.resolution = resolution
+ self.in_channels = in_channels
+ self.give_pre_end = give_pre_end
+ self.tanh_out = tanh_out
+
+ # compute in_ch_mult, block_in and curr_res at lowest res
+ in_ch_mult = (1,)+tuple(ch_mult)
+ block_in = ch*ch_mult[self.num_resolutions-1]
+ curr_res = resolution // 2**(self.num_resolutions-1)
+ self.z_shape = (1,z_channels,curr_res,curr_res)
+ logging.debug("Working with z of shape {} = {} dimensions.".format(
+ self.z_shape, np.prod(self.z_shape)))
+
+ # z to block_in
+ self.conv_in = ops.Conv2d(z_channels,
+ block_in,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ # middle
+ self.mid = nn.Module()
+ self.mid.block_1 = resnet_op(in_channels=block_in,
+ out_channels=block_in,
+ temb_channels=self.temb_ch,
+ dropout=dropout)
+ self.mid.attn_1 = attn_op(block_in)
+ self.mid.block_2 = resnet_op(in_channels=block_in,
+ out_channels=block_in,
+ temb_channels=self.temb_ch,
+ dropout=dropout)
+
+ # upsampling
+ self.up = nn.ModuleList()
+ for i_level in reversed(range(self.num_resolutions)):
+ block = nn.ModuleList()
+ attn = nn.ModuleList()
+ block_out = ch*ch_mult[i_level]
+ for i_block in range(self.num_res_blocks+1):
+ block.append(resnet_op(in_channels=block_in,
+ out_channels=block_out,
+ temb_channels=self.temb_ch,
+ dropout=dropout))
+ block_in = block_out
+ if curr_res in attn_resolutions:
+ attn.append(attn_op(block_in))
+ up = nn.Module()
+ up.block = block
+ up.attn = attn
+ if i_level != 0:
+ up.upsample = Upsample(block_in, resamp_with_conv)
+ curr_res = curr_res * 2
+ self.up.insert(0, up) # prepend to get consistent order
+
+ # end
+ self.norm_out = Normalize(block_in)
+ self.conv_out = conv_out_op(block_in,
+ out_ch,
+ kernel_size=3,
+ stride=1,
+ padding=1)
+
+ def forward(self, z, **kwargs):
+ #assert z.shape[1:] == self.z_shape[1:]
+ self.last_z_shape = z.shape
+
+ # timestep embedding
+ temb = None
+
+ # z to block_in
+ h = self.conv_in(z)
+
+ # middle
+ h = self.mid.block_1(h, temb, **kwargs)
+ h = self.mid.attn_1(h, **kwargs)
+ h = self.mid.block_2(h, temb, **kwargs)
+
+ # upsampling
+ for i_level in reversed(range(self.num_resolutions)):
+ for i_block in range(self.num_res_blocks+1):
+ h = self.up[i_level].block[i_block](h, temb, **kwargs)
+ if len(self.up[i_level].attn) > 0:
+ h = self.up[i_level].attn[i_block](h, **kwargs)
+ if i_level != 0:
+ h = self.up[i_level].upsample(h)
+
+ # end
+ if self.give_pre_end:
+ return h
+
+ h = self.norm_out(h)
+ h = nonlinearity(h)
+ h = self.conv_out(h, **kwargs)
+ if self.tanh_out:
+ h = torch.tanh(h)
+ return h
diff --git a/ComfyUI/comfy/ldm/modules/diffusionmodules/openaimodel.py b/ComfyUI/comfy/ldm/modules/diffusionmodules/openaimodel.py
new file mode 100644
index 0000000000000000000000000000000000000000..1b2ccee793283597bb15bc358bdfd1e7cad73b47
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/diffusionmodules/openaimodel.py
@@ -0,0 +1,892 @@
+from abc import abstractmethod
+
+import torch as th
+import torch.nn as nn
+import torch.nn.functional as F
+from einops import rearrange
+import logging
+
+from .util import (
+ checkpoint,
+ avg_pool_nd,
+ zero_module,
+ timestep_embedding,
+ AlphaBlender,
+)
+from ..attention import SpatialTransformer, SpatialVideoTransformer, default
+from comfy.ldm.util import exists
+import comfy.ops
+ops = comfy.ops.disable_weight_init
+
+class TimestepBlock(nn.Module):
+ """
+ Any module where forward() takes timestep embeddings as a second argument.
+ """
+
+ @abstractmethod
+ def forward(self, x, emb):
+ """
+ Apply the module to `x` given `emb` timestep embeddings.
+ """
+
+#This is needed because accelerate makes a copy of transformer_options which breaks "transformer_index"
+def forward_timestep_embed(ts, x, emb, context=None, transformer_options={}, output_shape=None, time_context=None, num_video_frames=None, image_only_indicator=None):
+ for layer in ts:
+ if isinstance(layer, VideoResBlock):
+ x = layer(x, emb, num_video_frames, image_only_indicator)
+ elif isinstance(layer, TimestepBlock):
+ x = layer(x, emb)
+ elif isinstance(layer, SpatialVideoTransformer):
+ x = layer(x, context, time_context, num_video_frames, image_only_indicator, transformer_options)
+ if "transformer_index" in transformer_options:
+ transformer_options["transformer_index"] += 1
+ elif isinstance(layer, SpatialTransformer):
+ x = layer(x, context, transformer_options)
+ if "transformer_index" in transformer_options:
+ transformer_options["transformer_index"] += 1
+ elif isinstance(layer, Upsample):
+ x = layer(x, output_shape=output_shape)
+ else:
+ x = layer(x)
+ return x
+
+class TimestepEmbedSequential(nn.Sequential, TimestepBlock):
+ """
+ A sequential module that passes timestep embeddings to the children that
+ support it as an extra input.
+ """
+
+ def forward(self, *args, **kwargs):
+ return forward_timestep_embed(self, *args, **kwargs)
+
+class Upsample(nn.Module):
+ """
+ An upsampling layer with an optional convolution.
+ :param channels: channels in the inputs and outputs.
+ :param use_conv: a bool determining if a convolution is applied.
+ :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then
+ upsampling occurs in the inner-two dimensions.
+ """
+
+ def __init__(self, channels, use_conv, dims=2, out_channels=None, padding=1, dtype=None, device=None, operations=ops):
+ super().__init__()
+ self.channels = channels
+ self.out_channels = out_channels or channels
+ self.use_conv = use_conv
+ self.dims = dims
+ if use_conv:
+ self.conv = operations.conv_nd(dims, self.channels, self.out_channels, 3, padding=padding, dtype=dtype, device=device)
+
+ def forward(self, x, output_shape=None):
+ assert x.shape[1] == self.channels
+ if self.dims == 3:
+ shape = [x.shape[2], x.shape[3] * 2, x.shape[4] * 2]
+ if output_shape is not None:
+ shape[1] = output_shape[3]
+ shape[2] = output_shape[4]
+ else:
+ shape = [x.shape[2] * 2, x.shape[3] * 2]
+ if output_shape is not None:
+ shape[0] = output_shape[2]
+ shape[1] = output_shape[3]
+
+ x = F.interpolate(x, size=shape, mode="nearest")
+ if self.use_conv:
+ x = self.conv(x)
+ return x
+
+class Downsample(nn.Module):
+ """
+ A downsampling layer with an optional convolution.
+ :param channels: channels in the inputs and outputs.
+ :param use_conv: a bool determining if a convolution is applied.
+ :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then
+ downsampling occurs in the inner-two dimensions.
+ """
+
+ def __init__(self, channels, use_conv, dims=2, out_channels=None, padding=1, dtype=None, device=None, operations=ops):
+ super().__init__()
+ self.channels = channels
+ self.out_channels = out_channels or channels
+ self.use_conv = use_conv
+ self.dims = dims
+ stride = 2 if dims != 3 else (1, 2, 2)
+ if use_conv:
+ self.op = operations.conv_nd(
+ dims, self.channels, self.out_channels, 3, stride=stride, padding=padding, dtype=dtype, device=device
+ )
+ else:
+ assert self.channels == self.out_channels
+ self.op = avg_pool_nd(dims, kernel_size=stride, stride=stride)
+
+ def forward(self, x):
+ assert x.shape[1] == self.channels
+ return self.op(x)
+
+
+class ResBlock(TimestepBlock):
+ """
+ A residual block that can optionally change the number of channels.
+ :param channels: the number of input channels.
+ :param emb_channels: the number of timestep embedding channels.
+ :param dropout: the rate of dropout.
+ :param out_channels: if specified, the number of out channels.
+ :param use_conv: if True and out_channels is specified, use a spatial
+ convolution instead of a smaller 1x1 convolution to change the
+ channels in the skip connection.
+ :param dims: determines if the signal is 1D, 2D, or 3D.
+ :param use_checkpoint: if True, use gradient checkpointing on this module.
+ :param up: if True, use this block for upsampling.
+ :param down: if True, use this block for downsampling.
+ """
+
+ def __init__(
+ self,
+ channels,
+ emb_channels,
+ dropout,
+ out_channels=None,
+ use_conv=False,
+ use_scale_shift_norm=False,
+ dims=2,
+ use_checkpoint=False,
+ up=False,
+ down=False,
+ kernel_size=3,
+ exchange_temb_dims=False,
+ skip_t_emb=False,
+ dtype=None,
+ device=None,
+ operations=ops
+ ):
+ super().__init__()
+ self.channels = channels
+ self.emb_channels = emb_channels
+ self.dropout = dropout
+ self.out_channels = out_channels or channels
+ self.use_conv = use_conv
+ self.use_checkpoint = use_checkpoint
+ self.use_scale_shift_norm = use_scale_shift_norm
+ self.exchange_temb_dims = exchange_temb_dims
+
+ if isinstance(kernel_size, list):
+ padding = [k // 2 for k in kernel_size]
+ else:
+ padding = kernel_size // 2
+
+ self.in_layers = nn.Sequential(
+ operations.GroupNorm(32, channels, dtype=dtype, device=device),
+ nn.SiLU(),
+ operations.conv_nd(dims, channels, self.out_channels, kernel_size, padding=padding, dtype=dtype, device=device),
+ )
+
+ self.updown = up or down
+
+ if up:
+ self.h_upd = Upsample(channels, False, dims, dtype=dtype, device=device)
+ self.x_upd = Upsample(channels, False, dims, dtype=dtype, device=device)
+ elif down:
+ self.h_upd = Downsample(channels, False, dims, dtype=dtype, device=device)
+ self.x_upd = Downsample(channels, False, dims, dtype=dtype, device=device)
+ else:
+ self.h_upd = self.x_upd = nn.Identity()
+
+ self.skip_t_emb = skip_t_emb
+ if self.skip_t_emb:
+ self.emb_layers = None
+ self.exchange_temb_dims = False
+ else:
+ self.emb_layers = nn.Sequential(
+ nn.SiLU(),
+ operations.Linear(
+ emb_channels,
+ 2 * self.out_channels if use_scale_shift_norm else self.out_channels, dtype=dtype, device=device
+ ),
+ )
+ self.out_layers = nn.Sequential(
+ operations.GroupNorm(32, self.out_channels, dtype=dtype, device=device),
+ nn.SiLU(),
+ nn.Dropout(p=dropout),
+ operations.conv_nd(dims, self.out_channels, self.out_channels, kernel_size, padding=padding, dtype=dtype, device=device)
+ ,
+ )
+
+ if self.out_channels == channels:
+ self.skip_connection = nn.Identity()
+ elif use_conv:
+ self.skip_connection = operations.conv_nd(
+ dims, channels, self.out_channels, kernel_size, padding=padding, dtype=dtype, device=device
+ )
+ else:
+ self.skip_connection = operations.conv_nd(dims, channels, self.out_channels, 1, dtype=dtype, device=device)
+
+ def forward(self, x, emb):
+ """
+ Apply the block to a Tensor, conditioned on a timestep embedding.
+ :param x: an [N x C x ...] Tensor of features.
+ :param emb: an [N x emb_channels] Tensor of timestep embeddings.
+ :return: an [N x C x ...] Tensor of outputs.
+ """
+ return checkpoint(
+ self._forward, (x, emb), self.parameters(), self.use_checkpoint
+ )
+
+
+ def _forward(self, x, emb):
+ if self.updown:
+ in_rest, in_conv = self.in_layers[:-1], self.in_layers[-1]
+ h = in_rest(x)
+ h = self.h_upd(h)
+ x = self.x_upd(x)
+ h = in_conv(h)
+ else:
+ h = self.in_layers(x)
+
+ emb_out = None
+ if not self.skip_t_emb:
+ emb_out = self.emb_layers(emb).type(h.dtype)
+ while len(emb_out.shape) < len(h.shape):
+ emb_out = emb_out[..., None]
+ if self.use_scale_shift_norm:
+ out_norm, out_rest = self.out_layers[0], self.out_layers[1:]
+ h = out_norm(h)
+ if emb_out is not None:
+ scale, shift = th.chunk(emb_out, 2, dim=1)
+ h *= (1 + scale)
+ h += shift
+ h = out_rest(h)
+ else:
+ if emb_out is not None:
+ if self.exchange_temb_dims:
+ emb_out = emb_out.movedim(1, 2)
+ h = h + emb_out
+ h = self.out_layers(h)
+ return self.skip_connection(x) + h
+
+
+class VideoResBlock(ResBlock):
+ def __init__(
+ self,
+ channels: int,
+ emb_channels: int,
+ dropout: float,
+ video_kernel_size=3,
+ merge_strategy: str = "fixed",
+ merge_factor: float = 0.5,
+ out_channels=None,
+ use_conv: bool = False,
+ use_scale_shift_norm: bool = False,
+ dims: int = 2,
+ use_checkpoint: bool = False,
+ up: bool = False,
+ down: bool = False,
+ dtype=None,
+ device=None,
+ operations=ops
+ ):
+ super().__init__(
+ channels,
+ emb_channels,
+ dropout,
+ out_channels=out_channels,
+ use_conv=use_conv,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ up=up,
+ down=down,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+
+ self.time_stack = ResBlock(
+ default(out_channels, channels),
+ emb_channels,
+ dropout=dropout,
+ dims=3,
+ out_channels=default(out_channels, channels),
+ use_scale_shift_norm=False,
+ use_conv=False,
+ up=False,
+ down=False,
+ kernel_size=video_kernel_size,
+ use_checkpoint=use_checkpoint,
+ exchange_temb_dims=True,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+ self.time_mixer = AlphaBlender(
+ alpha=merge_factor,
+ merge_strategy=merge_strategy,
+ rearrange_pattern="b t -> b 1 t 1 1",
+ )
+
+ def forward(
+ self,
+ x: th.Tensor,
+ emb: th.Tensor,
+ num_video_frames: int,
+ image_only_indicator = None,
+ ) -> th.Tensor:
+ x = super().forward(x, emb)
+
+ x_mix = rearrange(x, "(b t) c h w -> b c t h w", t=num_video_frames)
+ x = rearrange(x, "(b t) c h w -> b c t h w", t=num_video_frames)
+
+ x = self.time_stack(
+ x, rearrange(emb, "(b t) ... -> b t ...", t=num_video_frames)
+ )
+ x = self.time_mixer(
+ x_spatial=x_mix, x_temporal=x, image_only_indicator=image_only_indicator
+ )
+ x = rearrange(x, "b c t h w -> (b t) c h w")
+ return x
+
+
+class Timestep(nn.Module):
+ def __init__(self, dim):
+ super().__init__()
+ self.dim = dim
+
+ def forward(self, t):
+ return timestep_embedding(t, self.dim)
+
+def apply_control(h, control, name):
+ if control is not None and name in control and len(control[name]) > 0:
+ ctrl = control[name].pop()
+ if ctrl is not None:
+ try:
+ h += ctrl
+ except:
+ logging.warning("warning control could not be applied {} {}".format(h.shape, ctrl.shape))
+ return h
+
+class UNetModel(nn.Module):
+ """
+ The full UNet model with attention and timestep embedding.
+ :param in_channels: channels in the input Tensor.
+ :param model_channels: base channel count for the model.
+ :param out_channels: channels in the output Tensor.
+ :param num_res_blocks: number of residual blocks per downsample.
+ :param dropout: the dropout probability.
+ :param channel_mult: channel multiplier for each level of the UNet.
+ :param conv_resample: if True, use learned convolutions for upsampling and
+ downsampling.
+ :param dims: determines if the signal is 1D, 2D, or 3D.
+ :param num_classes: if specified (as an int), then this model will be
+ class-conditional with `num_classes` classes.
+ :param use_checkpoint: use gradient checkpointing to reduce memory usage.
+ :param num_heads: the number of attention heads in each attention layer.
+ :param num_heads_channels: if specified, ignore num_heads and instead use
+ a fixed channel width per attention head.
+ :param num_heads_upsample: works with num_heads to set a different number
+ of heads for upsampling. Deprecated.
+ :param use_scale_shift_norm: use a FiLM-like conditioning mechanism.
+ :param resblock_updown: use residual blocks for up/downsampling.
+ :param use_new_attention_order: use a different attention pattern for potentially
+ increased efficiency.
+ """
+
+ def __init__(
+ self,
+ image_size,
+ in_channels,
+ model_channels,
+ out_channels,
+ num_res_blocks,
+ dropout=0,
+ channel_mult=(1, 2, 4, 8),
+ conv_resample=True,
+ dims=2,
+ num_classes=None,
+ use_checkpoint=False,
+ dtype=th.float32,
+ num_heads=-1,
+ num_head_channels=-1,
+ num_heads_upsample=-1,
+ use_scale_shift_norm=False,
+ resblock_updown=False,
+ use_new_attention_order=False,
+ use_spatial_transformer=False, # custom transformer support
+ transformer_depth=1, # custom transformer support
+ context_dim=None, # custom transformer support
+ n_embed=None, # custom support for prediction of discrete ids into codebook of first stage vq model
+ legacy=True,
+ disable_self_attentions=None,
+ num_attention_blocks=None,
+ disable_middle_self_attn=False,
+ use_linear_in_transformer=False,
+ adm_in_channels=None,
+ transformer_depth_middle=None,
+ transformer_depth_output=None,
+ use_temporal_resblock=False,
+ use_temporal_attention=False,
+ time_context_dim=None,
+ extra_ff_mix_layer=False,
+ use_spatial_context=False,
+ merge_strategy=None,
+ merge_factor=0.0,
+ video_kernel_size=None,
+ disable_temporal_crossattention=False,
+ max_ddpm_temb_period=10000,
+ attn_precision=None,
+ device=None,
+ operations=ops,
+ ):
+ super().__init__()
+
+ if context_dim is not None:
+ assert use_spatial_transformer, 'Fool!! You forgot to use the spatial transformer for your cross-attention conditioning...'
+ # from omegaconf.listconfig import ListConfig
+ # if type(context_dim) == ListConfig:
+ # context_dim = list(context_dim)
+
+ if num_heads_upsample == -1:
+ num_heads_upsample = num_heads
+
+ if num_heads == -1:
+ assert num_head_channels != -1, 'Either num_heads or num_head_channels has to be set'
+
+ if num_head_channels == -1:
+ assert num_heads != -1, 'Either num_heads or num_head_channels has to be set'
+
+ self.in_channels = in_channels
+ self.model_channels = model_channels
+ self.out_channels = out_channels
+
+ if isinstance(num_res_blocks, int):
+ self.num_res_blocks = len(channel_mult) * [num_res_blocks]
+ else:
+ if len(num_res_blocks) != len(channel_mult):
+ raise ValueError("provide num_res_blocks either as an int (globally constant) or "
+ "as a list/tuple (per-level) with the same length as channel_mult")
+ self.num_res_blocks = num_res_blocks
+
+ if disable_self_attentions is not None:
+ # should be a list of booleans, indicating whether to disable self-attention in TransformerBlocks or not
+ assert len(disable_self_attentions) == len(channel_mult)
+ if num_attention_blocks is not None:
+ assert len(num_attention_blocks) == len(self.num_res_blocks)
+
+ transformer_depth = transformer_depth[:]
+ transformer_depth_output = transformer_depth_output[:]
+
+ self.dropout = dropout
+ self.channel_mult = channel_mult
+ self.conv_resample = conv_resample
+ self.num_classes = num_classes
+ self.use_checkpoint = use_checkpoint
+ self.dtype = dtype
+ self.num_heads = num_heads
+ self.num_head_channels = num_head_channels
+ self.num_heads_upsample = num_heads_upsample
+ self.use_temporal_resblocks = use_temporal_resblock
+ self.predict_codebook_ids = n_embed is not None
+
+ self.default_num_video_frames = None
+
+ time_embed_dim = model_channels * 4
+ self.time_embed = nn.Sequential(
+ operations.Linear(model_channels, time_embed_dim, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(time_embed_dim, time_embed_dim, dtype=self.dtype, device=device),
+ )
+
+ if self.num_classes is not None:
+ if isinstance(self.num_classes, int):
+ self.label_emb = nn.Embedding(num_classes, time_embed_dim, dtype=self.dtype, device=device)
+ elif self.num_classes == "continuous":
+ logging.debug("setting up linear c_adm embedding layer")
+ self.label_emb = nn.Linear(1, time_embed_dim)
+ elif self.num_classes == "sequential":
+ assert adm_in_channels is not None
+ self.label_emb = nn.Sequential(
+ nn.Sequential(
+ operations.Linear(adm_in_channels, time_embed_dim, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ operations.Linear(time_embed_dim, time_embed_dim, dtype=self.dtype, device=device),
+ )
+ )
+ else:
+ raise ValueError()
+
+ self.input_blocks = nn.ModuleList(
+ [
+ TimestepEmbedSequential(
+ operations.conv_nd(dims, in_channels, model_channels, 3, padding=1, dtype=self.dtype, device=device)
+ )
+ ]
+ )
+ self._feature_size = model_channels
+ input_block_chans = [model_channels]
+ ch = model_channels
+ ds = 1
+
+ def get_attention_layer(
+ ch,
+ num_heads,
+ dim_head,
+ depth=1,
+ context_dim=None,
+ use_checkpoint=False,
+ disable_self_attn=False,
+ ):
+ if use_temporal_attention:
+ return SpatialVideoTransformer(
+ ch,
+ num_heads,
+ dim_head,
+ depth=depth,
+ context_dim=context_dim,
+ time_context_dim=time_context_dim,
+ dropout=dropout,
+ ff_in=extra_ff_mix_layer,
+ use_spatial_context=use_spatial_context,
+ merge_strategy=merge_strategy,
+ merge_factor=merge_factor,
+ checkpoint=use_checkpoint,
+ use_linear=use_linear_in_transformer,
+ disable_self_attn=disable_self_attn,
+ disable_temporal_crossattention=disable_temporal_crossattention,
+ max_time_embed_period=max_ddpm_temb_period,
+ attn_precision=attn_precision,
+ dtype=self.dtype, device=device, operations=operations
+ )
+ else:
+ return SpatialTransformer(
+ ch, num_heads, dim_head, depth=depth, context_dim=context_dim,
+ disable_self_attn=disable_self_attn, use_linear=use_linear_in_transformer,
+ use_checkpoint=use_checkpoint, attn_precision=attn_precision, dtype=self.dtype, device=device, operations=operations
+ )
+
+ def get_resblock(
+ merge_factor,
+ merge_strategy,
+ video_kernel_size,
+ ch,
+ time_embed_dim,
+ dropout,
+ out_channels,
+ dims,
+ use_checkpoint,
+ use_scale_shift_norm,
+ down=False,
+ up=False,
+ dtype=None,
+ device=None,
+ operations=ops
+ ):
+ if self.use_temporal_resblocks:
+ return VideoResBlock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ channels=ch,
+ emb_channels=time_embed_dim,
+ dropout=dropout,
+ out_channels=out_channels,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ down=down,
+ up=up,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+ else:
+ return ResBlock(
+ channels=ch,
+ emb_channels=time_embed_dim,
+ dropout=dropout,
+ out_channels=out_channels,
+ use_checkpoint=use_checkpoint,
+ dims=dims,
+ use_scale_shift_norm=use_scale_shift_norm,
+ down=down,
+ up=up,
+ dtype=dtype,
+ device=device,
+ operations=operations
+ )
+
+ for level, mult in enumerate(channel_mult):
+ for nr in range(self.num_res_blocks[level]):
+ layers = [
+ get_resblock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ ch=ch,
+ time_embed_dim=time_embed_dim,
+ dropout=dropout,
+ out_channels=mult * model_channels,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations,
+ )
+ ]
+ ch = mult * model_channels
+ num_transformers = transformer_depth.pop(0)
+ if num_transformers > 0:
+ if num_head_channels == -1:
+ dim_head = ch // num_heads
+ else:
+ num_heads = ch // num_head_channels
+ dim_head = num_head_channels
+ if legacy:
+ #num_heads = 1
+ dim_head = ch // num_heads if use_spatial_transformer else num_head_channels
+ if exists(disable_self_attentions):
+ disabled_sa = disable_self_attentions[level]
+ else:
+ disabled_sa = False
+
+ if not exists(num_attention_blocks) or nr < num_attention_blocks[level]:
+ layers.append(get_attention_layer(
+ ch, num_heads, dim_head, depth=num_transformers, context_dim=context_dim,
+ disable_self_attn=disabled_sa, use_checkpoint=use_checkpoint)
+ )
+ self.input_blocks.append(TimestepEmbedSequential(*layers))
+ self._feature_size += ch
+ input_block_chans.append(ch)
+ if level != len(channel_mult) - 1:
+ out_ch = ch
+ self.input_blocks.append(
+ TimestepEmbedSequential(
+ get_resblock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ ch=ch,
+ time_embed_dim=time_embed_dim,
+ dropout=dropout,
+ out_channels=out_ch,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ down=True,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )
+ if resblock_updown
+ else Downsample(
+ ch, conv_resample, dims=dims, out_channels=out_ch, dtype=self.dtype, device=device, operations=operations
+ )
+ )
+ )
+ ch = out_ch
+ input_block_chans.append(ch)
+ ds *= 2
+ self._feature_size += ch
+
+ if num_head_channels == -1:
+ dim_head = ch // num_heads
+ else:
+ num_heads = ch // num_head_channels
+ dim_head = num_head_channels
+ if legacy:
+ #num_heads = 1
+ dim_head = ch // num_heads if use_spatial_transformer else num_head_channels
+ mid_block = [
+ get_resblock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ ch=ch,
+ time_embed_dim=time_embed_dim,
+ dropout=dropout,
+ out_channels=None,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )]
+
+ self.middle_block = None
+ if transformer_depth_middle >= -1:
+ if transformer_depth_middle >= 0:
+ mid_block += [get_attention_layer( # always uses a self-attn
+ ch, num_heads, dim_head, depth=transformer_depth_middle, context_dim=context_dim,
+ disable_self_attn=disable_middle_self_attn, use_checkpoint=use_checkpoint
+ ),
+ get_resblock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ ch=ch,
+ time_embed_dim=time_embed_dim,
+ dropout=dropout,
+ out_channels=None,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )]
+ self.middle_block = TimestepEmbedSequential(*mid_block)
+ self._feature_size += ch
+
+ self.output_blocks = nn.ModuleList([])
+ for level, mult in list(enumerate(channel_mult))[::-1]:
+ for i in range(self.num_res_blocks[level] + 1):
+ ich = input_block_chans.pop()
+ layers = [
+ get_resblock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ ch=ch + ich,
+ time_embed_dim=time_embed_dim,
+ dropout=dropout,
+ out_channels=model_channels * mult,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )
+ ]
+ ch = model_channels * mult
+ num_transformers = transformer_depth_output.pop()
+ if num_transformers > 0:
+ if num_head_channels == -1:
+ dim_head = ch // num_heads
+ else:
+ num_heads = ch // num_head_channels
+ dim_head = num_head_channels
+ if legacy:
+ #num_heads = 1
+ dim_head = ch // num_heads if use_spatial_transformer else num_head_channels
+ if exists(disable_self_attentions):
+ disabled_sa = disable_self_attentions[level]
+ else:
+ disabled_sa = False
+
+ if not exists(num_attention_blocks) or i < num_attention_blocks[level]:
+ layers.append(
+ get_attention_layer(
+ ch, num_heads, dim_head, depth=num_transformers, context_dim=context_dim,
+ disable_self_attn=disabled_sa, use_checkpoint=use_checkpoint
+ )
+ )
+ if level and i == self.num_res_blocks[level]:
+ out_ch = ch
+ layers.append(
+ get_resblock(
+ merge_factor=merge_factor,
+ merge_strategy=merge_strategy,
+ video_kernel_size=video_kernel_size,
+ ch=ch,
+ time_embed_dim=time_embed_dim,
+ dropout=dropout,
+ out_channels=out_ch,
+ dims=dims,
+ use_checkpoint=use_checkpoint,
+ use_scale_shift_norm=use_scale_shift_norm,
+ up=True,
+ dtype=self.dtype,
+ device=device,
+ operations=operations
+ )
+ if resblock_updown
+ else Upsample(ch, conv_resample, dims=dims, out_channels=out_ch, dtype=self.dtype, device=device, operations=operations)
+ )
+ ds //= 2
+ self.output_blocks.append(TimestepEmbedSequential(*layers))
+ self._feature_size += ch
+
+ self.out = nn.Sequential(
+ operations.GroupNorm(32, ch, dtype=self.dtype, device=device),
+ nn.SiLU(),
+ zero_module(operations.conv_nd(dims, model_channels, out_channels, 3, padding=1, dtype=self.dtype, device=device)),
+ )
+ if self.predict_codebook_ids:
+ self.id_predictor = nn.Sequential(
+ operations.GroupNorm(32, ch, dtype=self.dtype, device=device),
+ operations.conv_nd(dims, model_channels, n_embed, 1, dtype=self.dtype, device=device),
+ #nn.LogSoftmax(dim=1) # change to cross_entropy and produce non-normalized logits
+ )
+
+ def forward(self, x, timesteps=None, context=None, y=None, control=None, transformer_options={}, **kwargs):
+ """
+ Apply the model to an input batch.
+ :param x: an [N x C x ...] Tensor of inputs.
+ :param timesteps: a 1-D batch of timesteps.
+ :param context: conditioning plugged in via crossattn
+ :param y: an [N] Tensor of labels, if class-conditional.
+ :return: an [N x C x ...] Tensor of outputs.
+ """
+ transformer_options["original_shape"] = list(x.shape)
+ transformer_options["transformer_index"] = 0
+ transformer_patches = transformer_options.get("patches", {})
+
+ num_video_frames = kwargs.get("num_video_frames", self.default_num_video_frames)
+ image_only_indicator = kwargs.get("image_only_indicator", None)
+ time_context = kwargs.get("time_context", None)
+
+ assert (y is not None) == (
+ self.num_classes is not None
+ ), "must specify y if and only if the model is class-conditional"
+ hs = []
+ t_emb = timestep_embedding(timesteps, self.model_channels, repeat_only=False).to(x.dtype)
+ emb = self.time_embed(t_emb)
+
+ if self.num_classes is not None:
+ assert y.shape[0] == x.shape[0]
+ emb = emb + self.label_emb(y)
+
+ h = x
+ for id, module in enumerate(self.input_blocks):
+ transformer_options["block"] = ("input", id)
+ h = forward_timestep_embed(module, h, emb, context, transformer_options, time_context=time_context, num_video_frames=num_video_frames, image_only_indicator=image_only_indicator)
+ h = apply_control(h, control, 'input')
+ if "input_block_patch" in transformer_patches:
+ patch = transformer_patches["input_block_patch"]
+ for p in patch:
+ h = p(h, transformer_options)
+
+ hs.append(h)
+ if "input_block_patch_after_skip" in transformer_patches:
+ patch = transformer_patches["input_block_patch_after_skip"]
+ for p in patch:
+ h = p(h, transformer_options)
+
+ transformer_options["block"] = ("middle", 0)
+ if self.middle_block is not None:
+ h = forward_timestep_embed(self.middle_block, h, emb, context, transformer_options, time_context=time_context, num_video_frames=num_video_frames, image_only_indicator=image_only_indicator)
+ h = apply_control(h, control, 'middle')
+
+
+ for id, module in enumerate(self.output_blocks):
+ transformer_options["block"] = ("output", id)
+ hsp = hs.pop()
+ hsp = apply_control(hsp, control, 'output')
+
+ if "output_block_patch" in transformer_patches:
+ patch = transformer_patches["output_block_patch"]
+ for p in patch:
+ h, hsp = p(h, hsp, transformer_options)
+
+ h = th.cat([h, hsp], dim=1)
+ del hsp
+ if len(hs) > 0:
+ output_shape = hs[-1].shape
+ else:
+ output_shape = None
+ h = forward_timestep_embed(module, h, emb, context, transformer_options, output_shape, time_context=time_context, num_video_frames=num_video_frames, image_only_indicator=image_only_indicator)
+ h = h.type(x.dtype)
+ if self.predict_codebook_ids:
+ return self.id_predictor(h)
+ else:
+ return self.out(h)
diff --git a/ComfyUI/comfy/ldm/modules/diffusionmodules/upscaling.py b/ComfyUI/comfy/ldm/modules/diffusionmodules/upscaling.py
new file mode 100644
index 0000000000000000000000000000000000000000..043b1638bf99141416c2faed25d505ae5fce3f6d
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/diffusionmodules/upscaling.py
@@ -0,0 +1,85 @@
+import torch
+import torch.nn as nn
+import numpy as np
+from functools import partial
+
+from .util import extract_into_tensor, make_beta_schedule
+from comfy.ldm.util import default
+
+
+class AbstractLowScaleModel(nn.Module):
+ # for concatenating a downsampled image to the latent representation
+ def __init__(self, noise_schedule_config=None):
+ super(AbstractLowScaleModel, self).__init__()
+ if noise_schedule_config is not None:
+ self.register_schedule(**noise_schedule_config)
+
+ def register_schedule(self, beta_schedule="linear", timesteps=1000,
+ linear_start=1e-4, linear_end=2e-2, cosine_s=8e-3):
+ betas = make_beta_schedule(beta_schedule, timesteps, linear_start=linear_start, linear_end=linear_end,
+ cosine_s=cosine_s)
+ alphas = 1. - betas
+ alphas_cumprod = np.cumprod(alphas, axis=0)
+ alphas_cumprod_prev = np.append(1., alphas_cumprod[:-1])
+
+ timesteps, = betas.shape
+ self.num_timesteps = int(timesteps)
+ self.linear_start = linear_start
+ self.linear_end = linear_end
+ assert alphas_cumprod.shape[0] == self.num_timesteps, 'alphas have to be defined for each timestep'
+
+ to_torch = partial(torch.tensor, dtype=torch.float32)
+
+ self.register_buffer('betas', to_torch(betas))
+ self.register_buffer('alphas_cumprod', to_torch(alphas_cumprod))
+ self.register_buffer('alphas_cumprod_prev', to_torch(alphas_cumprod_prev))
+
+ # calculations for diffusion q(x_t | x_{t-1}) and others
+ self.register_buffer('sqrt_alphas_cumprod', to_torch(np.sqrt(alphas_cumprod)))
+ self.register_buffer('sqrt_one_minus_alphas_cumprod', to_torch(np.sqrt(1. - alphas_cumprod)))
+ self.register_buffer('log_one_minus_alphas_cumprod', to_torch(np.log(1. - alphas_cumprod)))
+ self.register_buffer('sqrt_recip_alphas_cumprod', to_torch(np.sqrt(1. / alphas_cumprod)))
+ self.register_buffer('sqrt_recipm1_alphas_cumprod', to_torch(np.sqrt(1. / alphas_cumprod - 1)))
+
+ def q_sample(self, x_start, t, noise=None, seed=None):
+ if noise is None:
+ if seed is None:
+ noise = torch.randn_like(x_start)
+ else:
+ noise = torch.randn(x_start.size(), dtype=x_start.dtype, layout=x_start.layout, generator=torch.manual_seed(seed)).to(x_start.device)
+ return (extract_into_tensor(self.sqrt_alphas_cumprod.to(x_start.device), t, x_start.shape) * x_start +
+ extract_into_tensor(self.sqrt_one_minus_alphas_cumprod.to(x_start.device), t, x_start.shape) * noise)
+
+ def forward(self, x):
+ return x, None
+
+ def decode(self, x):
+ return x
+
+
+class SimpleImageConcat(AbstractLowScaleModel):
+ # no noise level conditioning
+ def __init__(self):
+ super(SimpleImageConcat, self).__init__(noise_schedule_config=None)
+ self.max_noise_level = 0
+
+ def forward(self, x):
+ # fix to constant noise level
+ return x, torch.zeros(x.shape[0], device=x.device).long()
+
+
+class ImageConcatWithNoiseAugmentation(AbstractLowScaleModel):
+ def __init__(self, noise_schedule_config, max_noise_level=1000, to_cuda=False):
+ super().__init__(noise_schedule_config=noise_schedule_config)
+ self.max_noise_level = max_noise_level
+
+ def forward(self, x, noise_level=None, seed=None):
+ if noise_level is None:
+ noise_level = torch.randint(0, self.max_noise_level, (x.shape[0],), device=x.device).long()
+ else:
+ assert isinstance(noise_level, torch.Tensor)
+ z = self.q_sample(x, noise_level, seed=seed)
+ return z, noise_level
+
+
+
diff --git a/ComfyUI/comfy/ldm/modules/diffusionmodules/util.py b/ComfyUI/comfy/ldm/modules/diffusionmodules/util.py
new file mode 100644
index 0000000000000000000000000000000000000000..9d034d1b19aeedd4d3cd506c448d96597a826949
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/diffusionmodules/util.py
@@ -0,0 +1,306 @@
+# adopted from
+# https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py
+# and
+# https://github.com/lucidrains/denoising-diffusion-pytorch/blob/7706bdfc6f527f58d33f84b7b522e61e6e3164b3/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py
+# and
+# https://github.com/openai/guided-diffusion/blob/0ba878e517b276c45d1195eb29f6f5f72659a05b/guided_diffusion/nn.py
+#
+# thanks!
+
+
+import os
+import math
+import torch
+import torch.nn as nn
+import numpy as np
+from einops import repeat, rearrange
+
+from comfy.ldm.util import instantiate_from_config
+
+class AlphaBlender(nn.Module):
+ strategies = ["learned", "fixed", "learned_with_images"]
+
+ def __init__(
+ self,
+ alpha: float,
+ merge_strategy: str = "learned_with_images",
+ rearrange_pattern: str = "b t -> (b t) 1 1",
+ ):
+ super().__init__()
+ self.merge_strategy = merge_strategy
+ self.rearrange_pattern = rearrange_pattern
+
+ assert (
+ merge_strategy in self.strategies
+ ), f"merge_strategy needs to be in {self.strategies}"
+
+ if self.merge_strategy == "fixed":
+ self.register_buffer("mix_factor", torch.Tensor([alpha]))
+ elif (
+ self.merge_strategy == "learned"
+ or self.merge_strategy == "learned_with_images"
+ ):
+ self.register_parameter(
+ "mix_factor", torch.nn.Parameter(torch.Tensor([alpha]))
+ )
+ else:
+ raise ValueError(f"unknown merge strategy {self.merge_strategy}")
+
+ def get_alpha(self, image_only_indicator: torch.Tensor, device) -> torch.Tensor:
+ # skip_time_mix = rearrange(repeat(skip_time_mix, 'b -> (b t) () () ()', t=t), '(b t) 1 ... -> b 1 t ...', t=t)
+ if self.merge_strategy == "fixed":
+ # make shape compatible
+ # alpha = repeat(self.mix_factor, '1 -> b () t () ()', t=t, b=bs)
+ alpha = self.mix_factor.to(device)
+ elif self.merge_strategy == "learned":
+ alpha = torch.sigmoid(self.mix_factor.to(device))
+ # make shape compatible
+ # alpha = repeat(alpha, '1 -> s () ()', s = t * bs)
+ elif self.merge_strategy == "learned_with_images":
+ if image_only_indicator is None:
+ alpha = rearrange(torch.sigmoid(self.mix_factor.to(device)), "... -> ... 1")
+ else:
+ alpha = torch.where(
+ image_only_indicator.bool(),
+ torch.ones(1, 1, device=image_only_indicator.device),
+ rearrange(torch.sigmoid(self.mix_factor.to(image_only_indicator.device)), "... -> ... 1"),
+ )
+ alpha = rearrange(alpha, self.rearrange_pattern)
+ # make shape compatible
+ # alpha = repeat(alpha, '1 -> s () ()', s = t * bs)
+ else:
+ raise NotImplementedError()
+ return alpha
+
+ def forward(
+ self,
+ x_spatial,
+ x_temporal,
+ image_only_indicator=None,
+ ) -> torch.Tensor:
+ alpha = self.get_alpha(image_only_indicator, x_spatial.device)
+ x = (
+ alpha.to(x_spatial.dtype) * x_spatial
+ + (1.0 - alpha).to(x_spatial.dtype) * x_temporal
+ )
+ return x
+
+
+def make_beta_schedule(schedule, n_timestep, linear_start=1e-4, linear_end=2e-2, cosine_s=8e-3):
+ if schedule == "linear":
+ betas = (
+ torch.linspace(linear_start ** 0.5, linear_end ** 0.5, n_timestep, dtype=torch.float64) ** 2
+ )
+
+ elif schedule == "cosine":
+ timesteps = (
+ torch.arange(n_timestep + 1, dtype=torch.float64) / n_timestep + cosine_s
+ )
+ alphas = timesteps / (1 + cosine_s) * np.pi / 2
+ alphas = torch.cos(alphas).pow(2)
+ alphas = alphas / alphas[0]
+ betas = 1 - alphas[1:] / alphas[:-1]
+ betas = torch.clamp(betas, min=0, max=0.999)
+
+ elif schedule == "squaredcos_cap_v2": # used for karlo prior
+ # return early
+ return betas_for_alpha_bar(
+ n_timestep,
+ lambda t: math.cos((t + 0.008) / 1.008 * math.pi / 2) ** 2,
+ )
+
+ elif schedule == "sqrt_linear":
+ betas = torch.linspace(linear_start, linear_end, n_timestep, dtype=torch.float64)
+ elif schedule == "sqrt":
+ betas = torch.linspace(linear_start, linear_end, n_timestep, dtype=torch.float64) ** 0.5
+ else:
+ raise ValueError(f"schedule '{schedule}' unknown.")
+ return betas
+
+
+def make_ddim_timesteps(ddim_discr_method, num_ddim_timesteps, num_ddpm_timesteps, verbose=True):
+ if ddim_discr_method == 'uniform':
+ c = num_ddpm_timesteps // num_ddim_timesteps
+ ddim_timesteps = np.asarray(list(range(0, num_ddpm_timesteps, c)))
+ elif ddim_discr_method == 'quad':
+ ddim_timesteps = ((np.linspace(0, np.sqrt(num_ddpm_timesteps * .8), num_ddim_timesteps)) ** 2).astype(int)
+ else:
+ raise NotImplementedError(f'There is no ddim discretization method called "{ddim_discr_method}"')
+
+ # assert ddim_timesteps.shape[0] == num_ddim_timesteps
+ # add one to get the final alpha values right (the ones from first scale to data during sampling)
+ steps_out = ddim_timesteps + 1
+ if verbose:
+ print(f'Selected timesteps for ddim sampler: {steps_out}')
+ return steps_out
+
+
+def make_ddim_sampling_parameters(alphacums, ddim_timesteps, eta, verbose=True):
+ # select alphas for computing the variance schedule
+ alphas = alphacums[ddim_timesteps]
+ alphas_prev = np.asarray([alphacums[0]] + alphacums[ddim_timesteps[:-1]].tolist())
+
+ # according the the formula provided in https://arxiv.org/abs/2010.02502
+ sigmas = eta * np.sqrt((1 - alphas_prev) / (1 - alphas) * (1 - alphas / alphas_prev))
+ if verbose:
+ print(f'Selected alphas for ddim sampler: a_t: {alphas}; a_(t-1): {alphas_prev}')
+ print(f'For the chosen value of eta, which is {eta}, '
+ f'this results in the following sigma_t schedule for ddim sampler {sigmas}')
+ return sigmas, alphas, alphas_prev
+
+
+def betas_for_alpha_bar(num_diffusion_timesteps, alpha_bar, max_beta=0.999):
+ """
+ Create a beta schedule that discretizes the given alpha_t_bar function,
+ which defines the cumulative product of (1-beta) over time from t = [0,1].
+ :param num_diffusion_timesteps: the number of betas to produce.
+ :param alpha_bar: a lambda that takes an argument t from 0 to 1 and
+ produces the cumulative product of (1-beta) up to that
+ part of the diffusion process.
+ :param max_beta: the maximum beta to use; use values lower than 1 to
+ prevent singularities.
+ """
+ betas = []
+ for i in range(num_diffusion_timesteps):
+ t1 = i / num_diffusion_timesteps
+ t2 = (i + 1) / num_diffusion_timesteps
+ betas.append(min(1 - alpha_bar(t2) / alpha_bar(t1), max_beta))
+ return np.array(betas)
+
+
+def extract_into_tensor(a, t, x_shape):
+ b, *_ = t.shape
+ out = a.gather(-1, t)
+ return out.reshape(b, *((1,) * (len(x_shape) - 1)))
+
+
+def checkpoint(func, inputs, params, flag):
+ """
+ Evaluate a function without caching intermediate activations, allowing for
+ reduced memory at the expense of extra compute in the backward pass.
+ :param func: the function to evaluate.
+ :param inputs: the argument sequence to pass to `func`.
+ :param params: a sequence of parameters `func` depends on but does not
+ explicitly take as arguments.
+ :param flag: if False, disable gradient checkpointing.
+ """
+ if flag:
+ args = tuple(inputs) + tuple(params)
+ return CheckpointFunction.apply(func, len(inputs), *args)
+ else:
+ return func(*inputs)
+
+
+class CheckpointFunction(torch.autograd.Function):
+ @staticmethod
+ def forward(ctx, run_function, length, *args):
+ ctx.run_function = run_function
+ ctx.input_tensors = list(args[:length])
+ ctx.input_params = list(args[length:])
+ ctx.gpu_autocast_kwargs = {"enabled": torch.is_autocast_enabled(),
+ "dtype": torch.get_autocast_gpu_dtype(),
+ "cache_enabled": torch.is_autocast_cache_enabled()}
+ with torch.no_grad():
+ output_tensors = ctx.run_function(*ctx.input_tensors)
+ return output_tensors
+
+ @staticmethod
+ def backward(ctx, *output_grads):
+ ctx.input_tensors = [x.detach().requires_grad_(True) for x in ctx.input_tensors]
+ with torch.enable_grad(), \
+ torch.cuda.amp.autocast(**ctx.gpu_autocast_kwargs):
+ # Fixes a bug where the first op in run_function modifies the
+ # Tensor storage in place, which is not allowed for detach()'d
+ # Tensors.
+ shallow_copies = [x.view_as(x) for x in ctx.input_tensors]
+ output_tensors = ctx.run_function(*shallow_copies)
+ input_grads = torch.autograd.grad(
+ output_tensors,
+ ctx.input_tensors + ctx.input_params,
+ output_grads,
+ allow_unused=True,
+ )
+ del ctx.input_tensors
+ del ctx.input_params
+ del output_tensors
+ return (None, None) + input_grads
+
+
+def timestep_embedding(timesteps, dim, max_period=10000, repeat_only=False):
+ """
+ Create sinusoidal timestep embeddings.
+ :param timesteps: a 1-D Tensor of N indices, one per batch element.
+ These may be fractional.
+ :param dim: the dimension of the output.
+ :param max_period: controls the minimum frequency of the embeddings.
+ :return: an [N x dim] Tensor of positional embeddings.
+ """
+ if not repeat_only:
+ half = dim // 2
+ freqs = torch.exp(
+ -math.log(max_period) * torch.arange(start=0, end=half, dtype=torch.float32, device=timesteps.device) / half
+ )
+ args = timesteps[:, None].float() * freqs[None]
+ embedding = torch.cat([torch.cos(args), torch.sin(args)], dim=-1)
+ if dim % 2:
+ embedding = torch.cat([embedding, torch.zeros_like(embedding[:, :1])], dim=-1)
+ else:
+ embedding = repeat(timesteps, 'b -> b d', d=dim)
+ return embedding
+
+
+def zero_module(module):
+ """
+ Zero out the parameters of a module and return it.
