unfinished gpu docker

Dockerfile

@@ -1,8 +1,8 @@
-# Stage 1: Build environment with Poetry and dependencies
-FROM python:3.10.15-slim as builder
+# Stage 1: Base image with Poetry and dependencies
+FROM pytorch/pytorch:2.4.0-cuda12.4-cudnn9-runtime as base
 
 LABEL maintainer="Soutrik soutrik1991@gmail.com" \
-      description="Docker image for running a Python app with dependencies managed by Poetry."
+      description="Base Docker image for running a Python app with Poetry and GPU support."
 
 # Install Poetry and necessary system dependencies
 RUN apt-get update && apt-get install -y --no-install-recommends curl && \
@@ -12,26 +12,22 @@ RUN apt-get update && apt-get install -y --no-install-recommends curl && \
 # Add Poetry to the PATH explicitly
 ENV PATH="/root/.local/bin:$PATH"
 
+# Configure Poetry environment
+ENV POETRY_NO_INTERACTION=1 \
+    POETRY_VIRTUALENVS_IN_PROJECT=1 \
+    POETRY_CACHE_DIR=/tmp/poetry_cache
+
 # Set the working directory to /app
 WORKDIR /app
 
 # Copy pyproject.toml and poetry.lock to install dependencies
 COPY pyproject.toml poetry.lock /app/
 
-# Configure Poetry environment
-ENV POETRY_NO_INTERACTION=1 \
-    POETRY_VIRTUALENVS_IN_PROJECT=1 \
-    POETRY_CACHE_DIR=/tmp/poetry_cache
-
 # Install dependencies without installing the package itself
 RUN --mount=type=cache,target=/tmp/poetry_cache poetry install --only main --no-root
 
-# Stage 2: Runtime environment
-FROM python:3.10.15-slim as runner
-
-# Install curl for health check script
-RUN apt-get update && apt-get install -y --no-install-recommends curl && \
-    apt-get clean && rm -rf /