+ """
+ for p in module.parameters():
+ p.detach().zero_()
+ return module
+
+
+def scale_module(module, scale):
+ """
+ Scale the parameters of a module and return it.
+ """
+ for p in module.parameters():
+ p.detach().mul_(scale)
+ return module
+
+
+def mean_flat(tensor):
+ """
+ Take the mean over all non-batch dimensions.
+ """
+ return tensor.mean(dim=list(range(1, len(tensor.shape))))
+
+
+def avg_pool_nd(dims, *args, **kwargs):
+ """
+ Create a 1D, 2D, or 3D average pooling module.
+ """
+ if dims == 1:
+ return nn.AvgPool1d(*args, **kwargs)
+ elif dims == 2:
+ return nn.AvgPool2d(*args, **kwargs)
+ elif dims == 3:
+ return nn.AvgPool3d(*args, **kwargs)
+ raise ValueError(f"unsupported dimensions: {dims}")
+
+
+class HybridConditioner(nn.Module):
+
+ def __init__(self, c_concat_config, c_crossattn_config):
+ super().__init__()
+ self.concat_conditioner = instantiate_from_config(c_concat_config)
+ self.crossattn_conditioner = instantiate_from_config(c_crossattn_config)
+
+ def forward(self, c_concat, c_crossattn):
+ c_concat = self.concat_conditioner(c_concat)
+ c_crossattn = self.crossattn_conditioner(c_crossattn)
+ return {'c_concat': [c_concat], 'c_crossattn': [c_crossattn]}
+
+
+def noise_like(shape, device, repeat=False):
+ repeat_noise = lambda: torch.randn((1, *shape[1:]), device=device).repeat(shape[0], *((1,) * (len(shape) - 1)))
+ noise = lambda: torch.randn(shape, device=device)
+ return repeat_noise() if repeat else noise()
diff --git a/ComfyUI/comfy/ldm/modules/distributions/__init__.py b/ComfyUI/comfy/ldm/modules/distributions/__init__.py
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diff --git a/ComfyUI/comfy/ldm/modules/distributions/__pycache__/distributions.cpython-310.pyc b/ComfyUI/comfy/ldm/modules/distributions/__pycache__/distributions.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/modules/distributions/distributions.py b/ComfyUI/comfy/ldm/modules/distributions/distributions.py
new file mode 100644
index 0000000000000000000000000000000000000000..507b82a4fd8d177727c964a4b0217bd6766ab106
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/distributions/distributions.py
@@ -0,0 +1,92 @@
+import torch
+import numpy as np
+
+
+class AbstractDistribution:
+ def sample(self):
+ raise NotImplementedError()
+
+ def mode(self):
+ raise NotImplementedError()
+
+
+class DiracDistribution(AbstractDistribution):
+ def __init__(self, value):
+ self.value = value
+
+ def sample(self):
+ return self.value
+
+ def mode(self):
+ return self.value
+
+
+class DiagonalGaussianDistribution(object):
+ def __init__(self, parameters, deterministic=False):
+ self.parameters = parameters
+ self.mean, self.logvar = torch.chunk(parameters, 2, dim=1)
+ self.logvar = torch.clamp(self.logvar, -30.0, 20.0)
+ self.deterministic = deterministic
+ self.std = torch.exp(0.5 * self.logvar)
+ self.var = torch.exp(self.logvar)
+ if self.deterministic:
+ self.var = self.std = torch.zeros_like(self.mean).to(device=self.parameters.device)
+
+ def sample(self):
+ x = self.mean + self.std * torch.randn(self.mean.shape).to(device=self.parameters.device)
+ return x
+
+ def kl(self, other=None):
+ if self.deterministic:
+ return torch.Tensor([0.])
+ else:
+ if other is None:
+ return 0.5 * torch.sum(torch.pow(self.mean, 2)
+ + self.var - 1.0 - self.logvar,
+ dim=[1, 2, 3])
+ else:
+ return 0.5 * torch.sum(
+ torch.pow(self.mean - other.mean, 2) / other.var
+ + self.var / other.var - 1.0 - self.logvar + other.logvar,
+ dim=[1, 2, 3])
+
+ def nll(self, sample, dims=[1,2,3]):
+ if self.deterministic:
+ return torch.Tensor([0.])
+ logtwopi = np.log(2.0 * np.pi)
+ return 0.5 * torch.sum(
+ logtwopi + self.logvar + torch.pow(sample - self.mean, 2) / self.var,
+ dim=dims)
+
+ def mode(self):
+ return self.mean
+
+
+def normal_kl(mean1, logvar1, mean2, logvar2):
+ """
+ source: https://github.com/openai/guided-diffusion/blob/27c20a8fab9cb472df5d6bdd6c8d11c8f430b924/guided_diffusion/losses.py#L12
+ Compute the KL divergence between two gaussians.
+ Shapes are automatically broadcasted, so batches can be compared to
+ scalars, among other use cases.
+ """
+ tensor = None
+ for obj in (mean1, logvar1, mean2, logvar2):
+ if isinstance(obj, torch.Tensor):
+ tensor = obj
+ break
+ assert tensor is not None, "at least one argument must be a Tensor"
+
+ # Force variances to be Tensors. Broadcasting helps convert scalars to
+ # Tensors, but it does not work for torch.exp().
+ logvar1, logvar2 = [
+ x if isinstance(x, torch.Tensor) else torch.tensor(x).to(tensor)
+ for x in (logvar1, logvar2)
+ ]
+
+ return 0.5 * (
+ -1.0
+ + logvar2
+ - logvar1
+ + torch.exp(logvar1 - logvar2)
+ + ((mean1 - mean2) ** 2) * torch.exp(-logvar2)
+ )
diff --git a/ComfyUI/comfy/ldm/modules/ema.py b/ComfyUI/comfy/ldm/modules/ema.py
new file mode 100644
index 0000000000000000000000000000000000000000..ca513a12edbcc93548a9a21bfcdf0b94df5b3c64
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/ema.py
@@ -0,0 +1,80 @@
+import torch
+from torch import nn
+
+
+class LitEma(nn.Module):
+ def __init__(self, model, decay=0.9999, use_num_upates=True):
+ super().__init__()
+ if decay < 0.0 or decay > 1.0:
+ raise ValueError('Decay must be between 0 and 1')
+
+ self.m_name2s_name = {}
+ self.register_buffer('decay', torch.tensor(decay, dtype=torch.float32))
+ self.register_buffer('num_updates', torch.tensor(0, dtype=torch.int) if use_num_upates
+ else torch.tensor(-1, dtype=torch.int))
+
+ for name, p in model.named_parameters():
+ if p.requires_grad:
+ # remove as '.'-character is not allowed in buffers
+ s_name = name.replace('.', '')
+ self.m_name2s_name.update({name: s_name})
+ self.register_buffer(s_name, p.clone().detach().data)
+
+ self.collected_params = []
+
+ def reset_num_updates(self):
+ del self.num_updates
+ self.register_buffer('num_updates', torch.tensor(0, dtype=torch.int))
+
+ def forward(self, model):
+ decay = self.decay
+
+ if self.num_updates >= 0:
+ self.num_updates += 1
+ decay = min(self.decay, (1 + self.num_updates) / (10 + self.num_updates))
+
+ one_minus_decay = 1.0 - decay
+
+ with torch.no_grad():
+ m_param = dict(model.named_parameters())
+ shadow_params = dict(self.named_buffers())
+
+ for key in m_param:
+ if m_param[key].requires_grad:
+ sname = self.m_name2s_name[key]
+ shadow_params[sname] = shadow_params[sname].type_as(m_param[key])
+ shadow_params[sname].sub_(one_minus_decay * (shadow_params[sname] - m_param[key]))
+ else:
+ assert not key in self.m_name2s_name
+
+ def copy_to(self, model):
+ m_param = dict(model.named_parameters())
+ shadow_params = dict(self.named_buffers())
+ for key in m_param:
+ if m_param[key].requires_grad:
+ m_param[key].data.copy_(shadow_params[self.m_name2s_name[key]].data)
+ else:
+ assert not key in self.m_name2s_name
+
+ def store(self, parameters):
+ """
+ Save the current parameters for restoring later.
+ Args:
+ parameters: Iterable of `torch.nn.Parameter`; the parameters to be
+ temporarily stored.
+ """
+ self.collected_params = [param.clone() for param in parameters]
+
+ def restore(self, parameters):
+ """
+ Restore the parameters stored with the `store` method.
+ Useful to validate the model with EMA parameters without affecting the
+ original optimization process. Store the parameters before the
+ `copy_to` method. After validation (or model saving), use this to
+ restore the former parameters.
+ Args:
+ parameters: Iterable of `torch.nn.Parameter`; the parameters to be
+ updated with the stored parameters.
+ """
+ for c_param, param in zip(self.collected_params, parameters):
+ param.data.copy_(c_param.data)
diff --git a/ComfyUI/comfy/ldm/modules/encoders/__init__.py b/ComfyUI/comfy/ldm/modules/encoders/__init__.py
new file mode 100644
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diff --git a/ComfyUI/comfy/ldm/modules/encoders/__pycache__/__init__.cpython-310.pyc b/ComfyUI/comfy/ldm/modules/encoders/__pycache__/__init__.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/modules/encoders/__pycache__/noise_aug_modules.cpython-310.pyc b/ComfyUI/comfy/ldm/modules/encoders/__pycache__/noise_aug_modules.cpython-310.pyc
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diff --git a/ComfyUI/comfy/ldm/modules/encoders/noise_aug_modules.py b/ComfyUI/comfy/ldm/modules/encoders/noise_aug_modules.py
new file mode 100644
index 0000000000000000000000000000000000000000..9da69255f3218b1e8c19c5cd1bb927fb0eca4b12
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/encoders/noise_aug_modules.py
@@ -0,0 +1,35 @@
+from ..diffusionmodules.upscaling import ImageConcatWithNoiseAugmentation
+from ..diffusionmodules.openaimodel import Timestep
+import torch
+
+class CLIPEmbeddingNoiseAugmentation(ImageConcatWithNoiseAugmentation):
+ def __init__(self, *args, clip_stats_path=None, timestep_dim=256, **kwargs):
+ super().__init__(*args, **kwargs)
+ if clip_stats_path is None:
+ clip_mean, clip_std = torch.zeros(timestep_dim), torch.ones(timestep_dim)
+ else:
+ clip_mean, clip_std = torch.load(clip_stats_path, map_location="cpu")
+ self.register_buffer("data_mean", clip_mean[None, :], persistent=False)
+ self.register_buffer("data_std", clip_std[None, :], persistent=False)
+ self.time_embed = Timestep(timestep_dim)
+
+ def scale(self, x):
+ # re-normalize to centered mean and unit variance
+ x = (x - self.data_mean.to(x.device)) * 1. / self.data_std.to(x.device)
+ return x
+
+ def unscale(self, x):
+ # back to original data stats
+ x = (x * self.data_std.to(x.device)) + self.data_mean.to(x.device)
+ return x
+
+ def forward(self, x, noise_level=None, seed=None):
+ if noise_level is None:
+ noise_level = torch.randint(0, self.max_noise_level, (x.shape[0],), device=x.device).long()
+ else:
+ assert isinstance(noise_level, torch.Tensor)
+ x = self.scale(x)
+ z = self.q_sample(x, noise_level, seed=seed)
+ z = self.unscale(z)
+ noise_level = self.time_embed(noise_level)
+ return z, noise_level
diff --git a/ComfyUI/comfy/ldm/modules/sub_quadratic_attention.py b/ComfyUI/comfy/ldm/modules/sub_quadratic_attention.py
new file mode 100644
index 0000000000000000000000000000000000000000..b45b25ce62df6b91213568c4d3b8795be75349ec
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/sub_quadratic_attention.py
@@ -0,0 +1,274 @@
+# original source:
+# https://github.com/AminRezaei0x443/memory-efficient-attention/blob/1bc0d9e6ac5f82ea43a375135c4e1d3896ee1694/memory_efficient_attention/attention_torch.py
+# license:
+# MIT
+# credit:
+# Amin Rezaei (original author)
+# Alex Birch (optimized algorithm for 3D tensors, at the expense of removing bias, masking and callbacks)
+# implementation of:
+# Self-attention Does Not Need O(n2) Memory":
+# https://arxiv.org/abs/2112.05682v2
+
+from functools import partial
+import torch
+from torch import Tensor
+from torch.utils.checkpoint import checkpoint
+import math
+import logging
+
+try:
+ from typing import Optional, NamedTuple, List, Protocol
+except ImportError:
+ from typing import Optional, NamedTuple, List
+ from typing_extensions import Protocol
+
+from torch import Tensor
+from typing import List
+
+from comfy import model_management
+
+def dynamic_slice(
+ x: Tensor,
+ starts: List[int],
+ sizes: List[int],
+) -> Tensor:
+ slicing = [slice(start, start + size) for start, size in zip(starts, sizes)]
+ return x[slicing]
+
+class AttnChunk(NamedTuple):
+ exp_values: Tensor
+ exp_weights_sum: Tensor
+ max_score: Tensor
+
+class SummarizeChunk(Protocol):
+ @staticmethod
+ def __call__(
+ query: Tensor,
+ key_t: Tensor,
+ value: Tensor,
+ ) -> AttnChunk: ...
+
+class ComputeQueryChunkAttn(Protocol):
+ @staticmethod
+ def __call__(
+ query: Tensor,
+ key_t: Tensor,
+ value: Tensor,
+ ) -> Tensor: ...
+
+def _summarize_chunk(
+ query: Tensor,
+ key_t: Tensor,
+ value: Tensor,
+ scale: float,
+ upcast_attention: bool,
+ mask,
+) -> AttnChunk:
+ if upcast_attention:
+ with torch.autocast(enabled=False, device_type = 'cuda'):
+ query = query.float()
+ key_t = key_t.float()
+ attn_weights = torch.baddbmm(
+ torch.empty(1, 1, 1, device=query.device, dtype=query.dtype),
+ query,
+ key_t,
+ alpha=scale,
+ beta=0,
+ )
+ else:
+ attn_weights = torch.baddbmm(
+ torch.empty(1, 1, 1, device=query.device, dtype=query.dtype),
+ query,
+ key_t,
+ alpha=scale,
+ beta=0,
+ )
+ max_score, _ = torch.max(attn_weights, -1, keepdim=True)
+ max_score = max_score.detach()
+ attn_weights -= max_score
+ if mask is not None:
+ attn_weights += mask
+ torch.exp(attn_weights, out=attn_weights)
+ exp_weights = attn_weights.to(value.dtype)
+ exp_values = torch.bmm(exp_weights, value)
+ max_score = max_score.squeeze(-1)
+ return AttnChunk(exp_values, exp_weights.sum(dim=-1), max_score)
+
+def _query_chunk_attention(
+ query: Tensor,
+ key_t: Tensor,
+ value: Tensor,
+ summarize_chunk: SummarizeChunk,
+ kv_chunk_size: int,
+ mask,
+) -> Tensor:
+ batch_x_heads, k_channels_per_head, k_tokens = key_t.shape
+ _, _, v_channels_per_head = value.shape
+
+ def chunk_scanner(chunk_idx: int, mask) -> AttnChunk:
+ key_chunk = dynamic_slice(
+ key_t,
+ (0, 0, chunk_idx),
+ (batch_x_heads, k_channels_per_head, kv_chunk_size)
+ )
+ value_chunk = dynamic_slice(
+ value,
+ (0, chunk_idx, 0),
+ (batch_x_heads, kv_chunk_size, v_channels_per_head)
+ )
+ if mask is not None:
+ mask = mask[:,:,chunk_idx:chunk_idx + kv_chunk_size]
+
+ return summarize_chunk(query, key_chunk, value_chunk, mask=mask)
+
+ chunks: List[AttnChunk] = [
+ chunk_scanner(chunk, mask) for chunk in torch.arange(0, k_tokens, kv_chunk_size)
+ ]
+ acc_chunk = AttnChunk(*map(torch.stack, zip(*chunks)))
+ chunk_values, chunk_weights, chunk_max = acc_chunk
+
+ global_max, _ = torch.max(chunk_max, 0, keepdim=True)
+ max_diffs = torch.exp(chunk_max - global_max)
+ chunk_values *= torch.unsqueeze(max_diffs, -1)
+ chunk_weights *= max_diffs
+
+ all_values = chunk_values.sum(dim=0)
+ all_weights = torch.unsqueeze(chunk_weights, -1).sum(dim=0)
+ return all_values / all_weights
+
+# TODO: refactor CrossAttention#get_attention_scores to share code with this
+def _get_attention_scores_no_kv_chunking(
+ query: Tensor,
+ key_t: Tensor,
+ value: Tensor,
+ scale: float,
+ upcast_attention: bool,
+ mask,
+) -> Tensor:
+ if upcast_attention:
+ with torch.autocast(enabled=False, device_type = 'cuda'):
+ query = query.float()
+ key_t = key_t.float()
+ attn_scores = torch.baddbmm(
+ torch.empty(1, 1, 1, device=query.device, dtype=query.dtype),
+ query,
+ key_t,
+ alpha=scale,
+ beta=0,
+ )
+ else:
+ attn_scores = torch.baddbmm(
+ torch.empty(1, 1, 1, device=query.device, dtype=query.dtype),
+ query,
+ key_t,
+ alpha=scale,
+ beta=0,
+ )
+
+ if mask is not None:
+ attn_scores += mask
+ try:
+ attn_probs = attn_scores.softmax(dim=-1)
+ del attn_scores
+ except model_management.OOM_EXCEPTION:
+ logging.warning("ran out of memory while running softmax in _get_attention_scores_no_kv_chunking, trying slower in place softmax instead")
+ attn_scores -= attn_scores.max(dim=-1, keepdim=True).values
+ torch.exp(attn_scores, out=attn_scores)
+ summed = torch.sum(attn_scores, dim=-1, keepdim=True)
+ attn_scores /= summed
+ attn_probs = attn_scores
+
+ hidden_states_slice = torch.bmm(attn_probs.to(value.dtype), value)
+ return hidden_states_slice
+
+class ScannedChunk(NamedTuple):
+ chunk_idx: int
+ attn_chunk: AttnChunk
+
+def efficient_dot_product_attention(
+ query: Tensor,
+ key_t: Tensor,
+ value: Tensor,
+ query_chunk_size=1024,
+ kv_chunk_size: Optional[int] = None,
+ kv_chunk_size_min: Optional[int] = None,
+ use_checkpoint=True,
+ upcast_attention=False,
+ mask = None,
+):
+ """Computes efficient dot-product attention given query, transposed key, and value.
+ This is efficient version of attention presented in
+ https://arxiv.org/abs/2112.05682v2 which comes with O(sqrt(n)) memory requirements.
+ Args:
+ query: queries for calculating attention with shape of
+ `[batch * num_heads, tokens, channels_per_head]`.
+ key_t: keys for calculating attention with shape of
+ `[batch * num_heads, channels_per_head, tokens]`.
+ value: values to be used in attention with shape of
+ `[batch * num_heads, tokens, channels_per_head]`.
+ query_chunk_size: int: query chunks size
+ kv_chunk_size: Optional[int]: key/value chunks size. if None: defaults to sqrt(key_tokens)
+ kv_chunk_size_min: Optional[int]: key/value minimum chunk size. only considered when kv_chunk_size is None. changes `sqrt(key_tokens)` into `max(sqrt(key_tokens), kv_chunk_size_min)`, to ensure our chunk sizes don't get too small (smaller chunks = more chunks = less concurrent work done).
+ use_checkpoint: bool: whether to use checkpointing (recommended True for training, False for inference)
+ Returns:
+ Output of shape `[batch * num_heads, query_tokens, channels_per_head]`.
+ """
+ batch_x_heads, q_tokens, q_channels_per_head = query.shape
+ _, _, k_tokens = key_t.shape
+ scale = q_channels_per_head ** -0.5
+
+ kv_chunk_size = min(kv_chunk_size or int(math.sqrt(k_tokens)), k_tokens)
+ if kv_chunk_size_min is not None:
+ kv_chunk_size = max(kv_chunk_size, kv_chunk_size_min)
+
+ if mask is not None and len(mask.shape) == 2:
+ mask = mask.unsqueeze(0)
+
+ def get_query_chunk(chunk_idx: int) -> Tensor:
+ return dynamic_slice(
+ query,
+ (0, chunk_idx, 0),
+ (batch_x_heads, min(query_chunk_size, q_tokens), q_channels_per_head)
+ )
+
+ def get_mask_chunk(chunk_idx: int) -> Tensor:
+ if mask is None:
+ return None
+ chunk = min(query_chunk_size, q_tokens)
+ return mask[:,chunk_idx:chunk_idx + chunk]
+
+ summarize_chunk: SummarizeChunk = partial(_summarize_chunk, scale=scale, upcast_attention=upcast_attention)
+ summarize_chunk: SummarizeChunk = partial(checkpoint, summarize_chunk) if use_checkpoint else summarize_chunk
+ compute_query_chunk_attn: ComputeQueryChunkAttn = partial(
+ _get_attention_scores_no_kv_chunking,
+ scale=scale,
+ upcast_attention=upcast_attention
+ ) if k_tokens <= kv_chunk_size else (
+ # fast-path for when there's just 1 key-value chunk per query chunk (this is just sliced attention btw)
+ partial(
+ _query_chunk_attention,
+ kv_chunk_size=kv_chunk_size,
+ summarize_chunk=summarize_chunk,
+ )
+ )
+
+ if q_tokens <= query_chunk_size:
+ # fast-path for when there's just 1 query chunk
+ return compute_query_chunk_attn(
+ query=query,
+ key_t=key_t,
+ value=value,
+ mask=mask,
+ )
+
+ # TODO: maybe we should use torch.empty_like(query) to allocate storage in-advance,
+ # and pass slices to be mutated, instead of torch.cat()ing the returned slices
+ res = torch.cat([
+ compute_query_chunk_attn(
+ query=get_query_chunk(i * query_chunk_size),
+ key_t=key_t,
+ value=value,
+ mask=get_mask_chunk(i * query_chunk_size)
+ ) for i in range(math.ceil(q_tokens / query_chunk_size))
+ ], dim=1)
+ return res
diff --git a/ComfyUI/comfy/ldm/modules/temporal_ae.py b/ComfyUI/comfy/ldm/modules/temporal_ae.py
new file mode 100644
index 0000000000000000000000000000000000000000..9ce3703f3df913107724354f5daa86593ac3b3cf
--- /dev/null
+++ b/ComfyUI/comfy/ldm/modules/temporal_ae.py
@@ -0,0 +1,245 @@
+import functools
+from typing import Callable, Iterable, Union
+
+import torch
+from einops import rearrange, repeat
+
+import comfy.ops
+ops = comfy.ops.disable_weight_init
+
+from .diffusionmodules.model import (
+ AttnBlock,
+ Decoder,
+ ResnetBlock,
+)
+from .diffusionmodules.openaimodel import ResBlock, timestep_embedding
+from .attention import BasicTransformerBlock
+
+def partialclass(cls, *args, **kwargs):
+ class NewCls(cls):
+ __init__ = functools.partialmethod(cls.__init__, *args, **kwargs)
+
+ return NewCls
+
+
+class VideoResBlock(ResnetBlock):
+ def __init__(
+ self,
+ out_channels,
+ *args,
+ dropout=0.0,
+ video_kernel_size=3,
+ alpha=0.0,
+ merge_strategy="learned",
+ **kwargs,
+ ):
+ super().__init__(out_channels=out_channels, dropout=dropout, *args, **kwargs)
+ if video_kernel_size is None:
+ video_kernel_size = [3, 1, 1]
+ self.time_stack = ResBlock(
+ channels=out_channels,
+ emb_channels=0,
+ dropout=dropout,
+ dims=3,
+ use_scale_shift_norm=False,
+ use_conv=False,
+ up=False,
+ down=False,
+ kernel_size=video_kernel_size,
+ use_checkpoint=False,
+ skip_t_emb=True,
+ )
+
+ self.merge_strategy = merge_strategy
+ if self.merge_strategy == "fixed":
+ self.register_buffer("mix_factor", torch.Tensor([alpha]))
+ elif self.merge_strategy == "learned":
+ self.register_parameter(
+ "mix_factor", torch.nn.Parameter(torch.Tensor([alpha]))
+ )
+ else:
+ raise ValueError(f"unknown merge strategy {self.merge_strategy}")
+
+ def get_alpha(self, bs):
+ if self.merge_strategy == "fixed":
+ return self.mix_factor
+ elif self.merge_strategy == "learned":
+ return torch.sigmoid(self.mix_factor)
+ else:
+ raise NotImplementedError()
+
+ def forward(self, x, temb, skip_video=False, timesteps=None):
+ b, c, h, w = x.shape
+ if timesteps is None:
+ timesteps = b
+
+ x = super().forward(x, temb)
+
+ if not skip_video:
+ x_mix = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps)
+
+ x = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps)
+
+ x = self.time_stack(x, temb)
+
+ alpha = self.get_alpha(bs=b // timesteps).to(x.device)
+ x = alpha * x + (1.0 - alpha) * x_mix
+
+ x = rearrange(x, "b c t h w -> (b t) c h w")
+ return x
+
+
+class AE3DConv(ops.Conv2d):
+ def __init__(self, in_channels, out_channels, video_kernel_size=3, *args, **kwargs):
+ super().__init__(in_channels, out_channels, *args, **kwargs)
+ if isinstance(video_kernel_size, Iterable):
+ padding = [int(k // 2) for k in video_kernel_size]
+ else:
+ padding = int(video_kernel_size // 2)
+
+ self.time_mix_conv = ops.Conv3d(
+ in_channels=out_channels,
+ out_channels=out_channels,
+ kernel_size=video_kernel_size,
+ padding=padding,
+ )
+
+ def forward(self, input, timesteps=None, skip_video=False):
+ if timesteps is None:
+ timesteps = input.shape[0]
+ x = super().forward(input)
+ if skip_video:
+ return x
+ x = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps)
+ x = self.time_mix_conv(x)
+ return rearrange(x, "b c t h w -> (b t) c h w")
+
+
+class AttnVideoBlock(AttnBlock):
+ def __init__(
+ self, in_channels: int, alpha: float = 0, merge_strategy: str = "learned"
+ ):
+ super().__init__(in_channels)
+ # no context, single headed, as in base class
+ self.time_mix_block = BasicTransformerBlock(
+ dim=in_channels,
+ n_heads=1,
+ d_head=in_channels,
+ checkpoint=False,
+ ff_in=True,
+ )
+
+ time_embed_dim = self.in_channels * 4
+ self.video_time_embed = torch.nn.Sequential(
+ ops.Linear(self.in_channels, time_embed_dim),
+ torch.nn.SiLU(),
+ ops.Linear(time_embed_dim, self.in_channels),
+ )
+
+ self.merge_strategy = merge_strategy
+ if self.merge_strategy == "fixed":
+ self.register_buffer("mix_factor", torch.Tensor([alpha]))
+ elif self.merge_strategy == "learned":
+ self.register_parameter(
+ "mix_factor", torch.nn.Parameter(torch.Tensor([alpha]))
+ )
+ else:
+ raise ValueError(f"unknown merge strategy {self.merge_strategy}")
+
+ def forward(self, x, timesteps=None, skip_time_block=False):
+ if skip_time_block:
+ return super().forward(x)
+
+ if timesteps is None:
+ timesteps = x.shape[0]
+
+ x_in = x
+ x = self.attention(x)
+ h, w = x.shape[2:]
+ x = rearrange(x, "b c h w -> b (h w) c")
+
+ x_mix = x
+ num_frames = torch.arange(timesteps, device=x.device)
+ num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps)
+ num_frames = rearrange(num_frames, "b t -> (b t)")
+ t_emb = timestep_embedding(num_frames, self.in_channels, repeat_only=False)
+ emb = self.video_time_embed(t_emb) # b, n_channels
+ emb = emb[:, None, :]
+ x_mix = x_mix + emb
+
+ alpha = self.get_alpha().to(x.device)
+ x_mix = self.time_mix_block(x_mix, timesteps=timesteps)
+ x = alpha * x + (1.0 - alpha) * x_mix # alpha merge
+
+ x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w)
+ x = self.proj_out(x)
+
+ return x_in + x
+
+ def get_alpha(
+ self,
+ ):
+ if self.merge_strategy == "fixed":
+ return self.mix_factor
+ elif self.merge_strategy == "learned":
+ return torch.sigmoid(self.mix_factor)
+ else:
+ raise NotImplementedError(f"unknown merge strategy {self.merge_strategy}")
+
+
+
+def make_time_attn(
+ in_channels,
+ attn_type="vanilla",
+ attn_kwargs=None,
+ alpha: float = 0,
+ merge_strategy: str = "learned",
+):
+ return partialclass(
+ AttnVideoBlock, in_channels, alpha=alpha, merge_strategy=merge_strategy
+ )
+
+
+class Conv2DWrapper(torch.nn.Conv2d):
+ def forward(self, input: torch.Tensor, **kwargs) -> torch.Tensor:
+ return super().forward(input)
+
+
+class VideoDecoder(Decoder):
+ available_time_modes = ["all", "conv-only", "attn-only"]
+
+ def __init__(
+ self,
+ *args,
+ video_kernel_size: Union[int, list] = 3,
+ alpha: float = 0.0,
+ merge_strategy: str = "learned",
+ time_mode: str = "conv-only",
+ **kwargs,
+ ):
+ self.video_kernel_size = video_kernel_size
+ self.alpha = alpha
+ self.merge_strategy = merge_strategy
+ self.time_mode = time_mode
+ assert (
+ self.time_mode in self.available_time_modes
+ ), f"time_mode parameter has to be in {self.available_time_modes}"
+
+ if self.time_mode != "attn-only":
+ kwargs["conv_out_op"] = partialclass(AE3DConv, video_kernel_size=self.video_kernel_size)
+ if self.time_mode not in ["conv-only", "only-last-conv"]:
+ kwargs["attn_op"] = partialclass(make_time_attn, alpha=self.alpha, merge_strategy=self.merge_strategy)
+ if self.time_mode not in ["attn-only", "only-last-conv"]:
+ kwargs["resnet_op"] = partialclass(VideoResBlock, video_kernel_size=self.video_kernel_size, alpha=self.alpha, merge_strategy=self.merge_strategy)
+
+ super().__init__(*args, **kwargs)
+
+ def get_last_layer(self, skip_time_mix=False, **kwargs):
+ if self.time_mode == "attn-only":
+ raise NotImplementedError("TODO")
+ else:
+ return (
+ self.conv_out.time_mix_conv.weight
+ if not skip_time_mix
+ else self.conv_out.weight
+ )
diff --git a/ComfyUI/comfy/ldm/util.py b/ComfyUI/comfy/ldm/util.py
new file mode 100644
index 0000000000000000000000000000000000000000..835d00e7fb174fa2f76c76cba15e399a3d88e6f7
--- /dev/null
+++ b/ComfyUI/comfy/ldm/util.py
@@ -0,0 +1,197 @@
+import importlib
+
+import torch
+from torch import optim
+import numpy as np
+
+from inspect import isfunction
+from PIL import Image, ImageDraw, ImageFont
+
+
+def log_txt_as_img(wh, xc, size=10):
+ # wh a tuple of (width, height)
+ # xc a list of captions to plot
+ b = len(xc)
+ txts = list()
+ for bi in range(b):
+ txt = Image.new("RGB", wh, color="white")
+ draw = ImageDraw.Draw(txt)
+ font = ImageFont.truetype('data/DejaVuSans.ttf', size=size)
+ nc = int(40 * (wh[0] / 256))
+ lines = "\n".join(xc[bi][start:start + nc] for start in range(0, len(xc[bi]), nc))
+
+ try:
+ draw.text((0, 0), lines, fill="black", font=font)
+ except UnicodeEncodeError:
+ print("Cant encode string for logging. Skipping.")
+
+ txt = np.array(txt).transpose(2, 0, 1) / 127.5 - 1.0
+ txts.append(txt)
+ txts = np.stack(txts)
+ txts = torch.tensor(txts)
+ return txts
+
+
+def ismap(x):
+ if not isinstance(x, torch.Tensor):
+ return False
+ return (len(x.shape) == 4) and (x.shape[1] > 3)
+
+
+def isimage(x):
+ if not isinstance(x,torch.Tensor):
+ return False
+ return (len(x.shape) == 4) and (x.shape[1] == 3 or x.shape[1] == 1)
+
+
+def exists(x):
+ return x is not None
+
+
+def default(val, d):
+ if exists(val):
+ return val
+ return d() if isfunction(d) else d
+
+
+def mean_flat(tensor):
+ """
+ https://github.com/openai/guided-diffusion/blob/27c20a8fab9cb472df5d6bdd6c8d11c8f430b924/guided_diffusion/nn.py#L86
+ Take the mean over all non-batch dimensions.
+ """
+ return tensor.mean(dim=list(range(1, len(tensor.shape))))
+
+
+def count_params(model, verbose=False):
+ total_params = sum(p.numel() for p in model.parameters())
+ if verbose:
+ print(f"{model.__class__.__name__} has {total_params*1.e-6:.2f} M params.")
+ return total_params
+
+
+def instantiate_from_config(config):
+ if not "target" in config:
+ if config == '__is_first_stage__':
+ return None
+ elif config == "__is_unconditional__":
+ return None
+ raise KeyError("Expected key `target` to instantiate.")
+ return get_obj_from_str(config["target"])(**config.get("params", dict()))
+
+
+def get_obj_from_str(string, reload=False):
+ module, cls = string.rsplit(".", 1)
+ if reload:
+ module_imp = importlib.import_module(module)
+ importlib.reload(module_imp)
+ return getattr(importlib.import_module(module, package=None), cls)
+
+
+class AdamWwithEMAandWings(optim.Optimizer):
+ # credit to https://gist.github.com/crowsonkb/65f7265353f403714fce3b2595e0b298
+ def __init__(self, params, lr=1.e-3, betas=(0.9, 0.999), eps=1.e-8, # TODO: check hyperparameters before using
+ weight_decay=1.e-2, amsgrad=False, ema_decay=0.9999, # ema decay to match previous code
+ ema_power=1., param_names=()):
+ """AdamW that saves EMA versions of the parameters."""
+ if not 0.0 <= lr:
+ raise ValueError("Invalid learning rate: {}".format(lr))
+ if not 0.0 <= eps:
+ raise ValueError("Invalid epsilon value: {}".format(eps))
+ if not 0.0 <= betas[0] < 1.0:
+ raise ValueError("Invalid beta parameter at index 0: {}".format(betas[0]))
+ if not 0.0 <= betas[1] < 1.0:
+ raise ValueError("Invalid beta parameter at index 1: {}".format(betas[1]))
+ if not 0.0 <= weight_decay:
+ raise ValueError("Invalid weight_decay value: {}".format(weight_decay))
+ if not 0.0 <= ema_decay <= 1.0:
+ raise ValueError("Invalid ema_decay value: {}".format(ema_decay))
+ defaults = dict(lr=lr, betas=betas, eps=eps,
+ weight_decay=weight_decay, amsgrad=amsgrad, ema_decay=ema_decay,
+ ema_power=ema_power, param_names=param_names)
+ super().__init__(params, defaults)
+
+ def __setstate__(self, state):
+ super().__setstate__(state)
+ for group in self.param_groups:
+ group.setdefault('amsgrad', False)
+
+ @torch.no_grad()
+ def step(self, closure=None):
+ """Performs a single optimization step.
+ Args:
+ closure (callable, optional): A closure that reevaluates the model
+ and returns the loss.
+ """
+ loss = None
+ if closure is not None:
+ with torch.enable_grad():
+ loss = closure()
+
+ for group in self.param_groups:
+ params_with_grad = []
+ grads = []
+ exp_avgs = []
+ exp_avg_sqs = []
+ ema_params_with_grad = []
+ state_sums = []
+ max_exp_avg_sqs = []
+ state_steps = []
+ amsgrad = group['amsgrad']
+ beta1, beta2 = group['betas']
+ ema_decay = group['ema_decay']
+ ema_power = group['ema_power']
+
+ for p in group['params']:
+ if p.grad is None:
+ continue
+ params_with_grad.append(p)
+ if p.grad.is_sparse:
+ raise RuntimeError('AdamW does not support sparse gradients')
+ grads.append(p.grad)
+
+ state = self.state[p]
+
+ # State initialization
+ if len(state) == 0:
+ state['step'] = 0
+ # Exponential moving average of gradient values
+ state['exp_avg'] = torch.zeros_like(p, memory_format=torch.preserve_format)
+ # Exponential moving average of squared gradient values
+ state['exp_avg_sq'] = torch.zeros_like(p, memory_format=torch.preserve_format)
+ if amsgrad:
+ # Maintains max of all exp. moving avg. of sq. grad. values
+ state['max_exp_avg_sq'] = torch.zeros_like(p, memory_format=torch.preserve_format)
+ # Exponential moving average of parameter values
+ state['param_exp_avg'] = p.detach().float().clone()
+
+ exp_avgs.append(state['exp_avg'])
+ exp_avg_sqs.append(state['exp_avg_sq'])
+ ema_params_with_grad.append(state['param_exp_avg'])
+
+ if amsgrad:
+ max_exp_avg_sqs.append(state['max_exp_avg_sq'])
+
+ # update the steps for each param group update
+ state['step'] += 1
+ # record the step after step update
+ state_steps.append(state['step'])
+
+ optim._functional.adamw(params_with_grad,
+ grads,
+ exp_avgs,
+ exp_avg_sqs,
+ max_exp_avg_sqs,
+ state_steps,
+ amsgrad=amsgrad,
+ beta1=beta1,
+ beta2=beta2,
+ lr=group['lr'],
+ weight_decay=group['weight_decay'],
+ eps=group['eps'],
+ maximize=False)
+
+ cur_ema_decay = min(ema_decay, 1 - state['step'] ** -ema_power)
+ for param, ema_param in zip(params_with_grad, ema_params_with_grad):
+ ema_param.mul_(cur_ema_decay).add_(param.float(), alpha=1 - cur_ema_decay)
+
+ return loss
\ No newline at end of file
diff --git a/ComfyUI/comfy/lora.py b/ComfyUI/comfy/lora.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ae70e6cbbbd3cefe4c84418d59be264c796e6cf
--- /dev/null
+++ b/ComfyUI/comfy/lora.py
@@ -0,0 +1,277 @@
+import comfy.utils
+import logging
+
+LORA_CLIP_MAP = {
+ "mlp.fc1": "mlp_fc1",
+ "mlp.fc2": "mlp_fc2",
+ "self_attn.k_proj": "self_attn_k_proj",
+ "self_attn.q_proj": "self_attn_q_proj",
+ "self_attn.v_proj": "self_attn_v_proj",
+ "self_attn.out_proj": "self_attn_out_proj",
+}
+
+
+def load_lora(lora, to_load):
+ patch_dict = {}
+ loaded_keys = set()
+ for x in to_load:
+ alpha_name = "{}.alpha".format(x)
+ alpha = None
+ if alpha_name in lora.keys():
+ alpha = lora[alpha_name].item()
+ loaded_keys.add(alpha_name)
+
+ dora_scale_name = "{}.dora_scale".format(x)
+ dora_scale = None
+ if dora_scale_name in lora.keys():
+ dora_scale = lora[dora_scale_name]
+ loaded_keys.add(dora_scale_name)
+
+ regular_lora = "{}.lora_up.weight".format(x)
+ diffusers_lora = "{}_lora.up.weight".format(x)
+ diffusers2_lora = "{}.lora_B.weight".format(x)
+ diffusers3_lora = "{}.lora.up.weight".format(x)
+ transformers_lora = "{}.lora_linear_layer.up.weight".format(x)
+ A_name = None
+
+ if regular_lora in lora.keys():
+ A_name = regular_lora
+ B_name = "{}.lora_down.weight".format(x)
+ mid_name = "{}.lora_mid.weight".format(x)
+ elif diffusers_lora in lora.keys():
+ A_name = diffusers_lora
+ B_name = "{}_lora.down.weight".format(x)
+ mid_name = None
+ elif diffusers2_lora in lora.keys():
+ A_name = diffusers2_lora
+ B_name = "{}.lora_A.weight".format(x)
+ mid_name = None
+ elif diffusers3_lora in lora.keys():
+ A_name = diffusers3_lora
+ B_name = "{}.lora.down.weight".format(x)
+ mid_name = None
+ elif transformers_lora in lora.keys():
+ A_name = transformers_lora
+ B_name ="{}.lora_linear_layer.down.weight".format(x)
+ mid_name = None
+
+ if A_name is not None:
+ mid = None
+ if mid_name is not None and mid_name in lora.keys():
+ mid = lora[mid_name]
+ loaded_keys.add(mid_name)
+ patch_dict[to_load[x]] = ("lora", (lora[A_name], lora[B_name], alpha, mid, dora_scale))
+ loaded_keys.add(A_name)
+ loaded_keys.add(B_name)
+
+
+ ######## loha
+ hada_w1_a_name = "{}.hada_w1_a".format(x)
+ hada_w1_b_name = "{}.hada_w1_b".format(x)
+ hada_w2_a_name = "{}.hada_w2_a".format(x)
+ hada_w2_b_name = "{}.hada_w2_b".format(x)
+ hada_t1_name = "{}.hada_t1".format(x)
+ hada_t2_name = "{}.hada_t2".format(x)
+ if hada_w1_a_name in lora.keys():
+ hada_t1 = None
+ hada_t2 = None
+ if hada_t1_name in lora.keys():
+ hada_t1 = lora[hada_t1_name]
+ hada_t2 = lora[hada_t2_name]
+ loaded_keys.add(hada_t1_name)
+ loaded_keys.add(hada_t2_name)
+
+ patch_dict[to_load[x]] = ("loha", (lora[hada_w1_a_name], lora[hada_w1_b_name], alpha, lora[hada_w2_a_name], lora[hada_w2_b_name], hada_t1, hada_t2, dora_scale))
+ loaded_keys.add(hada_w1_a_name)
+ loaded_keys.add(hada_w1_b_name)
+ loaded_keys.add(hada_w2_a_name)
+ loaded_keys.add(hada_w2_b_name)
+
+
+ ######## lokr
+ lokr_w1_name = "{}.lokr_w1".format(x)
+ lokr_w2_name = "{}.lokr_w2".format(x)
+ lokr_w1_a_name = "{}.lokr_w1_a".format(x)
+ lokr_w1_b_name = "{}.lokr_w1_b".format(x)
+ lokr_t2_name = "{}.lokr_t2".format(x)
+ lokr_w2_a_name = "{}.lokr_w2_a".format(x)
+ lokr_w2_b_name = "{}.lokr_w2_b".format(x)
+
+ lokr_w1 = None
+ if lokr_w1_name in lora.keys():
+ lokr_w1 = lora[lokr_w1_name]
+ loaded_keys.add(lokr_w1_name)
+
+ lokr_w2 = None
+ if lokr_w2_name in lora.keys():
+ lokr_w2 = lora[lokr_w2_name]
+ loaded_keys.add(lokr_w2_name)
+
+ lokr_w1_a = None
+ if lokr_w1_a_name in lora.keys():
+ lokr_w1_a = lora[lokr_w1_a_name]
+ loaded_keys.add(lokr_w1_a_name)
+
+ lokr_w1_b = None
+ if lokr_w1_b_name in lora.keys():
+ lokr_w1_b = lora[lokr_w1_b_name]
+ loaded_keys.add(lokr_w1_b_name)
+
+ lokr_w2_a = None
+ if lokr_w2_a_name in lora.keys():
+ lokr_w2_a = lora[lokr_w2_a_name]
+ loaded_keys.add(lokr_w2_a_name)
+
+ lokr_w2_b = None
+ if lokr_w2_b_name in lora.keys():
+ lokr_w2_b = lora[lokr_w2_b_name]
+ loaded_keys.add(lokr_w2_b_name)
+
+ lokr_t2 = None
+ if lokr_t2_name in lora.keys():
+ lokr_t2 = lora[lokr_t2_name]
+ loaded_keys.add(lokr_t2_name)
+
+ if (lokr_w1 is not None) or (lokr_w2 is not None) or (lokr_w1_a is not None) or (lokr_w2_a is not None):
+ patch_dict[to_load[x]] = ("lokr", (lokr_w1, lokr_w2, alpha, lokr_w1_a, lokr_w1_b, lokr_w2_a, lokr_w2_b, lokr_t2, dora_scale))
+
+ #glora
+ a1_name = "{}.a1.weight".format(x)
+ a2_name = "{}.a2.weight".format(x)
+ b1_name = "{}.b1.weight".format(x)
+ b2_name = "{}.b2.weight".format(x)
+ if a1_name in lora:
+ patch_dict[to_load[x]] = ("glora", (lora[a1_name], lora[a2_name], lora[b1_name], lora[b2_name], alpha, dora_scale))
+ loaded_keys.add(a1_name)
+ loaded_keys.add(a2_name)
+ loaded_keys.add(b1_name)
+ loaded_keys.add(b2_name)
+
+ w_norm_name = "{}.w_norm".format(x)
+ b_norm_name = "{}.b_norm".format(x)
+ w_norm = lora.get(w_norm_name, None)
+ b_norm = lora.get(b_norm_name, None)
+
+ if w_norm is not None:
+ loaded_keys.add(w_norm_name)
+ patch_dict[to_load[x]] = ("diff", (w_norm,))
+ if b_norm is not None:
+ loaded_keys.add(b_norm_name)
+ patch_dict["{}.bias".format(to_load[x][:-len(".weight")])] = ("diff", (b_norm,))
+
+ diff_name = "{}.diff".format(x)
+ diff_weight = lora.get(diff_name, None)
+ if diff_weight is not None:
+ patch_dict[to_load[x]] = ("diff", (diff_weight,))
+ loaded_keys.add(diff_name)
+
+ diff_bias_name = "{}.diff_b".format(x)
+ diff_bias = lora.get(diff_bias_name, None)
+ if diff_bias is not None:
+ patch_dict["{}.bias".format(to_load[x][:-len(".weight")])] = ("diff", (diff_bias,))
+ loaded_keys.add(diff_bias_name)
+
+ for x in lora.keys():
+ if x not in loaded_keys:
+ logging.warning("lora key not loaded: {}".format(x))
+
+ return patch_dict
+
+def model_lora_keys_clip(model, key_map={}):
+ sdk = model.state_dict().keys()
+
+ text_model_lora_key = "lora_te_text_model_encoder_layers_{}_{}"
+ clip_l_present = False
+ for b in range(32): #TODO: clean up
+ for c in LORA_CLIP_MAP:
+ k = "clip_h.transformer.text_model.encoder.layers.{}.{}.weight".format(b, c)
+ if k in sdk:
+ lora_key = text_model_lora_key.format(b, LORA_CLIP_MAP[c])
+ key_map[lora_key] = k
+ lora_key = "lora_te1_text_model_encoder_layers_{}_{}".format(b, LORA_CLIP_MAP[c])
+ key_map[lora_key] = k
+ lora_key = "text_encoder.text_model.encoder.layers.{}.{}".format(b, c) #diffusers lora
+ key_map[lora_key] = k
+
+ k = "clip_l.transformer.text_model.encoder.layers.{}.{}.weight".format(b, c)
+ if k in sdk:
+ lora_key = text_model_lora_key.format(b, LORA_CLIP_MAP[c])
+ key_map[lora_key] = k
+ lora_key = "lora_te1_text_model_encoder_layers_{}_{}".format(b, LORA_CLIP_MAP[c]) #SDXL base
+ key_map[lora_key] = k
+ clip_l_present = True
+ lora_key = "text_encoder.text_model.encoder.layers.{}.{}".format(b, c) #diffusers lora
+ key_map[lora_key] = k
+
+ k = "clip_g.transformer.text_model.encoder.layers.{}.{}.weight".format(b, c)
+ if k in sdk:
+ if clip_l_present:
+ lora_key = "lora_te2_text_model_encoder_layers_{}_{}".format(b, LORA_CLIP_MAP[c]) #SDXL base
+ key_map[lora_key] = k
+ lora_key = "text_encoder_2.text_model.encoder.layers.{}.{}".format(b, c) #diffusers lora
+ key_map[lora_key] = k
+ else:
+ lora_key = "lora_te_text_model_encoder_layers_{}_{}".format(b, LORA_CLIP_MAP[c]) #TODO: test if this is correct for SDXL-Refiner
+ key_map[lora_key] = k
+ lora_key = "text_encoder.text_model.encoder.layers.{}.{}".format(b, c) #diffusers lora
+ key_map[lora_key] = k
+ lora_key = "lora_prior_te_text_model_encoder_layers_{}_{}".format(b, LORA_CLIP_MAP[c]) #cascade lora: TODO put lora key prefix in the model config
+ key_map[lora_key] = k
+
+ for k in sdk: #OneTrainer SD3 lora
+ if k.startswith("t5xxl.transformer.") and k.endswith(".weight"):
+ l_key = k[len("t5xxl.transformer."):-len(".weight")]
+ lora_key = "lora_te3_{}".format(l_key.replace(".", "_"))
+ key_map[lora_key] = k
+
+ k = "clip_g.transformer.text_projection.weight"
+ if k in sdk:
+ key_map["lora_prior_te_text_projection"] = k #cascade lora?
+ # key_map["text_encoder.text_projection"] = k #TODO: check if other lora have the text_projection too
+ key_map["lora_te2_text_projection"] = k #OneTrainer SD3 lora
+
+ k = "clip_l.transformer.text_projection.weight"
+ if k in sdk:
+ key_map["lora_te1_text_projection"] = k #OneTrainer SD3 lora, not necessary but omits warning
+
+ return key_map
+
+def model_lora_keys_unet(model, key_map={}):
+ sd = model.state_dict()
+ sdk = sd.keys()
+
+ for k in sdk:
+ if k.startswith("diffusion_model.") and k.endswith(".weight"):
+ key_lora = k[len("diffusion_model."):-len(".weight")].replace(".", "_")
+ key_map["lora_unet_{}".format(key_lora)] = k
+ key_map["lora_prior_unet_{}".format(key_lora)] = k #cascade lora: TODO put lora key prefix in the model config
+
+ diffusers_keys = comfy.utils.unet_to_diffusers(model.model_config.unet_config)
+ for k in diffusers_keys:
+ if k.endswith(".weight"):
+ unet_key = "diffusion_model.{}".format(diffusers_keys[k])
+ key_lora = k[:-len(".weight")].replace(".", "_")
+ key_map["lora_unet_{}".format(key_lora)] = unet_key
+
+ diffusers_lora_prefix = ["", "unet."]
+ for p in diffusers_lora_prefix:
+ diffusers_lora_key = "{}{}".format(p, k[:-len(".weight")].replace(".to_", ".processor.to_"))
+ if diffusers_lora_key.endswith(".to_out.0"):
+ diffusers_lora_key = diffusers_lora_key[:-2]
+ key_map[diffusers_lora_key] = unet_key
+
+ if isinstance(model, comfy.model_base.SD3): #Diffusers lora SD3
+ diffusers_keys = comfy.utils.mmdit_to_diffusers(model.model_config.unet_config, output_prefix="diffusion_model.")
+ for k in diffusers_keys:
+ if k.endswith(".weight"):
+ to = diffusers_keys[k]
+ key_lora = "transformer.{}".format(k[:-len(".weight")]) #regular diffusers sd3 lora format
+ key_map[key_lora] = to
+
+ key_lora = "base_model.model.{}".format(k[:-len(".weight")]) #format for flash-sd3 lora and others?
+ key_map[key_lora] = to
+
+ key_lora = "lora_transformer_{}".format(k[:-len(".weight")].replace(".", "_")) #OneTrainer lora
+ key_map[key_lora] = to
+
+ return key_map
diff --git a/ComfyUI/comfy/model_base.py b/ComfyUI/comfy/model_base.py
new file mode 100644
index 0000000000000000000000000000000000000000..97b8916d7639ea6839d887d80df744a2586e51c9
--- /dev/null
+++ b/ComfyUI/comfy/model_base.py
@@ -0,0 +1,638 @@
+import torch
+import logging
+from comfy.ldm.modules.diffusionmodules.openaimodel import UNetModel, Timestep
+from comfy.ldm.cascade.stage_c import StageC
+from comfy.ldm.cascade.stage_b import StageB
+from comfy.ldm.modules.encoders.noise_aug_modules import CLIPEmbeddingNoiseAugmentation
+from comfy.ldm.modules.diffusionmodules.upscaling import ImageConcatWithNoiseAugmentation
+from comfy.ldm.modules.diffusionmodules.mmdit import OpenAISignatureMMDITWrapper
+import comfy.ldm.audio.dit
+import comfy.ldm.audio.embedders
+import comfy.model_management
+import comfy.conds
+import comfy.ops
+from enum import Enum
+from . import utils
+import comfy.latent_formats
+import math
+
+class ModelType(Enum):
+ EPS = 1
+ V_PREDICTION = 2
+ V_PREDICTION_EDM = 3
+ STABLE_CASCADE = 4
+ EDM = 5
+ FLOW = 6
+ V_PREDICTION_CONTINUOUS = 7
+
+
+from comfy.model_sampling import EPS, V_PREDICTION, EDM, ModelSamplingDiscrete, ModelSamplingContinuousEDM, StableCascadeSampling, ModelSamplingContinuousV
+
+
+def model_sampling(model_config, model_type):
+ s = ModelSamplingDiscrete
+
+ if model_type == ModelType.EPS:
+ c = EPS
+ elif model_type == ModelType.V_PREDICTION:
+ c = V_PREDICTION
+ elif model_type == ModelType.V_PREDICTION_EDM:
+ c = V_PREDICTION
+ s = ModelSamplingContinuousEDM
+ elif model_type == ModelType.FLOW:
+ c = comfy.model_sampling.CONST
+ s = comfy.model_sampling.ModelSamplingDiscreteFlow
+ elif model_type == ModelType.STABLE_CASCADE:
+ c = EPS
+ s = StableCascadeSampling
+ elif model_type == ModelType.EDM:
+ c = EDM
+ s = ModelSamplingContinuousEDM
+ elif model_type == ModelType.V_PREDICTION_CONTINUOUS:
+ c = V_PREDICTION
+ s = ModelSamplingContinuousV
+
+ class ModelSampling(s, c):
+ pass
+
+ return ModelSampling(model_config)
+
+
+class BaseModel(torch.nn.Module):
+ def __init__(self, model_config, model_type=ModelType.EPS, device=None, unet_model=UNetModel):
+ super().__init__()
+
+ unet_config = model_config.unet_config
+ self.latent_format = model_config.latent_format
+ self.model_config = model_config
+ self.manual_cast_dtype = model_config.manual_cast_dtype
+
+ if not unet_config.get("disable_unet_model_creation", False):
+ if self.manual_cast_dtype is not None:
+ operations = comfy.ops.manual_cast
+ else:
+ operations = comfy.ops.disable_weight_init
+ self.diffusion_model = unet_model(**unet_config, device=device, operations=operations)
+ if comfy.model_management.force_channels_last():
+ self.diffusion_model.to(memory_format=torch.channels_last)
+ logging.debug("using channels last mode for diffusion model")
+ self.model_type = model_type
+ self.model_sampling = model_sampling(model_config, model_type)
+
+ self.adm_channels = unet_config.get("adm_in_channels", None)
+ if self.adm_channels is None:
+ self.adm_channels = 0
+
+ self.concat_keys = ()
+ logging.info("model_type {}".format(model_type.name))
+ logging.debug("adm {}".format(self.adm_channels))
+
+ def apply_model(self, x, t, c_concat=None, c_crossattn=None, control=None, transformer_options={}, **kwargs):
+ sigma = t
+ xc = self.model_sampling.calculate_input(sigma, x)
+ if c_concat is not None:
+ xc = torch.cat([xc] + [c_concat], dim=1)
+
+ context = c_crossattn
+ dtype = self.get_dtype()
+
+ if self.manual_cast_dtype is not None:
+ dtype = self.manual_cast_dtype
+
+ xc = xc.to(dtype)
+ t = self.model_sampling.timestep(t).float()
+ context = context.to(dtype)
+ extra_conds = {}
+ for o in kwargs:
+ extra = kwargs[o]
+ if hasattr(extra, "dtype"):
+ if extra.dtype != torch.int and extra.dtype != torch.long:
+ extra = extra.to(dtype)
+ extra_conds[o] = extra
+
+ model_output = self.diffusion_model(xc, t, context=context, control=control, transformer_options=transformer_options, **extra_conds).float()
+ return self.model_sampling.calculate_denoised(sigma, model_output, x)
+
+ def get_dtype(self):
+ return self.diffusion_model.dtype
+
+ def is_adm(self):
+ return self.adm_channels > 0
+
+ def encode_adm(self, **kwargs):
+ return None
+
+ def extra_conds(self, **kwargs):
+ out = {}
+ if len(self.concat_keys) > 0:
+ cond_concat = []
+ denoise_mask = kwargs.get("concat_mask", kwargs.get("denoise_mask", None))
+ concat_latent_image = kwargs.get("concat_latent_image", None)
+ if concat_latent_image is None:
+ concat_latent_image = kwargs.get("latent_image", None)
+ else:
+ concat_latent_image = self.process_latent_in(concat_latent_image)
+
+ noise = kwargs.get("noise", None)
+ device = kwargs["device"]
+
+ if concat_latent_image.shape[1:] != noise.shape[1:]:
+ concat_latent_image = utils.common_upscale(concat_latent_image, noise.shape[-1], noise.shape[-2], "bilinear", "center")
+
+ concat_latent_image = utils.resize_to_batch_size(concat_latent_image, noise.shape[0])
+
+ if denoise_mask is not None:
+ if len(denoise_mask.shape) == len(noise.shape):
+ denoise_mask = denoise_mask[:,:1]
+
+ denoise_mask = denoise_mask.reshape((-1, 1, denoise_mask.shape[-2], denoise_mask.shape[-1]))
+ if denoise_mask.shape[-2:] != noise.shape[-2:]:
+ denoise_mask = utils.common_upscale(denoise_mask, noise.shape[-1], noise.shape[-2], "bilinear", "center")
+ denoise_mask = utils.resize_to_batch_size(denoise_mask.round(), noise.shape[0])
+
+ for ck in self.concat_keys:
+ if denoise_mask is not None:
+ if ck == "mask":
+ cond_concat.append(denoise_mask.to(device))
+ elif ck == "masked_image":
+ cond_concat.append(concat_latent_image.to(device)) #NOTE: the latent_image should be masked by the mask in pixel space
+ else:
+ if ck == "mask":
+ cond_concat.append(torch.ones_like(noise)[:,:1])
+ elif ck == "masked_image":
+ cond_concat.append(self.blank_inpaint_image_like(noise))
+ data = torch.cat(cond_concat, dim=1)
+ out['c_concat'] = comfy.conds.CONDNoiseShape(data)
+
+ adm = self.encode_adm(**kwargs)
+ if adm is not None:
+ out['y'] = comfy.conds.CONDRegular(adm)
+
+ cross_attn = kwargs.get("cross_attn", None)
+ if cross_attn is not None:
+ out['c_crossattn'] = comfy.conds.CONDCrossAttn(cross_attn)
+
+ cross_attn_cnet = kwargs.get("cross_attn_controlnet", None)
+ if cross_attn_cnet is not None:
+ out['crossattn_controlnet'] = comfy.conds.CONDCrossAttn(cross_attn_cnet)
+
+ c_concat = kwargs.get("noise_concat", None)
+ if c_concat is not None:
+ out['c_concat'] = comfy.conds.CONDNoiseShape(c_concat)
+
+ return out
+
+ def load_model_weights(self, sd, unet_prefix=""):
+ to_load = {}
+ keys = list(sd.keys())
+ for k in keys:
+ if k.startswith(unet_prefix):
+ to_load[k[len(unet_prefix):]] = sd.pop(k)
+
+ to_load = self.model_config.process_unet_state_dict(to_load)
+ m, u = self.diffusion_model.load_state_dict(to_load, strict=False)
+ if len(m) > 0:
+ logging.warning("unet missing: {}".format(m))
+
+ if len(u) > 0:
+ logging.warning("unet unexpected: {}".format(u))
+ del to_load
+ return self
+
+ def process_latent_in(self, latent):
+ return self.latent_format.process_in(latent)
+
+ def process_latent_out(self, latent):
+ return self.latent_format.process_out(latent)
+
+ def state_dict_for_saving(self, clip_state_dict=None, vae_state_dict=None, clip_vision_state_dict=None):
+ extra_sds = []
+ if clip_state_dict is not None:
+ extra_sds.append(self.model_config.process_clip_state_dict_for_saving(clip_state_dict))
+ if vae_state_dict is not None:
+ extra_sds.append(self.model_config.process_vae_state_dict_for_saving(vae_state_dict))
+ if clip_vision_state_dict is not None:
+ extra_sds.append(self.model_config.process_clip_vision_state_dict_for_saving(clip_vision_state_dict))
+
+ unet_state_dict = self.diffusion_model.state_dict()
+ unet_state_dict = self.model_config.process_unet_state_dict_for_saving(unet_state_dict)
+
+ if self.model_type == ModelType.V_PREDICTION:
+ unet_state_dict["v_pred"] = torch.tensor([])
+
+ for sd in extra_sds:
+ unet_state_dict.update(sd)
+
+ return unet_state_dict
+
+ def set_inpaint(self):
+ self.concat_keys = ("mask", "masked_image")
+ def blank_inpaint_image_like(latent_image):
+ blank_image = torch.ones_like(latent_image)
+ # these are the values for "zero" in pixel space translated to latent space
+ blank_image[:,0] *= 0.8223
+ blank_image[:,1] *= -0.6876
+ blank_image[:,2] *= 0.6364
+ blank_image[:,3] *= 0.1380
+ return blank_image
+ self.blank_inpaint_image_like = blank_inpaint_image_like
+
+ def memory_required(self, input_shape):
+ if comfy.model_management.xformers_enabled() or comfy.model_management.pytorch_attention_flash_attention():
+ dtype = self.get_dtype()
+ if self.manual_cast_dtype is not None:
+ dtype = self.manual_cast_dtype
+ #TODO: this needs to be tweaked
+ area = input_shape[0] * math.prod(input_shape[2:])
+ return (area * comfy.model_management.dtype_size(dtype) / 50) * (1024 * 1024)
+ else:
+ #TODO: this formula might be too aggressive since I tweaked the sub-quad and split algorithms to use less memory.
+ area = input_shape[0] * math.prod(input_shape[2:])
+ return (((area * 0.6) / 0.9) + 1024) * (1024 * 1024)
+
+
+def unclip_adm(unclip_conditioning, device, noise_augmentor, noise_augment_merge=0.0, seed=None):
+ adm_inputs = []
+ weights = []
+ noise_aug = []
+ for unclip_cond in unclip_conditioning:
+ for adm_cond in unclip_cond["clip_vision_output"].image_embeds:
+ weight = unclip_cond["strength"]
+ noise_augment = unclip_cond["noise_augmentation"]
+ noise_level = round((noise_augmentor.max_noise_level - 1) * noise_augment)
+ c_adm, noise_level_emb = noise_augmentor(adm_cond.to(device), noise_level=torch.tensor([noise_level], device=device), seed=seed)
+ adm_out = torch.cat((c_adm, noise_level_emb), 1) * weight
+ weights.append(weight)
+ noise_aug.append(noise_augment)
+ adm_inputs.append(adm_out)
+
+ if len(noise_aug) > 1:
+ adm_out = torch.stack(adm_inputs).sum(0)
+ noise_augment = noise_augment_merge
+ noise_level = round((noise_augmentor.max_noise_level - 1) * noise_augment)
+ c_adm, noise_level_emb = noise_augmentor(adm_out[:, :noise_augmentor.time_embed.dim], noise_level=torch.tensor([noise_level], device=device))
+ adm_out = torch.cat((c_adm, noise_level_emb), 1)
+
+ return adm_out
+
+class SD21UNCLIP(BaseModel):
+ def __init__(self, model_config, noise_aug_config, model_type=ModelType.V_PREDICTION, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.noise_augmentor = CLIPEmbeddingNoiseAugmentation(**noise_aug_config)
+
+ def encode_adm(self, **kwargs):
+ unclip_conditioning = kwargs.get("unclip_conditioning", None)
+ device = kwargs["device"]
+ if unclip_conditioning is None:
+ return torch.zeros((1, self.adm_channels))
+ else:
+ return unclip_adm(unclip_conditioning, device, self.noise_augmentor, kwargs.get("unclip_noise_augment_merge", 0.05), kwargs.get("seed", 0) - 10)
+
+def sdxl_pooled(args, noise_augmentor):
+ if "unclip_conditioning" in args:
+ return unclip_adm(args.get("unclip_conditioning", None), args["device"], noise_augmentor, seed=args.get("seed", 0) - 10)[:,:1280]
+ else:
+ return args["pooled_output"]
+
+class SDXLRefiner(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.EPS, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.embedder = Timestep(256)
+ self.noise_augmentor = CLIPEmbeddingNoiseAugmentation(**{"noise_schedule_config": {"timesteps": 1000, "beta_schedule": "squaredcos_cap_v2"}, "timestep_dim": 1280})
+
+ def encode_adm(self, **kwargs):
+ clip_pooled = sdxl_pooled(kwargs, self.noise_augmentor)
+ width = kwargs.get("width", 768)
+ height = kwargs.get("height", 768)
+ crop_w = kwargs.get("crop_w", 0)
+ crop_h = kwargs.get("crop_h", 0)
+
+ if kwargs.get("prompt_type", "") == "negative":
+ aesthetic_score = kwargs.get("aesthetic_score", 2.5)
+ else:
+ aesthetic_score = kwargs.get("aesthetic_score", 6)
+
+ out = []
+ out.append(self.embedder(torch.Tensor([height])))
+ out.append(self.embedder(torch.Tensor([width])))
+ out.append(self.embedder(torch.Tensor([crop_h])))
+ out.append(self.embedder(torch.Tensor([crop_w])))
+ out.append(self.embedder(torch.Tensor([aesthetic_score])))
+ flat = torch.flatten(torch.cat(out)).unsqueeze(dim=0).repeat(clip_pooled.shape[0], 1)
+ return torch.cat((clip_pooled.to(flat.device), flat), dim=1)
+
+class SDXL(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.EPS, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.embedder = Timestep(256)
+ self.noise_augmentor = CLIPEmbeddingNoiseAugmentation(**{"noise_schedule_config": {"timesteps": 1000, "beta_schedule": "squaredcos_cap_v2"}, "timestep_dim": 1280})
+
+ def encode_adm(self, **kwargs):
+ clip_pooled = sdxl_pooled(kwargs, self.noise_augmentor)
+ width = kwargs.get("width", 768)
+ height = kwargs.get("height", 768)
+ crop_w = kwargs.get("crop_w", 0)
+ crop_h = kwargs.get("crop_h", 0)
+ target_width = kwargs.get("target_width", width)
+ target_height = kwargs.get("target_height", height)
+
+ out = []
+ out.append(self.embedder(torch.Tensor([height])))
+ out.append(self.embedder(torch.Tensor([width])))
+ out.append(self.embedder(torch.Tensor([crop_h])))
+ out.append(self.embedder(torch.Tensor([crop_w])))
+ out.append(self.embedder(torch.Tensor([target_height])))
+ out.append(self.embedder(torch.Tensor([target_width])))
+ flat = torch.flatten(torch.cat(out)).unsqueeze(dim=0).repeat(clip_pooled.shape[0], 1)
+ return torch.cat((clip_pooled.to(flat.device), flat), dim=1)
+
+class SVD_img2vid(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.V_PREDICTION_EDM, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.embedder = Timestep(256)
+
+ def encode_adm(self, **kwargs):
+ fps_id = kwargs.get("fps", 6) - 1
+ motion_bucket_id = kwargs.get("motion_bucket_id", 127)
+ augmentation = kwargs.get("augmentation_level", 0)
+
+ out = []
+ out.append(self.embedder(torch.Tensor([fps_id])))
+ out.append(self.embedder(torch.Tensor([motion_bucket_id])))
+ out.append(self.embedder(torch.Tensor([augmentation])))
+
+ flat = torch.flatten(torch.cat(out)).unsqueeze(dim=0)
+ return flat
+
+ def extra_conds(self, **kwargs):
+ out = {}
+ adm = self.encode_adm(**kwargs)
+ if adm is not None:
+ out['y'] = comfy.conds.CONDRegular(adm)
+
+ latent_image = kwargs.get("concat_latent_image", None)
+ noise = kwargs.get("noise", None)
+ device = kwargs["device"]
+
+ if latent_image is None:
+ latent_image = torch.zeros_like(noise)
+
+ if latent_image.shape[1:] != noise.shape[1:]:
+ latent_image = utils.common_upscale(latent_image, noise.shape[-1], noise.shape[-2], "bilinear", "center")
+
+ latent_image = utils.resize_to_batch_size(latent_image, noise.shape[0])
+
+ out['c_concat'] = comfy.conds.CONDNoiseShape(latent_image)
+
+ cross_attn = kwargs.get("cross_attn", None)
+ if cross_attn is not None:
+ out['c_crossattn'] = comfy.conds.CONDCrossAttn(cross_attn)
+
+ if "time_conditioning" in kwargs:
+ out["time_context"] = comfy.conds.CONDCrossAttn(kwargs["time_conditioning"])
+
+ out['num_video_frames'] = comfy.conds.CONDConstant(noise.shape[0])
+ return out
+
+class SV3D_u(SVD_img2vid):
+ def encode_adm(self, **kwargs):
+ augmentation = kwargs.get("augmentation_level", 0)
+
+ out = []
+ out.append(self.embedder(torch.flatten(torch.Tensor([augmentation]))))
+
+ flat = torch.flatten(torch.cat(out)).unsqueeze(dim=0)
+ return flat
+
+class SV3D_p(SVD_img2vid):
+ def __init__(self, model_config, model_type=ModelType.V_PREDICTION_EDM, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.embedder_512 = Timestep(512)
+
+ def encode_adm(self, **kwargs):
+ augmentation = kwargs.get("augmentation_level", 0)
+ elevation = kwargs.get("elevation", 0) #elevation and azimuth are in degrees here
+ azimuth = kwargs.get("azimuth", 0)
+ noise = kwargs.get("noise", None)
+
+ out = []
+ out.append(self.embedder(torch.flatten(torch.Tensor([augmentation]))))
+ out.append(self.embedder_512(torch.deg2rad(torch.fmod(torch.flatten(90 - torch.Tensor([elevation])), 360.0))))
+ out.append(self.embedder_512(torch.deg2rad(torch.fmod(torch.flatten(torch.Tensor([azimuth])), 360.0))))
+
+ out = list(map(lambda a: utils.resize_to_batch_size(a, noise.shape[0]), out))
+ return torch.cat(out, dim=1)
+
+
+class Stable_Zero123(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.EPS, device=None, cc_projection_weight=None, cc_projection_bias=None):
+ super().__init__(model_config, model_type, device=device)
+ self.cc_projection = comfy.ops.manual_cast.Linear(cc_projection_weight.shape[1], cc_projection_weight.shape[0], dtype=self.get_dtype(), device=device)
+ self.cc_projection.weight.copy_(cc_projection_weight)
+ self.cc_projection.bias.copy_(cc_projection_bias)
+
+ def extra_conds(self, **kwargs):
+ out = {}
+
+ latent_image = kwargs.get("concat_latent_image", None)
+ noise = kwargs.get("noise", None)
+
+ if latent_image is None:
+ latent_image = torch.zeros_like(noise)
+
+ if latent_image.shape[1:] != noise.shape[1:]:
+ latent_image = utils.common_upscale(latent_image, noise.shape[-1], noise.shape[-2], "bilinear", "center")
+
+ latent_image = utils.resize_to_batch_size(latent_image, noise.shape[0])
+
+ out['c_concat'] = comfy.conds.CONDNoiseShape(latent_image)
+
+ cross_attn = kwargs.get("cross_attn", None)
+ if cross_attn is not None:
+ if cross_attn.shape[-1] != 768:
+ cross_attn = self.cc_projection(cross_attn)
+ out['c_crossattn'] = comfy.conds.CONDCrossAttn(cross_attn)
+ return out
+
+class SD_X4Upscaler(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.V_PREDICTION, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.noise_augmentor = ImageConcatWithNoiseAugmentation(noise_schedule_config={"linear_start": 0.0001, "linear_end": 0.02}, max_noise_level=350)
+
+ def extra_conds(self, **kwargs):
+ out = {}
+
+ image = kwargs.get("concat_image", None)
+ noise = kwargs.get("noise", None)
+ noise_augment = kwargs.get("noise_augmentation", 0.0)
+ device = kwargs["device"]
+ seed = kwargs["seed"] - 10
+
+ noise_level = round((self.noise_augmentor.max_noise_level) * noise_augment)
+
+ if image is None:
+ image = torch.zeros_like(noise)[:,:3]
+
+ if image.shape[1:] != noise.shape[1:]:
+ image = utils.common_upscale(image.to(device), noise.shape[-1], noise.shape[-2], "bilinear", "center")
+
+ noise_level = torch.tensor([noise_level], device=device)
+ if noise_augment > 0:
+ image, noise_level = self.noise_augmentor(image.to(device), noise_level=noise_level, seed=seed)
+
+ image = utils.resize_to_batch_size(image, noise.shape[0])
+
+ out['c_concat'] = comfy.conds.CONDNoiseShape(image)
+ out['y'] = comfy.conds.CONDRegular(noise_level)
+ return out
+
+class IP2P:
+ def extra_conds(self, **kwargs):
+ out = {}
+
+ image = kwargs.get("concat_latent_image", None)
+ noise = kwargs.get("noise", None)
+ device = kwargs["device"]
+
+ if image is None:
+ image = torch.zeros_like(noise)
+
+ if image.shape[1:] != noise.shape[1:]:
+ image = utils.common_upscale(image.to(device), noise.shape[-1], noise.shape[-2], "bilinear", "center")
+
+ image = utils.resize_to_batch_size(image, noise.shape[0])
+
+ out['c_concat'] = comfy.conds.CONDNoiseShape(self.process_ip2p_image_in(image))
+ adm = self.encode_adm(**kwargs)
+ if adm is not None:
+ out['y'] = comfy.conds.CONDRegular(adm)
+ return out
+
+class SD15_instructpix2pix(IP2P, BaseModel):
+ def __init__(self, model_config, model_type=ModelType.EPS, device=None):
+ super().__init__(model_config, model_type, device=device)
+ self.process_ip2p_image_in = lambda image: image
+
+class SDXL_instructpix2pix(IP2P, SDXL):
+ def __init__(self, model_config, model_type=ModelType.EPS, device=None):
+ super().__init__(model_config, model_type, device=device)
+ if model_type == ModelType.V_PREDICTION_EDM:
+ self.process_ip2p_image_in = lambda image: comfy.latent_formats.SDXL().process_in(image) #cosxl ip2p
+ else:
+ self.process_ip2p_image_in = lambda image: image #diffusers ip2p
+
+
+class StableCascade_C(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.STABLE_CASCADE, device=None):
+ super().__init__(model_config, model_type, device=device, unet_model=StageC)
+ self.diffusion_model.eval().requires_grad_(False)
+
+ def extra_conds(self, **kwargs):
+ out = {}
+ clip_text_pooled = kwargs["pooled_output"]
+ if clip_text_pooled is not None:
+ out['clip_text_pooled'] = comfy.conds.CONDRegular(clip_text_pooled)
+
+ if "unclip_conditioning" in kwargs:
+ embeds = []
+ for unclip_cond in kwargs["unclip_conditioning"]:
+ weight = unclip_cond["strength"]
+ embeds.append(unclip_cond["clip_vision_output"].image_embeds.unsqueeze(0) * weight)
+ clip_img = torch.cat(embeds, dim=1)
+ else:
+ clip_img = torch.zeros((1, 1, 768))
+ out["clip_img"] = comfy.conds.CONDRegular(clip_img)
+ out["sca"] = comfy.conds.CONDRegular(torch.zeros((1,)))
+ out["crp"] = comfy.conds.CONDRegular(torch.zeros((1,)))
+
+ cross_attn = kwargs.get("cross_attn", None)
+ if cross_attn is not None:
+ out['clip_text'] = comfy.conds.CONDCrossAttn(cross_attn)
+ return out
+
+
+class StableCascade_B(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.STABLE_CASCADE, device=None):
+ super().__init__(model_config, model_type, device=device, unet_model=StageB)
+ self.diffusion_model.eval().requires_grad_(False)
+
+ def extra_conds(self, **kwargs):
+ out = {}
+ noise = kwargs.get("noise", None)
+
+ clip_text_pooled = kwargs["pooled_output"]
+ if clip_text_pooled is not None:
+ out['clip'] = comfy.conds.CONDRegular(clip_text_pooled)
+
+ #size of prior doesn't really matter if zeros because it gets resized but I still want it to get batched
+ prior = kwargs.get("stable_cascade_prior", torch.zeros((1, 16, (noise.shape[2] * 4) // 42, (noise.shape[3] * 4) // 42), dtype=noise.dtype, layout=noise.layout, device=noise.device))
+
+ out["effnet"] = comfy.conds.CONDRegular(prior)
+ out["sca"] = comfy.conds.CONDRegular(torch.zeros((1,)))
+ return out
+
+
+class SD3(BaseModel):
+ def __init__(self, model_config, model_type=ModelType.FLOW, device=None):
+ super().__init__(model_config, model_type, device=device, unet_model=OpenAISignatureMMDITWrapper)
+
+ def encode_adm(self, **kwargs):
+ return kwargs["pooled_output"]
+
+ def extra_conds(self, **kwargs):
+ out = super().extra_conds(**kwargs)
+ cross_attn = kwargs.get("cross_attn", None)
+ if cross_attn is not None:
+ out['c_crossattn'] = comfy.conds.CONDRegular(cross_attn)
+ return out
+
+ def memory_required(self, input_shape):
+ if comfy.model_management.xformers_enabled() or comfy.model_management.pytorch_attention_flash_attention():
+ dtype = self.get_dtype()
+ if self.manual_cast_dtype is not None:
+ dtype = self.manual_cast_dtype
+ #TODO: this probably needs to be tweaked
+ area = input_shape[0] * input_shape[2] * input_shape[3]
+ return (area * comfy.model_management.dtype_size(dtype) * 0.012) * (1024 * 1024)
+ else:
+ area = input_shape[0] * input_shape[2] * input_shape[3]
+ return (area * 0.3) * (1024 * 1024)
+
+
+class StableAudio1(BaseModel):
+ def __init__(self, model_config, seconds_start_embedder_weights, seconds_total_embedder_weights, model_type=ModelType.V_PREDICTION_CONTINUOUS, device=None):
+ super().__init__(model_config, model_type, device=device, unet_model=comfy.ldm.audio.dit.AudioDiffusionTransformer)
+ self.seconds_start_embedder = comfy.ldm.audio.embedders.NumberConditioner(768, min_val=0, max_val=512)
+ self.seconds_total_embedder = comfy.ldm.audio.embedders.NumberConditioner(768, min_val=0, max_val=512)
+ self.seconds_start_embedder.load_state_dict(seconds_start_embedder_weights)
+ self.seconds_total_embedder.load_state_dict(seconds_total_embedder_weights)
+
+ def extra_conds(self, **kwargs):
+ out = {}
+
+ noise = kwargs.get("noise", None)
+ device = kwargs["device"]
+
+ seconds_start = kwargs.get("seconds_start", 0)
+ seconds_total = kwargs.get("seconds_total", int(noise.shape[-1] / 21.53))
+
+ seconds_start_embed = self.seconds_start_embedder([seconds_start])[0].to(device)
+ seconds_total_embed = self.seconds_total_embedder([seconds_total])[0].to(device)
+
+ global_embed = torch.cat([seconds_start_embed, seconds_total_embed], dim=-1).reshape((1, -1))
+ out['global_embed'] = comfy.conds.CONDRegular(global_embed)
+
+ cross_attn = kwargs.get("cross_attn", None)
+ if cross_attn is not None:
+ cross_attn = torch.cat([cross_attn.to(device), seconds_start_embed.repeat((cross_attn.shape[0], 1, 1)), seconds_total_embed.repeat((cross_attn.shape[0], 1, 1))], dim=1)
+ out['c_crossattn'] = comfy.conds.CONDRegular(cross_attn)
+ return out
+
+ def state_dict_for_saving(self, clip_state_dict=None, vae_state_dict=None, clip_vision_state_dict=None):
+ sd = super().state_dict_for_saving(clip_state_dict=clip_state_dict, vae_state_dict=vae_state_dict, clip_vision_state_dict=clip_vision_state_dict)
+ d = {"conditioner.conditioners.seconds_start.": self.seconds_start_embedder.state_dict(), "conditioner.conditioners.seconds_total.": self.seconds_total_embedder.state_dict()}
+ for k in d:
+ s = d[k]
+ for l in s:
+ sd["{}{}".format(k, l)] = s[l]
+ return sd
diff --git a/ComfyUI/comfy/model_detection.py b/ComfyUI/comfy/model_detection.py
new file mode 100644
index 0000000000000000000000000000000000000000..3561ddd47a281fab7939d1dc68988a83d3a6372c
--- /dev/null
+++ b/ComfyUI/comfy/model_detection.py
@@ -0,0 +1,473 @@
+import comfy.supported_models
+import comfy.supported_models_base
+import comfy.utils
+import math
+import logging
+import torch
+
+def count_blocks(state_dict_keys, prefix_string):
+ count = 0
+ while True:
+ c = False
+ for k in state_dict_keys:
+ if k.startswith(prefix_string.format(count)):
+ c = True
+ break
+ if c == False:
+ break
+ count += 1
+ return count
+
+def calculate_transformer_depth(prefix, state_dict_keys, state_dict):
+ context_dim = None
+ use_linear_in_transformer = False
+
+ transformer_prefix = prefix + "1.transformer_blocks."
+ transformer_keys = sorted(list(filter(lambda a: a.startswith(transformer_prefix), state_dict_keys)))
+ if len(transformer_keys) > 0:
+ last_transformer_depth = count_blocks(state_dict_keys, transformer_prefix + '{}')
+ context_dim = state_dict['{}0.attn2.to_k.weight'.format(transformer_prefix)].shape[1]
+ use_linear_in_transformer = len(state_dict['{}1.proj_in.weight'.format(prefix)].shape) == 2
+ time_stack = '{}1.time_stack.0.attn1.to_q.weight'.format(prefix) in state_dict or '{}1.time_mix_blocks.0.attn1.to_q.weight'.format(prefix) in state_dict
+ time_stack_cross = '{}1.time_stack.0.attn2.to_q.weight'.format(prefix) in state_dict or '{}1.time_mix_blocks.0.attn2.to_q.weight'.format(prefix) in state_dict
+ return last_transformer_depth, context_dim, use_linear_in_transformer, time_stack, time_stack_cross
+ return None
+
+def detect_unet_config(state_dict, key_prefix):
+ state_dict_keys = list(state_dict.keys())
+
+ if '{}joint_blocks.0.context_block.attn.qkv.weight'.format(key_prefix) in state_dict_keys: #mmdit model
+ unet_config = {}
+ unet_config["in_channels"] = state_dict['{}x_embedder.proj.weight'.format(key_prefix)].shape[1]
+ patch_size = state_dict['{}x_embedder.proj.weight'.format(key_prefix)].shape[2]
+ unet_config["patch_size"] = patch_size
+ final_layer = '{}final_layer.linear.weight'.format(key_prefix)
+ if final_layer in state_dict:
+ unet_config["out_channels"] = state_dict[final_layer].shape[0] // (patch_size * patch_size)
+
+ unet_config["depth"] = state_dict['{}x_embedder.proj.weight'.format(key_prefix)].shape[0] // 64
+ unet_config["input_size"] = None
+ y_key = '{}y_embedder.mlp.0.weight'.format(key_prefix)
+ if y_key in state_dict_keys:
+ unet_config["adm_in_channels"] = state_dict[y_key].shape[1]
+
+ context_key = '{}context_embedder.weight'.format(key_prefix)
+ if context_key in state_dict_keys:
+ in_features = state_dict[context_key].shape[1]
+ out_features = state_dict[context_key].shape[0]
+ unet_config["context_embedder_config"] = {"target": "torch.nn.Linear", "params": {"in_features": in_features, "out_features": out_features}}
+ num_patches_key = '{}pos_embed'.format(key_prefix)
+ if num_patches_key in state_dict_keys:
+ num_patches = state_dict[num_patches_key].shape[1]
+ unet_config["num_patches"] = num_patches
+ unet_config["pos_embed_max_size"] = round(math.sqrt(num_patches))
+
+ rms_qk = '{}joint_blocks.0.context_block.attn.ln_q.weight'.format(key_prefix)
+ if rms_qk in state_dict_keys:
+ unet_config["qk_norm"] = "rms"
+
+ unet_config["pos_embed_scaling_factor"] = None #unused for inference
+ context_processor = '{}context_processor.layers.0.attn.qkv.weight'.format(key_prefix)
+ if context_processor in state_dict_keys:
+ unet_config["context_processor_layers"] = count_blocks(state_dict_keys, '{}context_processor.layers.'.format(key_prefix) + '{}.')
+ return unet_config
+
+ if '{}clf.1.weight'.format(key_prefix) in state_dict_keys: #stable cascade
+ unet_config = {}
+ text_mapper_name = '{}clip_txt_mapper.weight'.format(key_prefix)
+ if text_mapper_name in state_dict_keys:
+ unet_config['stable_cascade_stage'] = 'c'
+ w = state_dict[text_mapper_name]
+ if w.shape[0] == 1536: #stage c lite
+ unet_config['c_cond'] = 1536
+ unet_config['c_hidden'] = [1536, 1536]
+ unet_config['nhead'] = [24, 24]
+ unet_config['blocks'] = [[4, 12], [12, 4]]
+ elif w.shape[0] == 2048: #stage c full
+ unet_config['c_cond'] = 2048
+ elif '{}clip_mapper.weight'.format(key_prefix) in state_dict_keys:
+ unet_config['stable_cascade_stage'] = 'b'
+ w = state_dict['{}down_blocks.1.0.channelwise.0.weight'.format(key_prefix)]
+ if w.shape[-1] == 640:
+ unet_config['c_hidden'] = [320, 640, 1280, 1280]
+ unet_config['nhead'] = [-1, -1, 20, 20]
+ unet_config['blocks'] = [[2, 6, 28, 6], [6, 28, 6, 2]]
+ unet_config['block_repeat'] = [[1, 1, 1, 1], [3, 3, 2, 2]]
+ elif w.shape[-1] == 576: #stage b lite
+ unet_config['c_hidden'] = [320, 576, 1152, 1152]
+ unet_config['nhead'] = [-1, 9, 18, 18]
+ unet_config['blocks'] = [[2, 4, 14, 4], [4, 14, 4, 2]]
+ unet_config['block_repeat'] = [[1, 1, 1, 1], [2, 2, 2, 2]]
+ return unet_config
+
+ if '{}transformer.rotary_pos_emb.inv_freq'.format(key_prefix) in state_dict_keys: #stable audio dit
+ unet_config = {}
+ unet_config["audio_model"] = "dit1.0"
+ return unet_config
+
+ unet_config = {
+ "use_checkpoint": False,
+ "image_size": 32,
+ "use_spatial_transformer": True,
+ "legacy": False
+ }
+
+ y_input = '{}label_emb.0.0.weight'.format(key_prefix)
+ if y_input in state_dict_keys:
+ unet_config["num_classes"] = "sequential"
+ unet_config["adm_in_channels"] = state_dict[y_input].shape[1]
+ else:
+ unet_config["adm_in_channels"] = None
+
+ model_channels = state_dict['{}input_blocks.0.0.weight'.format(key_prefix)].shape[0]
+ in_channels = state_dict['{}input_blocks.0.0.weight'.format(key_prefix)].shape[1]
+
+ out_key = '{}out.2.weight'.format(key_prefix)
+ if out_key in state_dict:
+ out_channels = state_dict[out_key].shape[0]
+ else:
+ out_channels = 4
+
+ num_res_blocks = []
+ channel_mult = []
+ attention_resolutions = []
+ transformer_depth = []
+ transformer_depth_output = []
+ context_dim = None
+ use_linear_in_transformer = False
+
+ video_model = False
+ video_model_cross = False
+
+ current_res = 1
+ count = 0
+
+ last_res_blocks = 0
+ last_channel_mult = 0
+
+ input_block_count = count_blocks(state_dict_keys, '{}input_blocks'.format(key_prefix) + '.{}.')
+ for count in range(input_block_count):
+ prefix = '{}input_blocks.{}.'.format(key_prefix, count)
+ prefix_output = '{}output_blocks.{}.'.format(key_prefix, input_block_count - count - 1)
+
+ block_keys = sorted(list(filter(lambda a: a.startswith(prefix), state_dict_keys)))
+ if len(block_keys) == 0:
+ break
+
+ block_keys_output = sorted(list(filter(lambda a: a.startswith(prefix_output), state_dict_keys)))
+
+ if "{}0.op.weight".format(prefix) in block_keys: #new layer
+ num_res_blocks.append(last_res_blocks)
+ channel_mult.append(last_channel_mult)
+
+ current_res *= 2
+ last_res_blocks = 0
+ last_channel_mult = 0
+ out = calculate_transformer_depth(prefix_output, state_dict_keys, state_dict)
+ if out is not None:
+ transformer_depth_output.append(out[0])
+ else:
+ transformer_depth_output.append(0)
+ else:
+ res_block_prefix = "{}0.in_layers.0.weight".format(prefix)
+ if res_block_prefix in block_keys:
+ last_res_blocks += 1
+ last_channel_mult = state_dict["{}0.out_layers.3.weight".format(prefix)].shape[0] // model_channels
+
+ out = calculate_transformer_depth(prefix, state_dict_keys, state_dict)
+ if out is not None:
+ transformer_depth.append(out[0])
+ if context_dim is None:
+ context_dim = out[1]
+ use_linear_in_transformer = out[2]
+ video_model = out[3]
+ video_model_cross = out[4]
+ else:
+ transformer_depth.append(0)
+
+ res_block_prefix = "{}0.in_layers.0.weight".format(prefix_output)
+ if res_block_prefix in block_keys_output:
+ out = calculate_transformer_depth(prefix_output, state_dict_keys, state_dict)
+ if out is not None:
+ transformer_depth_output.append(out[0])
+ else:
+ transformer_depth_output.append(0)
+
+
+ num_res_blocks.append(last_res_blocks)
+ channel_mult.append(last_channel_mult)
+ if "{}middle_block.1.proj_in.weight".format(key_prefix) in state_dict_keys:
+ transformer_depth_middle = count_blocks(state_dict_keys, '{}middle_block.1.transformer_blocks.'.format(key_prefix) + '{}')
+ elif "{}middle_block.0.in_layers.0.weight".format(key_prefix) in state_dict_keys:
+ transformer_depth_middle = -1
+ else:
+ transformer_depth_middle = -2
+
+ unet_config["in_channels"] = in_channels
+ unet_config["out_channels"] = out_channels
+ unet_config["model_channels"] = model_channels
+ unet_config["num_res_blocks"] = num_res_blocks
+ unet_config["transformer_depth"] = transformer_depth
+ unet_config["transformer_depth_output"] = transformer_depth_output
+ unet_config["channel_mult"] = channel_mult
+ unet_config["transformer_depth_middle"] = transformer_depth_middle
+ unet_config['use_linear_in_transformer'] = use_linear_in_transformer
+ unet_config["context_dim"] = context_dim
+
+ if video_model:
+ unet_config["extra_ff_mix_layer"] = True
+ unet_config["use_spatial_context"] = True
+ unet_config["merge_strategy"] = "learned_with_images"
+ unet_config["merge_factor"] = 0.0
+ unet_config["video_kernel_size"] = [3, 1, 1]
+ unet_config["use_temporal_resblock"] = True
+ unet_config["use_temporal_attention"] = True
+ unet_config["disable_temporal_crossattention"] = not video_model_cross
+ else:
+ unet_config["use_temporal_resblock"] = False
+ unet_config["use_temporal_attention"] = False
+
+ return unet_config
+
+def model_config_from_unet_config(unet_config, state_dict=None):
+ for model_config in comfy.supported_models.models:
+ if model_config.matches(unet_config, state_dict):
+ return model_config(unet_config)
+
+ logging.error("no match {}".format(unet_config))
+ return None
+
+def model_config_from_unet(state_dict, unet_key_prefix, use_base_if_no_match=False):
+ unet_config = detect_unet_config(state_dict, unet_key_prefix)
+ model_config = model_config_from_unet_config(unet_config, state_dict)
+ if model_config is None and use_base_if_no_match:
+ return comfy.supported_models_base.BASE(unet_config)
+ else:
+ return model_config
+
+def unet_prefix_from_state_dict(state_dict):
+ if "model.model.postprocess_conv.weight" in state_dict: #audio models
+ unet_key_prefix = "model.model."
+ else:
+ unet_key_prefix = "model.diffusion_model."
+ return unet_key_prefix
+
+def convert_config(unet_config):
+ new_config = unet_config.copy()
+ num_res_blocks = new_config.get("num_res_blocks", None)
+ channel_mult = new_config.get("channel_mult", None)
+
+ if isinstance(num_res_blocks, int):
+ num_res_blocks = len(channel_mult) * [num_res_blocks]
+
+ if "attention_resolutions" in new_config:
+ attention_resolutions = new_config.pop("attention_resolutions")
+ transformer_depth = new_config.get("transformer_depth", None)
+ transformer_depth_middle = new_config.get("transformer_depth_middle", None)
+
+ if isinstance(transformer_depth, int):
+ transformer_depth = len(channel_mult) * [transformer_depth]
+ if transformer_depth_middle is None:
+ transformer_depth_middle = transformer_depth[-1]
+ t_in = []
+ t_out = []
+ s = 1
+ for i in range(len(num_res_blocks)):
+ res = num_res_blocks[i]
+ d = 0
+ if s in attention_resolutions:
+ d = transformer_depth[i]
+
+ t_in += [d] * res
+ t_out += [d] * (res + 1)
+ s *= 2
+ transformer_depth = t_in
+ transformer_depth_output = t_out
+ new_config["transformer_depth"] = t_in
+ new_config["transformer_depth_output"] = t_out
+ new_config["transformer_depth_middle"] = transformer_depth_middle
+
+ new_config["num_res_blocks"] = num_res_blocks
+ return new_config
+
+
+def unet_config_from_diffusers_unet(state_dict, dtype=None):
+ match = {}
+ transformer_depth = []
+
+ attn_res = 1
+ down_blocks = count_blocks(state_dict, "down_blocks.{}")
+ for i in range(down_blocks):
+ attn_blocks = count_blocks(state_dict, "down_blocks.{}.attentions.".format(i) + '{}')
+ res_blocks = count_blocks(state_dict, "down_blocks.{}.resnets.".format(i) + '{}')
+ for ab in range(attn_blocks):
+ transformer_count = count_blocks(state_dict, "down_blocks.{}.attentions.{}.transformer_blocks.".format(i, ab) + '{}')
+ transformer_depth.append(transformer_count)
+ if transformer_count > 0:
+ match["context_dim"] = state_dict["down_blocks.{}.attentions.{}.transformer_blocks.0.attn2.to_k.weight".format(i, ab)].shape[1]
+
+ attn_res *= 2
+ if attn_blocks == 0:
+ for i in range(res_blocks):
+ transformer_depth.append(0)
+
+ match["transformer_depth"] = transformer_depth
+
+ match["model_channels"] = state_dict["conv_in.weight"].shape[0]
+ match["in_channels"] = state_dict["conv_in.weight"].shape[1]
+ match["adm_in_channels"] = None
+ if "class_embedding.linear_1.weight" in state_dict:
+ match["adm_in_channels"] = state_dict["class_embedding.linear_1.weight"].shape[1]
+ elif "add_embedding.linear_1.weight" in state_dict:
+ match["adm_in_channels"] = state_dict["add_embedding.linear_1.weight"].shape[1]
+
+ SDXL = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 2, 2, 10, 10], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': 10,
+ 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64, 'transformer_depth_output': [0, 0, 0, 2, 2, 2, 10, 10, 10],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SDXL_refiner = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2560, 'dtype': dtype, 'in_channels': 4, 'model_channels': 384,
+ 'num_res_blocks': [2, 2, 2, 2], 'transformer_depth': [0, 0, 4, 4, 4, 4, 0, 0], 'channel_mult': [1, 2, 4, 4], 'transformer_depth_middle': 4,
+ 'use_linear_in_transformer': True, 'context_dim': 1280, 'num_head_channels': 64, 'transformer_depth_output': [0, 0, 0, 4, 4, 4, 4, 4, 4, 0, 0, 0],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SD21 = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'adm_in_channels': None, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320, 'num_res_blocks': [2, 2, 2, 2],
+ 'transformer_depth': [1, 1, 1, 1, 1, 1, 0, 0], 'channel_mult': [1, 2, 4, 4], 'transformer_depth_middle': 1, 'use_linear_in_transformer': True,
+ 'context_dim': 1024, 'num_head_channels': 64, 'transformer_depth_output': [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SD21_uncliph = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2048, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2, 2], 'transformer_depth': [1, 1, 1, 1, 1, 1, 0, 0], 'channel_mult': [1, 2, 4, 4], 'transformer_depth_middle': 1,
+ 'use_linear_in_transformer': True, 'context_dim': 1024, 'num_head_channels': 64, 'transformer_depth_output': [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SD21_unclipl = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 1536, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2, 2], 'transformer_depth': [1, 1, 1, 1, 1, 1, 0, 0], 'channel_mult': [1, 2, 4, 4], 'transformer_depth_middle': 1,
+ 'use_linear_in_transformer': True, 'context_dim': 1024, 'num_head_channels': 64, 'transformer_depth_output': [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SD15 = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False, 'adm_in_channels': None,
+ 'dtype': dtype, 'in_channels': 4, 'model_channels': 320, 'num_res_blocks': [2, 2, 2, 2], 'transformer_depth': [1, 1, 1, 1, 1, 1, 0, 0],
+ 'channel_mult': [1, 2, 4, 4], 'transformer_depth_middle': 1, 'use_linear_in_transformer': False, 'context_dim': 768, 'num_heads': 8,
+ 'transformer_depth_output': [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SDXL_mid_cnet = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 0, 0, 1, 1], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': 1,
+ 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64, 'transformer_depth_output': [0, 0, 0, 0, 0, 0, 1, 1, 1],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SDXL_small_cnet = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 0, 0, 0, 0], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': 0,
+ 'use_linear_in_transformer': True, 'num_head_channels': 64, 'context_dim': 1, 'transformer_depth_output': [0, 0, 0, 0, 0, 0, 0, 0, 0],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SDXL_diffusers_inpaint = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 9, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 2, 2, 10, 10], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': 10,
+ 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64, 'transformer_depth_output': [0, 0, 0, 2, 2, 2, 10, 10, 10],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SDXL_diffusers_ip2p = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 8, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 2, 2, 10, 10], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': 10,
+ 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64, 'transformer_depth_output': [0, 0, 0, 2, 2, 2, 10, 10, 10],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SSD_1B = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 2, 2, 4, 4], 'transformer_depth_output': [0, 0, 0, 1, 1, 2, 10, 4, 4],
+ 'channel_mult': [1, 2, 4], 'transformer_depth_middle': -1, 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64,
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ Segmind_Vega = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [2, 2, 2], 'transformer_depth': [0, 0, 1, 1, 2, 2], 'transformer_depth_output': [0, 0, 0, 1, 1, 1, 2, 2, 2],
+ 'channel_mult': [1, 2, 4], 'transformer_depth_middle': -1, 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64,
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ KOALA_700M = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [1, 1, 1], 'transformer_depth': [0, 2, 5], 'transformer_depth_output': [0, 0, 2, 2, 5, 5],
+ 'channel_mult': [1, 2, 4], 'transformer_depth_middle': -2, 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64,
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ KOALA_1B = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'num_classes': 'sequential', 'adm_in_channels': 2816, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320,
+ 'num_res_blocks': [1, 1, 1], 'transformer_depth': [0, 2, 6], 'transformer_depth_output': [0, 0, 2, 2, 6, 6],
+ 'channel_mult': [1, 2, 4], 'transformer_depth_middle': 6, 'use_linear_in_transformer': True, 'context_dim': 2048, 'num_head_channels': 64,
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+ SD09_XS = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'adm_in_channels': None, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320, 'num_res_blocks': [1, 1, 1],
+ 'transformer_depth': [1, 1, 1], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': -2, 'use_linear_in_transformer': True,
+ 'context_dim': 1024, 'num_head_channels': 64, 'transformer_depth_output': [1, 1, 1, 1, 1, 1],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False, 'disable_self_attentions': [True, False, False]}
+
+ SD_XS = {'use_checkpoint': False, 'image_size': 32, 'out_channels': 4, 'use_spatial_transformer': True, 'legacy': False,
+ 'adm_in_channels': None, 'dtype': dtype, 'in_channels': 4, 'model_channels': 320, 'num_res_blocks': [1, 1, 1],
+ 'transformer_depth': [0, 1, 1], 'channel_mult': [1, 2, 4], 'transformer_depth_middle': -2, 'use_linear_in_transformer': False,
+ 'context_dim': 768, 'num_head_channels': 64, 'transformer_depth_output': [0, 0, 1, 1, 1, 1],
+ 'use_temporal_attention': False, 'use_temporal_resblock': False}
+
+
+ supported_models = [SDXL, SDXL_refiner, SD21, SD15, SD21_uncliph, SD21_unclipl, SDXL_mid_cnet, SDXL_small_cnet, SDXL_diffusers_inpaint, SSD_1B, Segmind_Vega, KOALA_700M, KOALA_1B, SD09_XS, SD_XS, SDXL_diffusers_ip2p]
+
+ for unet_config in supported_models:
+ matches = True
+ for k in match:
+ if match[k] != unet_config[k]:
+ matches = False
+ break
+ if matches:
+ return convert_config(unet_config)
+ return None
+
+def model_config_from_diffusers_unet(state_dict):
+ unet_config = unet_config_from_diffusers_unet(state_dict)
+ if unet_config is not None:
+ return model_config_from_unet_config(unet_config)
+ return None
+
+def convert_diffusers_mmdit(state_dict, output_prefix=""):
+ num_blocks = count_blocks(state_dict, 'transformer_blocks.{}.')
+ if num_blocks > 0:
+ depth = state_dict["pos_embed.proj.weight"].shape[0] // 64
+ out_sd = {}
+ sd_map = comfy.utils.mmdit_to_diffusers({"depth": depth, "num_blocks": num_blocks}, output_prefix=output_prefix)
+ for k in sd_map:
+ weight = state_dict.get(k, None)
+ if weight is not None:
+ t = sd_map[k]
+
+ if not isinstance(t, str):
+ if len(t) > 2:
+ fun = t[2]
+ else:
+ fun = lambda a: a
+ offset = t[1]
+ if offset is not None:
+ old_weight = out_sd.get(t[0], None)
+ if old_weight is None:
+ old_weight = torch.empty_like(weight)
+ old_weight = old_weight.repeat([3] + [1] * (len(old_weight.shape) - 1))
+
+ w = old_weight.narrow(offset[0], offset[1], offset[2])
+ else:
+ old_weight = weight
+ w = weight
+ w[:] = fun(weight)
+ t = t[0]
+ out_sd[t] = old_weight
+ else:
+ out_sd[t] = weight
+ state_dict.pop(k)
+
+ return out_sd
diff --git a/ComfyUI/comfy/model_management.py b/ComfyUI/comfy/model_management.py
new file mode 100644
index 0000000000000000000000000000000000000000..dfbb31f29a33039137e8b6b72c0c2904654bc3f0
--- /dev/null
+++ b/ComfyUI/comfy/model_management.py
@@ -0,0 +1,957 @@
+import psutil
+import logging
+from enum import Enum
+from comfy.cli_args import args
+import torch
+import sys
+import platform
+
+class VRAMState(Enum):
+ DISABLED = 0 #No vram present: no need to move models to vram
+ NO_VRAM = 1 #Very low vram: enable all the options to save vram
+ LOW_VRAM = 2
+ NORMAL_VRAM = 3
+ HIGH_VRAM = 4
+ SHARED = 5 #No dedicated vram: memory shared between CPU and GPU but models still need to be moved between both.
+
+class CPUState(Enum):
+ GPU = 0
+ CPU = 1
+ MPS = 2
+
+# Determine VRAM State
+vram_state = VRAMState.NORMAL_VRAM
+set_vram_to = VRAMState.NORMAL_VRAM
+cpu_state = CPUState.GPU
+
+total_vram = 0
+
+lowvram_available = True
+xpu_available = False
+
+if args.deterministic:
+ logging.info("Using deterministic algorithms for pytorch")
+ torch.use_deterministic_algorithms(True, warn_only=True)
+
+directml_enabled = False
+if args.directml is not None:
+ import torch_directml
+ directml_enabled = True
+ device_index = args.directml
+ if device_index < 0:
+ directml_device = torch_directml.device()
+ else:
+ directml_device = torch_directml.device(device_index)
+ logging.info("Using directml with device: {}".format(torch_directml.device_name(device_index)))
+ # torch_directml.disable_tiled_resources(True)
+ lowvram_available = False #TODO: need to find a way to get free memory in directml before this can be enabled by default.
+
+try:
+ import intel_extension_for_pytorch as ipex
+ if torch.xpu.is_available():
+ xpu_available = True
+except:
+ pass
+
+try:
+ if torch.backends.mps.is_available():
+ cpu_state = CPUState.MPS
+ import torch.mps
+except:
+ pass
+
+if args.cpu:
+ cpu_state = CPUState.CPU
+
+def is_intel_xpu():
+ global cpu_state
+ global xpu_available
+ if cpu_state == CPUState.GPU:
+ if xpu_available:
+ return True
+ return False
+
+def get_torch_device():
+ global directml_enabled
+ global cpu_state
+ if directml_enabled:
+ global directml_device
+ return directml_device
+ if cpu_state == CPUState.MPS:
+ return torch.device("mps")
+ if cpu_state == CPUState.CPU:
+ return torch.device("cpu")
+ else:
+ if is_intel_xpu():
+ return torch.device("xpu", torch.xpu.current_device())
+ else:
+ return torch.device(torch.cuda.current_device())
+
+def get_total_memory(dev=None, torch_total_too=False):
+ global directml_enabled
+ if dev is None:
+ dev = get_torch_device()
+
+ if hasattr(dev, 'type') and (dev.type == 'cpu' or dev.type == 'mps'):
+ mem_total = psutil.virtual_memory().total
+ mem_total_torch = mem_total
+ else:
+ if directml_enabled:
+ mem_total = 1024 * 1024 * 1024 #TODO
+ mem_total_torch = mem_total
+ elif is_intel_xpu():
+ stats = torch.xpu.memory_stats(dev)
+ mem_reserved = stats['reserved_bytes.all.current']
+ mem_total_torch = mem_reserved
+ mem_total = torch.xpu.get_device_properties(dev).total_memory
+ else:
+ stats = torch.cuda.memory_stats(dev)
+ mem_reserved = stats['reserved_bytes.all.current']
+ _, mem_total_cuda = torch.cuda.mem_get_info(dev)
+ mem_total_torch = mem_reserved
+ mem_total = mem_total_cuda
+
+ if torch_total_too:
+ return (mem_total, mem_total_torch)
+ else:
+ return mem_total
+
+total_vram = get_total_memory(get_torch_device()) / (1024 * 1024)
+total_ram = psutil.virtual_memory().total / (1024 * 1024)
+logging.info("Total VRAM {:0.0f} MB, total RAM {:0.0f} MB".format(total_vram, total_ram))
+
+try:
+ logging.info("pytorch version: {}".format(torch.version.__version__))
+except:
+ pass
+
+try:
+ OOM_EXCEPTION = torch.cuda.OutOfMemoryError
+except:
+ OOM_EXCEPTION = Exception
+
+XFORMERS_VERSION = ""
+XFORMERS_ENABLED_VAE = True
+if args.disable_xformers:
+ XFORMERS_IS_AVAILABLE = False
+else:
+ try:
+ import xformers
+ import xformers.ops
+ XFORMERS_IS_AVAILABLE = True
+ try:
+ XFORMERS_IS_AVAILABLE = xformers._has_cpp_library
+ except:
+ pass
+ try:
+ XFORMERS_VERSION = xformers.version.__version__
+ logging.info("xformers version: {}".format(XFORMERS_VERSION))
+ if XFORMERS_VERSION.startswith("0.0.18"):
+ logging.warning("\nWARNING: This version of xformers has a major bug where you will get black images when generating high resolution images.")
+ logging.warning("Please downgrade or upgrade xformers to a different version.\n")
+ XFORMERS_ENABLED_VAE = False
+ except:
+ pass
+ except:
+ XFORMERS_IS_AVAILABLE = False
+
+def is_nvidia():
+ global cpu_state
+ if cpu_state == CPUState.GPU:
+ if torch.version.cuda:
+ return True
+ return False
+
+ENABLE_PYTORCH_ATTENTION = False
+if args.use_pytorch_cross_attention:
+ ENABLE_PYTORCH_ATTENTION = True
+ XFORMERS_IS_AVAILABLE = False
+
+VAE_DTYPES = [torch.float32]
+
+try:
+ if is_nvidia():
+ torch_version = torch.version.__version__
+ if int(torch_version[0]) >= 2:
+ if ENABLE_PYTORCH_ATTENTION == False and args.use_split_cross_attention == False and args.use_quad_cross_attention == False:
+ ENABLE_PYTORCH_ATTENTION = True
+ if torch.cuda.is_bf16_supported() and torch.cuda.get_device_properties(torch.cuda.current_device()).major >= 8:
+ VAE_DTYPES = [torch.bfloat16] + VAE_DTYPES
+ if is_intel_xpu():
+ if args.use_split_cross_attention == False and args.use_quad_cross_attention == False:
+ ENABLE_PYTORCH_ATTENTION = True
+except:
+ pass
+
+if is_intel_xpu():
+ VAE_DTYPES = [torch.bfloat16] + VAE_DTYPES
+
+if args.cpu_vae:
+ VAE_DTYPES = [torch.float32]
+
+
+if ENABLE_PYTORCH_ATTENTION:
+ torch.backends.cuda.enable_math_sdp(True)
+ torch.backends.cuda.enable_flash_sdp(True)
+ torch.backends.cuda.enable_mem_efficient_sdp(True)
+
+if args.lowvram:
+ set_vram_to = VRAMState.LOW_VRAM
+ lowvram_available = True
+elif args.novram:
+ set_vram_to = VRAMState.NO_VRAM
+elif args.highvram or args.gpu_only:
+ vram_state = VRAMState.HIGH_VRAM
+
+FORCE_FP32 = False
+FORCE_FP16 = False
+if args.force_fp32:
+ logging.info("Forcing FP32, if this improves things please report it.")
+ FORCE_FP32 = True
+
+if args.force_fp16:
+ logging.info("Forcing FP16.")
+ FORCE_FP16 = True
+
+if lowvram_available:
+ if set_vram_to in (VRAMState.LOW_VRAM, VRAMState.NO_VRAM):
+ vram_state = set_vram_to
+
+
+if cpu_state != CPUState.GPU:
+ vram_state = VRAMState.DISABLED
+
+if cpu_state == CPUState.MPS:
+ vram_state = VRAMState.SHARED
+
+logging.info(f"Set vram state to: {vram_state.name}")
+
+DISABLE_SMART_MEMORY = args.disable_smart_memory
+
+if DISABLE_SMART_MEMORY:
+ logging.info("Disabling smart memory management")
+
+def get_torch_device_name(device):
+ if hasattr(device, 'type'):
+ if device.type == "cuda":
+ try:
+ allocator_backend = torch.cuda.get_allocator_backend()
+ except:
+ allocator_backend = ""
+ return "{} {} : {}".format(device, torch.cuda.get_device_name(device), allocator_backend)
+ else:
+ return "{}".format(device.type)
+ elif is_intel_xpu():
+ return "{} {}".format(device, torch.xpu.get_device_name(device))
+ else:
+ return "CUDA {}: {}".format(device, torch.cuda.get_device_name(device))
+
+try:
+ logging.info("Device: {}".format(get_torch_device_name(get_torch_device())))
+except:
+ logging.warning("Could not pick default device.")
+
+
+current_loaded_models = []
+
+def module_size(module):
+ module_mem = 0
+ sd = module.state_dict()
+ for k in sd:
+ t = sd[k]
+ module_mem += t.nelement() * t.element_size()
+ return module_mem
+
+class LoadedModel:
+ def __init__(self, model):
+ self.model = model
+ self.device = model.load_device
+ self.weights_loaded = False
+ self.real_model = None
+ self.currently_used = True
+
+ def model_memory(self):
+ return self.model.model_size()
+
+ def model_memory_required(self, device):
+ if device == self.model.current_device:
+ return 0
+ else:
+ return self.model_memory()
+
+ def model_load(self, lowvram_model_memory=0, force_patch_weights=False):
+ patch_model_to = self.device
+
+ self.model.model_patches_to(self.device)
+ self.model.model_patches_to(self.model.model_dtype())
+
+ load_weights = not self.weights_loaded
+
+ try:
+ if lowvram_model_memory > 0 and load_weights:
+ self.real_model = self.model.patch_model_lowvram(device_to=patch_model_to, lowvram_model_memory=lowvram_model_memory, force_patch_weights=force_patch_weights)
+ else:
+ self.real_model = self.model.patch_model(device_to=patch_model_to, patch_weights=load_weights)
+ except Exception as e:
+ self.model.unpatch_model(self.model.offload_device)
+ self.model_unload()
+ raise e
+
+ if is_intel_xpu() and not args.disable_ipex_optimize:
+ self.real_model = ipex.optimize(self.real_model.eval(), graph_mode=True, concat_linear=True)
+
+ self.weights_loaded = True
+ return self.real_model
+
+ def should_reload_model(self, force_patch_weights=False):
+ if force_patch_weights and self.model.lowvram_patch_counter > 0:
+ return True
+ return False
+
+ def model_unload(self, unpatch_weights=True):
+ self.model.unpatch_model(self.model.offload_device, unpatch_weights=unpatch_weights)
+ self.model.model_patches_to(self.model.offload_device)
+ self.weights_loaded = self.weights_loaded and not unpatch_weights
+ self.real_model = None
+
+ def __eq__(self, other):
+ return self.model is other.model
+
+def minimum_inference_memory():
+ return (1024 * 1024 * 1024)
+
+def unload_model_clones(model, unload_weights_only=True, force_unload=True):
+ to_unload = []
+ for i in range(len(current_loaded_models)):
+ if model.is_clone(current_loaded_models[i].model):
+ to_unload = [i] + to_unload
+
+ if len(to_unload) == 0:
+ return True
+
+ same_weights = 0
+ for i in to_unload:
+ if model.clone_has_same_weights(current_loaded_models[i].model):
+ same_weights += 1
+
+ if same_weights == len(to_unload):
+ unload_weight = False
+ else:
+ unload_weight = True
+
+ if not force_unload:
+ if unload_weights_only and unload_weight == False:
+ return None
+
+ for i in to_unload:
+ logging.debug("unload clone {} {}".format(i, unload_weight))
+ current_loaded_models.pop(i).model_unload(unpatch_weights=unload_weight)
+
+ return unload_weight
+
+def free_memory(memory_required, device, keep_loaded=[]):
+ unloaded_model = []
+ can_unload = []
+
+ for i in range(len(current_loaded_models) -1, -1, -1):
+ shift_model = current_loaded_models[i]
+ if shift_model.device == device:
+ if shift_model not in keep_loaded:
+ can_unload.append((sys.getrefcount(shift_model.model), shift_model.model_memory(), i))
+ shift_model.currently_used = False
+
+ for x in sorted(can_unload):
+ i = x[-1]
+ if not DISABLE_SMART_MEMORY:
+ if get_free_memory(device) > memory_required:
+ break
+ current_loaded_models[i].model_unload()
+ unloaded_model.append(i)
+
+ for i in sorted(unloaded_model, reverse=True):
+ current_loaded_models.pop(i)
+
+ if len(unloaded_model) > 0:
+ soft_empty_cache()
+ else:
+ if vram_state != VRAMState.HIGH_VRAM:
+ mem_free_total, mem_free_torch = get_free_memory(device, torch_free_too=True)
+ if mem_free_torch > mem_free_total * 0.25:
+ soft_empty_cache()
+
+def load_models_gpu(models, memory_required=0, force_patch_weights=False):
+ global vram_state
+
+ inference_memory = minimum_inference_memory()
+ extra_mem = max(inference_memory, memory_required)
+
+ models = set(models)
+
+ models_to_load = []
+ models_already_loaded = []
+ for x in models:
+ loaded_model = LoadedModel(x)
+ loaded = None
+
+ try:
+ loaded_model_index = current_loaded_models.index(loaded_model)
+ except:
+ loaded_model_index = None
+
+ if loaded_model_index is not None:
+ loaded = current_loaded_models[loaded_model_index]
+ if loaded.should_reload_model(force_patch_weights=force_patch_weights): #TODO: cleanup this model reload logic
+ current_loaded_models.pop(loaded_model_index).model_unload(unpatch_weights=True)
+ loaded = None
+ else:
+ loaded.currently_used = True
+ models_already_loaded.append(loaded)
+
+ if loaded is None:
+ if hasattr(x, "model"):
+ logging.info(f"Requested to load {x.model.__class__.__name__}")
+ models_to_load.append(loaded_model)
+
+ if len(models_to_load) == 0:
+ devs = set(map(lambda a: a.device, models_already_loaded))
+ for d in devs:
+ if d != torch.device("cpu"):
+ free_memory(extra_mem, d, models_already_loaded)
+ return
+
+ logging.info(f"Loading {len(models_to_load)} new model{'s' if len(models_to_load) > 1 else ''}")
+
+ total_memory_required = {}
+ for loaded_model in models_to_load:
+ if unload_model_clones(loaded_model.model, unload_weights_only=True, force_unload=False) == True:#unload clones where the weights are different
+ total_memory_required[loaded_model.device] = total_memory_required.get(loaded_model.device, 0) + loaded_model.model_memory_required(loaded_model.device)
+
+ for device in total_memory_required:
+ if device != torch.device("cpu"):
+ free_memory(total_memory_required[device] * 1.3 + extra_mem, device, models_already_loaded)
+
+ for loaded_model in models_to_load:
+ weights_unloaded = unload_model_clones(loaded_model.model, unload_weights_only=False, force_unload=False) #unload the rest of the clones where the weights can stay loaded
+ if weights_unloaded is not None:
+ loaded_model.weights_loaded = not weights_unloaded
+
+ for loaded_model in models_to_load:
+ model = loaded_model.model
+ torch_dev = model.load_device
+ if is_device_cpu(torch_dev):
+ vram_set_state = VRAMState.DISABLED
+ else:
+ vram_set_state = vram_state
+ lowvram_model_memory = 0
+ if lowvram_available and (vram_set_state == VRAMState.LOW_VRAM or vram_set_state == VRAMState.NORMAL_VRAM):
+ model_size = loaded_model.model_memory_required(torch_dev)
+ current_free_mem = get_free_memory(torch_dev)
+ lowvram_model_memory = int(max(64 * (1024 * 1024), (current_free_mem - 1024 * (1024 * 1024)) / 1.3 ))
+ if model_size <= (current_free_mem - inference_memory): #only switch to lowvram if really necessary
+ lowvram_model_memory = 0
+
+ if vram_set_state == VRAMState.NO_VRAM:
+ lowvram_model_memory = 64 * 1024 * 1024
+
+ cur_loaded_model = loaded_model.model_load(lowvram_model_memory, force_patch_weights=force_patch_weights)
+ current_loaded_models.insert(0, loaded_model)
+ return
+
+
+def load_model_gpu(model):
+ return load_models_gpu([model])
+
+def loaded_models(only_currently_used=False):
+ output = []
+ for m in current_loaded_models:
+ if only_currently_used:
+ if not m.currently_used:
+ continue
+
+ output.append(m.model)
+ return output
+
+def cleanup_models(keep_clone_weights_loaded=False):
+ to_delete = []
+ for i in range(len(current_loaded_models)):
+ if sys.getrefcount(current_loaded_models[i].model) <= 2:
+ if not keep_clone_weights_loaded:
+ to_delete = [i] + to_delete
+ #TODO: find a less fragile way to do this.
+ elif sys.getrefcount(current_loaded_models[i].real_model) <= 3: #references from .real_model + the .model
+ to_delete = [i] + to_delete
+
+ for i in to_delete:
+ x = current_loaded_models.pop(i)
+ x.model_unload()
+ del x
+
+def dtype_size(dtype):
+ dtype_size = 4
+ if dtype == torch.float16 or dtype == torch.bfloat16:
+ dtype_size = 2
+ elif dtype == torch.float32:
+ dtype_size = 4
+ else:
+ try:
+ dtype_size = dtype.itemsize
+ except: #Old pytorch doesn't have .itemsize
+ pass
+ return dtype_size
+
+def unet_offload_device():
+ if vram_state == VRAMState.HIGH_VRAM:
+ return get_torch_device()
+ else:
+ return torch.device("cpu")
+
+def unet_inital_load_device(parameters, dtype):
+ torch_dev = get_torch_device()
+ if vram_state == VRAMState.HIGH_VRAM:
+ return torch_dev
+
+ cpu_dev = torch.device("cpu")
+ if DISABLE_SMART_MEMORY:
+ return cpu_dev
+
+ model_size = dtype_size(dtype) * parameters
+
+ mem_dev = get_free_memory(torch_dev)
+ mem_cpu = get_free_memory(cpu_dev)
+ if mem_dev > mem_cpu and model_size < mem_dev:
+ return torch_dev
+ else:
+ return cpu_dev
+
+def unet_dtype(device=None, model_params=0, supported_dtypes=[torch.float16, torch.bfloat16, torch.float32]):
+ if args.bf16_unet:
+ return torch.bfloat16
+ if args.fp16_unet:
+ return torch.float16
+ if args.fp8_e4m3fn_unet:
+ return torch.float8_e4m3fn
+ if args.fp8_e5m2_unet:
+ return torch.float8_e5m2
+ if should_use_fp16(device=device, model_params=model_params, manual_cast=True):
+ if torch.float16 in supported_dtypes:
+ return torch.float16
+ if should_use_bf16(device, model_params=model_params, manual_cast=True):
+ if torch.bfloat16 in supported_dtypes:
+ return torch.bfloat16
+ return torch.float32
+
+# None means no manual cast
+def unet_manual_cast(weight_dtype, inference_device, supported_dtypes=[torch.float16, torch.bfloat16, torch.float32]):
+ if weight_dtype == torch.float32:
+ return None
+
+ fp16_supported = should_use_fp16(inference_device, prioritize_performance=False)
+ if fp16_supported and weight_dtype == torch.float16:
+ return None
+
+ bf16_supported = should_use_bf16(inference_device)
+ if bf16_supported and weight_dtype == torch.bfloat16:
+ return None
+
+ if fp16_supported and torch.float16 in supported_dtypes:
+ return torch.float16
+
+ elif bf16_supported and torch.bfloat16 in supported_dtypes:
+ return torch.bfloat16
+ else:
+ return torch.float32
+
+def text_encoder_offload_device():
+ if args.gpu_only:
+ return get_torch_device()
+ else:
+ return torch.device("cpu")
+
+def text_encoder_device():
+ if args.gpu_only:
+ return get_torch_device()
+ elif vram_state == VRAMState.HIGH_VRAM or vram_state == VRAMState.NORMAL_VRAM:
+ if should_use_fp16(prioritize_performance=False):
+ return get_torch_device()
+ else:
+ return torch.device("cpu")
+ else:
+ return torch.device("cpu")
+
+def text_encoder_dtype(device=None):
+ if args.fp8_e4m3fn_text_enc:
+ return torch.float8_e4m3fn
+ elif args.fp8_e5m2_text_enc:
+ return torch.float8_e5m2
+ elif args.fp16_text_enc:
+ return torch.float16
+ elif args.fp32_text_enc:
+ return torch.float32
+
+ if is_device_cpu(device):
+ return torch.float16
+
+ return torch.float16
+
+
+def intermediate_device():
+ if args.gpu_only:
+ return get_torch_device()
+ else:
+ return torch.device("cpu")
+
+def vae_device():
+ if args.cpu_vae:
+ return torch.device("cpu")
+ return get_torch_device()
+
+def vae_offload_device():
+ if args.gpu_only:
+ return get_torch_device()
+ else:
+ return torch.device("cpu")
+
+def vae_dtype(device=None, allowed_dtypes=[]):
+ global VAE_DTYPES
+ if args.fp16_vae:
+ return torch.float16
+ elif args.bf16_vae:
+ return torch.bfloat16
+ elif args.fp32_vae:
+ return torch.float32
+
+ for d in allowed_dtypes:
+ if d == torch.float16 and should_use_fp16(device, prioritize_performance=False):
+ return d
+ if d in VAE_DTYPES:
+ return d
+
+ return VAE_DTYPES[0]
+
+def get_autocast_device(dev):
+ if hasattr(dev, 'type'):
+ return dev.type
+ return "cuda"
+
+def supports_dtype(device, dtype): #TODO
+ if dtype == torch.float32:
+ return True
+ if is_device_cpu(device):
+ return False
+ if dtype == torch.float16:
+ return True
+ if dtype == torch.bfloat16:
+ return True
+ return False
+
+def supports_cast(device, dtype): #TODO
+ if dtype == torch.float32:
+ return True
+ if dtype == torch.float16:
+ return True
+ if is_device_mps(device):
+ return False
+ if directml_enabled: #TODO: test this
+ return False
+ if dtype == torch.bfloat16:
+ return True
+ if dtype == torch.float8_e4m3fn:
+ return True
+ if dtype == torch.float8_e5m2:
+ return True
+ return False
+
+def device_supports_non_blocking(device):
+ if is_device_mps(device):
+ return False #pytorch bug? mps doesn't support non blocking
+ if is_intel_xpu():
+ return False
+ if args.deterministic: #TODO: figure out why deterministic breaks non blocking from gpu to cpu (previews)
+ return False
+ if directml_enabled:
+ return False
+ return True
+
+def device_should_use_non_blocking(device):
+ if not device_supports_non_blocking(device):
+ return False
+ return False
+ # return True #TODO: figure out why this causes memory issues on Nvidia and possibly others
+
+def force_channels_last():
+ if args.force_channels_last:
+ return True
+
+ #TODO
+ return False
+
+def cast_to_device(tensor, device, dtype, copy=False):
+ device_supports_cast = False
+ if tensor.dtype == torch.float32 or tensor.dtype == torch.float16:
+ device_supports_cast = True
+ elif tensor.dtype == torch.bfloat16:
+ if hasattr(device, 'type') and device.type.startswith("cuda"):
+ device_supports_cast = True
+ elif is_intel_xpu():
+ device_supports_cast = True
+
+ non_blocking = device_should_use_non_blocking(device)
+
+ if device_supports_cast:
+ if copy:
+ if tensor.device == device:
+ return tensor.to(dtype, copy=copy, non_blocking=non_blocking)
+ return tensor.to(device, copy=copy, non_blocking=non_blocking).to(dtype, non_blocking=non_blocking)
+ else:
+ return tensor.to(device, non_blocking=non_blocking).to(dtype, non_blocking=non_blocking)
+ else:
+ return tensor.to(device, dtype, copy=copy, non_blocking=non_blocking)
+
+def xformers_enabled():
+ global directml_enabled
+ global cpu_state
+ if cpu_state != CPUState.GPU:
+ return False
+ if is_intel_xpu():
+ return False
+ if directml_enabled:
+ return False
+ return XFORMERS_IS_AVAILABLE
+
+
+def xformers_enabled_vae():
+ enabled = xformers_enabled()
+ if not enabled:
+ return False
+
+ return XFORMERS_ENABLED_VAE
+
+def pytorch_attention_enabled():
+ global ENABLE_PYTORCH_ATTENTION
+ return ENABLE_PYTORCH_ATTENTION
+
+def pytorch_attention_flash_attention():
+ global ENABLE_PYTORCH_ATTENTION
+ if ENABLE_PYTORCH_ATTENTION:
+ #TODO: more reliable way of checking for flash attention?
+ if is_nvidia(): #pytorch flash attention only works on Nvidia
+ return True
+ if is_intel_xpu():
+ return True
+ return False
+
+def force_upcast_attention_dtype():
+ upcast = args.force_upcast_attention
+ try:
+ if platform.mac_ver()[0] in ['14.5']: #black image bug on OSX Sonoma 14.5
+ upcast = True
+ except:
+ pass
+ if upcast:
+ return torch.float32
+ else:
+ return None
+
+def get_free_memory(dev=None, torch_free_too=False):
+ global directml_enabled
+ if dev is None:
+ dev = get_torch_device()
+
+ if hasattr(dev, 'type') and (dev.type == 'cpu' or dev.type == 'mps'):
+ mem_free_total = psutil.virtual_memory().available
+ mem_free_torch = mem_free_total
+ else:
+ if directml_enabled:
+ mem_free_total = 1024 * 1024 * 1024 #TODO
+ mem_free_torch = mem_free_total
+ elif is_intel_xpu():
+ stats = torch.xpu.memory_stats(dev)
+ mem_active = stats['active_bytes.all.current']
+ mem_reserved = stats['reserved_bytes.all.current']
+ mem_free_torch = mem_reserved - mem_active
+ mem_free_xpu = torch.xpu.get_device_properties(dev).total_memory - mem_reserved
+ mem_free_total = mem_free_xpu + mem_free_torch
+ else:
+ stats = torch.cuda.memory_stats(dev)
+ mem_active = stats['active_bytes.all.current']
+ mem_reserved = stats['reserved_bytes.all.current']
+ mem_free_cuda, _ = torch.cuda.mem_get_info(dev)
+ mem_free_torch = mem_reserved - mem_active
+ mem_free_total = mem_free_cuda + mem_free_torch
+
+ if torch_free_too:
+ return (mem_free_total, mem_free_torch)
+ else:
+ return mem_free_total
+
+def cpu_mode():
+ global cpu_state
+ return cpu_state == CPUState.CPU
+
+def mps_mode():
+ global cpu_state
+ return cpu_state == CPUState.MPS
+
+def is_device_type(device, type):
+ if hasattr(device, 'type'):
+ if (device.type == type):
+ return True
+ return False
+
+def is_device_cpu(device):
+ return is_device_type(device, 'cpu')
+
+def is_device_mps(device):
+ return is_device_type(device, 'mps')
+
+def is_device_cuda(device):
+ return is_device_type(device, 'cuda')
+
+def should_use_fp16(device=None, model_params=0, prioritize_performance=True, manual_cast=False):
+ global directml_enabled
+
+ if device is not None:
+ if is_device_cpu(device):
+ return False
+
+ if FORCE_FP16:
+ return True
+
+ if device is not None:
+ if is_device_mps(device):
+ return True
+
+ if FORCE_FP32:
+ return False
+
+ if directml_enabled:
+ return False
+
+ if mps_mode():
+ return True
+
+ if cpu_mode():
+ return False
+
+ if is_intel_xpu():
+ return True
+
+ if torch.version.hip:
+ return True
+
+ props = torch.cuda.get_device_properties("cuda")
+ if props.major >= 8:
+ return True
+
+ if props.major < 6:
+ return False
+
+ fp16_works = False
+ #FP16 is confirmed working on a 1080 (GP104) but it's a bit slower than FP32 so it should only be enabled
+ #when the model doesn't actually fit on the card
+ #TODO: actually test if GP106 and others have the same type of behavior
+ nvidia_10_series = ["1080", "1070", "titan x", "p3000", "p3200", "p4000", "p4200", "p5000", "p5200", "p6000", "1060", "1050", "p40", "p100", "p6", "p4"]
+ for x in nvidia_10_series:
+ if x in props.name.lower():
+ fp16_works = True
+
+ if fp16_works or manual_cast:
+ free_model_memory = (get_free_memory() * 0.9 - minimum_inference_memory())
+ if (not prioritize_performance) or model_params * 4 > free_model_memory:
+ return True
+
+ if props.major < 7:
+ return False
+
+ #FP16 is just broken on these cards
+ nvidia_16_series = ["1660", "1650", "1630", "T500", "T550", "T600", "MX550", "MX450", "CMP 30HX", "T2000", "T1000", "T1200"]
+ for x in nvidia_16_series:
+ if x in props.name:
+ return False
+
+ return True
+
+def should_use_bf16(device=None, model_params=0, prioritize_performance=True, manual_cast=False):
+ if device is not None:
+ if is_device_cpu(device): #TODO ? bf16 works on CPU but is extremely slow
+ return False
+
+ if device is not None: #TODO not sure about mps bf16 support
+ if is_device_mps(device):
+ return False
+
+ if FORCE_FP32:
+ return False
+
+ if directml_enabled:
+ return False
+
+ if cpu_mode() or mps_mode():
+ return False
+
+ if is_intel_xpu():
+ return True
+
+ if device is None:
+ device = torch.device("cuda")
+
+ props = torch.cuda.get_device_properties(device)
+ if props.major >= 8:
+ return True
+
+ bf16_works = torch.cuda.is_bf16_supported()
+
+ if bf16_works or manual_cast:
+ free_model_memory = (get_free_memory() * 0.9 - minimum_inference_memory())
+ if (not prioritize_performance) or model_params * 4 > free_model_memory:
+ return True
+
+ return False
+
+def soft_empty_cache(force=False):
+ global cpu_state
+ if cpu_state == CPUState.MPS:
+ torch.mps.empty_cache()
+ elif is_intel_xpu():
+ torch.xpu.empty_cache()
+ elif torch.cuda.is_available():
+ if force or is_nvidia(): #This seems to make things worse on ROCm so I only do it for cuda
+ torch.cuda.empty_cache()
+ torch.cuda.ipc_collect()
+
+def unload_all_models():
+ free_memory(1e30, get_torch_device())
+
+
+def resolve_lowvram_weight(weight, model, key): #TODO: remove
+ print("WARNING: The comfy.model_management.resolve_lowvram_weight function will be removed soon, please stop using it.")
+ return weight
+
+#TODO: might be cleaner to put this somewhere else
+import threading
+
+class InterruptProcessingException(Exception):
+ pass
+
+interrupt_processing_mutex = threading.RLock()
+
+interrupt_processing = False
+def interrupt_current_processing(value=True):
+ global interrupt_processing
+ global interrupt_processing_mutex
+ with interrupt_processing_mutex:
+ interrupt_processing = value
+
+def processing_interrupted():
+ global interrupt_processing
+ global interrupt_processing_mutex
+ with interrupt_processing_mutex:
+ return interrupt_processing
+
+def throw_exception_if_processing_interrupted():
+ global interrupt_processing
+ global interrupt_processing_mutex
+ with interrupt_processing_mutex:
+ if interrupt_processing:
+ interrupt_processing = False
+ raise InterruptProcessingException()
diff --git a/ComfyUI/comfy/model_patcher.py b/ComfyUI/comfy/model_patcher.py
new file mode 100644
index 0000000000000000000000000000000000000000..dcb794e56c99a2a1e290a0893b0c6de1ec3cb713
--- /dev/null
+++ b/ComfyUI/comfy/model_patcher.py
@@ -0,0 +1,551 @@
+import torch
+import copy
+import inspect
+import logging
+import uuid
+
+import comfy.utils
+import comfy.model_management
+from comfy.types import UnetWrapperFunction
+
+
+def weight_decompose(dora_scale, weight, lora_diff, alpha, strength):
+ dora_scale = comfy.model_management.cast_to_device(dora_scale, weight.device, torch.float32)
+ lora_diff *= alpha
+ weight_calc = weight + lora_diff.type(weight.dtype)
+ weight_norm = (
+ weight_calc.transpose(0, 1)
+ .reshape(weight_calc.shape[1], -1)
+ .norm(dim=1, keepdim=True)
+ .reshape(weight_calc.shape[1], *[1] * (weight_calc.dim() - 1))
+ .transpose(0, 1)
+ )
+
+ weight_calc *= (dora_scale / weight_norm).type(weight.dtype)
+ if strength != 1.0:
+ weight_calc -= weight
+ weight += strength * (weight_calc)
+ else:
+ weight[:] = weight_calc
+ return weight
+
+
+def set_model_options_patch_replace(model_options, patch, name, block_name, number, transformer_index=None):
+ to = model_options["transformer_options"].copy()
+
+ if "patches_replace" not in to:
+ to["patches_replace"] = {}
+ else:
+ to["patches_replace"] = to["patches_replace"].copy()
+
+ if name not in to["patches_replace"]:
+ to["patches_replace"][name] = {}
+ else:
+ to["patches_replace"][name] = to["patches_replace"][name].copy()
+
+ if transformer_index is not None:
+ block = (block_name, number, transformer_index)
+ else:
+ block = (block_name, number)
+ to["patches_replace"][name][block] = patch
+ model_options["transformer_options"] = to
+ return model_options
+
+def set_model_options_post_cfg_function(model_options, post_cfg_function, disable_cfg1_optimization=False):
+ model_options["sampler_post_cfg_function"] = model_options.get("sampler_post_cfg_function", []) + [post_cfg_function]
+ if disable_cfg1_optimization:
+ model_options["disable_cfg1_optimization"] = True
+ return model_options
+
+class ModelPatcher:
+ def __init__(self, model, load_device, offload_device, size=0, current_device=None, weight_inplace_update=False):
+ self.size = size
+ self.model = model
+ self.patches = {}
+ self.backup = {}
+ self.object_patches = {}
+ self.object_patches_backup = {}
+ self.model_options = {"transformer_options":{}}
+ self.model_size()
+ self.load_device = load_device
+ self.offload_device = offload_device
+ if current_device is None:
+ self.current_device = self.offload_device
+ else:
+ self.current_device = current_device
+
+ self.weight_inplace_update = weight_inplace_update
+ self.model_lowvram = False
+ self.lowvram_patch_counter = 0
+ self.patches_uuid = uuid.uuid4()
+
+ def model_size(self):
+ if self.size > 0:
+ return self.size
+ self.size = comfy.model_management.module_size(self.model)
+ return self.size
+
+ def clone(self):
+ n = ModelPatcher(self.model, self.load_device, self.offload_device, self.size, self.current_device, weight_inplace_update=self.weight_inplace_update)
+ n.patches = {}
+ for k in self.patches:
+ n.patches[k] = self.patches[k][:]
+ n.patches_uuid = self.patches_uuid
+
+ n.object_patches = self.object_patches.copy()
+ n.model_options = copy.deepcopy(self.model_options)
+ n.backup = self.backup
+ n.object_patches_backup = self.object_patches_backup
+ return n
+
+ def is_clone(self, other):
+ if hasattr(other, 'model') and self.model is other.model:
+ return True
+ return False
+
+ def clone_has_same_weights(self, clone):
+ if not self.is_clone(clone):
+ return False
+
+ if len(self.patches) == 0 and len(clone.patches) == 0:
+ return True
+
+ if self.patches_uuid == clone.patches_uuid:
+ if len(self.patches) != len(clone.patches):
+ logging.warning("WARNING: something went wrong, same patch uuid but different length of patches.")
+ else:
+ return True
+
+ def memory_required(self, input_shape):
+ return self.model.memory_required(input_shape=input_shape)
+
+ def set_model_sampler_cfg_function(self, sampler_cfg_function, disable_cfg1_optimization=False):
+ if len(inspect.signature(sampler_cfg_function).parameters) == 3:
+ self.model_options["sampler_cfg_function"] = lambda args: sampler_cfg_function(args["cond"], args["uncond"], args["cond_scale"]) #Old way
+ else:
+ self.model_options["sampler_cfg_function"] = sampler_cfg_function
+ if disable_cfg1_optimization:
+ self.model_options["disable_cfg1_optimization"] = True
+
+ def set_model_sampler_post_cfg_function(self, post_cfg_function, disable_cfg1_optimization=False):
+ self.model_options = set_model_options_post_cfg_function(self.model_options, post_cfg_function, disable_cfg1_optimization)
+
+ def set_model_unet_function_wrapper(self, unet_wrapper_function: UnetWrapperFunction):
+ self.model_options["model_function_wrapper"] = unet_wrapper_function
+
+ def set_model_denoise_mask_function(self, denoise_mask_function):
+ self.model_options["denoise_mask_function"] = denoise_mask_function
+
+ def set_model_patch(self, patch, name):
+ to = self.model_options["transformer_options"]
+ if "patches" not in to:
+ to["patches"] = {}
+ to["patches"][name] = to["patches"].get(name, []) + [patch]
+
+ def set_model_patch_replace(self, patch, name, block_name, number, transformer_index=None):
+ self.model_options = set_model_options_patch_replace(self.model_options, patch, name, block_name, number, transformer_index=transformer_index)
+
+ def set_model_attn1_patch(self, patch):
+ self.set_model_patch(patch, "attn1_patch")
+
+ def set_model_attn2_patch(self, patch):
+ self.set_model_patch(patch, "attn2_patch")
+
+ def set_model_attn1_replace(self, patch, block_name, number, transformer_index=None):
+ self.set_model_patch_replace(patch, "attn1", block_name, number, transformer_index)
+
+ def set_model_attn2_replace(self, patch, block_name, number, transformer_index=None):
+ self.set_model_patch_replace(patch, "attn2", block_name, number, transformer_index)
+
+ def set_model_attn1_output_patch(self, patch):
+ self.set_model_patch(patch, "attn1_output_patch")
+
+ def set_model_attn2_output_patch(self, patch):
+ self.set_model_patch(patch, "attn2_output_patch")
+
+ def set_model_input_block_patch(self, patch):
+ self.set_model_patch(patch, "input_block_patch")
+
+ def set_model_input_block_patch_after_skip(self, patch):
+ self.set_model_patch(patch, "input_block_patch_after_skip")
+
+ def set_model_output_block_patch(self, patch):
+ self.set_model_patch(patch, "output_block_patch")
+
+ def add_object_patch(self, name, obj):
+ self.object_patches[name] = obj
+
+ def get_model_object(self, name):
+ if name in self.object_patches:
+ return self.object_patches[name]
+ else:
+ if name in self.object_patches_backup:
+ return self.object_patches_backup[name]
+ else:
+ return comfy.utils.get_attr(self.model, name)
+
+ def model_patches_to(self, device):
+ to = self.model_options["transformer_options"]
+ if "patches" in to:
+ patches = to["patches"]
+ for name in patches:
+ patch_list = patches[name]
+ for i in range(len(patch_list)):
+ if hasattr(patch_list[i], "to"):
+ patch_list[i] = patch_list[i].to(device)
+ if "patches_replace" in to:
+ patches = to["patches_replace"]
+ for name in patches:
+ patch_list = patches[name]
+ for k in patch_list:
+ if hasattr(patch_list[k], "to"):
+ patch_list[k] = patch_list[k].to(device)
+ if "model_function_wrapper" in self.model_options:
+ wrap_func = self.model_options["model_function_wrapper"]
+ if hasattr(wrap_func, "to"):
+ self.model_options["model_function_wrapper"] = wrap_func.to(device)
+
+ def model_dtype(self):
+ if hasattr(self.model, "get_dtype"):
+ return self.model.get_dtype()
+
+ def add_patches(self, patches, strength_patch=1.0, strength_model=1.0):
+ p = set()
+ model_sd = self.model.state_dict()
+ for k in patches:
+ offset = None
+ function = None
+ if isinstance(k, str):
+ key = k
+ else:
+ offset = k[1]
+ key = k[0]
+ if len(k) > 2:
+ function = k[2]
+
+ if key in model_sd:
+ p.add(k)
+ current_patches = self.patches.get(key, [])
+ current_patches.append((strength_patch, patches[k], strength_model, offset, function))
+ self.patches[key] = current_patches
+
+ self.patches_uuid = uuid.uuid4()
+ return list(p)
+
+ def get_key_patches(self, filter_prefix=None):
+ comfy.model_management.unload_model_clones(self)
+ model_sd = self.model_state_dict()
+ p = {}
+ for k in model_sd:
+ if filter_prefix is not None:
+ if not k.startswith(filter_prefix):
+ continue
+ if k in self.patches:
+ p[k] = [model_sd[k]] + self.patches[k]
+ else:
+ p[k] = (model_sd[k],)
+ return p
+
+ def model_state_dict(self, filter_prefix=None):
+ sd = self.model.state_dict()
+ keys = list(sd.keys())
+ if filter_prefix is not None:
+ for k in keys:
+ if not k.startswith(filter_prefix):
+ sd.pop(k)
+ return sd
+
+ def patch_weight_to_device(self, key, device_to=None):
+ if key not in self.patches:
+ return
+
+ weight = comfy.utils.get_attr(self.model, key)
+
+ inplace_update = self.weight_inplace_update
+
+ if key not in self.backup:
+ self.backup[key] = weight.to(device=self.offload_device, copy=inplace_update)
+
+ if device_to is not None:
+ temp_weight = comfy.model_management.cast_to_device(weight, device_to, torch.float32, copy=True)
+ else:
+ temp_weight = weight.to(torch.float32, copy=True)
+ out_weight = self.calculate_weight(self.patches[key], temp_weight, key).to(weight.dtype)
+ if inplace_update:
+ comfy.utils.copy_to_param(self.model, key, out_weight)
+ else:
+ comfy.utils.set_attr_param(self.model, key, out_weight)
+
+ def patch_model(self, device_to=None, patch_weights=True):
+ for k in self.object_patches:
+ old = comfy.utils.set_attr(self.model, k, self.object_patches[k])
+ if k not in self.object_patches_backup:
+ self.object_patches_backup[k] = old
+
+ if patch_weights:
+ model_sd = self.model_state_dict()
+ for key in self.patches:
+ if key not in model_sd:
+ logging.warning("could not patch. key doesn't exist in model: {}".format(key))
+ continue
+
+ self.patch_weight_to_device(key, device_to)
+
+ if device_to is not None:
+ self.model.to(device_to)
+ self.current_device = device_to
+
+ return self.model
+
+ def patch_model_lowvram(self, device_to=None, lowvram_model_memory=0, force_patch_weights=False):
+ self.patch_model(device_to, patch_weights=False)
+
+ logging.info("loading in lowvram mode {}".format(lowvram_model_memory/(1024 * 1024)))
+ class LowVramPatch:
+ def __init__(self, key, model_patcher):
+ self.key = key
+ self.model_patcher = model_patcher
+ def __call__(self, weight):
+ return self.model_patcher.calculate_weight(self.model_patcher.patches[self.key], weight, self.key)
+
+ mem_counter = 0
+ patch_counter = 0
+ for n, m in self.model.named_modules():
+ lowvram_weight = False
+ if hasattr(m, "comfy_cast_weights"):
+ module_mem = comfy.model_management.module_size(m)
+ if mem_counter + module_mem >= lowvram_model_memory:
+ lowvram_weight = True
+
+ weight_key = "{}.weight".format(n)
+ bias_key = "{}.bias".format(n)
+
+ if lowvram_weight:
+ if weight_key in self.patches:
+ if force_patch_weights:
+ self.patch_weight_to_device(weight_key)
+ else:
+ m.weight_function = LowVramPatch(weight_key, self)
+ patch_counter += 1
+ if bias_key in self.patches:
+ if force_patch_weights:
+ self.patch_weight_to_device(bias_key)
+ else:
+ m.bias_function = LowVramPatch(bias_key, self)
+ patch_counter += 1
+
+ m.prev_comfy_cast_weights = m.comfy_cast_weights
+ m.comfy_cast_weights = True
+ else:
+ if hasattr(m, "weight"):
+ self.patch_weight_to_device(weight_key, device_to)
+ self.patch_weight_to_device(bias_key, device_to)
+ m.to(device_to)
+ mem_counter += comfy.model_management.module_size(m)
+ logging.debug("lowvram: loaded module regularly {} {}".format(n, m))
+
+ self.model_lowvram = True
+ self.lowvram_patch_counter = patch_counter
+ return self.model
+
+ def calculate_weight(self, patches, weight, key):
+ for p in patches:
+ strength = p[0]
+ v = p[1]
+ strength_model = p[2]
+ offset = p[3]
+ function = p[4]
+ if function is None:
+ function = lambda a: a
+
+ old_weight = None
+ if offset is not None:
+ old_weight = weight
+ weight = weight.narrow(offset[0], offset[1], offset[2])
+
+ if strength_model != 1.0:
+ weight *= strength_model
+
+ if isinstance(v, list):
+ v = (self.calculate_weight(v[1:], v[0].clone(), key), )
+
+ if len(v) == 1:
+ patch_type = "diff"
+ elif len(v) == 2:
+ patch_type = v[0]
+ v = v[1]
+
+ if patch_type == "diff":
+ w1 = v[0]
+ if strength != 0.0:
+ if w1.shape != weight.shape:
+ logging.warning("WARNING SHAPE MISMATCH {} WEIGHT NOT MERGED {} != {}".format(key, w1.shape, weight.shape))
+ else:
+ weight += function(strength * comfy.model_management.cast_to_device(w1, weight.device, weight.dtype))
+ elif patch_type == "lora": #lora/locon
+ mat1 = comfy.model_management.cast_to_device(v[0], weight.device, torch.float32)
+ mat2 = comfy.model_management.cast_to_device(v[1], weight.device, torch.float32)
+ dora_scale = v[4]
+ if v[2] is not None:
+ alpha = v[2] / mat2.shape[0]
+ else:
+ alpha = 1.0
+
+ if v[3] is not None:
+ #locon mid weights, hopefully the math is fine because I didn't properly test it
+ mat3 = comfy.model_management.cast_to_device(v[3], weight.device, torch.float32)
+ final_shape = [mat2.shape[1], mat2.shape[0], mat3.shape[2], mat3.shape[3]]
+ mat2 = torch.mm(mat2.transpose(0, 1).flatten(start_dim=1), mat3.transpose(0, 1).flatten(start_dim=1)).reshape(final_shape).transpose(0, 1)
+ try:
+ lora_diff = torch.mm(mat1.flatten(start_dim=1), mat2.flatten(start_dim=1)).reshape(weight.shape)
+ if dora_scale is not None:
+ weight = function(weight_decompose(dora_scale, weight, lora_diff, alpha, strength))
+ else:
+ weight += function(((strength * alpha) * lora_diff).type(weight.dtype))
+ except Exception as e:
+ logging.error("ERROR {} {} {}".format(patch_type, key, e))
+ elif patch_type == "lokr":
+ w1 = v[0]
+ w2 = v[1]
+ w1_a = v[3]
+ w1_b = v[4]
+ w2_a = v[5]
+ w2_b = v[6]
+ t2 = v[7]
+ dora_scale = v[8]
+ dim = None
+
+ if w1 is None:
+ dim = w1_b.shape[0]
+ w1 = torch.mm(comfy.model_management.cast_to_device(w1_a, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w1_b, weight.device, torch.float32))
+ else:
+ w1 = comfy.model_management.cast_to_device(w1, weight.device, torch.float32)
+
+ if w2 is None:
+ dim = w2_b.shape[0]
+ if t2 is None:
+ w2 = torch.mm(comfy.model_management.cast_to_device(w2_a, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w2_b, weight.device, torch.float32))
+ else:
+ w2 = torch.einsum('i j k l, j r, i p -> p r k l',
+ comfy.model_management.cast_to_device(t2, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w2_b, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w2_a, weight.device, torch.float32))
+ else:
+ w2 = comfy.model_management.cast_to_device(w2, weight.device, torch.float32)
+
+ if len(w2.shape) == 4:
+ w1 = w1.unsqueeze(2).unsqueeze(2)
+ if v[2] is not None and dim is not None:
+ alpha = v[2] / dim
+ else:
+ alpha = 1.0
+
+ try:
+ lora_diff = torch.kron(w1, w2).reshape(weight.shape)
+ if dora_scale is not None:
+ weight = function(weight_decompose(dora_scale, weight, lora_diff, alpha, strength))
+ else:
+ weight += function(((strength * alpha) * lora_diff).type(weight.dtype))
+ except Exception as e:
+ logging.error("ERROR {} {} {}".format(patch_type, key, e))
+ elif patch_type == "loha":
+ w1a = v[0]
+ w1b = v[1]
+ if v[2] is not None:
+ alpha = v[2] / w1b.shape[0]
+ else:
+ alpha = 1.0
+
+ w2a = v[3]
+ w2b = v[4]
+ dora_scale = v[7]
+ if v[5] is not None: #cp decomposition
+ t1 = v[5]
+ t2 = v[6]
+ m1 = torch.einsum('i j k l, j r, i p -> p r k l',
+ comfy.model_management.cast_to_device(t1, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w1b, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w1a, weight.device, torch.float32))
+
+ m2 = torch.einsum('i j k l, j r, i p -> p r k l',
+ comfy.model_management.cast_to_device(t2, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w2b, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w2a, weight.device, torch.float32))
+ else:
+ m1 = torch.mm(comfy.model_management.cast_to_device(w1a, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w1b, weight.device, torch.float32))
+ m2 = torch.mm(comfy.model_management.cast_to_device(w2a, weight.device, torch.float32),
+ comfy.model_management.cast_to_device(w2b, weight.device, torch.float32))
+
+ try:
+ lora_diff = (m1 * m2).reshape(weight.shape)
+ if dora_scale is not None:
+ weight = function(weight_decompose(dora_scale, weight, lora_diff, alpha, strength))
+ else:
+ weight += function(((strength * alpha) * lora_diff).type(weight.dtype))
+ except Exception as e:
+ logging.error("ERROR {} {} {}".format(patch_type, key, e))
+ elif patch_type == "glora":
+ if v[4] is not None:
+ alpha = v[4] / v[0].shape[0]
+ else:
+ alpha = 1.0
+
+ dora_scale = v[5]
+
+ a1 = comfy.model_management.cast_to_device(v[0].flatten(start_dim=1), weight.device, torch.float32)
+ a2 = comfy.model_management.cast_to_device(v[1].flatten(start_dim=1), weight.device, torch.float32)
+ b1 = comfy.model_management.cast_to_device(v[2].flatten(start_dim=1), weight.device, torch.float32)
+ b2 = comfy.model_management.cast_to_device(v[3].flatten(start_dim=1), weight.device, torch.float32)
+
+ try:
+ lora_diff = (torch.mm(b2, b1) + torch.mm(torch.mm(weight.flatten(start_dim=1), a2), a1)).reshape(weight.shape)
+ if dora_scale is not None:
+ weight = function(weight_decompose(dora_scale, weight, lora_diff, alpha, strength))
+ else:
+ weight += function(((strength * alpha) * lora_diff).type(weight.dtype))
+ except Exception as e:
+ logging.error("ERROR {} {} {}".format(patch_type, key, e))
+ else:
+ logging.warning("patch type not recognized {} {}".format(patch_type, key))
+
+ if old_weight is not None:
+ weight = old_weight
+
+ return weight
+
+ def unpatch_model(self, device_to=None, unpatch_weights=True):
+ if unpatch_weights:
+ if self.model_lowvram:
+ for m in self.model.modules():
+ if hasattr(m, "prev_comfy_cast_weights"):
+ m.comfy_cast_weights = m.prev_comfy_cast_weights
+ del m.prev_comfy_cast_weights
+ m.weight_function = None
+ m.bias_function = None
+
+ self.model_lowvram = False
+ self.lowvram_patch_counter = 0
+
+ keys = list(self.backup.keys())
+
+ if self.weight_inplace_update:
+ for k in keys:
+ comfy.utils.copy_to_param(self.model, k, self.backup[k])
+ else:
+ for k in keys:
+ comfy.utils.set_attr_param(self.model, k, self.backup[k])
+
+ self.backup.clear()
+
+ if device_to is not None:
+ self.model.to(device_to)
+ self.current_device = device_to
+
+ keys = list(self.object_patches_backup.keys())
+ for k in keys:
+ comfy.utils.set_attr(self.model, k, self.object_patches_backup[k])
+
+ self.object_patches_backup.clear()
diff --git a/ComfyUI/comfy/model_sampling.py b/ComfyUI/comfy/model_sampling.py
new file mode 100644
index 0000000000000000000000000000000000000000..5f75a220b797d4534d0e90679783d67e5fbe9414
--- /dev/null
+++ b/ComfyUI/comfy/model_sampling.py
@@ -0,0 +1,272 @@
+import torch
+from comfy.ldm.modules.diffusionmodules.util import make_beta_schedule
+import math
+
+class EPS:
+ def calculate_input(self, sigma, noise):
+ sigma = sigma.view(sigma.shape[:1] + (1,) * (noise.ndim - 1))
+ return noise / (sigma ** 2 + self.sigma_data ** 2) ** 0.5
+
+ def calculate_denoised(self, sigma, model_output, model_input):
+ sigma = sigma.view(sigma.shape[:1] + (1,) * (model_output.ndim - 1))
+ return model_input - model_output * sigma
+
+ def noise_scaling(self, sigma, noise, latent_image, max_denoise=False):
+ if max_denoise:
+ noise = noise * torch.sqrt(1.0 + sigma ** 2.0)
+ else:
+ noise = noise * sigma
+
+ noise += latent_image
+ return noise
+
+ def inverse_noise_scaling(self, sigma, latent):
+ return latent
+
+class V_PREDICTION(EPS):
+ def calculate_denoised(self, sigma, model_output, model_input):
+ sigma = sigma.view(sigma.shape[:1] + (1,) * (model_output.ndim - 1))
+ return model_input * self.sigma_data ** 2 / (sigma ** 2 + self.sigma_data ** 2) - model_output * sigma * self.sigma_data / (sigma ** 2 + self.sigma_data ** 2) ** 0.5
+
+class EDM(V_PREDICTION):
+ def calculate_denoised(self, sigma, model_output, model_input):
+ sigma = sigma.view(sigma.shape[:1] + (1,) * (model_output.ndim - 1))
+ return model_input * self.sigma_data ** 2 / (sigma ** 2 + self.sigma_data ** 2) + model_output * sigma * self.sigma_data / (sigma ** 2 + self.sigma_data ** 2) ** 0.5
+
+class CONST:
+ def calculate_input(self, sigma, noise):
+ return noise
+
+ def calculate_denoised(self, sigma, model_output, model_input):
+ sigma = sigma.view(sigma.shape[:1] + (1,) * (model_output.ndim - 1))
+ return model_input - model_output * sigma
+
+ def noise_scaling(self, sigma, noise, latent_image, max_denoise=False):
+ return sigma * noise + (1.0 - sigma) * latent_image
+
+ def inverse_noise_scaling(self, sigma, latent):
+ return latent / (1.0 - sigma)
+
+class ModelSamplingDiscrete(torch.nn.Module):
+ def __init__(self, model_config=None):
+ super().__init__()
+
+ if model_config is not None:
+ sampling_settings = model_config.sampling_settings
+ else:
+ sampling_settings = {}
+
+ beta_schedule = sampling_settings.get("beta_schedule", "linear")
+ linear_start = sampling_settings.get("linear_start", 0.00085)
+ linear_end = sampling_settings.get("linear_end", 0.012)
+
+ self._register_schedule(given_betas=None, beta_schedule=beta_schedule, timesteps=1000, linear_start=linear_start, linear_end=linear_end, cosine_s=8e-3)
+ self.sigma_data = 1.0
+
+ def _register_schedule(self, given_betas=None, beta_schedule="linear", timesteps=1000,
+ linear_start=1e-4, linear_end=2e-2, cosine_s=8e-3):
+ if given_betas is not None:
+ betas = given_betas
+ else:
+ betas = make_beta_schedule(beta_schedule, timesteps, linear_start=linear_start, linear_end=linear_end, cosine_s=cosine_s)
+ alphas = 1. - betas
+ alphas_cumprod = torch.cumprod(alphas, dim=0)
+
+ timesteps, = betas.shape
+ self.num_timesteps = int(timesteps)
+ self.linear_start = linear_start
+ self.linear_end = linear_end
+
+ # self.register_buffer('betas', torch.tensor(betas, dtype=torch.float32))
+ # self.register_buffer('alphas_cumprod', torch.tensor(alphas_cumprod, dtype=torch.float32))
+ # self.register_buffer('alphas_cumprod_prev', torch.tensor(alphas_cumprod_prev, dtype=torch.float32))
+
+ sigmas = ((1 - alphas_cumprod) / alphas_cumprod) ** 0.5
+ self.set_sigmas(sigmas)
+
+ def set_sigmas(self, sigmas):
+ self.register_buffer('sigmas', sigmas.float())
+ self.register_buffer('log_sigmas', sigmas.log().float())
+
+ @property
+ def sigma_min(self):
+ return self.sigmas[0]
+
+ @property
+ def sigma_max(self):
+ return self.sigmas[-1]
+
+ def timestep(self, sigma):
+ log_sigma = sigma.log()
+ dists = log_sigma.to(self.log_sigmas.device) - self.log_sigmas[:, None]
+ return dists.abs().argmin(dim=0).view(sigma.shape).to(sigma.device)
+
+ def sigma(self, timestep):
+ t = torch.clamp(timestep.float().to(self.log_sigmas.device), min=0, max=(len(self.sigmas) - 1))
+ low_idx = t.floor().long()
+ high_idx = t.ceil().long()
+ w = t.frac()
+ log_sigma = (1 - w) * self.log_sigmas[low_idx] + w * self.log_sigmas[high_idx]
+ return log_sigma.exp().to(timestep.device)
+
+ def percent_to_sigma(self, percent):
+ if percent <= 0.0:
+ return 999999999.9
+ if percent >= 1.0:
+ return 0.0
+ percent = 1.0 - percent
+ return self.sigma(torch.tensor(percent * 999.0)).item()
+
+class ModelSamplingDiscreteEDM(ModelSamplingDiscrete):
+ def timestep(self, sigma):
+ return 0.25 * sigma.log()
+
+ def sigma(self, timestep):
+ return (timestep / 0.25).exp()
+
+class ModelSamplingContinuousEDM(torch.nn.Module):
+ def __init__(self, model_config=None):
+ super().__init__()
+ if model_config is not None:
+ sampling_settings = model_config.sampling_settings
+ else:
+ sampling_settings = {}
+
+ sigma_min = sampling_settings.get("sigma_min", 0.002)
+ sigma_max = sampling_settings.get("sigma_max", 120.0)
+ sigma_data = sampling_settings.get("sigma_data", 1.0)
+ self.set_parameters(sigma_min, sigma_max, sigma_data)
+
+ def set_parameters(self, sigma_min, sigma_max, sigma_data):
+ self.sigma_data = sigma_data
+ sigmas = torch.linspace(math.log(sigma_min), math.log(sigma_max), 1000).exp()
+
+ self.register_buffer('sigmas', sigmas) #for compatibility with some schedulers
+ self.register_buffer('log_sigmas', sigmas.log())
+
+ @property
+ def sigma_min(self):
+ return self.sigmas[0]
+
+ @property
+ def sigma_max(self):
+ return self.sigmas[-1]
+
+ def timestep(self, sigma):
+ return 0.25 * sigma.log()
+
+ def sigma(self, timestep):
+ return (timestep / 0.25).exp()
+
+ def percent_to_sigma(self, percent):
+ if percent <= 0.0:
+ return 999999999.9
+ if percent >= 1.0:
+ return 0.0
+ percent = 1.0 - percent
+
+ log_sigma_min = math.log(self.sigma_min)
+ return math.exp((math.log(self.sigma_max) - log_sigma_min) * percent + log_sigma_min)
+
+
+class ModelSamplingContinuousV(ModelSamplingContinuousEDM):
+ def timestep(self, sigma):
+ return sigma.atan() / math.pi * 2
+
+ def sigma(self, timestep):
+ return (timestep * math.pi / 2).tan()
+
+
+def time_snr_shift(alpha, t):
+ if alpha == 1.0:
+ return t
+ return alpha * t / (1 + (alpha - 1) * t)
+
+class ModelSamplingDiscreteFlow(torch.nn.Module):
+ def __init__(self, model_config=None):
+ super().__init__()
+ if model_config is not None:
+ sampling_settings = model_config.sampling_settings
+ else:
+ sampling_settings = {}
+
+ self.set_parameters(shift=sampling_settings.get("shift", 1.0))
+
+ def set_parameters(self, shift=1.0, timesteps=1000):
+ self.shift = shift
+ ts = self.sigma(torch.arange(1, timesteps + 1, 1))
+ self.register_buffer('sigmas', ts)
+
+ @property
+ def sigma_min(self):
+ return self.sigmas[0]
+
+ @property
+ def sigma_max(self):
+ return self.sigmas[-1]
+
+ def timestep(self, sigma):
+ return sigma * 1000
+
+ def sigma(self, timestep):
+ return time_snr_shift(self.shift, timestep / 1000)
+
+ def percent_to_sigma(self, percent):
+ if percent <= 0.0:
+ return 1.0
+ if percent >= 1.0:
+ return 0.0
+ return 1.0 - percent
+
+class StableCascadeSampling(ModelSamplingDiscrete):
+ def __init__(self, model_config=None):
+ super().__init__()
+
+ if model_config is not None:
+ sampling_settings = model_config.sampling_settings
+ else:
+ sampling_settings = {}
+
+ self.set_parameters(sampling_settings.get("shift", 1.0))
+
+ def set_parameters(self, shift=1.0, cosine_s=8e-3):
+ self.shift = shift
+ self.cosine_s = torch.tensor(cosine_s)
+ self._init_alpha_cumprod = torch.cos(self.cosine_s / (1 + self.cosine_s) * torch.pi * 0.5) ** 2
+
+ #This part is just for compatibility with some schedulers in the codebase
+ self.num_timesteps = 10000
+ sigmas = torch.empty((self.num_timesteps), dtype=torch.float32)
+ for x in range(self.num_timesteps):
+ t = (x + 1) / self.num_timesteps
+ sigmas[x] = self.sigma(t)
+
+ self.set_sigmas(sigmas)
+
+ def sigma(self, timestep):
+ alpha_cumprod = (torch.cos((timestep + self.cosine_s) / (1 + self.cosine_s) * torch.pi * 0.5) ** 2 / self._init_alpha_cumprod)
+
+ if self.shift != 1.0:
+ var = alpha_cumprod
+ logSNR = (var/(1-var)).log()
+ logSNR += 2 * torch.log(1.0 / torch.tensor(self.shift))
+ alpha_cumprod = logSNR.sigmoid()
+
+ alpha_cumprod = alpha_cumprod.clamp(0.0001, 0.9999)
+ return ((1 - alpha_cumprod) / alpha_cumprod) ** 0.5
+
+ def timestep(self, sigma):
+ var = 1 / ((sigma * sigma) + 1)
+ var = var.clamp(0, 1.0)
+ s, min_var = self.cosine_s.to(var.device), self._init_alpha_cumprod.to(var.device)
+ t = (((var * min_var) ** 0.5).acos() / (torch.pi * 0.5)) * (1 + s) - s
+ return t
+
+ def percent_to_sigma(self, percent):
+ if percent <= 0.0:
+ return 999999999.9
+ if percent >= 1.0:
+ return 0.0
+
+ percent = 1.0 - percent
+ return self.sigma(torch.tensor(percent))
diff --git a/ComfyUI/comfy/ops.py b/ComfyUI/comfy/ops.py
new file mode 100644
index 0000000000000000000000000000000000000000..948c8c1a1e4899a83096c3c8414fa899cef10853
--- /dev/null
+++ b/ComfyUI/comfy/ops.py
@@ -0,0 +1,204 @@
+"""
+ This file is part of ComfyUI.
+ Copyright (C) 2024 Stability AI
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+"""
+
+import torch
+import comfy.model_management
+
+def cast_bias_weight(s, input):
+ bias = None
+ non_blocking = comfy.model_management.device_should_use_non_blocking(input.device)
+ if s.bias is not None:
+ bias = s.bias.to(device=input.device, dtype=input.dtype, non_blocking=non_blocking)
+ if s.bias_function is not None:
+ bias = s.bias_function(bias)
+ weight = s.weight.to(device=input.device, dtype=input.dtype, non_blocking=non_blocking)
+ if s.weight_function is not None:
+ weight = s.weight_function(weight)
+ return weight, bias
+
+class CastWeightBiasOp:
+ comfy_cast_weights = False
+ weight_function = None
+ bias_function = None
+
+class disable_weight_init:
+ class Linear(torch.nn.Linear, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input):
+ weight, bias = cast_bias_weight(self, input)
+ return torch.nn.functional.linear(input, weight, bias)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ class Conv1d(torch.nn.Conv1d, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input):
+ weight, bias = cast_bias_weight(self, input)
+ return self._conv_forward(input, weight, bias)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ class Conv2d(torch.nn.Conv2d, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input):
+ weight, bias = cast_bias_weight(self, input)
+ return self._conv_forward(input, weight, bias)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ class Conv3d(torch.nn.Conv3d, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input):
+ weight, bias = cast_bias_weight(self, input)
+ return self._conv_forward(input, weight, bias)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ class GroupNorm(torch.nn.GroupNorm, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input):
+ weight, bias = cast_bias_weight(self, input)
+ return torch.nn.functional.group_norm(input, self.num_groups, weight, bias, self.eps)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+
+ class LayerNorm(torch.nn.LayerNorm, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input):
+ if self.weight is not None:
+ weight, bias = cast_bias_weight(self, input)
+ else:
+ weight = None
+ bias = None
+ return torch.nn.functional.layer_norm(input, self.normalized_shape, weight, bias, self.eps)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ class ConvTranspose2d(torch.nn.ConvTranspose2d, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input, output_size=None):
+ num_spatial_dims = 2
+ output_padding = self._output_padding(
+ input, output_size, self.stride, self.padding, self.kernel_size,
+ num_spatial_dims, self.dilation)
+
+ weight, bias = cast_bias_weight(self, input)
+ return torch.nn.functional.conv_transpose2d(
+ input, weight, bias, self.stride, self.padding,
+ output_padding, self.groups, self.dilation)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ class ConvTranspose1d(torch.nn.ConvTranspose1d, CastWeightBiasOp):
+ def reset_parameters(self):
+ return None
+
+ def forward_comfy_cast_weights(self, input, output_size=None):
+ num_spatial_dims = 1
+ output_padding = self._output_padding(
+ input, output_size, self.stride, self.padding, self.kernel_size,
+ num_spatial_dims, self.dilation)
+
+ weight, bias = cast_bias_weight(self, input)
+ return torch.nn.functional.conv_transpose1d(
+ input, weight, bias, self.stride, self.padding,
+ output_padding, self.groups, self.dilation)
+
+ def forward(self, *args, **kwargs):
+ if self.comfy_cast_weights:
+ return self.forward_comfy_cast_weights(*args, **kwargs)
+ else:
+ return super().forward(*args, **kwargs)
+
+ @classmethod
+ def conv_nd(s, dims, *args, **kwargs):
+ if dims == 2:
+ return s.Conv2d(*args, **kwargs)
+ elif dims == 3:
+ return s.Conv3d(*args, **kwargs)
+ else:
+ raise ValueError(f"unsupported dimensions: {dims}")
+
+
+class manual_cast(disable_weight_init):
+ class Linear(disable_weight_init.Linear):
+ comfy_cast_weights = True
+
+ class Conv1d(disable_weight_init.Conv1d):
+ comfy_cast_weights = True
+
+ class Conv2d(disable_weight_init.Conv2d):
+ comfy_cast_weights = True
+
+ class Conv3d(disable_weight_init.Conv3d):
+ comfy_cast_weights = True
+
+ class GroupNorm(disable_weight_init.GroupNorm):
+ comfy_cast_weights = True
+
+ class LayerNorm(disable_weight_init.LayerNorm):
+ comfy_cast_weights = True
+
+ class ConvTranspose2d(disable_weight_init.ConvTranspose2d):
+ comfy_cast_weights = True
+
+ class ConvTranspose1d(disable_weight_init.ConvTranspose1d):
+ comfy_cast_weights = True
diff --git a/ComfyUI/comfy/options.py b/ComfyUI/comfy/options.py
new file mode 100644
index 0000000000000000000000000000000000000000..0abf79ae83b7878ec9c505cd4c4f5b370f6fbdc5
--- /dev/null
+++ b/ComfyUI/comfy/options.py
@@ -0,0 +1,6 @@
+
+args_parsing = False
+
+def enable_args_parsing(enable=True):
+ global args_parsing
+ args_parsing = enable
diff --git a/ComfyUI/comfy/sa_t5.py b/ComfyUI/comfy/sa_t5.py
new file mode 100644
index 0000000000000000000000000000000000000000..d22ba91e88290f78f1e44b30a8e7be6a348ec086
--- /dev/null
+++ b/ComfyUI/comfy/sa_t5.py
@@ -0,0 +1,22 @@
+from comfy import sd1_clip
+from transformers import T5TokenizerFast
+import comfy.t5
+import os
+
+class T5BaseModel(sd1_clip.SDClipModel):
+ def __init__(self, device="cpu", layer="last", layer_idx=None, dtype=None):
+ textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "t5_config_base.json")
+ super().__init__(device=device, layer=layer, layer_idx=layer_idx, textmodel_json_config=textmodel_json_config, dtype=dtype, special_tokens={"end": 1, "pad": 0}, model_class=comfy.t5.T5, enable_attention_masks=True, zero_out_masked=True)
+
+class T5BaseTokenizer(sd1_clip.SDTokenizer):
+ def __init__(self, embedding_directory=None):
+ tokenizer_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "t5_tokenizer")
+ super().__init__(tokenizer_path, pad_with_end=False, embedding_size=768, embedding_key='t5base', tokenizer_class=T5TokenizerFast, has_start_token=False, pad_to_max_length=False, max_length=99999999, min_length=128)
+
+class SAT5Tokenizer(sd1_clip.SD1Tokenizer):
+ def __init__(self, embedding_directory=None):
+ super().__init__(embedding_directory=embedding_directory, clip_name="t5base", tokenizer=T5BaseTokenizer)
+
+class SAT5Model(sd1_clip.SD1ClipModel):
+ def __init__(self, device="cpu", dtype=None, **kwargs):
+ super().__init__(device=device, dtype=dtype, clip_name="t5base", clip_model=T5BaseModel, **kwargs)
diff --git a/ComfyUI/comfy/sample.py b/ComfyUI/comfy/sample.py
new file mode 100644
index 0000000000000000000000000000000000000000..7d3d2ecec9bb34f9ae70445aaff3a67ee1b9c4c6
--- /dev/null
+++ b/ComfyUI/comfy/sample.py
@@ -0,0 +1,50 @@
+import torch
+import comfy.model_management
+import comfy.samplers
+import comfy.utils
+import numpy as np
+import logging
+
+def prepare_noise(latent_image, seed, noise_inds=None):
+ """
+ creates random noise given a latent image and a seed.
+ optional arg skip can be used to skip and discard x number of noise generations for a given seed
+ """
+ generator = torch.manual_seed(seed)
+ if noise_inds is None:
+ return torch.randn(latent_image.size(), dtype=latent_image.dtype, layout=latent_image.layout, generator=generator, device="cpu")
+
+ unique_inds, inverse = np.unique(noise_inds, return_inverse=True)
+ noises = []
+ for i in range(unique_inds[-1]+1):
+ noise = torch.randn([1] + list(latent_image.size())[1:], dtype=latent_image.dtype, layout=latent_image.layout, generator=generator, device="cpu")
+ if i in unique_inds:
+ noises.append(noise)
+ noises = [noises[i] for i in inverse]
+ noises = torch.cat(noises, axis=0)
+ return noises
+
+def fix_empty_latent_channels(model, latent_image):
+ latent_channels = model.get_model_object("latent_format").latent_channels #Resize the empty latent image so it has the right number of channels
+ if latent_channels != latent_image.shape[1] and torch.count_nonzero(latent_image) == 0:
+ latent_image = comfy.utils.repeat_to_batch_size(latent_image, latent_channels, dim=1)
+ return latent_image
+
+def prepare_sampling(model, noise_shape, positive, negative, noise_mask):
+ logging.warning("Warning: comfy.sample.prepare_sampling isn't used anymore and can be removed")
+ return model, positive, negative, noise_mask, []
+
+def cleanup_additional_models(models):
+ logging.warning("Warning: comfy.sample.cleanup_additional_models isn't used anymore and can be removed")
+
+def sample(model, noise, steps, cfg, sampler_name, scheduler, positive, negative, latent_image, denoise=1.0, disable_noise=False, start_step=None, last_step=None, force_full_denoise=False, noise_mask=None, sigmas=None, callback=None, disable_pbar=False, seed=None):
+ sampler = comfy.samplers.KSampler(model, steps=steps, device=model.load_device, sampler=sampler_name, scheduler=scheduler, denoise=denoise, model_options=model.model_options)
+
+ samples = sampler.sample(noise, positive, negative, cfg=cfg, latent_image=latent_image, start_step=start_step, last_step=last_step, force_full_denoise=force_full_denoise, denoise_mask=noise_mask, sigmas=sigmas, callback=callback, disable_pbar=disable_pbar, seed=seed)
+ samples = samples.to(comfy.model_management.intermediate_device())
+ return samples
+
+def sample_custom(model, noise, cfg, sampler, sigmas, positive, negative, latent_image, noise_mask=None, callback=None, disable_pbar=False, seed=None):
+ samples = comfy.samplers.sample(model, noise, positive, negative, cfg, model.load_device, sampler, sigmas, model_options=model.model_options, latent_image=latent_image, denoise_mask=noise_mask, callback=callback, disable_pbar=disable_pbar, seed=seed)
+ samples = samples.to(comfy.model_management.intermediate_device())
+ return samples
diff --git a/ComfyUI/comfy/sampler_helpers.py b/ComfyUI/comfy/sampler_helpers.py
new file mode 100644
index 0000000000000000000000000000000000000000..4a6b693dc42e561a05c710d0d57c338fd39afe38
--- /dev/null
+++ b/ComfyUI/comfy/sampler_helpers.py
@@ -0,0 +1,76 @@
+import torch
+import comfy.model_management
+import comfy.conds
+
+def prepare_mask(noise_mask, shape, device):
+ """ensures noise mask is of proper dimensions"""
+ noise_mask = torch.nn.functional.interpolate(noise_mask.reshape((-1, 1, noise_mask.shape[-2], noise_mask.shape[-1])), size=(shape[2], shape[3]), mode="bilinear")
+ noise_mask = torch.cat([noise_mask] * shape[1], dim=1)
+ noise_mask = comfy.utils.repeat_to_batch_size(noise_mask, shape[0])
+ noise_mask = noise_mask.to(device)
+ return noise_mask
+
+def get_models_from_cond(cond, model_type):
+ models = []
+ for c in cond:
+ if model_type in c:
+ models += [c[model_type]]
+ return models
+
+def convert_cond(cond):
+ out = []
+ for c in cond:
+ temp = c[1].copy()
+ model_conds = temp.get("model_conds", {})
+ if c[0] is not None:
+ model_conds["c_crossattn"] = comfy.conds.CONDCrossAttn(c[0]) #TODO: remove
+ temp["cross_attn"] = c[0]
+ temp["model_conds"] = model_conds
+ out.append(temp)
+ return out
+
+def get_additional_models(conds, dtype):
+ """loads additional models in conditioning"""
+ cnets = []
+ gligen = []
+
+ for k in conds:
+ cnets += get_models_from_cond(conds[k], "control")
+ gligen += get_models_from_cond(conds[k], "gligen")
+
+ control_nets = set(cnets)
+
+ inference_memory = 0
+ control_models = []
+ for m in control_nets:
+ control_models += m.get_models()
+ inference_memory += m.inference_memory_requirements(dtype)
+
+ gligen = [x[1] for x in gligen]
+ models = control_models + gligen
+ return models, inference_memory
+
+def cleanup_additional_models(models):
+ """cleanup additional models that were loaded"""
+ for m in models:
+ if hasattr(m, 'cleanup'):
+ m.cleanup()
+
+
+def prepare_sampling(model, noise_shape, conds):
+ device = model.load_device
+ real_model = None
+ models, inference_memory = get_additional_models(conds, model.model_dtype())
+ comfy.model_management.load_models_gpu([model] + models, model.memory_required([noise_shape[0] * 2] + list(noise_shape[1:])) + inference_memory)
+ real_model = model.model
+
+ return real_model, conds, models
+
+def cleanup_models(conds, models):
+ cleanup_additional_models(models)
+
+ control_cleanup = []
+ for k in conds:
+ control_cleanup += get_models_from_cond(conds[k], "control")
+
+ cleanup_additional_models(set(control_cleanup))
diff --git a/ComfyUI/comfy/samplers.py b/ComfyUI/comfy/samplers.py
new file mode 100644
index 0000000000000000000000000000000000000000..bc8ad2ce861349224b77a3bca6e13cf7cfed024c
--- /dev/null
+++ b/ComfyUI/comfy/samplers.py
@@ -0,0 +1,795 @@
+from .k_diffusion import sampling as k_diffusion_sampling
+from .extra_samplers import uni_pc
+import torch
+import collections
+from comfy import model_management
+import math
+import logging
+import comfy.sampler_helpers
+
+def get_area_and_mult(conds, x_in, timestep_in):
+ dims = tuple(x_in.shape[2:])
+ area = None
+ strength = 1.0
+
+ if 'timestep_start' in conds:
+ timestep_start = conds['timestep_start']
+ if timestep_in[0] > timestep_start:
+ return None
+ if 'timestep_end' in conds:
+ timestep_end = conds['timestep_end']
+ if timestep_in[0] < timestep_end:
+ return None
+ if 'area' in conds:
+ area = list(conds['area'])
+ if 'strength' in conds:
+ strength = conds['strength']
+
+ input_x = x_in
+ if area is not None:
+ for i in range(len(dims)):
+ area[i] = min(input_x.shape[i + 2] - area[len(dims) + i], area[i])
+ input_x = input_x.narrow(i + 2, area[len(dims) + i], area[i])
+
+ if 'mask' in conds:
+ # Scale the mask to the size of the input
+ # The mask should have been resized as we began the sampling process
+ mask_strength = 1.0
+ if "mask_strength" in conds:
+ mask_strength = conds["mask_strength"]
+ mask = conds['mask']
+ assert(mask.shape[1:] == x_in.shape[2:])
+
+ mask = mask[:input_x.shape[0]]
+ if area is not None:
+ for i in range(len(dims)):
+ mask = mask.narrow(i + 1, area[len(dims) + i], area[i])
+
+ mask = mask * mask_strength
+ mask = mask.unsqueeze(1).repeat(input_x.shape[0] // mask.shape[0], input_x.shape[1], 1, 1)
+ else:
+ mask = torch.ones_like(input_x)
+ mult = mask * strength
+
+ if 'mask' not in conds and area is not None:
+ rr = 8
+ for i in range(len(dims)):
+ if area[len(dims) + i] != 0:
+ for t in range(rr):
+ m = mult.narrow(i + 2, t, 1)
+ m *= ((1.0/rr) * (t + 1))
+ if (area[i] + area[len(dims) + i]) < x_in.shape[i + 2]:
+ for t in range(rr):
+ m = mult.narrow(i + 2, area[i] - 1 - t, 1)
+ m *= ((1.0/rr) * (t + 1))
+
+ conditioning = {}
+ model_conds = conds["model_conds"]
+ for c in model_conds:
+ conditioning[c] = model_conds[c].process_cond(batch_size=x_in.shape[0], device=x_in.device, area=area)
+
+ control = conds.get('control', None)
+
+ patches = None
+ if 'gligen' in conds:
+ gligen = conds['gligen']
+ patches = {}
+ gligen_type = gligen[0]
+ gligen_model = gligen[1]
+ if gligen_type == "position":
+ gligen_patch = gligen_model.model.set_position(input_x.shape, gligen[2], input_x.device)
+ else:
+ gligen_patch = gligen_model.model.set_empty(input_x.shape, input_x.device)
+
+ patches['middle_patch'] = [gligen_patch]
+
+ cond_obj = collections.namedtuple('cond_obj', ['input_x', 'mult', 'conditioning', 'area', 'control', 'patches'])
+ return cond_obj(input_x, mult, conditioning, area, control, patches)
+
+def cond_equal_size(c1, c2):
+ if c1 is c2:
+ return True
+ if c1.keys() != c2.keys():
+ return False
+ for k in c1:
+ if not c1[k].can_concat(c2[k]):
+ return False
+ return True
+
+def can_concat_cond(c1, c2):
+ if c1.input_x.shape != c2.input_x.shape:
+ return False
+
+ def objects_concatable(obj1, obj2):
+ if (obj1 is None) != (obj2 is None):
+ return False
+ if obj1 is not None:
+ if obj1 is not obj2:
+ return False
+ return True
+
+ if not objects_concatable(c1.control, c2.control):
+ return False
+
+ if not objects_concatable(c1.patches, c2.patches):
+ return False
+
+ return cond_equal_size(c1.conditioning, c2.conditioning)
+
+def cond_cat(c_list):
+ c_crossattn = []
+ c_concat = []
+ c_adm = []
+ crossattn_max_len = 0
+
+ temp = {}
+ for x in c_list:
+ for k in x:
+ cur = temp.get(k, [])
+ cur.append(x[k])
+ temp[k] = cur
+
+ out = {}
+ for k in temp:
+ conds = temp[k]
+ out[k] = conds[0].concat(conds[1:])
+
+ return out
+
+def calc_cond_batch(model, conds, x_in, timestep, model_options):
+ out_conds = []
+ out_counts = []
+ to_run = []
+
+ for i in range(len(conds)):
+ out_conds.append(torch.zeros_like(x_in))
+ out_counts.append(torch.ones_like(x_in) * 1e-37)
+
+ cond = conds[i]
+ if cond is not None:
+ for x in cond:
+ p = get_area_and_mult(x, x_in, timestep)
+ if p is None:
+ continue
+
+ to_run += [(p, i)]
+
+ while len(to_run) > 0:
+ first = to_run[0]
+ first_shape = first[0][0].shape
+ to_batch_temp = []
+ for x in range(len(to_run)):
+ if can_concat_cond(to_run[x][0], first[0]):
+ to_batch_temp += [x]
+
+ to_batch_temp.reverse()
+ to_batch = to_batch_temp[:1]
+
+ free_memory = model_management.get_free_memory(x_in.device)
+ for i in range(1, len(to_batch_temp) + 1):
+ batch_amount = to_batch_temp[:len(to_batch_temp)//i]
+ input_shape = [len(batch_amount) * first_shape[0]] + list(first_shape)[1:]
+ if model.memory_required(input_shape) < free_memory:
+ to_batch = batch_amount
+ break
+
+ input_x = []
+ mult = []
+ c = []
+ cond_or_uncond = []
+ area = []
+ control = None
+ patches = None
+ for x in to_batch:
+ o = to_run.pop(x)
+ p = o[0]
+ input_x.append(p.input_x)
+ mult.append(p.mult)
+ c.append(p.conditioning)
+ area.append(p.area)
+ cond_or_uncond.append(o[1])
+ control = p.control
+ patches = p.patches
+
+ batch_chunks = len(cond_or_uncond)
+ input_x = torch.cat(input_x)
+ c = cond_cat(c)
+ timestep_ = torch.cat([timestep] * batch_chunks)
+
+ if control is not None:
+ c['control'] = control.get_control(input_x, timestep_, c, len(cond_or_uncond))
+
+ transformer_options = {}
+ if 'transformer_options' in model_options:
+ transformer_options = model_options['transformer_options'].copy()
+
+ if patches is not None:
+ if "patches" in transformer_options:
+ cur_patches = transformer_options["patches"].copy()
+ for p in patches:
+ if p in cur_patches:
+ cur_patches[p] = cur_patches[p] + patches[p]
+ else:
+ cur_patches[p] = patches[p]
+ transformer_options["patches"] = cur_patches
+ else:
+ transformer_options["patches"] = patches
+
+ transformer_options["cond_or_uncond"] = cond_or_uncond[:]
+ transformer_options["sigmas"] = timestep
+
+ c['transformer_options'] = transformer_options
+
+ if 'model_function_wrapper' in model_options:
+ output = model_options['model_function_wrapper'](model.apply_model, {"input": input_x, "timestep": timestep_, "c": c, "cond_or_uncond": cond_or_uncond}).chunk(batch_chunks)
+ else:
+ output = model.apply_model(input_x, timestep_, **c).chunk(batch_chunks)
+
+ for o in range(batch_chunks):
+ cond_index = cond_or_uncond[o]
+ a = area[o]
+ if a is None:
+ out_conds[cond_index] += output[o] * mult[o]
+ out_counts[cond_index] += mult[o]
+ else:
+ out_c = out_conds[cond_index]
+ out_cts = out_counts[cond_index]
+ dims = len(a) // 2
+ for i in range(dims):
+ out_c = out_c.narrow(i + 2, a[i + dims], a[i])
+ out_cts = out_cts.narrow(i + 2, a[i + dims], a[i])
+ out_c += output[o] * mult[o]
+ out_cts += mult[o]
+
+ for i in range(len(out_conds)):
+ out_conds[i] /= out_counts[i]
+
+ return out_conds
+
+def calc_cond_uncond_batch(model, cond, uncond, x_in, timestep, model_options): #TODO: remove
+ logging.warning("WARNING: The comfy.samplers.calc_cond_uncond_batch function is deprecated please use the calc_cond_batch one instead.")
+ return tuple(calc_cond_batch(model, [cond, uncond], x_in, timestep, model_options))
+
+def cfg_function(model, cond_pred, uncond_pred, cond_scale, x, timestep, model_options={}, cond=None, uncond=None):
+ if "sampler_cfg_function" in model_options:
+ args = {"cond": x - cond_pred, "uncond": x - uncond_pred, "cond_scale": cond_scale, "timestep": timestep, "input": x, "sigma": timestep,
+ "cond_denoised": cond_pred, "uncond_denoised": uncond_pred, "model": model, "model_options": model_options}
+ cfg_result = x - model_options["sampler_cfg_function"](args)
+ else:
+ cfg_result = uncond_pred + (cond_pred - uncond_pred) * cond_scale
+
+ for fn in model_options.get("sampler_post_cfg_function", []):
+ args = {"denoised": cfg_result, "cond": cond, "uncond": uncond, "model": model, "uncond_denoised": uncond_pred, "cond_denoised": cond_pred,
+ "sigma": timestep, "model_options": model_options, "input": x}
+ cfg_result = fn(args)
+
+ return cfg_result
+
+#The main sampling function shared by all the samplers
+#Returns denoised
+def sampling_function(model, x, timestep, uncond, cond, cond_scale, model_options={}, seed=None):
+ if math.isclose(cond_scale, 1.0) and model_options.get("disable_cfg1_optimization", False) == False:
+ uncond_ = None
+ else:
+ uncond_ = uncond
+
+ conds = [cond, uncond_]
+ out = calc_cond_batch(model, conds, x, timestep, model_options)
+ return cfg_function(model, out[0], out[1], cond_scale, x, timestep, model_options=model_options, cond=cond, uncond=uncond_)
+
+
+class KSamplerX0Inpaint:
+ def __init__(self, model, sigmas):
+ self.inner_model = model
+ self.sigmas = sigmas
+ def __call__(self, x, sigma, denoise_mask, model_options={}, seed=None):
+ if denoise_mask is not None:
+ if "denoise_mask_function" in model_options:
+ denoise_mask = model_options["denoise_mask_function"](sigma, denoise_mask, extra_options={"model": self.inner_model, "sigmas": self.sigmas})
+ latent_mask = 1. - denoise_mask
+ x = x * denoise_mask + self.inner_model.inner_model.model_sampling.noise_scaling(sigma.reshape([sigma.shape[0]] + [1] * (len(self.noise.shape) - 1)), self.noise, self.latent_image) * latent_mask
+ out = self.inner_model(x, sigma, model_options=model_options, seed=seed)
+ if denoise_mask is not None:
+ out = out * denoise_mask + self.latent_image * latent_mask
+ return out
+
+def simple_scheduler(model_sampling, steps):
+ s = model_sampling
+ sigs = []
+ ss = len(s.sigmas) / steps
+ for x in range(steps):
+ sigs += [float(s.sigmas[-(1 + int(x * ss))])]
+ sigs += [0.0]
+ return torch.FloatTensor(sigs)
+
+def ddim_scheduler(model_sampling, steps):
+ s = model_sampling
+ sigs = []
+ ss = max(len(s.sigmas) // steps, 1)
+ x = 1
+ while x < len(s.sigmas):
+ sigs += [float(s.sigmas[x])]
+ x += ss
+ sigs = sigs[::-1]
+ sigs += [0.0]
+ return torch.FloatTensor(sigs)
+
+def normal_scheduler(model_sampling, steps, sgm=False, floor=False):
+ s = model_sampling
+ start = s.timestep(s.sigma_max)
+ end = s.timestep(s.sigma_min)
+
+ if sgm:
+ timesteps = torch.linspace(start, end, steps + 1)[:-1]
+ else:
+ timesteps = torch.linspace(start, end, steps)
+
+ sigs = []
+ for x in range(len(timesteps)):
+ ts = timesteps[x]
+ sigs.append(s.sigma(ts))
+ sigs += [0.0]
+ return torch.FloatTensor(sigs)
+
+def get_mask_aabb(masks):
+ if masks.numel() == 0:
+ return torch.zeros((0, 4), device=masks.device, dtype=torch.int)
+
+ b = masks.shape[0]
+
+ bounding_boxes = torch.zeros((b, 4), device=masks.device, dtype=torch.int)
+ is_empty = torch.zeros((b), device=masks.device, dtype=torch.bool)
+ for i in range(b):
+ mask = masks[i]
+ if mask.numel() == 0:
+ continue
+ if torch.max(mask != 0) == False:
+ is_empty[i] = True
+ continue
+ y, x = torch.where(mask)
+ bounding_boxes[i, 0] = torch.min(x)
+ bounding_boxes[i, 1] = torch.min(y)
+ bounding_boxes[i, 2] = torch.max(x)
+ bounding_boxes[i, 3] = torch.max(y)
+
+ return bounding_boxes, is_empty
+
+def resolve_areas_and_cond_masks_multidim(conditions, dims, device):
+ # We need to decide on an area outside the sampling loop in order to properly generate opposite areas of equal sizes.
+ # While we're doing this, we can also resolve the mask device and scaling for performance reasons
+ for i in range(len(conditions)):
+ c = conditions[i]
+ if 'area' in c:
+ area = c['area']
+ if area[0] == "percentage":
+ modified = c.copy()
+ a = area[1:]
+ a_len = len(a) // 2
+ area = ()
+ for d in range(len(dims)):
+ area += (max(1, round(a[d] * dims[d])),)
+ for d in range(len(dims)):
+ area += (round(a[d + a_len] * dims[d]),)
+
+ modified['area'] = area
+ c = modified
+ conditions[i] = c
+
+ if 'mask' in c:
+ mask = c['mask']
+ mask = mask.to(device=device)
+ modified = c.copy()
+ if len(mask.shape) == len(dims):
+ mask = mask.unsqueeze(0)
+ if mask.shape[1:] != dims:
+ mask = torch.nn.functional.interpolate(mask.unsqueeze(1), size=dims, mode='bilinear', align_corners=False).squeeze(1)
+
+ if modified.get("set_area_to_bounds", False): #TODO: handle dim != 2
+ bounds = torch.max(torch.abs(mask),dim=0).values.unsqueeze(0)
+ boxes, is_empty = get_mask_aabb(bounds)
+ if is_empty[0]:
+ # Use the minimum possible size for efficiency reasons. (Since the mask is all-0, this becomes a noop anyway)
+ modified['area'] = (8, 8, 0, 0)
+ else:
+ box = boxes[0]
+ H, W, Y, X = (box[3] - box[1] + 1, box[2] - box[0] + 1, box[1], box[0])
+ H = max(8, H)
+ W = max(8, W)
+ area = (int(H), int(W), int(Y), int(X))
+ modified['area'] = area
+
+ modified['mask'] = mask
+ conditions[i] = modified
+
+def resolve_areas_and_cond_masks(conditions, h, w, device):
+ logging.warning("WARNING: The comfy.samplers.resolve_areas_and_cond_masks function is deprecated please use the resolve_areas_and_cond_masks_multidim one instead.")
+ return resolve_areas_and_cond_masks_multidim(conditions, [h, w], device)
+
+def create_cond_with_same_area_if_none(conds, c): #TODO: handle dim != 2
+ if 'area' not in c:
+ return
+
+ c_area = c['area']
+ smallest = None
+ for x in conds:
+ if 'area' in x:
+ a = x['area']
+ if c_area[2] >= a[2] and c_area[3] >= a[3]:
+ if a[0] + a[2] >= c_area[0] + c_area[2]:
+ if a[1] + a[3] >= c_area[1] + c_area[3]:
+ if smallest is None:
+ smallest = x
+ elif 'area' not in smallest:
+ smallest = x
+ else:
+ if smallest['area'][0] * smallest['area'][1] > a[0] * a[1]:
+ smallest = x
+ else:
+ if smallest is None:
+ smallest = x
+ if smallest is None:
+ return
+ if 'area' in smallest:
+ if smallest['area'] == c_area:
+ return
+
+ out = c.copy()
+ out['model_conds'] = smallest['model_conds'].copy() #TODO: which fields should be copied?
+ conds += [out]
+
+def calculate_start_end_timesteps(model, conds):
+ s = model.model_sampling
+ for t in range(len(conds)):
+ x = conds[t]
+
+ timestep_start = None
+ timestep_end = None
+ if 'start_percent' in x:
+ timestep_start = s.percent_to_sigma(x['start_percent'])
+ if 'end_percent' in x:
+ timestep_end = s.percent_to_sigma(x['end_percent'])
+
+ if (timestep_start is not None) or (timestep_end is not None):
+ n = x.copy()
+ if (timestep_start is not None):
+ n['timestep_start'] = timestep_start
+ if (timestep_end is not None):
+ n['timestep_end'] = timestep_end
+ conds[t] = n
+
+def pre_run_control(model, conds):
+ s = model.model_sampling
+ for t in range(len(conds)):
+ x = conds[t]
+
+ timestep_start = None
+ timestep_end = None
+ percent_to_timestep_function = lambda a: s.percent_to_sigma(a)
+ if 'control' in x:
+ x['control'].pre_run(model, percent_to_timestep_function)
+
+def apply_empty_x_to_equal_area(conds, uncond, name, uncond_fill_func):
+ cond_cnets = []
+ cond_other = []
+ uncond_cnets = []
+ uncond_other = []
+ for t in range(len(conds)):
+ x = conds[t]
+ if 'area' not in x:
+ if name in x and x[name] is not None:
+ cond_cnets.append(x[name])
+ else:
+ cond_other.append((x, t))
+ for t in range(len(uncond)):
+ x = uncond[t]
+ if 'area' not in x:
+ if name in x and x[name] is not None:
+ uncond_cnets.append(x[name])
+ else:
+ uncond_other.append((x, t))
+
+ if len(uncond_cnets) > 0:
+ return
+
+ for x in range(len(cond_cnets)):
+ temp = uncond_other[x % len(uncond_other)]
+ o = temp[0]
+ if name in o and o[name] is not None:
+ n = o.copy()
+ n[name] = uncond_fill_func(cond_cnets, x)
+ uncond += [n]
+ else:
+ n = o.copy()
+ n[name] = uncond_fill_func(cond_cnets, x)
+ uncond[temp[1]] = n
+
+def encode_model_conds(model_function, conds, noise, device, prompt_type, **kwargs):
+ for t in range(len(conds)):
+ x = conds[t]
+ params = x.copy()
+ params["device"] = device
+ params["noise"] = noise
+ default_width = None
+ if len(noise.shape) >= 4: #TODO: 8 multiple should be set by the model
+ default_width = noise.shape[3] * 8
+ params["width"] = params.get("width", default_width)
+ params["height"] = params.get("height", noise.shape[2] * 8)
+ params["prompt_type"] = params.get("prompt_type", prompt_type)
+ for k in kwargs:
+ if k not in params:
+ params[k] = kwargs[k]
+
+ out = model_function(**params)
+ x = x.copy()
+ model_conds = x['model_conds'].copy()
+ for k in out:
+ model_conds[k] = out[k]
+ x['model_conds'] = model_conds
+ conds[t] = x
+ return conds
+
+class Sampler:
+ def sample(self):
+ pass
+
+ def max_denoise(self, model_wrap, sigmas):
+ max_sigma = float(model_wrap.inner_model.model_sampling.sigma_max)
+ sigma = float(sigmas[0])
+ return math.isclose(max_sigma, sigma, rel_tol=1e-05) or sigma > max_sigma
+
+KSAMPLER_NAMES = ["euler", "euler_cfg_pp", "euler_ancestral", "euler_ancestral_cfg_pp", "heun", "heunpp2","dpm_2", "dpm_2_ancestral",
+ "lms", "dpm_fast", "dpm_adaptive", "dpmpp_2s_ancestral", "dpmpp_sde", "dpmpp_sde_gpu",
+ "dpmpp_2m", "dpmpp_2m_sde", "dpmpp_2m_sde_gpu", "dpmpp_3m_sde", "dpmpp_3m_sde_gpu", "ddpm", "lcm",
+ "ipndm", "ipndm_v", "deis"]
+
+class KSAMPLER(Sampler):
+ def __init__(self, sampler_function, extra_options={}, inpaint_options={}):
+ self.sampler_function = sampler_function
+ self.extra_options = extra_options
+ self.inpaint_options = inpaint_options
+
+ def sample(self, model_wrap, sigmas, extra_args, callback, noise, latent_image=None, denoise_mask=None, disable_pbar=False):
+ extra_args["denoise_mask"] = denoise_mask
+ model_k = KSamplerX0Inpaint(model_wrap, sigmas)
+ model_k.latent_image = latent_image
+ if self.inpaint_options.get("random", False): #TODO: Should this be the default?
+ generator = torch.manual_seed(extra_args.get("seed", 41) + 1)
+ model_k.noise = torch.randn(noise.shape, generator=generator, device="cpu").to(noise.dtype).to(noise.device)
+ else:
+ model_k.noise = noise
+
+ noise = model_wrap.inner_model.model_sampling.noise_scaling(sigmas[0], noise, latent_image, self.max_denoise(model_wrap, sigmas))
+
+ k_callback = None
+ total_steps = len(sigmas) - 1
+ if callback is not None:
+ k_callback = lambda x: callback(x["i"], x["denoised"], x["x"], total_steps)
+
+ samples = self.sampler_function(model_k, noise, sigmas, extra_args=extra_args, callback=k_callback, disable=disable_pbar, **self.extra_options)
+ samples = model_wrap.inner_model.model_sampling.inverse_noise_scaling(sigmas[-1], samples)
+ return samples
+
+
+def ksampler(sampler_name, extra_options={}, inpaint_options={}):
+ if sampler_name == "dpm_fast":
+ def dpm_fast_function(model, noise, sigmas, extra_args, callback, disable):
+ if len(sigmas) <= 1:
+ return noise
+
+ sigma_min = sigmas[-1]
+ if sigma_min == 0:
+ sigma_min = sigmas[-2]
+ total_steps = len(sigmas) - 1
+ return k_diffusion_sampling.sample_dpm_fast(model, noise, sigma_min, sigmas[0], total_steps, extra_args=extra_args, callback=callback, disable=disable)
+ sampler_function = dpm_fast_function
+ elif sampler_name == "dpm_adaptive":
+ def dpm_adaptive_function(model, noise, sigmas, extra_args, callback, disable, **extra_options):
+ if len(sigmas) <= 1:
+ return noise
+
+ sigma_min = sigmas[-1]
+ if sigma_min == 0:
+ sigma_min = sigmas[-2]
+ return k_diffusion_sampling.sample_dpm_adaptive(model, noise, sigma_min, sigmas[0], extra_args=extra_args, callback=callback, disable=disable, **extra_options)
+ sampler_function = dpm_adaptive_function
+ else:
+ sampler_function = getattr(k_diffusion_sampling, "sample_{}".format(sampler_name))
+
+ return KSAMPLER(sampler_function, extra_options, inpaint_options)
+
+
+def process_conds(model, noise, conds, device, latent_image=None, denoise_mask=None, seed=None):
+ for k in conds:
+ conds[k] = conds[k][:]
+ resolve_areas_and_cond_masks_multidim(conds[k], noise.shape[2:], device)
+
+ for k in conds:
+ calculate_start_end_timesteps(model, conds[k])
+
+ if hasattr(model, 'extra_conds'):
+ for k in conds:
+ conds[k] = encode_model_conds(model.extra_conds, conds[k], noise, device, k, latent_image=latent_image, denoise_mask=denoise_mask, seed=seed)
+
+ #make sure each cond area has an opposite one with the same area
+ for k in conds:
+ for c in conds[k]:
+ for kk in conds:
+ if k != kk:
+ create_cond_with_same_area_if_none(conds[kk], c)
+
+ for k in conds:
+ pre_run_control(model, conds[k])
+
+ if "positive" in conds:
+ positive = conds["positive"]
+ for k in conds:
+ if k != "positive":
+ apply_empty_x_to_equal_area(list(filter(lambda c: c.get('control_apply_to_uncond', False) == True, positive)), conds[k], 'control', lambda cond_cnets, x: cond_cnets[x])
+ apply_empty_x_to_equal_area(positive, conds[k], 'gligen', lambda cond_cnets, x: cond_cnets[x])
+
+ return conds
+
+class CFGGuider:
+ def __init__(self, model_patcher):
+ self.model_patcher = model_patcher
+ self.model_options = model_patcher.model_options
+ self.original_conds = {}
+ self.cfg = 1.0
+
+ def set_conds(self, positive, negative):
+ self.inner_set_conds({"positive": positive, "negative": negative})
+
+ def set_cfg(self, cfg):
+ self.cfg = cfg
+
+ def inner_set_conds(self, conds):
+ for k in conds:
+ self.original_conds[k] = comfy.sampler_helpers.convert_cond(conds[k])
+
+ def __call__(self, *args, **kwargs):
+ return self.predict_noise(*args, **kwargs)
+
+ def predict_noise(self, x, timestep, model_options={}, seed=None):
+ return sampling_function(self.inner_model, x, timestep, self.conds.get("negative", None), self.conds.get("positive", None), self.cfg, model_options=model_options, seed=seed)
+
+ def inner_sample(self, noise, latent_image, device, sampler, sigmas, denoise_mask, callback, disable_pbar, seed):
+ if latent_image is not None and torch.count_nonzero(latent_image) > 0: #Don't shift the empty latent image.
+ latent_image = self.inner_model.process_latent_in(latent_image)
+
+ self.conds = process_conds(self.inner_model, noise, self.conds, device, latent_image, denoise_mask, seed)
+
+ extra_args = {"model_options": self.model_options, "seed":seed}
+
+ samples = sampler.sample(self, sigmas, extra_args, callback, noise, latent_image, denoise_mask, disable_pbar)
+ return self.inner_model.process_latent_out(samples.to(torch.float32))
+
+ def sample(self, noise, latent_image, sampler, sigmas, denoise_mask=None, callback=None, disable_pbar=False, seed=None):
+ if sigmas.shape[-1] == 0:
+ return latent_image
+
+ self.conds = {}
+ for k in self.original_conds:
+ self.conds[k] = list(map(lambda a: a.copy(), self.original_conds[k]))
+
+ self.inner_model, self.conds, self.loaded_models = comfy.sampler_helpers.prepare_sampling(self.model_patcher, noise.shape, self.conds)
+ device = self.model_patcher.load_device
+
+ if denoise_mask is not None:
+ denoise_mask = comfy.sampler_helpers.prepare_mask(denoise_mask, noise.shape, device)
+
+ noise = noise.to(device)
+ latent_image = latent_image.to(device)
+ sigmas = sigmas.to(device)
+
+ output = self.inner_sample(noise, latent_image, device, sampler, sigmas, denoise_mask, callback, disable_pbar, seed)
+
+ comfy.sampler_helpers.cleanup_models(self.conds, self.loaded_models)
+ del self.inner_model
+ del self.conds
+ del self.loaded_models
+ return output
+
+
+def sample(model, noise, positive, negative, cfg, device, sampler, sigmas, model_options={}, latent_image=None, denoise_mask=None, callback=None, disable_pbar=False, seed=None):
+ cfg_guider = CFGGuider(model)
+ cfg_guider.set_conds(positive, negative)
+ cfg_guider.set_cfg(cfg)
+ return cfg_guider.sample(noise, latent_image, sampler, sigmas, denoise_mask, callback, disable_pbar, seed)
+
+
+SCHEDULER_NAMES = ["normal", "karras", "exponential", "sgm_uniform", "simple", "ddim_uniform"]
+SAMPLER_NAMES = KSAMPLER_NAMES + ["ddim", "uni_pc", "uni_pc_bh2"]
+
+def calculate_sigmas(model_sampling, scheduler_name, steps):
+ if scheduler_name == "karras":
+ sigmas = k_diffusion_sampling.get_sigmas_karras(n=steps, sigma_min=float(model_sampling.sigma_min), sigma_max=float(model_sampling.sigma_max))
+ elif scheduler_name == "exponential":
+ sigmas = k_diffusion_sampling.get_sigmas_exponential(n=steps, sigma_min=float(model_sampling.sigma_min), sigma_max=float(model_sampling.sigma_max))
+ elif scheduler_name == "normal":
+ sigmas = normal_scheduler(model_sampling, steps)
+ elif scheduler_name == "simple":
+ sigmas = simple_scheduler(model_sampling, steps)
+ elif scheduler_name == "ddim_uniform":
+ sigmas = ddim_scheduler(model_sampling, steps)
+ elif scheduler_name == "sgm_uniform":
+ sigmas = normal_scheduler(model_sampling, steps, sgm=True)
+ else:
+ logging.error("error invalid scheduler {}".format(scheduler_name))
+ return sigmas
+
+def sampler_object(name):
+ if name == "uni_pc":
+ sampler = KSAMPLER(uni_pc.sample_unipc)
+ elif name == "uni_pc_bh2":
+ sampler = KSAMPLER(uni_pc.sample_unipc_bh2)
+ elif name == "ddim":
+ sampler = ksampler("euler", inpaint_options={"random": True})
+ else:
+ sampler = ksampler(name)
+ return sampler
+
+class KSampler:
+ SCHEDULERS = SCHEDULER_NAMES
+ SAMPLERS = SAMPLER_NAMES
+ DISCARD_PENULTIMATE_SIGMA_SAMPLERS = set(('dpm_2', 'dpm_2_ancestral', 'uni_pc', 'uni_pc_bh2'))
+
+ def __init__(self, model, steps, device, sampler=None, scheduler=None, denoise=None, model_options={}):
+ self.model = model
+ self.device = device
+ if scheduler not in self.SCHEDULERS:
+ scheduler = self.SCHEDULERS[0]
+ if sampler not in self.SAMPLERS:
+ sampler = self.SAMPLERS[0]
+ self.scheduler = scheduler
+ self.sampler = sampler
+ self.set_steps(steps, denoise)
+ self.denoise = denoise
+ self.model_options = model_options
+
+ def calculate_sigmas(self, steps):
+ sigmas = None
+
+ discard_penultimate_sigma = False
+ if self.sampler in self.DISCARD_PENULTIMATE_SIGMA_SAMPLERS:
+ steps += 1
+ discard_penultimate_sigma = True
+
+ sigmas = calculate_sigmas(self.model.get_model_object("model_sampling"), self.scheduler, steps)
+
+ if discard_penultimate_sigma:
+ sigmas = torch.cat([sigmas[:-2], sigmas[-1:]])
+ return sigmas
+
+ def set_steps(self, steps, denoise=None):
+ self.steps = steps
+ if denoise is None or denoise > 0.9999:
+ self.sigmas = self.calculate_sigmas(steps).to(self.device)
+ else:
+ if denoise <= 0.0:
+ self.sigmas = torch.FloatTensor([])
+ else:
+ new_steps = int(steps/denoise)
+ sigmas = self.calculate_sigmas(new_steps).to(self.device)
+ self.sigmas = sigmas[-(steps + 1):]
+
+ def sample(self, noise, positive, negative, cfg, latent_image=None, start_step=None, last_step=None, force_full_denoise=False, denoise_mask=None, sigmas=None, callback=None, disable_pbar=False, seed=None):
+ if sigmas is None:
+ sigmas = self.sigmas
+
+ if last_step is not None and last_step < (len(sigmas) - 1):
+ sigmas = sigmas[:last_step + 1]
+ if force_full_denoise:
+ sigmas[-1] = 0
+
+ if start_step is not None:
+ if start_step < (len(sigmas) - 1):
+ sigmas = sigmas[start_step:]
+ else:
+ if latent_image is not None:
+ return latent_image
+ else:
+ return torch.zeros_like(noise)
+
+ sampler = sampler_object(self.sampler)
+
+ return sample(self.model, noise, positive, negative, cfg, self.device, sampler, sigmas, self.model_options, latent_image=latent_image, denoise_mask=denoise_mask, callback=callback, disable_pbar=disable_pbar, seed=seed)
diff --git a/ComfyUI/comfy/sd.py b/ComfyUI/comfy/sd.py
new file mode 100644
index 0000000000000000000000000000000000000000..01ac2b14b1daf0b6d5104bd24daa995deff6a0ba
--- /dev/null
+++ b/ComfyUI/comfy/sd.py
@@ -0,0 +1,631 @@
+import torch
+from enum import Enum
+import logging
+
+from comfy import model_management
+from .ldm.models.autoencoder import AutoencoderKL, AutoencodingEngine
+from .ldm.cascade.stage_a import StageA
+from .ldm.cascade.stage_c_coder import StageC_coder
+from .ldm.audio.autoencoder import AudioOobleckVAE
+import yaml
+
+import comfy.utils
+
+from . import clip_vision
+from . import gligen
+from . import diffusers_convert
+from . import model_detection
+
+from . import sd1_clip
+from . import sd2_clip
+from . import sdxl_clip
+from . import sd3_clip
+from . import sa_t5
+
+import comfy.model_patcher
+import comfy.lora
+import comfy.t2i_adapter.adapter
+import comfy.supported_models_base
+import comfy.taesd.taesd
+
+def load_model_weights(model, sd):
+ m, u = model.load_state_dict(sd, strict=False)
+ m = set(m)
+ unexpected_keys = set(u)
+
+ k = list(sd.keys())
+ for x in k:
+ if x not in unexpected_keys:
+ w = sd.pop(x)
+ del w
+ if len(m) > 0:
+ logging.warning("missing {}".format(m))
+ return model
+
+def load_clip_weights(model, sd):
+ k = list(sd.keys())
+ for x in k:
+ if x.startswith("cond_stage_model.transformer.") and not x.startswith("cond_stage_model.transformer.text_model."):
+ y = x.replace("cond_stage_model.transformer.", "cond_stage_model.transformer.text_model.")
+ sd[y] = sd.pop(x)
+
+ if 'cond_stage_model.transformer.text_model.embeddings.position_ids' in sd:
+ ids = sd['cond_stage_model.transformer.text_model.embeddings.position_ids']
+ if ids.dtype == torch.float32:
+ sd['cond_stage_model.transformer.text_model.embeddings.position_ids'] = ids.round()
+
+ sd = comfy.utils.clip_text_transformers_convert(sd, "cond_stage_model.model.", "cond_stage_model.transformer.")
+ return load_model_weights(model, sd)
+
+
+def load_lora_for_models(model, clip, lora, strength_model, strength_clip):
+ key_map = {}
+ if model is not None:
+ key_map = comfy.lora.model_lora_keys_unet(model.model, key_map)
+ if clip is not None:
+ key_map = comfy.lora.model_lora_keys_clip(clip.cond_stage_model, key_map)
+
+ loaded = comfy.lora.load_lora(lora, key_map)
+ if model is not None:
+ new_modelpatcher = model.clone()
+ k = new_modelpatcher.add_patches(loaded, strength_model)
+ else:
+ k = ()
+ new_modelpatcher = None
+
+ if clip is not None:
+ new_clip = clip.clone()
+ k1 = new_clip.add_patches(loaded, strength_clip)
+ else:
+ k1 = ()
+ new_clip = None
+ k = set(k)
+ k1 = set(k1)
+ for x in loaded:
+ if (x not in k) and (x not in k1):
+ logging.warning("NOT LOADED {}".format(x))
+
+ return (new_modelpatcher, new_clip)
+
+
+class CLIP:
+ def __init__(self, target=None, embedding_directory=None, no_init=False):
+ if no_init:
+ return
+ params = target.params.copy()
+ clip = target.clip
+ tokenizer = target.tokenizer
+
+ load_device = model_management.text_encoder_device()
+ offload_device = model_management.text_encoder_offload_device()
+ params['device'] = offload_device
+ dtype = model_management.text_encoder_dtype(load_device)
+ params['dtype'] = dtype
+
+ self.cond_stage_model = clip(**(params))
+
+ for dt in self.cond_stage_model.dtypes:
+ if not model_management.supports_cast(load_device, dt):
+ load_device = offload_device
+
+ self.tokenizer = tokenizer(embedding_directory=embedding_directory)
+ self.patcher = comfy.model_patcher.ModelPatcher(self.cond_stage_model, load_device=load_device, offload_device=offload_device)
+ self.layer_idx = None
+ logging.debug("CLIP model load device: {}, offload device: {}".format(load_device, offload_device))
+
+ def clone(self):
+ n = CLIP(no_init=True)
+ n.patcher = self.patcher.clone()
+ n.cond_stage_model = self.cond_stage_model
+ n.tokenizer = self.tokenizer
+ n.layer_idx = self.layer_idx
+ return n
+
+ def add_patches(self, patches, strength_patch=1.0, strength_model=1.0):
+ return self.patcher.add_patches(patches, strength_patch, strength_model)
+
+ def clip_layer(self, layer_idx):
+ self.layer_idx = layer_idx
+
+ def tokenize(self, text, return_word_ids=False):
+ return self.tokenizer.tokenize_with_weights(text, return_word_ids)
+
+ def encode_from_tokens(self, tokens, return_pooled=False):
+ self.cond_stage_model.reset_clip_options()
+
+ if self.layer_idx is not None:
+ self.cond_stage_model.set_clip_options({"layer": self.layer_idx})
+
+ if return_pooled == "unprojected":
+ self.cond_stage_model.set_clip_options({"projected_pooled": False})
+
+ self.load_model()
+ cond, pooled = self.cond_stage_model.encode_token_weights(tokens)
+ if return_pooled:
+ return cond, pooled
+ return cond
+
+ def encode(self, text):
+ tokens = self.tokenize(text)
+ return self.encode_from_tokens(tokens)
+
+ def load_sd(self, sd, full_model=False):
+ if full_model:
+ return self.cond_stage_model.load_state_dict(sd, strict=False)
+ else:
+ return self.cond_stage_model.load_sd(sd)
+
+ def get_sd(self):
+ return self.cond_stage_model.state_dict()
+
+ def load_model(self):
+ model_management.load_model_gpu(self.patcher)
+ return self.patcher
+
+ def get_key_patches(self):
+ return self.patcher.get_key_patches()
+
+class VAE:
+ def __init__(self, sd=None, device=None, config=None, dtype=None):
+ if 'decoder.up_blocks.0.resnets.0.norm1.weight' in sd.keys(): #diffusers format
+ sd = diffusers_convert.convert_vae_state_dict(sd)
+
+ self.memory_used_encode = lambda shape, dtype: (1767 * shape[2] * shape[3]) * model_management.dtype_size(dtype) #These are for AutoencoderKL and need tweaking (should be lower)
+ self.memory_used_decode = lambda shape, dtype: (2178 * shape[2] * shape[3] * 64) * model_management.dtype_size(dtype)
+ self.downscale_ratio = 8
+ self.upscale_ratio = 8
+ self.latent_channels = 4
+ self.output_channels = 3
+ self.process_input = lambda image: image * 2.0 - 1.0
+ self.process_output = lambda image: torch.clamp((image + 1.0) / 2.0, min=0.0, max=1.0)
+ self.working_dtypes = [torch.bfloat16, torch.float32]
+
+ if config is None:
+ if "decoder.mid.block_1.mix_factor" in sd:
+ encoder_config = {'double_z': True, 'z_channels': 4, 'resolution': 256, 'in_channels': 3, 'out_ch': 3, 'ch': 128, 'ch_mult': [1, 2, 4, 4], 'num_res_blocks': 2, 'attn_resolutions': [], 'dropout': 0.0}
+ decoder_config = encoder_config.copy()
+ decoder_config["video_kernel_size"] = [3, 1, 1]
+ decoder_config["alpha"] = 0.0
+ self.first_stage_model = AutoencodingEngine(regularizer_config={'target': "comfy.ldm.models.autoencoder.DiagonalGaussianRegularizer"},
+ encoder_config={'target': "comfy.ldm.modules.diffusionmodules.model.Encoder", 'params': encoder_config},
+ decoder_config={'target': "comfy.ldm.modules.temporal_ae.VideoDecoder", 'params': decoder_config})
+ elif "taesd_decoder.1.weight" in sd:
+ self.latent_channels = sd["taesd_decoder.1.weight"].shape[1]
+ self.first_stage_model = comfy.taesd.taesd.TAESD(latent_channels=self.latent_channels)
+ elif "vquantizer.codebook.weight" in sd: #VQGan: stage a of stable cascade
+ self.first_stage_model = StageA()
+ self.downscale_ratio = 4
+ self.upscale_ratio = 4
+ #TODO
+ #self.memory_used_encode
+ #self.memory_used_decode
+ self.process_input = lambda image: image
+ self.process_output = lambda image: image
+ elif "backbone.1.0.block.0.1.num_batches_tracked" in sd: #effnet: encoder for stage c latent of stable cascade
+ self.first_stage_model = StageC_coder()
+ self.downscale_ratio = 32
+ self.latent_channels = 16
+ new_sd = {}
+ for k in sd:
+ new_sd["encoder.{}".format(k)] = sd[k]
+ sd = new_sd
+ elif "blocks.11.num_batches_tracked" in sd: #previewer: decoder for stage c latent of stable cascade
+ self.first_stage_model = StageC_coder()
+ self.latent_channels = 16
+ new_sd = {}
+ for k in sd:
+ new_sd["previewer.{}".format(k)] = sd[k]
+ sd = new_sd
+ elif "encoder.backbone.1.0.block.0.1.num_batches_tracked" in sd: #combined effnet and previewer for stable cascade
+ self.first_stage_model = StageC_coder()
+ self.downscale_ratio = 32
+ self.latent_channels = 16
+ elif "decoder.conv_in.weight" in sd:
+ #default SD1.x/SD2.x VAE parameters
+ ddconfig = {'double_z': True, 'z_channels': 4, 'resolution': 256, 'in_channels': 3, 'out_ch': 3, 'ch': 128, 'ch_mult': [1, 2, 4, 4], 'num_res_blocks': 2, 'attn_resolutions': [], 'dropout': 0.0}
+
+ if 'encoder.down.2.downsample.conv.weight' not in sd and 'decoder.up.3.upsample.conv.weight' not in sd: #Stable diffusion x4 upscaler VAE
+ ddconfig['ch_mult'] = [1, 2, 4]
+ self.downscale_ratio = 4
+ self.upscale_ratio = 4
+
+ self.latent_channels = ddconfig['z_channels'] = sd["decoder.conv_in.weight"].shape[1]
+ if 'quant_conv.weight' in sd:
+ self.first_stage_model = AutoencoderKL(ddconfig=ddconfig, embed_dim=4)
+ else:
+ self.first_stage_model = AutoencodingEngine(regularizer_config={'target': "comfy.ldm.models.autoencoder.DiagonalGaussianRegularizer"},
+ encoder_config={'target': "comfy.ldm.modules.diffusionmodules.model.Encoder", 'params': ddconfig},
+ decoder_config={'target': "comfy.ldm.modules.diffusionmodules.model.Decoder", 'params': ddconfig})
+ elif "decoder.layers.1.layers.0.beta" in sd:
+ self.first_stage_model = AudioOobleckVAE()
+ self.memory_used_encode = lambda shape, dtype: (1000 * shape[2]) * model_management.dtype_size(dtype)
+ self.memory_used_decode = lambda shape, dtype: (1000 * shape[2] * 2048) * model_management.dtype_size(dtype)
+ self.latent_channels = 64
+ self.output_channels = 2
+ self.upscale_ratio = 2048
+ self.downscale_ratio = 2048
+ self.process_output = lambda audio: audio
+ self.process_input = lambda audio: audio
+ self.working_dtypes = [torch.float16, torch.bfloat16, torch.float32]
+ else:
+ logging.warning("WARNING: No VAE weights detected, VAE not initalized.")
+ self.first_stage_model = None
+ return
+ else:
+ self.first_stage_model = AutoencoderKL(**(config['params']))
+ self.first_stage_model = self.first_stage_model.eval()
+
+ m, u = self.first_stage_model.load_state_dict(sd, strict=False)
+ if len(m) > 0:
+ logging.warning("Missing VAE keys {}".format(m))
+
+ if len(u) > 0:
+ logging.debug("Leftover VAE keys {}".format(u))
+
+ if device is None:
+ device = model_management.vae_device()
+ self.device = device
+ offload_device = model_management.vae_offload_device()
+ if dtype is None:
+ dtype = model_management.vae_dtype(self.device, self.working_dtypes)
+ self.vae_dtype = dtype
+ self.first_stage_model.to(self.vae_dtype)
+ self.output_device = model_management.intermediate_device()
+
+ self.patcher = comfy.model_patcher.ModelPatcher(self.first_stage_model, load_device=self.device, offload_device=offload_device)
+ logging.debug("VAE load device: {}, offload device: {}, dtype: {}".format(self.device, offload_device, self.vae_dtype))
+
+ def vae_encode_crop_pixels(self, pixels):
+ dims = pixels.shape[1:-1]
+ for d in range(len(dims)):
+ x = (dims[d] // self.downscale_ratio) * self.downscale_ratio
+ x_offset = (dims[d] % self.downscale_ratio) // 2
+ if x != dims[d]:
+ pixels = pixels.narrow(d + 1, x_offset, x)
+ return pixels
+
+ def decode_tiled_(self, samples, tile_x=64, tile_y=64, overlap = 16):
+ steps = samples.shape[0] * comfy.utils.get_tiled_scale_steps(samples.shape[3], samples.shape[2], tile_x, tile_y, overlap)
+ steps += samples.shape[0] * comfy.utils.get_tiled_scale_steps(samples.shape[3], samples.shape[2], tile_x // 2, tile_y * 2, overlap)
+ steps += samples.shape[0] * comfy.utils.get_tiled_scale_steps(samples.shape[3], samples.shape[2], tile_x * 2, tile_y // 2, overlap)
+ pbar = comfy.utils.ProgressBar(steps)
+
+ decode_fn = lambda a: self.first_stage_model.decode(a.to(self.vae_dtype).to(self.device)).float()
+ output = self.process_output(
+ (comfy.utils.tiled_scale(samples, decode_fn, tile_x // 2, tile_y * 2, overlap, upscale_amount = self.upscale_ratio, output_device=self.output_device, pbar = pbar) +
+ comfy.utils.tiled_scale(samples, decode_fn, tile_x * 2, tile_y // 2, overlap, upscale_amount = self.upscale_ratio, output_device=self.output_device, pbar = pbar) +
+ comfy.utils.tiled_scale(samples, decode_fn, tile_x, tile_y, overlap, upscale_amount = self.upscale_ratio, output_device=self.output_device, pbar = pbar))
+ / 3.0)
+ return output
+
+ def decode_tiled_1d(self, samples, tile_x=128, overlap=32):
+ decode_fn = lambda a: self.first_stage_model.decode(a.to(self.vae_dtype).to(self.device)).float()
+ return comfy.utils.tiled_scale_multidim(samples, decode_fn, tile=(tile_x,), overlap=overlap, upscale_amount=self.upscale_ratio, out_channels=self.output_channels, output_device=self.output_device)
+
+ def encode_tiled_(self, pixel_samples, tile_x=512, tile_y=512, overlap = 64):
+ steps = pixel_samples.shape[0] * comfy.utils.get_tiled_scale_steps(pixel_samples.shape[3], pixel_samples.shape[2], tile_x, tile_y, overlap)
+ steps += pixel_samples.shape[0] * comfy.utils.get_tiled_scale_steps(pixel_samples.shape[3], pixel_samples.shape[2], tile_x // 2, tile_y * 2, overlap)
+ steps += pixel_samples.shape[0] * comfy.utils.get_tiled_scale_steps(pixel_samples.shape[3], pixel_samples.shape[2], tile_x * 2, tile_y // 2, overlap)
+ pbar = comfy.utils.ProgressBar(steps)
+
+ encode_fn = lambda a: self.first_stage_model.encode((self.process_input(a)).to(self.vae_dtype).to(self.device)).float()
+ samples = comfy.utils.tiled_scale(pixel_samples, encode_fn, tile_x, tile_y, overlap, upscale_amount = (1/self.downscale_ratio), out_channels=self.latent_channels, output_device=self.output_device, pbar=pbar)
+ samples += comfy.utils.tiled_scale(pixel_samples, encode_fn, tile_x * 2, tile_y // 2, overlap, upscale_amount = (1/self.downscale_ratio), out_channels=self.latent_channels, output_device=self.output_device, pbar=pbar)
+ samples += comfy.utils.tiled_scale(pixel_samples, encode_fn, tile_x // 2, tile_y * 2, overlap, upscale_amount = (1/self.downscale_ratio), out_channels=self.latent_channels, output_device=self.output_device, pbar=pbar)
+ samples /= 3.0
+ return samples
+
+ def encode_tiled_1d(self, samples, tile_x=128 * 2048, overlap=32 * 2048):
+ encode_fn = lambda a: self.first_stage_model.encode((self.process_input(a)).to(self.vae_dtype).to(self.device)).float()
+ return comfy.utils.tiled_scale_multidim(samples, encode_fn, tile=(tile_x,), overlap=overlap, upscale_amount=(1/self.downscale_ratio), out_channels=self.latent_channels, output_device=self.output_device)
+
+ def decode(self, samples_in):
+ try:
+ memory_used = self.memory_used_decode(samples_in.shape, self.vae_dtype)
+ model_management.load_models_gpu([self.patcher], memory_required=memory_used)
+ free_memory = model_management.get_free_memory(self.device)
+ batch_number = int(free_memory / memory_used)
+ batch_number = max(1, batch_number)
+
+ pixel_samples = torch.empty((samples_in.shape[0], self.output_channels) + tuple(map(lambda a: a * self.upscale_ratio, samples_in.shape[2:])), device=self.output_device)
+ for x in range(0, samples_in.shape[0], batch_number):
+ samples = samples_in[x:x+batch_number].to(self.vae_dtype).to(self.device)
+ pixel_samples[x:x+batch_number] = self.process_output(self.first_stage_model.decode(samples).to(self.output_device).float())
+ except model_management.OOM_EXCEPTION as e:
+ logging.warning("Warning: Ran out of memory when regular VAE decoding, retrying with tiled VAE decoding.")
+ if len(samples_in.shape) == 3:
+ pixel_samples = self.decode_tiled_1d(samples_in)
+ else:
+ pixel_samples = self.decode_tiled_(samples_in)
+
+ pixel_samples = pixel_samples.to(self.output_device).movedim(1,-1)
+ return pixel_samples
+
+ def decode_tiled(self, samples, tile_x=64, tile_y=64, overlap = 16):
+ model_management.load_model_gpu(self.patcher)
+ output = self.decode_tiled_(samples, tile_x, tile_y, overlap)
+ return output.movedim(1,-1)
+
+ def encode(self, pixel_samples):
+ pixel_samples = self.vae_encode_crop_pixels(pixel_samples)
+ pixel_samples = pixel_samples.movedim(-1,1)
+ try:
+ memory_used = self.memory_used_encode(pixel_samples.shape, self.vae_dtype)
+ model_management.load_models_gpu([self.patcher], memory_required=memory_used)
+ free_memory = model_management.get_free_memory(self.device)
+ batch_number = int(free_memory / memory_used)
+ batch_number = max(1, batch_number)
+ samples = torch.empty((pixel_samples.shape[0], self.latent_channels) + tuple(map(lambda a: a // self.downscale_ratio, pixel_samples.shape[2:])), device=self.output_device)
+ for x in range(0, pixel_samples.shape[0], batch_number):
+ pixels_in = self.process_input(pixel_samples[x:x+batch_number]).to(self.vae_dtype).to(self.device)
+ samples[x:x+batch_number] = self.first_stage_model.encode(pixels_in).to(self.output_device).float()
+
+ except model_management.OOM_EXCEPTION as e:
+ logging.warning("Warning: Ran out of memory when regular VAE encoding, retrying with tiled VAE encoding.")
+ if len(pixel_samples.shape) == 3:
+ samples = self.encode_tiled_1d(pixel_samples)
+ else:
+ samples = self.encode_tiled_(pixel_samples)
+
+ return samples
+
+ def encode_tiled(self, pixel_samples, tile_x=512, tile_y=512, overlap = 64):
+ pixel_samples = self.vae_encode_crop_pixels(pixel_samples)
+ model_management.load_model_gpu(self.patcher)
+ pixel_samples = pixel_samples.movedim(-1,1)
+ samples = self.encode_tiled_(pixel_samples, tile_x=tile_x, tile_y=tile_y, overlap=overlap)
+ return samples
+
+ def get_sd(self):
+ return self.first_stage_model.state_dict()
+
+class StyleModel:
+ def __init__(self, model, device="cpu"):
+ self.model = model
+
+ def get_cond(self, input):
+ return self.model(input.last_hidden_state)
+
+
+def load_style_model(ckpt_path):
+ model_data = comfy.utils.load_torch_file(ckpt_path, safe_load=True)
+ keys = model_data.keys()
+ if "style_embedding" in keys:
+ model = comfy.t2i_adapter.adapter.StyleAdapter(width=1024, context_dim=768, num_head=8, n_layes=3, num_token=8)
+ else:
+ raise Exception("invalid style model {}".format(ckpt_path))
+ model.load_state_dict(model_data)
+ return StyleModel(model)
+
+class CLIPType(Enum):
+ STABLE_DIFFUSION = 1
+ STABLE_CASCADE = 2
+ SD3 = 3
+ STABLE_AUDIO = 4
+
+def load_clip(ckpt_paths, embedding_directory=None, clip_type=CLIPType.STABLE_DIFFUSION):
+ clip_data = []
+ for p in ckpt_paths:
+ clip_data.append(comfy.utils.load_torch_file(p, safe_load=True))
+
+ class EmptyClass:
+ pass
+
+ for i in range(len(clip_data)):
+ if "transformer.resblocks.0.ln_1.weight" in clip_data[i]:
+ clip_data[i] = comfy.utils.clip_text_transformers_convert(clip_data[i], "", "")
+ else:
+ if "text_projection" in clip_data[i]:
+ clip_data[i]["text_projection.weight"] = clip_data[i]["text_projection"].transpose(0, 1) #old models saved with the CLIPSave node
+
+ clip_target = EmptyClass()
+ clip_target.params = {}
+ if len(clip_data) == 1:
+ if "text_model.encoder.layers.30.mlp.fc1.weight" in clip_data[0]:
+ if clip_type == CLIPType.STABLE_CASCADE:
+ clip_target.clip = sdxl_clip.StableCascadeClipModel
+ clip_target.tokenizer = sdxl_clip.StableCascadeTokenizer
+ else:
+ clip_target.clip = sdxl_clip.SDXLRefinerClipModel
+ clip_target.tokenizer = sdxl_clip.SDXLTokenizer
+ elif "text_model.encoder.layers.22.mlp.fc1.weight" in clip_data[0]:
+ clip_target.clip = sd2_clip.SD2ClipModel
+ clip_target.tokenizer = sd2_clip.SD2Tokenizer
+ elif "encoder.block.23.layer.1.DenseReluDense.wi_1.weight" in clip_data[0]:
+ dtype_t5 = clip_data[0]["encoder.block.23.layer.1.DenseReluDense.wi_1.weight"].dtype
+ clip_target.clip = sd3_clip.sd3_clip(clip_l=False, clip_g=False, t5=True, dtype_t5=dtype_t5)
+ clip_target.tokenizer = sd3_clip.SD3Tokenizer
+ elif "encoder.block.0.layer.0.SelfAttention.k.weight" in clip_data[0]:
+ clip_target.clip = sa_t5.SAT5Model
+ clip_target.tokenizer = sa_t5.SAT5Tokenizer
+ else:
+ clip_target.clip = sd1_clip.SD1ClipModel
+ clip_target.tokenizer = sd1_clip.SD1Tokenizer
+ elif len(clip_data) == 2:
+ if clip_type == CLIPType.SD3:
+ clip_target.clip = sd3_clip.sd3_clip(clip_l=True, clip_g=True, t5=False)
+ clip_target.tokenizer = sd3_clip.SD3Tokenizer
+ else:
+ clip_target.clip = sdxl_clip.SDXLClipModel
+ clip_target.tokenizer = sdxl_clip.SDXLTokenizer
+ elif len(clip_data) == 3:
+ clip_target.clip = sd3_clip.SD3ClipModel
+ clip_target.tokenizer = sd3_clip.SD3Tokenizer
+
+ clip = CLIP(clip_target, embedding_directory=embedding_directory)
+ for c in clip_data:
+ m, u = clip.load_sd(c)
+ if len(m) > 0:
+ logging.warning("clip missing: {}".format(m))
+
+ if len(u) > 0:
+ logging.debug("clip unexpected: {}".format(u))
+ return clip
+
+def load_gligen(ckpt_path):
+ data = comfy.utils.load_torch_file(ckpt_path, safe_load=True)
+ model = gligen.load_gligen(data)
+ if model_management.should_use_fp16():
+ model = model.half()
+ return comfy.model_patcher.ModelPatcher(model, load_device=model_management.get_torch_device(), offload_device=model_management.unet_offload_device())
+
+def load_checkpoint(config_path=None, ckpt_path=None, output_vae=True, output_clip=True, embedding_directory=None, state_dict=None, config=None):
+ logging.warning("Warning: The load checkpoint with config function is deprecated and will eventually be removed, please use the other one.")
+ model, clip, vae, _ = load_checkpoint_guess_config(ckpt_path, output_vae=output_vae, output_clip=output_clip, output_clipvision=False, embedding_directory=embedding_directory, output_model=True)
+ #TODO: this function is a mess and should be removed eventually
+ if config is None:
+ with open(config_path, 'r') as stream:
+ config = yaml.safe_load(stream)
+ model_config_params = config['model']['params']
+ clip_config = model_config_params['cond_stage_config']
+ scale_factor = model_config_params['scale_factor']
+
+ if "parameterization" in model_config_params:
+ if model_config_params["parameterization"] == "v":
+ m = model.clone()
+ class ModelSamplingAdvanced(comfy.model_sampling.ModelSamplingDiscrete, comfy.model_sampling.V_PREDICTION):
+ pass
+ m.add_object_patch("model_sampling", ModelSamplingAdvanced(model.model.model_config))
+ model = m
+
+ layer_idx = clip_config.get("params", {}).get("layer_idx", None)
+ if layer_idx is not None:
+ clip.clip_layer(layer_idx)
+
+ return (model, clip, vae)
+
+def load_checkpoint_guess_config(ckpt_path, output_vae=True, output_clip=True, output_clipvision=False, embedding_directory=None, output_model=True):
+ sd = comfy.utils.load_torch_file(ckpt_path)
+ sd_keys = sd.keys()
+ clip = None
+ clipvision = None
+ vae = None
+ model = None
+ model_patcher = None
+ clip_target = None
+
+ diffusion_model_prefix = model_detection.unet_prefix_from_state_dict(sd)
+ parameters = comfy.utils.calculate_parameters(sd, diffusion_model_prefix)
+ load_device = model_management.get_torch_device()
+
+ model_config = model_detection.model_config_from_unet(sd, diffusion_model_prefix)
+ unet_dtype = model_management.unet_dtype(model_params=parameters, supported_dtypes=model_config.supported_inference_dtypes)
+ manual_cast_dtype = model_management.unet_manual_cast(unet_dtype, load_device, model_config.supported_inference_dtypes)
+ model_config.set_inference_dtype(unet_dtype, manual_cast_dtype)
+
+ if model_config is None:
+ raise RuntimeError("ERROR: Could not detect model type of: {}".format(ckpt_path))
+
+ if model_config.clip_vision_prefix is not None:
+ if output_clipvision:
+ clipvision = clip_vision.load_clipvision_from_sd(sd, model_config.clip_vision_prefix, True)
+
+ if output_model:
+ inital_load_device = model_management.unet_inital_load_device(parameters, unet_dtype)
+ offload_device = model_management.unet_offload_device()
+ model = model_config.get_model(sd, diffusion_model_prefix, device=inital_load_device)
+ model.load_model_weights(sd, diffusion_model_prefix)
+
+ if output_vae:
+ vae_sd = comfy.utils.state_dict_prefix_replace(sd, {k: "" for k in model_config.vae_key_prefix}, filter_keys=True)
+ vae_sd = model_config.process_vae_state_dict(vae_sd)
+ vae = VAE(sd=vae_sd)
+
+ if output_clip:
+ clip_target = model_config.clip_target(state_dict=sd)
+ if clip_target is not None:
+ clip_sd = model_config.process_clip_state_dict(sd)
+ if len(clip_sd) > 0:
+ clip = CLIP(clip_target, embedding_directory=embedding_directory)
+ m, u = clip.load_sd(clip_sd, full_model=True)
+ if len(m) > 0:
+ m_filter = list(filter(lambda a: ".logit_scale" not in a and ".transformer.text_projection.weight" not in a, m))
+ if len(m_filter) > 0:
+ logging.warning("clip missing: {}".format(m))
+ else:
+ logging.debug("clip missing: {}".format(m))
+
+ if len(u) > 0:
+ logging.debug("clip unexpected {}:".format(u))
+ else:
+ logging.warning("no CLIP/text encoder weights in checkpoint, the text encoder model will not be loaded.")
+
+ left_over = sd.keys()
+ if len(left_over) > 0:
+ logging.debug("left over keys: {}".format(left_over))
+
+ if output_model:
+ model_patcher = comfy.model_patcher.ModelPatcher(model, load_device=load_device, offload_device=model_management.unet_offload_device(), current_device=inital_load_device)
+ if inital_load_device != torch.device("cpu"):
+ logging.info("loaded straight to GPU")
+ model_management.load_model_gpu(model_patcher)
+
+ return (model_patcher, clip, vae, clipvision)
+
+
+def load_unet_state_dict(sd): #load unet in diffusers format
+ parameters = comfy.utils.calculate_parameters(sd)
+ unet_dtype = model_management.unet_dtype(model_params=parameters)
+ load_device = model_management.get_torch_device()
+
+ if 'transformer_blocks.0.attn.add_q_proj.weight' in sd: #MMDIT SD3
+ new_sd = model_detection.convert_diffusers_mmdit(sd, "")
+ if new_sd is None:
+ return None
+ model_config = model_detection.model_config_from_unet(new_sd, "")
+ if model_config is None:
+ return None
+ elif "input_blocks.0.0.weight" in sd or 'clf.1.weight' in sd: #ldm or stable cascade
+ model_config = model_detection.model_config_from_unet(sd, "")
+ if model_config is None:
+ return None
+ new_sd = sd
+
+ else: #diffusers
+ model_config = model_detection.model_config_from_diffusers_unet(sd)
+ if model_config is None:
+ return None
+
+ diffusers_keys = comfy.utils.unet_to_diffusers(model_config.unet_config)
+
+ new_sd = {}
+ for k in diffusers_keys:
+ if k in sd:
+ new_sd[diffusers_keys[k]] = sd.pop(k)
+ else:
+ logging.warning("{} {}".format(diffusers_keys[k], k))
+
+ offload_device = model_management.unet_offload_device()
+ unet_dtype = model_management.unet_dtype(model_params=parameters, supported_dtypes=model_config.supported_inference_dtypes)
+ manual_cast_dtype = model_management.unet_manual_cast(unet_dtype, load_device, model_config.supported_inference_dtypes)
+ model_config.set_inference_dtype(unet_dtype, manual_cast_dtype)
+ model = model_config.get_model(new_sd, "")
+ model = model.to(offload_device)
+ model.load_model_weights(new_sd, "")
+ left_over = sd.keys()
+ if len(left_over) > 0:
+ logging.info("left over keys in unet: {}".format(left_over))
+ return comfy.model_patcher.ModelPatcher(model, load_device=load_device, offload_device=offload_device)
+
+def load_unet(unet_path):
+ sd = comfy.utils.load_torch_file(unet_path)
+ model = load_unet_state_dict(sd)
+ if model is None:
+ logging.error("ERROR UNSUPPORTED UNET {}".format(unet_path))
+ raise RuntimeError("ERROR: Could not detect model type of: {}".format(unet_path))
+ return model
+
+def save_checkpoint(output_path, model, clip=None, vae=None, clip_vision=None, metadata=None, extra_keys={}):
+ clip_sd = None
+ load_models = [model]
+ if clip is not None:
+ load_models.append(clip.load_model())
+ clip_sd = clip.get_sd()
+
+ model_management.load_models_gpu(load_models, force_patch_weights=True)
+ clip_vision_sd = clip_vision.get_sd() if clip_vision is not None else None
+ sd = model.model.state_dict_for_saving(clip_sd, vae.get_sd(), clip_vision_sd)
+ for k in extra_keys:
+ sd[k] = extra_keys[k]
+
+ comfy.utils.save_torch_file(sd, output_path, metadata=metadata)
diff --git a/ComfyUI/comfy/sd1_clip.py b/ComfyUI/comfy/sd1_clip.py
new file mode 100644
index 0000000000000000000000000000000000000000..f5d18c22b62ccee9524ed831456fd607f9894cc0
--- /dev/null
+++ b/ComfyUI/comfy/sd1_clip.py
@@ -0,0 +1,531 @@
+import os
+
+from transformers import CLIPTokenizer
+import comfy.ops
+import torch
+import traceback
+import zipfile
+from . import model_management
+import comfy.clip_model
+import json
+import logging
+import numbers
+
+def gen_empty_tokens(special_tokens, length):
+ start_token = special_tokens.get("start", None)
+ end_token = special_tokens.get("end", None)
+ pad_token = special_tokens.get("pad")
+ output = []
+ if start_token is not None:
+ output.append(start_token)
+ if end_token is not None:
+ output.append(end_token)
+ output += [pad_token] * (length - len(output))
+ return output
+
+class ClipTokenWeightEncoder:
+ def encode_token_weights(self, token_weight_pairs):
+ to_encode = list()
+ max_token_len = 0
+ has_weights = False
+ for x in token_weight_pairs:
+ tokens = list(map(lambda a: a[0], x))
+ max_token_len = max(len(tokens), max_token_len)
+ has_weights = has_weights or not all(map(lambda a: a[1] == 1.0, x))
+ to_encode.append(tokens)
+
+ sections = len(to_encode)
+ if has_weights or sections == 0:
+ to_encode.append(gen_empty_tokens(self.special_tokens, max_token_len))
+
+ out, pooled = self.encode(to_encode)
+ if pooled is not None:
+ first_pooled = pooled[0:1].to(model_management.intermediate_device())
+ else:
+ first_pooled = pooled
+
+ output = []
+ for k in range(0, sections):
+ z = out[k:k+1]
+ if has_weights:
+ z_empty = out[-1]
+ for i in range(len(z)):
+ for j in range(len(z[i])):
+ weight = token_weight_pairs[k][j][1]
+ if weight != 1.0:
+ z[i][j] = (z[i][j] - z_empty[j]) * weight + z_empty[j]
+ output.append(z)
+
+ if (len(output) == 0):
+ return out[-1:].to(model_management.intermediate_device()), first_pooled
+ return torch.cat(output, dim=-2).to(model_management.intermediate_device()), first_pooled
+
+class SDClipModel(torch.nn.Module, ClipTokenWeightEncoder):
+ """Uses the CLIP transformer encoder for text (from huggingface)"""
+ LAYERS = [
+ "last",
+ "pooled",
+ "hidden"
+ ]
+ def __init__(self, version="openai/clip-vit-large-patch14", device="cpu", max_length=77,
+ freeze=True, layer="last", layer_idx=None, textmodel_json_config=None, dtype=None, model_class=comfy.clip_model.CLIPTextModel,
+ special_tokens={"start": 49406, "end": 49407, "pad": 49407}, layer_norm_hidden_state=True, enable_attention_masks=False, zero_out_masked=False,
+ return_projected_pooled=True): # clip-vit-base-patch32
+ super().__init__()
+ assert layer in self.LAYERS
+
+ if textmodel_json_config is None:
+ textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "sd1_clip_config.json")
+
+ with open(textmodel_json_config) as f:
+ config = json.load(f)
+
+ self.transformer = model_class(config, dtype, device, comfy.ops.manual_cast)
+ self.num_layers = self.transformer.num_layers
+
+ self.max_length = max_length
+ if freeze:
+ self.freeze()
+ self.layer = layer
+ self.layer_idx = None
+ self.special_tokens = special_tokens
+
+ self.logit_scale = torch.nn.Parameter(torch.tensor(4.6055))
+ self.enable_attention_masks = enable_attention_masks
+ self.zero_out_masked = zero_out_masked
+
+ self.layer_norm_hidden_state = layer_norm_hidden_state
+ self.return_projected_pooled = return_projected_pooled
+
+ if layer == "hidden":
+ assert layer_idx is not None
+ assert abs(layer_idx) < self.num_layers
+ self.set_clip_options({"layer": layer_idx})
+ self.options_default = (self.layer, self.layer_idx, self.return_projected_pooled)
+
+ def freeze(self):
+ self.transformer = self.transformer.eval()
+ #self.train = disabled_train
+ for param in self.parameters():
+ param.requires_grad = False
+
+ def set_clip_options(self, options):
+ layer_idx = options.get("layer", self.layer_idx)
+ self.return_projected_pooled = options.get("projected_pooled", self.return_projected_pooled)
+ if layer_idx is None or abs(layer_idx) > self.num_layers:
+ self.layer = "last"
+ else:
+ self.layer = "hidden"
+ self.layer_idx = layer_idx
+
+ def reset_clip_options(self):
+ self.layer = self.options_default[0]
+ self.layer_idx = self.options_default[1]
+ self.return_projected_pooled = self.options_default[2]
+
+ def set_up_textual_embeddings(self, tokens, current_embeds):
+ out_tokens = []
+ next_new_token = token_dict_size = current_embeds.weight.shape[0] - 1
+ embedding_weights = []
+
+ for x in tokens:
+ tokens_temp = []
+ for y in x:
+ if isinstance(y, numbers.Integral):
+ if y == token_dict_size: #EOS token
+ y = -1
+ tokens_temp += [int(y)]
+ else:
+ if y.shape[0] == current_embeds.weight.shape[1]:
+ embedding_weights += [y]
+ tokens_temp += [next_new_token]
+ next_new_token += 1
+ else:
+ logging.warning("WARNING: shape mismatch when trying to apply embedding, embedding will be ignored {} != {}".format(y.shape[0], current_embeds.weight.shape[1]))
+ while len(tokens_temp) < len(x):
+ tokens_temp += [self.special_tokens["pad"]]
+ out_tokens += [tokens_temp]
+
+ n = token_dict_size
+ if len(embedding_weights) > 0:
+ new_embedding = torch.nn.Embedding(next_new_token + 1, current_embeds.weight.shape[1], device=current_embeds.weight.device, dtype=current_embeds.weight.dtype)
+ new_embedding.weight[:token_dict_size] = current_embeds.weight[:-1]
+ for x in embedding_weights:
+ new_embedding.weight[n] = x
+ n += 1
+ new_embedding.weight[n] = current_embeds.weight[-1] #EOS embedding
+ self.transformer.set_input_embeddings(new_embedding)
+
+ processed_tokens = []
+ for x in out_tokens:
+ processed_tokens += [list(map(lambda a: n if a == -1 else a, x))] #The EOS token should always be the largest one
+
+ return processed_tokens
+
+ def forward(self, tokens):
+ backup_embeds = self.transformer.get_input_embeddings()
+ device = backup_embeds.weight.device
+ tokens = self.set_up_textual_embeddings(tokens, backup_embeds)
+ tokens = torch.LongTensor(tokens).to(device)
+
+ attention_mask = None
+ if self.enable_attention_masks:
+ attention_mask = torch.zeros_like(tokens)
+ end_token = self.special_tokens.get("end", -1)
+ for x in range(attention_mask.shape[0]):
+ for y in range(attention_mask.shape[1]):
+ attention_mask[x, y] = 1
+ if tokens[x, y] == end_token:
+ break
+
+ outputs = self.transformer(tokens, attention_mask, intermediate_output=self.layer_idx, final_layer_norm_intermediate=self.layer_norm_hidden_state)
+ self.transformer.set_input_embeddings(backup_embeds)
+
+ if self.layer == "last":
+ z = outputs[0].float()
+ else:
+ z = outputs[1].float()
+
+ if self.zero_out_masked and attention_mask is not None:
+ z *= attention_mask.unsqueeze(-1).float()
+
+ pooled_output = None
+ if len(outputs) >= 3:
+ if not self.return_projected_pooled and len(outputs) >= 4 and outputs[3] is not None:
+ pooled_output = outputs[3].float()
+ elif outputs[2] is not None:
+ pooled_output = outputs[2].float()
+
+ return z, pooled_output
+
+ def encode(self, tokens):
+ return self(tokens)
+
+ def load_sd(self, sd):
+ return self.transformer.load_state_dict(sd, strict=False)
+
+def parse_parentheses(string):
+ result = []
+ current_item = ""
+ nesting_level = 0
+ for char in string:
+ if char == "(":
+ if nesting_level == 0:
+ if current_item:
+ result.append(current_item)
+ current_item = "("
+ else:
+ current_item = "("
+ else:
+ current_item += char
+ nesting_level += 1
+ elif char == ")":
+ nesting_level -= 1
+ if nesting_level == 0:
+ result.append(current_item + ")")
+ current_item = ""
+ else:
+ current_item += char
+ else:
+ current_item += char
+ if current_item:
+ result.append(current_item)
+ return result
+
+def token_weights(string, current_weight):
+ a = parse_parentheses(string)
+ out = []
+ for x in a:
+ weight = current_weight
+ if len(x) >= 2 and x[-1] == ')' and x[0] == '(':
+ x = x[1:-1]
+ xx = x.rfind(":")
+ weight *= 1.1
+ if xx > 0:
+ try:
+ weight = float(x[xx+1:])
+ x = x[:xx]
+ except:
+ pass
+ out += token_weights(x, weight)
+ else:
+ out += [(x, current_weight)]
+ return out
+
+def escape_important(text):
+ text = text.replace("\\)", "\0\1")
+ text = text.replace("\\(", "\0\2")
+ return text
+
+def unescape_important(text):
+ text = text.replace("\0\1", ")")
+ text = text.replace("\0\2", "(")
+ return text
+
+def safe_load_embed_zip(embed_path):
+ with zipfile.ZipFile(embed_path) as myzip:
+ names = list(filter(lambda a: "data/" in a, myzip.namelist()))
+ names.reverse()
+ for n in names:
+ with myzip.open(n) as myfile:
+ data = myfile.read()
+ number = len(data) // 4
+ length_embed = 1024 #sd2.x
+ if number < 768:
+ continue
+ if number % 768 == 0:
+ length_embed = 768 #sd1.x
+ num_embeds = number // length_embed
+ embed = torch.frombuffer(data, dtype=torch.float)
+ out = embed.reshape((num_embeds, length_embed)).clone()
+ del embed
+ return out
+
+def expand_directory_list(directories):
+ dirs = set()
+ for x in directories:
+ dirs.add(x)
+ for root, subdir, file in os.walk(x, followlinks=True):
+ dirs.add(root)
+ return list(dirs)
+
+def load_embed(embedding_name, embedding_directory, embedding_size, embed_key=None):
+ if isinstance(embedding_directory, str):
+ embedding_directory = [embedding_directory]
+
+ embedding_directory = expand_directory_list(embedding_directory)
+
+ valid_file = None
+ for embed_dir in embedding_directory:
+ embed_path = os.path.abspath(os.path.join(embed_dir, embedding_name))
+ embed_dir = os.path.abspath(embed_dir)
+ try:
+ if os.path.commonpath((embed_dir, embed_path)) != embed_dir:
+ continue
+ except:
+ continue
+ if not os.path.isfile(embed_path):
+ extensions = ['.safetensors', '.pt', '.bin']
+ for x in extensions:
+ t = embed_path + x
+ if os.path.isfile(t):
+ valid_file = t
+ break
+ else:
+ valid_file = embed_path
+ if valid_file is not None:
+ break
+
+ if valid_file is None:
+ return None
+
+ embed_path = valid_file
+
+ embed_out = None
+
+ try:
+ if embed_path.lower().endswith(".safetensors"):
+ import safetensors.torch
+ embed = safetensors.torch.load_file(embed_path, device="cpu")
+ else:
+ if 'weights_only' in torch.load.__code__.co_varnames:
+ try:
+ embed = torch.load(embed_path, weights_only=True, map_location="cpu")
+ except:
+ embed_out = safe_load_embed_zip(embed_path)
+ else:
+ embed = torch.load(embed_path, map_location="cpu")
+ except Exception as e:
+ logging.warning("{}\n\nerror loading embedding, skipping loading: {}".format(traceback.format_exc(), embedding_name))
+ return None
+
+ if embed_out is None:
+ if 'string_to_param' in embed:
+ values = embed['string_to_param'].values()
+ embed_out = next(iter(values))
+ elif isinstance(embed, list):
+ out_list = []
+ for x in range(len(embed)):
+ for k in embed[x]:
+ t = embed[x][k]
+ if t.shape[-1] != embedding_size:
+ continue
+ out_list.append(t.reshape(-1, t.shape[-1]))
+ embed_out = torch.cat(out_list, dim=0)
+ elif embed_key is not None and embed_key in embed:
+ embed_out = embed[embed_key]
+ else:
+ values = embed.values()
+ embed_out = next(iter(values))
+ return embed_out
+
+class SDTokenizer:
+ def __init__(self, tokenizer_path=None, max_length=77, pad_with_end=True, embedding_directory=None, embedding_size=768, embedding_key='clip_l', tokenizer_class=CLIPTokenizer, has_start_token=True, pad_to_max_length=True, min_length=None):
+ if tokenizer_path is None:
+ tokenizer_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "sd1_tokenizer")
+ self.tokenizer = tokenizer_class.from_pretrained(tokenizer_path)
+ self.max_length = max_length
+ self.min_length = min_length
+
+ empty = self.tokenizer('')["input_ids"]
+ if has_start_token:
+ self.tokens_start = 1
+ self.start_token = empty[0]
+ self.end_token = empty[1]
+ else:
+ self.tokens_start = 0
+ self.start_token = None
+ self.end_token = empty[0]
+ self.pad_with_end = pad_with_end
+ self.pad_to_max_length = pad_to_max_length
+
+ vocab = self.tokenizer.get_vocab()
+ self.inv_vocab = {v: k for k, v in vocab.items()}
+ self.embedding_directory = embedding_directory
+ self.max_word_length = 8
+ self.embedding_identifier = "embedding:"
+ self.embedding_size = embedding_size
+ self.embedding_key = embedding_key
+
+ def _try_get_embedding(self, embedding_name:str):
+ '''
+ Takes a potential embedding name and tries to retrieve it.
+ Returns a Tuple consisting of the embedding and any leftover string, embedding can be None.
+ '''
+ embed = load_embed(embedding_name, self.embedding_directory, self.embedding_size, self.embedding_key)
+ if embed is None:
+ stripped = embedding_name.strip(',')
+ if len(stripped) < len(embedding_name):
+ embed = load_embed(stripped, self.embedding_directory, self.embedding_size, self.embedding_key)
+ return (embed, embedding_name[len(stripped):])
+ return (embed, "")
+
+
+ def tokenize_with_weights(self, text:str, return_word_ids=False):
+ '''
+ Takes a prompt and converts it to a list of (token, weight, word id) elements.
+ Tokens can both be integer tokens and pre computed CLIP tensors.
+ Word id values are unique per word and embedding, where the id 0 is reserved for non word tokens.
+ Returned list has the dimensions NxM where M is the input size of CLIP
+ '''
+ if self.pad_with_end:
+ pad_token = self.end_token
+ else:
+ pad_token = 0
+
+ text = escape_important(text)
+ parsed_weights = token_weights(text, 1.0)
+
+ #tokenize words
+ tokens = []
+ for weighted_segment, weight in parsed_weights:
+ to_tokenize = unescape_important(weighted_segment).replace("\n", " ").split(' ')
+ to_tokenize = [x for x in to_tokenize if x != ""]
+ for word in to_tokenize:
+ #if we find an embedding, deal with the embedding
+ if word.startswith(self.embedding_identifier) and self.embedding_directory is not None:
+ embedding_name = word[len(self.embedding_identifier):].strip('\n')
+ embed, leftover = self._try_get_embedding(embedding_name)
+ if embed is None:
+ logging.warning(f"warning, embedding:{embedding_name} does not exist, ignoring")
+ else:
+ if len(embed.shape) == 1:
+ tokens.append([(embed, weight)])
+ else:
+ tokens.append([(embed[x], weight) for x in range(embed.shape[0])])
+ #if we accidentally have leftover text, continue parsing using leftover, else move on to next word
+ if leftover != "":
+ word = leftover
+ else:
+ continue
+ #parse word
+ tokens.append([(t, weight) for t in self.tokenizer(word)["input_ids"][self.tokens_start:-1]])
+
+ #reshape token array to CLIP input size
+ batched_tokens = []
+ batch = []
+ if self.start_token is not None:
+ batch.append((self.start_token, 1.0, 0))
+ batched_tokens.append(batch)
+ for i, t_group in enumerate(tokens):
+ #determine if we're going to try and keep the tokens in a single batch
+ is_large = len(t_group) >= self.max_word_length
+
+ while len(t_group) > 0:
+ if len(t_group) + len(batch) > self.max_length - 1:
+ remaining_length = self.max_length - len(batch) - 1
+ #break word in two and add end token
+ if is_large:
+ batch.extend([(t,w,i+1) for t,w in t_group[:remaining_length]])
+ batch.append((self.end_token, 1.0, 0))
+ t_group = t_group[remaining_length:]
+ #add end token and pad
+ else:
+ batch.append((self.end_token, 1.0, 0))
+ if self.pad_to_max_length:
+ batch.extend([(pad_token, 1.0, 0)] * (remaining_length))
+ #start new batch
+ batch = []
+ if self.start_token is not None:
+ batch.append((self.start_token, 1.0, 0))
+ batched_tokens.append(batch)
+ else:
+ batch.extend([(t,w,i+1) for t,w in t_group])
+ t_group = []
+
+ #fill last batch
+ batch.append((self.end_token, 1.0, 0))
+ if self.pad_to_max_length:
+ batch.extend([(pad_token, 1.0, 0)] * (self.max_length - len(batch)))
+ if self.min_length is not None and len(batch) < self.min_length:
+ batch.extend([(pad_token, 1.0, 0)] * (self.min_length - len(batch)))
+
+ if not return_word_ids:
+ batched_tokens = [[(t, w) for t, w,_ in x] for x in batched_tokens]
+
+ return batched_tokens
+
+
+ def untokenize(self, token_weight_pair):
+ return list(map(lambda a: (a, self.inv_vocab[a[0]]), token_weight_pair))
+
+
+class SD1Tokenizer:
+ def __init__(self, embedding_directory=None, clip_name="l", tokenizer=SDTokenizer):
+ self.clip_name = clip_name
+ self.clip = "clip_{}".format(self.clip_name)
+ setattr(self, self.clip, tokenizer(embedding_directory=embedding_directory))
+
+ def tokenize_with_weights(self, text:str, return_word_ids=False):
+ out = {}
+ out[self.clip_name] = getattr(self, self.clip).tokenize_with_weights(text, return_word_ids)
+ return out
+
+ def untokenize(self, token_weight_pair):
+ return getattr(self, self.clip).untokenize(token_weight_pair)
+
+
+class SD1ClipModel(torch.nn.Module):
+ def __init__(self, device="cpu", dtype=None, clip_name="l", clip_model=SDClipModel, **kwargs):
+ super().__init__()
+ self.clip_name = clip_name
+ self.clip = "clip_{}".format(self.clip_name)
+ setattr(self, self.clip, clip_model(device=device, dtype=dtype, **kwargs))
+
+ self.dtypes = set()
+ if dtype is not None:
+ self.dtypes.add(dtype)
+
+ def set_clip_options(self, options):
+ getattr(self, self.clip).set_clip_options(options)
+
+ def reset_clip_options(self):
+ getattr(self, self.clip).reset_clip_options()
+
+ def encode_token_weights(self, token_weight_pairs):
+ token_weight_pairs = token_weight_pairs[self.clip_name]
+ out, pooled = getattr(self, self.clip).encode_token_weights(token_weight_pairs)
+ return out, pooled
+
+ def load_sd(self, sd):
+ return getattr(self, self.clip).load_sd(sd)
diff --git a/ComfyUI/comfy/sd1_clip_config.json b/ComfyUI/comfy/sd1_clip_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ba60d6d6cc77bc279927c54b43d5d5d658c9a11
--- /dev/null
+++ b/ComfyUI/comfy/sd1_clip_config.json
@@ -0,0 +1,25 @@
+{
+ "_name_or_path": "openai/clip-vit-large-patch14",
+ "architectures": [
+ "CLIPTextModel"
+ ],
+ "attention_dropout": 0.0,
+ "bos_token_id": 0,
+ "dropout": 0.0,
+ "eos_token_id": 2,
+ "hidden_act": "quick_gelu",
+ "hidden_size": 768,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 3072,
+ "layer_norm_eps": 1e-05,
+ "max_position_embeddings": 77,
+ "model_type": "clip_text_model",
+ "num_attention_heads": 12,
+ "num_hidden_layers": 12,
+ "pad_token_id": 1,
+ "projection_dim": 768,
+ "torch_dtype": "float32",
+ "transformers_version": "4.24.0",
+ "vocab_size": 49408
+}
diff --git a/ComfyUI/comfy/sd1_tokenizer/merges.txt b/ComfyUI/comfy/sd1_tokenizer/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1876098c4dcbf22af518537b3bd63102a05e1313
--- /dev/null
+++ b/ComfyUI/comfy/sd1_tokenizer/merges.txt
@@ -0,0 +1,48895 @@
+#version: 0.2
+i n
+t h
+a n
+r e
+a r
+e r
+th e
+in g
+o u
+o n
+s t
+o r
+e n
+o n
+a l
+a t
+e r
+i t
+i n
+t o
+r o
+i s
+l e
+i c
+a t
+an d
+e d
+o f
+c h
+o r
+e s
+i l
+e l
+s t
+a c
+o m
+a m
+l o
+a n
+a y
+s h
+r i
+l i
+t i
+f or
+n e
+ð Ł
+r a
+h a
+d e
+o l
+v e
+s i
+u r
+a l
+s e
+' s
+u n
+d i
+b e
+l a
+w h
+o o
+d ay
+e n
+m a
+n o
+l e
+t o
+ou r
+i r
+g h
+w it
+i t
+y o
+a s
+s p
+th is
+t s
+at i
+yo u
+wit h
+a d
+i s
+a b
+l y
+w e
+th e
+t e
+a s
+a g
+v i
+p p
+s u
+h o
+m y
+. .
+b u
+c om
+s e
+er s
+m e
+m e
+al l
+c on
+m o
+k e
+g e
+ou t
+en t
+c o
+f e
+v er
+a r
+f ro
+a u
+p o
+c e
+gh t
+ar e
+s s
+fro m
+c h
+t r
+ou n
+on e
+b y
+d o
+t h
+w or
+er e
+k e
+p ro
+f or
+d s
+b o
+t a
+w e
+g o
+h e
+t er
+in g
+d e
+b e
+ati on
+m or
+a y
+e x
+il l
+p e
+k s
+s c
+l u
+f u
+q u
+v er
+ðŁ ĺ
+j u
+m u
+at e
+an d
+v e
+k ing
+m ar
+o p
+h i
+.. .
+p re
+a d
+r u
+th at
+j o
+o f
+c e
+ne w
+a m
+a p
+g re
+s s
+d u
+no w
+y e
+t ing
+y our
+it y
+n i
+c i
+p ar
+g u
+f i
+a f
+p er
+t er
+u p
+s o
+g i
+on s
+g r
+g e
+b r
+p l
+' t
+m i
+in e
+we e
+b i
+u s
+sh o
+ha ve
+to day
+a v
+m an
+en t
+ac k
+ur e
+ou r
+â Ģ
+c u
+l d
+lo o
+i m
+ic e
+s om
+f in
+re d
+re n
+oo d
+w as
+ti on
+p i
+i r
+th er
+t y
+p h
+ar d
+e c
+! !
+m on
+mor e
+w ill
+t ra
+c an
+c ol
+p u
+t e
+w n
+m b
+s o
+it i
+ju st
+n ing
+h ere
+t u
+p a
+p r
+bu t
+wh at
+al ly
+f ir
+m in
+c a
+an t
+s a
+t ed
+e v
+m ent
+f a
+ge t
+am e
+ab out
+g ra
+no t
+ha pp
+ay s
+m an
+h is
+ti me
+li ke
+g h
+ha s
+th an
+lo ve
+ar t
+st e
+d ing
+h e
+c re
+w s
+w at
+d er
+it e
+s er
+ac e
+ag e
+en d
+st r
+a w
+st or
+r e
+c ar
+el l
+al l
+p s
+f ri
+p ho
+p or
+d o
+a k
+w i
+f re
+wh o
+sh i
+b oo
+s on
+el l
+wh en
+il l
+ho w
+gre at
+w in
+e l
+b l
+s si
+al i
+som e
+ðŁ Ĵ
+t on
+d er
+le s
+p la
+ï ¸
+e d
+s ch
+h u
+on g
+d on
+k i
+s h
+an n
+c or
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diff --git a/ComfyUI/comfy/sd1_tokenizer/special_tokens_map.json b/ComfyUI/comfy/sd1_tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad919e089d4d032a933a2a9087de2857d55af3bc
--- /dev/null
+++ b/ComfyUI/comfy/sd1_tokenizer/special_tokens_map.json
@@ -0,0 +1,24 @@
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new file mode 100644
index 0000000000000000000000000000000000000000..ecce7b0cfe89c534c5d54b50aeec0a8b277d9fc9
--- /dev/null
+++ b/ComfyUI/comfy/sd1_tokenizer/tokenizer_config.json
@@ -0,0 +1,34 @@
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+ }
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new file mode 100644
index 0000000000000000000000000000000000000000..521b2c5def638d17b1e463ce25597140a1720005
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+}
diff --git a/ComfyUI/comfy/sd2_clip.py b/ComfyUI/comfy/sd2_clip.py
new file mode 100644
index 0000000000000000000000000000000000000000..1b01ed916b076f1aa58cbc45458e548ac24acf96
--- /dev/null
+++ b/ComfyUI/comfy/sd2_clip.py
@@ -0,0 +1,23 @@
+from comfy import sd1_clip
+import os
+
+class SD2ClipHModel(sd1_clip.SDClipModel):
+ def __init__(self, arch="ViT-H-14", device="cpu", max_length=77, freeze=True, layer="penultimate", layer_idx=None, dtype=None):
+ if layer == "penultimate":
+ layer="hidden"
+ layer_idx=-2
+
+ textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "sd2_clip_config.json")
+ super().__init__(device=device, freeze=freeze, layer=layer, layer_idx=layer_idx, textmodel_json_config=textmodel_json_config, dtype=dtype, special_tokens={"start": 49406, "end": 49407, "pad": 0})
+
+class SD2ClipHTokenizer(sd1_clip.SDTokenizer):
+ def __init__(self, tokenizer_path=None, embedding_directory=None):
+ super().__init__(tokenizer_path, pad_with_end=False, embedding_directory=embedding_directory, embedding_size=1024)
+
+class SD2Tokenizer(sd1_clip.SD1Tokenizer):
+ def __init__(self, embedding_directory=None):
+ super().__init__(embedding_directory=embedding_directory, clip_name="h", tokenizer=SD2ClipHTokenizer)
+
+class SD2ClipModel(sd1_clip.SD1ClipModel):
+ def __init__(self, device="cpu", dtype=None, **kwargs):
+ super().__init__(device=device, dtype=dtype, clip_name="h", clip_model=SD2ClipHModel, **kwargs)
diff --git a/ComfyUI/comfy/sd2_clip_config.json b/ComfyUI/comfy/sd2_clip_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..61097b047bcf0bef0b072c508db65c3e9fa5f89b
--- /dev/null
+++ b/ComfyUI/comfy/sd2_clip_config.json
@@ -0,0 +1,23 @@
+{
+ "architectures": [
+ "CLIPTextModel"
+ ],
+ "attention_dropout": 0.0,
+ "bos_token_id": 0,
+ "dropout": 0.0,
+ "eos_token_id": 2,
+ "hidden_act": "gelu",
+ "hidden_size": 1024,
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "layer_norm_eps": 1e-05,
+ "max_position_embeddings": 77,
+ "model_type": "clip_text_model",
+ "num_attention_heads": 16,
+ "num_hidden_layers": 24,
+ "pad_token_id": 1,
+ "projection_dim": 1024,
+ "torch_dtype": "float32",
+ "vocab_size": 49408
+}
diff --git a/ComfyUI/comfy/sd3_clip.py b/ComfyUI/comfy/sd3_clip.py
new file mode 100644
index 0000000000000000000000000000000000000000..8f07c19d37d756a2763964dbf805a3b8b764e4c8
--- /dev/null
+++ b/ComfyUI/comfy/sd3_clip.py
@@ -0,0 +1,150 @@
+from comfy import sd1_clip
+from comfy import sdxl_clip
+from transformers import T5TokenizerFast
+import comfy.t5
+import torch
+import os
+import comfy.model_management
+import logging
+
+class T5XXLModel(sd1_clip.SDClipModel):
+ def __init__(self, device="cpu", layer="last", layer_idx=None, dtype=None):
+ textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "t5_config_xxl.json")
+ super().__init__(device=device, layer=layer, layer_idx=layer_idx, textmodel_json_config=textmodel_json_config, dtype=dtype, special_tokens={"end": 1, "pad": 0}, model_class=comfy.t5.T5)
+
+class T5XXLTokenizer(sd1_clip.SDTokenizer):
+ def __init__(self, embedding_directory=None):
+ tokenizer_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "t5_tokenizer")
+ super().__init__(tokenizer_path, pad_with_end=False, embedding_size=4096, embedding_key='t5xxl', tokenizer_class=T5TokenizerFast, has_start_token=False, pad_to_max_length=False, max_length=99999999, min_length=77)
+
+class SDT5XXLTokenizer(sd1_clip.SD1Tokenizer):
+ def __init__(self, embedding_directory=None):
+ super().__init__(embedding_directory=embedding_directory, clip_name="t5xxl", tokenizer=T5XXLTokenizer)
+
+class SDT5XXLModel(sd1_clip.SD1ClipModel):
+ def __init__(self, device="cpu", dtype=None, **kwargs):
+ super().__init__(device=device, dtype=dtype, clip_name="t5xxl", clip_model=T5XXLModel, **kwargs)
+
+
+
+class SD3Tokenizer:
+ def __init__(self, embedding_directory=None):
+ self.clip_l = sd1_clip.SDTokenizer(embedding_directory=embedding_directory)
+ self.clip_g = sdxl_clip.SDXLClipGTokenizer(embedding_directory=embedding_directory)
+ self.t5xxl = T5XXLTokenizer(embedding_directory=embedding_directory)
+
+ def tokenize_with_weights(self, text:str, return_word_ids=False):
+ out = {}
+ out["g"] = self.clip_g.tokenize_with_weights(text, return_word_ids)
+ out["l"] = self.clip_l.tokenize_with_weights(text, return_word_ids)
+ out["t5xxl"] = self.t5xxl.tokenize_with_weights(text, return_word_ids)
+ return out
+
+ def untokenize(self, token_weight_pair):
+ return self.clip_g.untokenize(token_weight_pair)
+
+class SD3ClipModel(torch.nn.Module):
+ def __init__(self, clip_l=True, clip_g=True, t5=True, dtype_t5=None, device="cpu", dtype=None):
+ super().__init__()
+ self.dtypes = set()
+ if clip_l:
+ self.clip_l = sd1_clip.SDClipModel(layer="hidden", layer_idx=-2, device=device, dtype=dtype, layer_norm_hidden_state=False, return_projected_pooled=False)
+ self.dtypes.add(dtype)
+ else:
+ self.clip_l = None
+
+ if clip_g:
+ self.clip_g = sdxl_clip.SDXLClipG(device=device, dtype=dtype)
+ self.dtypes.add(dtype)
+ else:
+ self.clip_g = None
+
+ if t5:
+ if dtype_t5 is None:
+ dtype_t5 = dtype
+ elif comfy.model_management.dtype_size(dtype_t5) > comfy.model_management.dtype_size(dtype):
+ dtype_t5 = dtype
+
+ if not comfy.model_management.supports_cast(device, dtype_t5):
+ dtype_t5 = dtype
+
+ self.t5xxl = T5XXLModel(device=device, dtype=dtype_t5)
+ self.dtypes.add(dtype_t5)
+ else:
+ self.t5xxl = None
+
+ logging.debug("Created SD3 text encoder with: clip_l {}, clip_g {}, t5xxl {}:{}".format(clip_l, clip_g, t5, dtype_t5))
+
+ def set_clip_options(self, options):
+ if self.clip_l is not None:
+ self.clip_l.set_clip_options(options)
+ if self.clip_g is not None:
+ self.clip_g.set_clip_options(options)
+ if self.t5xxl is not None:
+ self.t5xxl.set_clip_options(options)
+
+ def reset_clip_options(self):
+ if self.clip_l is not None:
+ self.clip_l.reset_clip_options()
+ if self.clip_g is not None:
+ self.clip_g.reset_clip_options()
+ if self.t5xxl is not None:
+ self.t5xxl.reset_clip_options()
+
+ def encode_token_weights(self, token_weight_pairs):
+ token_weight_pairs_l = token_weight_pairs["l"]
+ token_weight_pairs_g = token_weight_pairs["g"]
+ token_weight_pars_t5 = token_weight_pairs["t5xxl"]
+ lg_out = None
+ pooled = None
+ out = None
+
+ if len(token_weight_pairs_g) > 0 or len(token_weight_pairs_l) > 0:
+ if self.clip_l is not None:
+ lg_out, l_pooled = self.clip_l.encode_token_weights(token_weight_pairs_l)
+ else:
+ l_pooled = torch.zeros((1, 768), device=comfy.model_management.intermediate_device())
+
+ if self.clip_g is not None:
+ g_out, g_pooled = self.clip_g.encode_token_weights(token_weight_pairs_g)
+ if lg_out is not None:
+ lg_out = torch.cat([lg_out, g_out], dim=-1)
+ else:
+ lg_out = torch.nn.functional.pad(g_out, (768, 0))
+ else:
+ g_out = None
+ g_pooled = torch.zeros((1, 1280), device=comfy.model_management.intermediate_device())
+
+ if lg_out is not None:
+ lg_out = torch.nn.functional.pad(lg_out, (0, 4096 - lg_out.shape[-1]))
+ out = lg_out
+ pooled = torch.cat((l_pooled, g_pooled), dim=-1)
+
+ if self.t5xxl is not None:
+ t5_out, t5_pooled = self.t5xxl.encode_token_weights(token_weight_pars_t5)
+ if lg_out is not None:
+ out = torch.cat([lg_out, t5_out], dim=-2)
+ else:
+ out = t5_out
+
+ if out is None:
+ out = torch.zeros((1, 77, 4096), device=comfy.model_management.intermediate_device())
+
+ if pooled is None:
+ pooled = torch.zeros((1, 768 + 1280), device=comfy.model_management.intermediate_device())
+
+ return out, pooled
+
+ def load_sd(self, sd):
+ if "text_model.encoder.layers.30.mlp.fc1.weight" in sd:
+ return self.clip_g.load_sd(sd)
+ elif "text_model.encoder.layers.1.mlp.fc1.weight" in sd:
+ return self.clip_l.load_sd(sd)
+ else:
+ return self.t5xxl.load_sd(sd)
+
+def sd3_clip(clip_l=True, clip_g=True, t5=True, dtype_t5=None):
+ class SD3ClipModel_(SD3ClipModel):
+ def __init__(self, device="cpu", dtype=None):
+ super().__init__(clip_l=clip_l, clip_g=clip_g, t5=t5, dtype_t5=dtype_t5, device=device, dtype=dtype)
+ return SD3ClipModel_
diff --git a/ComfyUI/comfy/sdxl_clip.py b/ComfyUI/comfy/sdxl_clip.py
new file mode 100644
index 0000000000000000000000000000000000000000..4a752e7a3e4925fddb6eec41d01bff7d62eabe9c
--- /dev/null
+++ b/ComfyUI/comfy/sdxl_clip.py
@@ -0,0 +1,89 @@
+from comfy import sd1_clip
+import torch
+import os
+
+class SDXLClipG(sd1_clip.SDClipModel):
+ def __init__(self, device="cpu", max_length=77, freeze=True, layer="penultimate", layer_idx=None, dtype=None):
+ if layer == "penultimate":
+ layer="hidden"
+ layer_idx=-2
+
+ textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "clip_config_bigg.json")
+ super().__init__(device=device, freeze=freeze, layer=layer, layer_idx=layer_idx, textmodel_json_config=textmodel_json_config, dtype=dtype,
+ special_tokens={"start": 49406, "end": 49407, "pad": 0}, layer_norm_hidden_state=False)
+
+ def load_sd(self, sd):
+ return super().load_sd(sd)
+
+class SDXLClipGTokenizer(sd1_clip.SDTokenizer):
+ def __init__(self, tokenizer_path=None, embedding_directory=None):
+ super().__init__(tokenizer_path, pad_with_end=False, embedding_directory=embedding_directory, embedding_size=1280, embedding_key='clip_g')
+
+
+class SDXLTokenizer:
+ def __init__(self, embedding_directory=None):
+ self.clip_l = sd1_clip.SDTokenizer(embedding_directory=embedding_directory)
+ self.clip_g = SDXLClipGTokenizer(embedding_directory=embedding_directory)
+
+ def tokenize_with_weights(self, text:str, return_word_ids=False):
+ out = {}
+ out["g"] = self.clip_g.tokenize_with_weights(text, return_word_ids)
+ out["l"] = self.clip_l.tokenize_with_weights(text, return_word_ids)
+ return out
+
+ def untokenize(self, token_weight_pair):
+ return self.clip_g.untokenize(token_weight_pair)
+
+class SDXLClipModel(torch.nn.Module):
+ def __init__(self, device="cpu", dtype=None):
+ super().__init__()
+ self.clip_l = sd1_clip.SDClipModel(layer="hidden", layer_idx=-2, device=device, dtype=dtype, layer_norm_hidden_state=False)
+ self.clip_g = SDXLClipG(device=device, dtype=dtype)
+ self.dtypes = set([dtype])
+
+ def set_clip_options(self, options):
+ self.clip_l.set_clip_options(options)
+ self.clip_g.set_clip_options(options)
+
+ def reset_clip_options(self):
+ self.clip_g.reset_clip_options()
+ self.clip_l.reset_clip_options()
+
+ def encode_token_weights(self, token_weight_pairs):
+ token_weight_pairs_g = token_weight_pairs["g"]
+ token_weight_pairs_l = token_weight_pairs["l"]
+ g_out, g_pooled = self.clip_g.encode_token_weights(token_weight_pairs_g)
+ l_out, l_pooled = self.clip_l.encode_token_weights(token_weight_pairs_l)
+ return torch.cat([l_out, g_out], dim=-1), g_pooled
+
+ def load_sd(self, sd):
+ if "text_model.encoder.layers.30.mlp.fc1.weight" in sd:
+ return self.clip_g.load_sd(sd)
+ else:
+ return self.clip_l.load_sd(sd)
+
+class SDXLRefinerClipModel(sd1_clip.SD1ClipModel):
+ def __init__(self, device="cpu", dtype=None):
+ super().__init__(device=device, dtype=dtype, clip_name="g", clip_model=SDXLClipG)
+
+
+class StableCascadeClipGTokenizer(sd1_clip.SDTokenizer):
+ def __init__(self, tokenizer_path=None, embedding_directory=None):
+ super().__init__(tokenizer_path, pad_with_end=True, embedding_directory=embedding_directory, embedding_size=1280, embedding_key='clip_g')
+
+class StableCascadeTokenizer(sd1_clip.SD1Tokenizer):
+ def __init__(self, embedding_directory=None):
+ super().__init__(embedding_directory=embedding_directory, clip_name="g", tokenizer=StableCascadeClipGTokenizer)
+
+class StableCascadeClipG(sd1_clip.SDClipModel):
+ def __init__(self, device="cpu", max_length=77, freeze=True, layer="hidden", layer_idx=-1, dtype=None):
+ textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "clip_config_bigg.json")
+ super().__init__(device=device, freeze=freeze, layer=layer, layer_idx=layer_idx, textmodel_json_config=textmodel_json_config, dtype=dtype,
+ special_tokens={"start": 49406, "end": 49407, "pad": 49407}, layer_norm_hidden_state=False, enable_attention_masks=True)
+
+ def load_sd(self, sd):
+ return super().load_sd(sd)
+
+class StableCascadeClipModel(sd1_clip.SD1ClipModel):
+ def __init__(self, device="cpu", dtype=None):
+ super().__init__(device=device, dtype=dtype, clip_name="g", clip_model=StableCascadeClipG)
diff --git a/ComfyUI/comfy/supported_models.py b/ComfyUI/comfy/supported_models.py
new file mode 100644
index 0000000000000000000000000000000000000000..823bcc7a152463539d0953f43d1691afa416a5a1
--- /dev/null
+++ b/ComfyUI/comfy/supported_models.py
@@ -0,0 +1,562 @@
+import torch
+from . import model_base
+from . import utils
+
+from . import sd1_clip
+from . import sd2_clip
+from . import sdxl_clip
+from . import sd3_clip
+from . import sa_t5
+
+from . import supported_models_base
+from . import latent_formats
+
+from . import diffusers_convert
+
+class SD15(supported_models_base.BASE):
+ unet_config = {
+ "context_dim": 768,
+ "model_channels": 320,
+ "use_linear_in_transformer": False,
+ "adm_in_channels": None,
+ "use_temporal_attention": False,
+ }
+
+ unet_extra_config = {
+ "num_heads": 8,
+ "num_head_channels": -1,
+ }
+
+ latent_format = latent_formats.SD15
+
+ def process_clip_state_dict(self, state_dict):
+ k = list(state_dict.keys())
+ for x in k:
+ if x.startswith("cond_stage_model.transformer.") and not x.startswith("cond_stage_model.transformer.text_model."):
+ y = x.replace("cond_stage_model.transformer.", "cond_stage_model.transformer.text_model.")
+ state_dict[y] = state_dict.pop(x)
+
+ if 'cond_stage_model.transformer.text_model.embeddings.position_ids' in state_dict:
+ ids = state_dict['cond_stage_model.transformer.text_model.embeddings.position_ids']
+ if ids.dtype == torch.float32:
+ state_dict['cond_stage_model.transformer.text_model.embeddings.position_ids'] = ids.round()
+
+ replace_prefix = {}
+ replace_prefix["cond_stage_model."] = "clip_l."
+ state_dict = utils.state_dict_prefix_replace(state_dict, replace_prefix, filter_keys=True)
+ return state_dict
+
+ def process_clip_state_dict_for_saving(self, state_dict):
+ pop_keys = ["clip_l.transformer.text_projection.weight", "clip_l.logit_scale"]
+ for p in pop_keys:
+ if p in state_dict:
+ state_dict.pop(p)
+
+ replace_prefix = {"clip_l.": "cond_stage_model."}
+ return utils.state_dict_prefix_replace(state_dict, replace_prefix)
+
+ def clip_target(self, state_dict={}):
+ return supported_models_base.ClipTarget(sd1_clip.SD1Tokenizer, sd1_clip.SD1ClipModel)
+
+class SD20(supported_models_base.BASE):
+ unet_config = {
+ "context_dim": 1024,
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "adm_in_channels": None,
+ "use_temporal_attention": False,
+ }
+
+ unet_extra_config = {
+ "num_heads": -1,
+ "num_head_channels": 64,
+ "attn_precision": torch.float32,
+ }
+
+ latent_format = latent_formats.SD15
+
+ def model_type(self, state_dict, prefix=""):
+ if self.unet_config["in_channels"] == 4: #SD2.0 inpainting models are not v prediction
+ k = "{}output_blocks.11.1.transformer_blocks.0.norm1.bias".format(prefix)
+ out = state_dict.get(k, None)
+ if out is not None and torch.std(out, unbiased=False) > 0.09: # not sure how well this will actually work. I guess we will find out.
+ return model_base.ModelType.V_PREDICTION
+ return model_base.ModelType.EPS
+
+ def process_clip_state_dict(self, state_dict):
+ replace_prefix = {}
+ replace_prefix["conditioner.embedders.0.model."] = "clip_h." #SD2 in sgm format
+ replace_prefix["cond_stage_model.model."] = "clip_h."
+ state_dict = utils.state_dict_prefix_replace(state_dict, replace_prefix, filter_keys=True)
+ state_dict = utils.clip_text_transformers_convert(state_dict, "clip_h.", "clip_h.transformer.")
+ return state_dict
+
+ def process_clip_state_dict_for_saving(self, state_dict):
+ replace_prefix = {}
+ replace_prefix["clip_h"] = "cond_stage_model.model"
+ state_dict = utils.state_dict_prefix_replace(state_dict, replace_prefix)
+ state_dict = diffusers_convert.convert_text_enc_state_dict_v20(state_dict)
+ return state_dict
+
+ def clip_target(self, state_dict={}):
+ return supported_models_base.ClipTarget(sd2_clip.SD2Tokenizer, sd2_clip.SD2ClipModel)
+
+class SD21UnclipL(SD20):
+ unet_config = {
+ "context_dim": 1024,
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "adm_in_channels": 1536,
+ "use_temporal_attention": False,
+ }
+
+ clip_vision_prefix = "embedder.model.visual."
+ noise_aug_config = {"noise_schedule_config": {"timesteps": 1000, "beta_schedule": "squaredcos_cap_v2"}, "timestep_dim": 768}
+
+
+class SD21UnclipH(SD20):
+ unet_config = {
+ "context_dim": 1024,
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "adm_in_channels": 2048,
+ "use_temporal_attention": False,
+ }
+
+ clip_vision_prefix = "embedder.model.visual."
+ noise_aug_config = {"noise_schedule_config": {"timesteps": 1000, "beta_schedule": "squaredcos_cap_v2"}, "timestep_dim": 1024}
+
+class SDXLRefiner(supported_models_base.BASE):
+ unet_config = {
+ "model_channels": 384,
+ "use_linear_in_transformer": True,
+ "context_dim": 1280,
+ "adm_in_channels": 2560,
+ "transformer_depth": [0, 0, 4, 4, 4, 4, 0, 0],
+ "use_temporal_attention": False,
+ }
+
+ latent_format = latent_formats.SDXL
+
+ def get_model(self, state_dict, prefix="", device=None):
+ return model_base.SDXLRefiner(self, device=device)
+
+ def process_clip_state_dict(self, state_dict):
+ keys_to_replace = {}
+ replace_prefix = {}
+ replace_prefix["conditioner.embedders.0.model."] = "clip_g."
+ state_dict = utils.state_dict_prefix_replace(state_dict, replace_prefix, filter_keys=True)
+
+ state_dict = utils.clip_text_transformers_convert(state_dict, "clip_g.", "clip_g.transformer.")
+ state_dict = utils.state_dict_key_replace(state_dict, keys_to_replace)
+ return state_dict
+
+ def process_clip_state_dict_for_saving(self, state_dict):
+ replace_prefix = {}
+ state_dict_g = diffusers_convert.convert_text_enc_state_dict_v20(state_dict, "clip_g")
+ if "clip_g.transformer.text_model.embeddings.position_ids" in state_dict_g:
+ state_dict_g.pop("clip_g.transformer.text_model.embeddings.position_ids")
+ replace_prefix["clip_g"] = "conditioner.embedders.0.model"
+ state_dict_g = utils.state_dict_prefix_replace(state_dict_g, replace_prefix)
+ return state_dict_g
+
+ def clip_target(self, state_dict={}):
+ return supported_models_base.ClipTarget(sdxl_clip.SDXLTokenizer, sdxl_clip.SDXLRefinerClipModel)
+
+class SDXL(supported_models_base.BASE):
+ unet_config = {
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [0, 0, 2, 2, 10, 10],
+ "context_dim": 2048,
+ "adm_in_channels": 2816,
+ "use_temporal_attention": False,
+ }
+
+ latent_format = latent_formats.SDXL
+
+ def model_type(self, state_dict, prefix=""):
+ if 'edm_mean' in state_dict and 'edm_std' in state_dict: #Playground V2.5
+ self.latent_format = latent_formats.SDXL_Playground_2_5()
+ self.sampling_settings["sigma_data"] = 0.5
+ self.sampling_settings["sigma_max"] = 80.0
+ self.sampling_settings["sigma_min"] = 0.002
+ return model_base.ModelType.EDM
+ elif "edm_vpred.sigma_max" in state_dict:
+ self.sampling_settings["sigma_max"] = float(state_dict["edm_vpred.sigma_max"].item())
+ if "edm_vpred.sigma_min" in state_dict:
+ self.sampling_settings["sigma_min"] = float(state_dict["edm_vpred.sigma_min"].item())
+ return model_base.ModelType.V_PREDICTION_EDM
+ elif "v_pred" in state_dict:
+ return model_base.ModelType.V_PREDICTION
+ else:
+ return model_base.ModelType.EPS
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.SDXL(self, model_type=self.model_type(state_dict, prefix), device=device)
+ if self.inpaint_model():
+ out.set_inpaint()
+ return out
+
+ def process_clip_state_dict(self, state_dict):
+ keys_to_replace = {}
+ replace_prefix = {}
+
+ replace_prefix["conditioner.embedders.0.transformer.text_model"] = "clip_l.transformer.text_model"
+ replace_prefix["conditioner.embedders.1.model."] = "clip_g."
+ state_dict = utils.state_dict_prefix_replace(state_dict, replace_prefix, filter_keys=True)
+
+ state_dict = utils.state_dict_key_replace(state_dict, keys_to_replace)
+ state_dict = utils.clip_text_transformers_convert(state_dict, "clip_g.", "clip_g.transformer.")
+ return state_dict
+
+ def process_clip_state_dict_for_saving(self, state_dict):
+ replace_prefix = {}
+ keys_to_replace = {}
+ state_dict_g = diffusers_convert.convert_text_enc_state_dict_v20(state_dict, "clip_g")
+ for k in state_dict:
+ if k.startswith("clip_l"):
+ state_dict_g[k] = state_dict[k]
+
+ state_dict_g["clip_l.transformer.text_model.embeddings.position_ids"] = torch.arange(77).expand((1, -1))
+ pop_keys = ["clip_l.transformer.text_projection.weight", "clip_l.logit_scale"]
+ for p in pop_keys:
+ if p in state_dict_g:
+ state_dict_g.pop(p)
+
+ replace_prefix["clip_g"] = "conditioner.embedders.1.model"
+ replace_prefix["clip_l"] = "conditioner.embedders.0"
+ state_dict_g = utils.state_dict_prefix_replace(state_dict_g, replace_prefix)
+ return state_dict_g
+
+ def clip_target(self, state_dict={}):
+ return supported_models_base.ClipTarget(sdxl_clip.SDXLTokenizer, sdxl_clip.SDXLClipModel)
+
+class SSD1B(SDXL):
+ unet_config = {
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [0, 0, 2, 2, 4, 4],
+ "context_dim": 2048,
+ "adm_in_channels": 2816,
+ "use_temporal_attention": False,
+ }
+
+class Segmind_Vega(SDXL):
+ unet_config = {
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [0, 0, 1, 1, 2, 2],
+ "context_dim": 2048,
+ "adm_in_channels": 2816,
+ "use_temporal_attention": False,
+ }
+
+class KOALA_700M(SDXL):
+ unet_config = {
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [0, 2, 5],
+ "context_dim": 2048,
+ "adm_in_channels": 2816,
+ "use_temporal_attention": False,
+ }
+
+class KOALA_1B(SDXL):
+ unet_config = {
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [0, 2, 6],
+ "context_dim": 2048,
+ "adm_in_channels": 2816,
+ "use_temporal_attention": False,
+ }
+
+class SVD_img2vid(supported_models_base.BASE):
+ unet_config = {
+ "model_channels": 320,
+ "in_channels": 8,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [1, 1, 1, 1, 1, 1, 0, 0],
+ "context_dim": 1024,
+ "adm_in_channels": 768,
+ "use_temporal_attention": True,
+ "use_temporal_resblock": True
+ }
+
+ unet_extra_config = {
+ "num_heads": -1,
+ "num_head_channels": 64,
+ "attn_precision": torch.float32,
+ }
+
+ clip_vision_prefix = "conditioner.embedders.0.open_clip.model.visual."
+
+ latent_format = latent_formats.SD15
+
+ sampling_settings = {"sigma_max": 700.0, "sigma_min": 0.002}
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.SVD_img2vid(self, device=device)
+ return out
+
+ def clip_target(self, state_dict={}):
+ return None
+
+class SV3D_u(SVD_img2vid):
+ unet_config = {
+ "model_channels": 320,
+ "in_channels": 8,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [1, 1, 1, 1, 1, 1, 0, 0],
+ "context_dim": 1024,
+ "adm_in_channels": 256,
+ "use_temporal_attention": True,
+ "use_temporal_resblock": True
+ }
+
+ vae_key_prefix = ["conditioner.embedders.1.encoder."]
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.SV3D_u(self, device=device)
+ return out
+
+class SV3D_p(SV3D_u):
+ unet_config = {
+ "model_channels": 320,
+ "in_channels": 8,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [1, 1, 1, 1, 1, 1, 0, 0],
+ "context_dim": 1024,
+ "adm_in_channels": 1280,
+ "use_temporal_attention": True,
+ "use_temporal_resblock": True
+ }
+
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.SV3D_p(self, device=device)
+ return out
+
+class Stable_Zero123(supported_models_base.BASE):
+ unet_config = {
+ "context_dim": 768,
+ "model_channels": 320,
+ "use_linear_in_transformer": False,
+ "adm_in_channels": None,
+ "use_temporal_attention": False,
+ "in_channels": 8,
+ }
+
+ unet_extra_config = {
+ "num_heads": 8,
+ "num_head_channels": -1,
+ }
+
+ required_keys = {
+ "cc_projection.weight": None,
+ "cc_projection.bias": None,
+ }
+
+ clip_vision_prefix = "cond_stage_model.model.visual."
+
+ latent_format = latent_formats.SD15
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.Stable_Zero123(self, device=device, cc_projection_weight=state_dict["cc_projection.weight"], cc_projection_bias=state_dict["cc_projection.bias"])
+ return out
+
+ def clip_target(self, state_dict={}):
+ return None
+
+class SD_X4Upscaler(SD20):
+ unet_config = {
+ "context_dim": 1024,
+ "model_channels": 256,
+ 'in_channels': 7,
+ "use_linear_in_transformer": True,
+ "adm_in_channels": None,
+ "use_temporal_attention": False,
+ }
+
+ unet_extra_config = {
+ "disable_self_attentions": [True, True, True, False],
+ "num_classes": 1000,
+ "num_heads": 8,
+ "num_head_channels": -1,
+ }
+
+ latent_format = latent_formats.SD_X4
+
+ sampling_settings = {
+ "linear_start": 0.0001,
+ "linear_end": 0.02,
+ }
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.SD_X4Upscaler(self, device=device)
+ return out
+
+class Stable_Cascade_C(supported_models_base.BASE):
+ unet_config = {
+ "stable_cascade_stage": 'c',
+ }
+
+ unet_extra_config = {}
+
+ latent_format = latent_formats.SC_Prior
+ supported_inference_dtypes = [torch.bfloat16, torch.float32]
+
+ sampling_settings = {
+ "shift": 2.0,
+ }
+
+ vae_key_prefix = ["vae."]
+ text_encoder_key_prefix = ["text_encoder."]
+ clip_vision_prefix = "clip_l_vision."
+
+ def process_unet_state_dict(self, state_dict):
+ key_list = list(state_dict.keys())
+ for y in ["weight", "bias"]:
+ suffix = "in_proj_{}".format(y)
+ keys = filter(lambda a: a.endswith(suffix), key_list)
+ for k_from in keys:
+ weights = state_dict.pop(k_from)
+ prefix = k_from[:-(len(suffix) + 1)]
+ shape_from = weights.shape[0] // 3
+ for x in range(3):
+ p = ["to_q", "to_k", "to_v"]
+ k_to = "{}.{}.{}".format(prefix, p[x], y)
+ state_dict[k_to] = weights[shape_from*x:shape_from*(x + 1)]
+ return state_dict
+
+ def process_clip_state_dict(self, state_dict):
+ state_dict = utils.state_dict_prefix_replace(state_dict, {k: "" for k in self.text_encoder_key_prefix}, filter_keys=True)
+ if "clip_g.text_projection" in state_dict:
+ state_dict["clip_g.transformer.text_projection.weight"] = state_dict.pop("clip_g.text_projection").transpose(0, 1)
+ return state_dict
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.StableCascade_C(self, device=device)
+ return out
+
+ def clip_target(self, state_dict={}):
+ return supported_models_base.ClipTarget(sdxl_clip.StableCascadeTokenizer, sdxl_clip.StableCascadeClipModel)
+
+class Stable_Cascade_B(Stable_Cascade_C):
+ unet_config = {
+ "stable_cascade_stage": 'b',
+ }
+
+ unet_extra_config = {}
+
+ latent_format = latent_formats.SC_B
+ supported_inference_dtypes = [torch.float16, torch.bfloat16, torch.float32]
+
+ sampling_settings = {
+ "shift": 1.0,
+ }
+
+ clip_vision_prefix = None
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.StableCascade_B(self, device=device)
+ return out
+
+class SD15_instructpix2pix(SD15):
+ unet_config = {
+ "context_dim": 768,
+ "model_channels": 320,
+ "use_linear_in_transformer": False,
+ "adm_in_channels": None,
+ "use_temporal_attention": False,
+ "in_channels": 8,
+ }
+
+ def get_model(self, state_dict, prefix="", device=None):
+ return model_base.SD15_instructpix2pix(self, device=device)
+
+class SDXL_instructpix2pix(SDXL):
+ unet_config = {
+ "model_channels": 320,
+ "use_linear_in_transformer": True,
+ "transformer_depth": [0, 0, 2, 2, 10, 10],
+ "context_dim": 2048,
+ "adm_in_channels": 2816,
+ "use_temporal_attention": False,
+ "in_channels": 8,
+ }
+
+ def get_model(self, state_dict, prefix="", device=None):
+ return model_base.SDXL_instructpix2pix(self, model_type=self.model_type(state_dict, prefix), device=device)
+
+class SD3(supported_models_base.BASE):
+ unet_config = {
+ "in_channels": 16,
+ "pos_embed_scaling_factor": None,
+ }
+
+ sampling_settings = {
+ "shift": 3.0,
+ }
+
+ unet_extra_config = {}
+ latent_format = latent_formats.SD3
+ text_encoder_key_prefix = ["text_encoders."]
+
+ def get_model(self, state_dict, prefix="", device=None):
+ out = model_base.SD3(self, device=device)
+ return out
+
+ def clip_target(self, state_dict={}):
+ clip_l = False
+ clip_g = False
+ t5 = False
+ dtype_t5 = None
+ pref = self.text_encoder_key_prefix[0]
+ if "{}clip_l.transformer.text_model.final_layer_norm.weight".format(pref) in state_dict:
+ clip_l = True
+ if "{}clip_g.transformer.text_model.final_layer_norm.weight".format(pref) in state_dict:
+ clip_g = True
+ t5_key = "{}t5xxl.transformer.encoder.final_layer_norm.weight".format(pref)
+ if t5_key in state_dict:
+ t5 = True
+ dtype_t5 = state_dict[t5_key].dtype
+
+ return supported_models_base.ClipTarget(sd3_clip.SD3Tokenizer, sd3_clip.sd3_clip(clip_l=clip_l, clip_g=clip_g, t5=t5, dtype_t5=dtype_t5))
+
+class StableAudio(supported_models_base.BASE):
+ unet_config = {
+ "audio_model": "dit1.0",
+ }
+
+ sampling_settings = {"sigma_max": 500.0, "sigma_min": 0.03}
+
+ unet_extra_config = {}
+ latent_format = latent_formats.StableAudio1
+
+ text_encoder_key_prefix = ["text_encoders."]
+ vae_key_prefix = ["pretransform.model."]
+
+ def get_model(self, state_dict, prefix="", device=None):
+ seconds_start_sd = utils.state_dict_prefix_replace(state_dict, {"conditioner.conditioners.seconds_start.": ""}, filter_keys=True)
+ seconds_total_sd = utils.state_dict_prefix_replace(state_dict, {"conditioner.conditioners.seconds_total.": ""}, filter_keys=True)
+ return model_base.StableAudio1(self, seconds_start_embedder_weights=seconds_start_sd, seconds_total_embedder_weights=seconds_total_sd, device=device)
+
+ def process_unet_state_dict(self, state_dict):
+ for k in list(state_dict.keys()):
+ if k.endswith(".cross_attend_norm.beta") or k.endswith(".ff_norm.beta") or k.endswith(".pre_norm.beta"): #These weights are all zero
+ state_dict.pop(k)
+ return state_dict
+
+ def process_unet_state_dict_for_saving(self, state_dict):
+ replace_prefix = {"": "model.model."}
+ return utils.state_dict_prefix_replace(state_dict, replace_prefix)
+
+ def clip_target(self, state_dict={}):
+ return supported_models_base.ClipTarget(sa_t5.SAT5Tokenizer, sa_t5.SAT5Model)
+
+
+models = [Stable_Zero123, SD15_instructpix2pix, SD15, SD20, SD21UnclipL, SD21UnclipH, SDXL_instructpix2pix, SDXLRefiner, SDXL, SSD1B, KOALA_700M, KOALA_1B, Segmind_Vega, SD_X4Upscaler, Stable_Cascade_C, Stable_Cascade_B, SV3D_u, SV3D_p, SD3, StableAudio]
+
+models += [SVD_img2vid]
diff --git a/ComfyUI/comfy/supported_models_base.py b/ComfyUI/comfy/supported_models_base.py
new file mode 100644
index 0000000000000000000000000000000000000000..b8870a02c0897f394febfd72c07a5c020d0a193f
--- /dev/null
+++ b/ComfyUI/comfy/supported_models_base.py
@@ -0,0 +1,95 @@
+import torch
+from . import model_base
+from . import utils
+from . import latent_formats
+
+class ClipTarget:
+ def __init__(self, tokenizer, clip):
+ self.clip = clip
+ self.tokenizer = tokenizer
+ self.params = {}
+
+class BASE:
+ unet_config = {}
+ unet_extra_config = {
+ "num_heads": -1,
+ "num_head_channels": 64,
+ }
+
+ required_keys = {}
+
+ clip_prefix = []
+ clip_vision_prefix = None
+ noise_aug_config = None
+ sampling_settings = {}
+ latent_format = latent_formats.LatentFormat
+ vae_key_prefix = ["first_stage_model."]
+ text_encoder_key_prefix = ["cond_stage_model."]
+ supported_inference_dtypes = [torch.float16, torch.bfloat16, torch.float32]
+
+ manual_cast_dtype = None
+
+ @classmethod
+ def matches(s, unet_config, state_dict=None):
+ for k in s.unet_config:
+ if k not in unet_config or s.unet_config[k] != unet_config[k]:
+ return False
+ if state_dict is not None:
+ for k in s.required_keys:
+ if k not in state_dict:
+ return False
+ return True
+
+ def model_type(self, state_dict, prefix=""):
+ return model_base.ModelType.EPS
+
+ def inpaint_model(self):
+ return self.unet_config["in_channels"] > 4
+
+ def __init__(self, unet_config):
+ self.unet_config = unet_config.copy()
+ self.sampling_settings = self.sampling_settings.copy()
+ self.latent_format = self.latent_format()
+ for x in self.unet_extra_config:
+ self.unet_config[x] = self.unet_extra_config[x]
+
+ def get_model(self, state_dict, prefix="", device=None):
+ if self.noise_aug_config is not None:
+ out = model_base.SD21UNCLIP(self, self.noise_aug_config, model_type=self.model_type(state_dict, prefix), device=device)
+ else:
+ out = model_base.BaseModel(self, model_type=self.model_type(state_dict, prefix), device=device)
+ if self.inpaint_model():
+ out.set_inpaint()
+ return out
+
+ def process_clip_state_dict(self, state_dict):
+ state_dict = utils.state_dict_prefix_replace(state_dict, {k: "" for k in self.text_encoder_key_prefix}, filter_keys=True)
+ return state_dict
+
+ def process_unet_state_dict(self, state_dict):
+ return state_dict
+
+ def process_vae_state_dict(self, state_dict):
+ return state_dict
+
+ def process_clip_state_dict_for_saving(self, state_dict):
+ replace_prefix = {"": self.text_encoder_key_prefix[0]}
+ return utils.state_dict_prefix_replace(state_dict, replace_prefix)
+
+ def process_clip_vision_state_dict_for_saving(self, state_dict):
+ replace_prefix = {}
+ if self.clip_vision_prefix is not None:
+ replace_prefix[""] = self.clip_vision_prefix
+ return utils.state_dict_prefix_replace(state_dict, replace_prefix)
+
+ def process_unet_state_dict_for_saving(self, state_dict):
+ replace_prefix = {"": "model.diffusion_model."}
+ return utils.state_dict_prefix_replace(state_dict, replace_prefix)
+
+ def process_vae_state_dict_for_saving(self, state_dict):
+ replace_prefix = {"": self.vae_key_prefix[0]}
+ return utils.state_dict_prefix_replace(state_dict, replace_prefix)
+
+ def set_inference_dtype(self, dtype, manual_cast_dtype):
+ self.unet_config['dtype'] = dtype
+ self.manual_cast_dtype = manual_cast_dtype
diff --git a/ComfyUI/comfy/t2i_adapter/__pycache__/adapter.cpython-310.pyc b/ComfyUI/comfy/t2i_adapter/__pycache__/adapter.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e588780ceff77c99fe361b41d8877c3ae3f9c141
Binary files /dev/null and b/ComfyUI/comfy/t2i_adapter/__pycache__/adapter.cpython-310.pyc differ
diff --git a/ComfyUI/comfy/t2i_adapter/adapter.py b/ComfyUI/comfy/t2i_adapter/adapter.py
new file mode 100644
index 0000000000000000000000000000000000000000..5da602a92be29e96a7ac8f0e46a2b510fc86dbb5
--- /dev/null
+++ b/ComfyUI/comfy/t2i_adapter/adapter.py
@@ -0,0 +1,299 @@
+#taken from https://github.com/TencentARC/T2I-Adapter
+import torch
+import torch.nn as nn
+from collections import OrderedDict
+
+
+def conv_nd(dims, *args, **kwargs):
+ """
+ Create a 1D, 2D, or 3D convolution module.
+ """
+ if dims == 1:
+ return nn.Conv1d(*args, **kwargs)
+ elif dims == 2:
+ return nn.Conv2d(*args, **kwargs)
+ elif dims == 3:
+ return nn.Conv3d(*args, **kwargs)
+ raise ValueError(f"unsupported dimensions: {dims}")
+
+
+def avg_pool_nd(dims, *args, **kwargs):
+ """
+ Create a 1D, 2D, or 3D average pooling module.
+ """
+ if dims == 1:
+ return nn.AvgPool1d(*args, **kwargs)
+ elif dims == 2:
+ return nn.AvgPool2d(*args, **kwargs)
+ elif dims == 3:
+ return nn.AvgPool3d(*args, **kwargs)
+ raise ValueError(f"unsupported dimensions: {dims}")
+
+
+class Downsample(nn.Module):
+ """
+ A downsampling layer with an optional convolution.
+ :param channels: channels in the inputs and outputs.
+ :param use_conv: a bool determining if a convolution is applied.
+ :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then
+ downsampling occurs in the inner-two dimensions.
+ """
+
+ def __init__(self, channels, use_conv, dims=2, out_channels=None, padding=1):
+ super().__init__()
+ self.channels = channels
+ self.out_channels = out_channels or channels
+ self.use_conv = use_conv
+ self.dims = dims
+ stride = 2 if dims != 3 else (1, 2, 2)
+ if use_conv:
+ self.op = conv_nd(
+ dims, self.channels, self.out_channels, 3, stride=stride, padding=padding
+ )
+ else:
+ assert self.channels == self.out_channels
+ self.op = avg_pool_nd(dims, kernel_size=stride, stride=stride)
+
+ def forward(self, x):
+ assert x.shape[1] == self.channels
+ if not self.use_conv:
+ padding = [x.shape[2] % 2, x.shape[3] % 2]
+ self.op.padding = padding
+
+ x = self.op(x)
+ return x
+
+
+class ResnetBlock(nn.Module):
+ def __init__(self, in_c, out_c, down, ksize=3, sk=False, use_conv=True):
+ super().__init__()
+ ps = ksize // 2
+ if in_c != out_c or sk == False:
+ self.in_conv = nn.Conv2d(in_c, out_c, ksize, 1, ps)
+ else:
+ # print('n_in')
+ self.in_conv = None
+ self.block1 = nn.Conv2d(out_c, out_c, 3, 1, 1)
+ self.act = nn.ReLU()
+ self.block2 = nn.Conv2d(out_c, out_c, ksize, 1, ps)
+ if sk == False:
+ self.skep = nn.Conv2d(in_c, out_c, ksize, 1, ps)
+ else:
+ self.skep = None
+
+ self.down = down
+ if self.down == True:
+ self.down_opt = Downsample(in_c, use_conv=use_conv)
+
+ def forward(self, x):
+ if self.down == True:
+ x = self.down_opt(x)
+ if self.in_conv is not None: # edit
+ x = self.in_conv(x)
+
+ h = self.block1(x)
+ h = self.act(h)
+ h = self.block2(h)
+ if self.skep is not None:
+ return h + self.skep(x)
+ else:
+ return h + x
+
+
+class Adapter(nn.Module):
+ def __init__(self, channels=[320, 640, 1280, 1280], nums_rb=3, cin=64, ksize=3, sk=False, use_conv=True, xl=True):
+ super(Adapter, self).__init__()
+ self.unshuffle_amount = 8
+ resblock_no_downsample = []
+ resblock_downsample = [3, 2, 1]
+ self.xl = xl
+ if self.xl:
+ self.unshuffle_amount = 16
+ resblock_no_downsample = [1]
+ resblock_downsample = [2]
+
+ self.input_channels = cin // (self.unshuffle_amount * self.unshuffle_amount)
+ self.unshuffle = nn.PixelUnshuffle(self.unshuffle_amount)
+ self.channels = channels
+ self.nums_rb = nums_rb
+ self.body = []
+ for i in range(len(channels)):
+ for j in range(nums_rb):
+ if (i in resblock_downsample) and (j == 0):
+ self.body.append(
+ ResnetBlock(channels[i - 1], channels[i], down=True, ksize=ksize, sk=sk, use_conv=use_conv))
+ elif (i in resblock_no_downsample) and (j == 0):
+ self.body.append(
+ ResnetBlock(channels[i - 1], channels[i], down=False, ksize=ksize, sk=sk, use_conv=use_conv))
+ else:
+ self.body.append(
+ ResnetBlock(channels[i], channels[i], down=False, ksize=ksize, sk=sk, use_conv=use_conv))
+ self.body = nn.ModuleList(self.body)
+ self.conv_in = nn.Conv2d(cin, channels[0], 3, 1, 1)
+
+ def forward(self, x):
+ # unshuffle
+ x = self.unshuffle(x)
+ # extract features
+ features = []
+ x = self.conv_in(x)
+ for i in range(len(self.channels)):
+ for j in range(self.nums_rb):
+ idx = i * self.nums_rb + j
+ x = self.body[idx](x)
+ if self.xl:
+ features.append(None)
+ if i == 0:
+ features.append(None)
+ features.append(None)
+ if i == 2:
+ features.append(None)
+ else:
+ features.append(None)
+ features.append(None)
+ features.append(x)
+
+ features = features[::-1]
+
+ if self.xl:
+ return {"input": features[1:], "middle": features[:1]}
+ else:
+ return {"input": features}
+
+
+
+class LayerNorm(nn.LayerNorm):
+ """Subclass torch's LayerNorm to handle fp16."""
+
+ def forward(self, x: torch.Tensor):
+ orig_type = x.dtype
+ ret = super().forward(x.type(torch.float32))
+ return ret.type(orig_type)
+
+
+class QuickGELU(nn.Module):
+
+ def forward(self, x: torch.Tensor):
+ return x * torch.sigmoid(1.702 * x)
+
+
+class ResidualAttentionBlock(nn.Module):
+
+ def __init__(self, d_model: int, n_head: int, attn_mask: torch.Tensor = None):
+ super().__init__()
+
+ self.attn = nn.MultiheadAttention(d_model, n_head)
+ self.ln_1 = LayerNorm(d_model)
+ self.mlp = nn.Sequential(
+ OrderedDict([("c_fc", nn.Linear(d_model, d_model * 4)), ("gelu", QuickGELU()),
+ ("c_proj", nn.Linear(d_model * 4, d_model))]))
+ self.ln_2 = LayerNorm(d_model)
+ self.attn_mask = attn_mask
+
+ def attention(self, x: torch.Tensor):
+ self.attn_mask = self.attn_mask.to(dtype=x.dtype, device=x.device) if self.attn_mask is not None else None
+ return self.attn(x, x, x, need_weights=False, attn_mask=self.attn_mask)[0]
+
+ def forward(self, x: torch.Tensor):
+ x = x + self.attention(self.ln_1(x))
+ x = x + self.mlp(self.ln_2(x))
+ return x
+
+
+class StyleAdapter(nn.Module):
+
+ def __init__(self, width=1024, context_dim=768, num_head=8, n_layes=3, num_token=4):
+ super().__init__()
+
+ scale = width ** -0.5
+ self.transformer_layes = nn.Sequential(*[ResidualAttentionBlock(width, num_head) for _ in range(n_layes)])
+ self.num_token = num_token
+ self.style_embedding = nn.Parameter(torch.randn(1, num_token, width) * scale)
+ self.ln_post = LayerNorm(width)
+ self.ln_pre = LayerNorm(width)
+ self.proj = nn.Parameter(scale * torch.randn(width, context_dim))
+
+ def forward(self, x):
+ # x shape [N, HW+1, C]
+ style_embedding = self.style_embedding + torch.zeros(
+ (x.shape[0], self.num_token, self.style_embedding.shape[-1]), device=x.device)
+ x = torch.cat([x, style_embedding], dim=1)
+ x = self.ln_pre(x)
+ x = x.permute(1, 0, 2) # NLD -> LND
+ x = self.transformer_layes(x)
+ x = x.permute(1, 0, 2) # LND -> NLD
+
+ x = self.ln_post(x[:, -self.num_token:, :])
+ x = x @ self.proj
+
+ return x
+
+
+class ResnetBlock_light(nn.Module):
+ def __init__(self, in_c):
+ super().__init__()
+ self.block1 = nn.Conv2d(in_c, in_c, 3, 1, 1)
+ self.act = nn.ReLU()
+ self.block2 = nn.Conv2d(in_c, in_c, 3, 1, 1)
+
+ def forward(self, x):
+ h = self.block1(x)
+ h = self.act(h)
+ h = self.block2(h)
+
+ return h + x
+
+
+class extractor(nn.Module):
+ def __init__(self, in_c, inter_c, out_c, nums_rb, down=False):
+ super().__init__()
+ self.in_conv = nn.Conv2d(in_c, inter_c, 1, 1, 0)
+ self.body = []
+ for _ in range(nums_rb):
+ self.body.append(ResnetBlock_light(inter_c))
+ self.body = nn.Sequential(*self.body)
+ self.out_conv = nn.Conv2d(inter_c, out_c, 1, 1, 0)
+ self.down = down
+ if self.down == True:
+ self.down_opt = Downsample(in_c, use_conv=False)
+
+ def forward(self, x):
+ if self.down == True:
+ x = self.down_opt(x)
+ x = self.in_conv(x)
+ x = self.body(x)
+ x = self.out_conv(x)
+
+ return x
+
+
+class Adapter_light(nn.Module):
+ def __init__(self, channels=[320, 640, 1280, 1280], nums_rb=3, cin=64):
+ super(Adapter_light, self).__init__()
+ self.unshuffle_amount = 8
+ self.unshuffle = nn.PixelUnshuffle(self.unshuffle_amount)
+ self.input_channels = cin // (self.unshuffle_amount * self.unshuffle_amount)
+ self.channels = channels
+ self.nums_rb = nums_rb
+ self.body = []
+ self.xl = False
+
+ for i in range(len(channels)):
+ if i == 0:
+ self.body.append(extractor(in_c=cin, inter_c=channels[i]//4, out_c=channels[i], nums_rb=nums_rb, down=False))
+ else:
+ self.body.append(extractor(in_c=channels[i-1], inter_c=channels[i]//4, out_c=channels[i], nums_rb=nums_rb, down=True))
+ self.body = nn.ModuleList(self.body)
+
+ def forward(self, x):
+ # unshuffle
+ x = self.unshuffle(x)
+ # extract features
+ features = []
+ for i in range(len(self.channels)):
+ x = self.body[i](x)
+ features.append(None)
+ features.append(None)
+ features.append(x)
+
+ return {"input": features[::-1]}
diff --git a/ComfyUI/comfy/t5.py b/ComfyUI/comfy/t5.py
new file mode 100644
index 0000000000000000000000000000000000000000..1dc291019bd3d287e7e870e1023d6ce2b040dbc4
--- /dev/null
+++ b/ComfyUI/comfy/t5.py
@@ -0,0 +1,231 @@
+import torch
+import math
+from comfy.ldm.modules.attention import optimized_attention_for_device
+
+class T5LayerNorm(torch.nn.Module):
+ def __init__(self, hidden_size, eps=1e-6, dtype=None, device=None, operations=None):
+ super().__init__()
+ self.weight = torch.nn.Parameter(torch.empty(hidden_size, dtype=dtype, device=device))
+ self.variance_epsilon = eps
+
+ def forward(self, x):
+ variance = x.pow(2).mean(-1, keepdim=True)
+ x = x * torch.rsqrt(variance + self.variance_epsilon)
+ return self.weight.to(device=x.device, dtype=x.dtype) * x
+
+class T5DenseActDense(torch.nn.Module):
+ def __init__(self, model_dim, ff_dim, dtype, device, operations):
+ super().__init__()
+ self.wi = operations.Linear(model_dim, ff_dim, bias=False, dtype=dtype, device=device)
+ self.wo = operations.Linear(ff_dim, model_dim, bias=False, dtype=dtype, device=device)
+ # self.dropout = nn.Dropout(config.dropout_rate)
+
+ def forward(self, x):
+ x = torch.nn.functional.relu(self.wi(x))
+ # x = self.dropout(x)
+ x = self.wo(x)
+ return x
+
+class T5DenseGatedActDense(torch.nn.Module):
+ def __init__(self, model_dim, ff_dim, dtype, device, operations):
+ super().__init__()
+ self.wi_0 = operations.Linear(model_dim, ff_dim, bias=False, dtype=dtype, device=device)
+ self.wi_1 = operations.Linear(model_dim, ff_dim, bias=False, dtype=dtype, device=device)
+ self.wo = operations.Linear(ff_dim, model_dim, bias=False, dtype=dtype, device=device)
+ # self.dropout = nn.Dropout(config.dropout_rate)
+
+ def forward(self, x):
+ hidden_gelu = torch.nn.functional.gelu(self.wi_0(x), approximate="tanh")
+ hidden_linear = self.wi_1(x)
+ x = hidden_gelu * hidden_linear
+ # x = self.dropout(x)
+ x = self.wo(x)
+ return x
+
+class T5LayerFF(torch.nn.Module):
+ def __init__(self, model_dim, ff_dim, ff_activation, dtype, device, operations):
+ super().__init__()
+ if ff_activation == "gelu_pytorch_tanh":
+ self.DenseReluDense = T5DenseGatedActDense(model_dim, ff_dim, dtype, device, operations)
+ elif ff_activation == "relu":
+ self.DenseReluDense = T5DenseActDense(model_dim, ff_dim, dtype, device, operations)
+
+ self.layer_norm = T5LayerNorm(model_dim, dtype=dtype, device=device, operations=operations)
+ # self.dropout = nn.Dropout(config.dropout_rate)
+
+ def forward(self, x):
+ forwarded_states = self.layer_norm(x)
+ forwarded_states = self.DenseReluDense(forwarded_states)
+ # x = x + self.dropout(forwarded_states)
+ x += forwarded_states
+ return x
+
+class T5Attention(torch.nn.Module):
+ def __init__(self, model_dim, inner_dim, num_heads, relative_attention_bias, dtype, device, operations):
+ super().__init__()
+
+ # Mesh TensorFlow initialization to avoid scaling before softmax
+ self.q = operations.Linear(model_dim, inner_dim, bias=False, dtype=dtype, device=device)
+ self.k = operations.Linear(model_dim, inner_dim, bias=False, dtype=dtype, device=device)
+ self.v = operations.Linear(model_dim, inner_dim, bias=False, dtype=dtype, device=device)
+ self.o = operations.Linear(inner_dim, model_dim, bias=False, dtype=dtype, device=device)
+ self.num_heads = num_heads
+
+ self.relative_attention_bias = None
+ if relative_attention_bias:
+ self.relative_attention_num_buckets = 32
+ self.relative_attention_max_distance = 128
+ self.relative_attention_bias = torch.nn.Embedding(self.relative_attention_num_buckets, self.num_heads, device=device)
+
+ @staticmethod
+ def _relative_position_bucket(relative_position, bidirectional=True, num_buckets=32, max_distance=128):
+ """
+ Adapted from Mesh Tensorflow:
+ https://github.com/tensorflow/mesh/blob/0cb87fe07da627bf0b7e60475d59f95ed6b5be3d/mesh_tensorflow/transformer/transformer_layers.py#L593
+
+ Translate relative position to a bucket number for relative attention. The relative position is defined as
+ memory_position - query_position, i.e. the distance in tokens from the attending position to the attended-to
+ position. If bidirectional=False, then positive relative positions are invalid. We use smaller buckets for
+ small absolute relative_position and larger buckets for larger absolute relative_positions. All relative
+ positions >=max_distance map to the same bucket. All relative positions <=-max_distance map to the same bucket.
+ This should allow for more graceful generalization to longer sequences than the model has been trained on
+
+ Args:
+ relative_position: an int32 Tensor
+ bidirectional: a boolean - whether the attention is bidirectional
+ num_buckets: an integer
+ max_distance: an integer
+
+ Returns:
+ a Tensor with the same shape as relative_position, containing int32 values in the range [0, num_buckets)
+ """
+ relative_buckets = 0
+ if bidirectional:
+ num_buckets //= 2
+ relative_buckets += (relative_position > 0).to(torch.long) * num_buckets
+ relative_position = torch.abs(relative_position)
+ else:
+ relative_position = -torch.min(relative_position, torch.zeros_like(relative_position))
+ # now relative_position is in the range [0, inf)
+
+ # half of the buckets are for exact increments in positions
+ max_exact = num_buckets // 2
+ is_small = relative_position < max_exact
+
+ # The other half of the buckets are for logarithmically bigger bins in positions up to max_distance
+ relative_position_if_large = max_exact + (
+ torch.log(relative_position.float() / max_exact)
+ / math.log(max_distance / max_exact)
+ * (num_buckets - max_exact)
+ ).to(torch.long)
+ relative_position_if_large = torch.min(
+ relative_position_if_large, torch.full_like(relative_position_if_large, num_buckets - 1)
+ )
+
+ relative_buckets += torch.where(is_small, relative_position, relative_position_if_large)
+ return relative_buckets
+
+ def compute_bias(self, query_length, key_length, device):
+ """Compute binned relative position bias"""
+ context_position = torch.arange(query_length, dtype=torch.long, device=device)[:, None]
+ memory_position = torch.arange(key_length, dtype=torch.long, device=device)[None, :]
+ relative_position = memory_position - context_position # shape (query_length, key_length)
+ relative_position_bucket = self._relative_position_bucket(
+ relative_position, # shape (query_length, key_length)
+ bidirectional=True,
+ num_buckets=self.relative_attention_num_buckets,
+ max_distance=self.relative_attention_max_distance,
+ )
+ values = self.relative_attention_bias(relative_position_bucket) # shape (query_length, key_length, num_heads)
+ values = values.permute([2, 0, 1]).unsqueeze(0) # shape (1, num_heads, query_length, key_length)
+ return values
+
+ def forward(self, x, mask=None, past_bias=None, optimized_attention=None):
+ q = self.q(x)
+ k = self.k(x)
+ v = self.v(x)
+ if self.relative_attention_bias is not None:
+ past_bias = self.compute_bias(x.shape[1], x.shape[1], x.device)
+
+ if past_bias is not None:
+ if mask is not None:
+ mask = mask + past_bias
+ else:
+ mask = past_bias
+
+ out = optimized_attention(q, k * ((k.shape[-1] / self.num_heads) ** 0.5), v, self.num_heads, mask)
+ return self.o(out), past_bias
+
+class T5LayerSelfAttention(torch.nn.Module):
+ def __init__(self, model_dim, inner_dim, ff_dim, num_heads, relative_attention_bias, dtype, device, operations):
+ super().__init__()
+ self.SelfAttention = T5Attention(model_dim, inner_dim, num_heads, relative_attention_bias, dtype, device, operations)
+ self.layer_norm = T5LayerNorm(model_dim, dtype=dtype, device=device, operations=operations)
+ # self.dropout = nn.Dropout(config.dropout_rate)
+
+ def forward(self, x, mask=None, past_bias=None, optimized_attention=None):
+ normed_hidden_states = self.layer_norm(x)
+ output, past_bias = self.SelfAttention(self.layer_norm(x), mask=mask, past_bias=past_bias, optimized_attention=optimized_attention)
+ # x = x + self.dropout(attention_output)
+ x += output
+ return x, past_bias
+
+class T5Block(torch.nn.Module):
+ def __init__(self, model_dim, inner_dim, ff_dim, ff_activation, num_heads, relative_attention_bias, dtype, device, operations):
+ super().__init__()
+ self.layer = torch.nn.ModuleList()
+ self.layer.append(T5LayerSelfAttention(model_dim, inner_dim, ff_dim, num_heads, relative_attention_bias, dtype, device, operations))
+ self.layer.append(T5LayerFF(model_dim, ff_dim, ff_activation, dtype, device, operations))
+
+ def forward(self, x, mask=None, past_bias=None, optimized_attention=None):
+ x, past_bias = self.layer[0](x, mask, past_bias, optimized_attention)
+ x = self.layer[-1](x)
+ return x, past_bias
+
+class T5Stack(torch.nn.Module):
+ def __init__(self, num_layers, model_dim, inner_dim, ff_dim, ff_activation, num_heads, dtype, device, operations):
+ super().__init__()
+
+ self.block = torch.nn.ModuleList(
+ [T5Block(model_dim, inner_dim, ff_dim, ff_activation, num_heads, relative_attention_bias=(i == 0), dtype=dtype, device=device, operations=operations) for i in range(num_layers)]
+ )
+ self.final_layer_norm = T5LayerNorm(model_dim, dtype=dtype, device=device, operations=operations)
+ # self.dropout = nn.Dropout(config.dropout_rate)
+
+ def forward(self, x, attention_mask=None, intermediate_output=None, final_layer_norm_intermediate=True):
+ mask = None
+ if attention_mask is not None:
+ mask = 1.0 - attention_mask.to(x.dtype).reshape((attention_mask.shape[0], 1, -1, attention_mask.shape[-1])).expand(attention_mask.shape[0], 1, attention_mask.shape[-1], attention_mask.shape[-1])
+ mask = mask.masked_fill(mask.to(torch.bool), float("-inf"))
+
+ intermediate = None
+ optimized_attention = optimized_attention_for_device(x.device, mask=attention_mask is not None, small_input=True)
+ past_bias = None
+ for i, l in enumerate(self.block):
+ x, past_bias = l(x, mask, past_bias, optimized_attention)
+ if i == intermediate_output:
+ intermediate = x.clone()
+ x = self.final_layer_norm(x)
+ if intermediate is not None and final_layer_norm_intermediate:
+ intermediate = self.final_layer_norm(intermediate)
+ return x, intermediate
+
+class T5(torch.nn.Module):
+ def __init__(self, config_dict, dtype, device, operations):
+ super().__init__()
+ self.num_layers = config_dict["num_layers"]
+ model_dim = config_dict["d_model"]
+
+ self.encoder = T5Stack(self.num_layers, model_dim, model_dim, config_dict["d_ff"], config_dict["dense_act_fn"], config_dict["num_heads"], dtype, device, operations)
+ self.dtype = dtype
+ self.shared = torch.nn.Embedding(config_dict["vocab_size"], model_dim, device=device)
+
+ def get_input_embeddings(self):
+ return self.shared
+
+ def set_input_embeddings(self, embeddings):
+ self.shared = embeddings
+
+ def forward(self, input_ids, *args, **kwargs):
+ x = self.shared(input_ids)
+ return self.encoder(x, *args, **kwargs)
diff --git a/ComfyUI/comfy/t5_config_base.json b/ComfyUI/comfy/t5_config_base.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c8f84afea6dd2ee0d7d182f912f22d224f58016
--- /dev/null
+++ b/ComfyUI/comfy/t5_config_base.json
@@ -0,0 +1,21 @@
+{
+ "d_ff": 3072,
+ "d_kv": 64,
+ "d_model": 768,
+ "decoder_start_token_id": 0,
+ "dropout_rate": 0.1,
+ "eos_token_id": 1,
+ "dense_act_fn": "relu",
+ "initializer_factor": 1.0,
+ "is_encoder_decoder": true,
+ "layer_norm_epsilon": 1e-06,
+ "model_type": "t5",
+ "num_decoder_layers": 12,
+ "num_heads": 12,
+ "num_layers": 12,
+ "output_past": true,
+ "pad_token_id": 0,
+ "relative_attention_num_buckets": 32,
+ "tie_word_embeddings": false,
+ "vocab_size": 32128
+}
diff --git a/ComfyUI/comfy/t5_config_xxl.json b/ComfyUI/comfy/t5_config_xxl.json
new file mode 100644
index 0000000000000000000000000000000000000000..f476a7db74f7a14ff04fcc23d2792903e11fce2a
--- /dev/null
+++ b/ComfyUI/comfy/t5_config_xxl.json
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new file mode 100644
index 0000000000000000000000000000000000000000..fa0964ac27925e153d40d8afdc49f5fadb9b0a91
--- /dev/null
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new file mode 100644
index 0000000000000000000000000000000000000000..7e7f15f754477bdca14793cb13ffe9dd3a2c155e
--- /dev/null
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+ "normalized": false,
+ "special": true
+ },
+ {
+ "id": 32099,
+ "content": "",
+ "single_word": false,
+ "lstrip": false,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ }
+ ],
+ "normalizer": {
+ "type": "Sequence",
+ "normalizers": [
+ {
+ "type": "Precompiled",
+ "precompiled_charsmap": 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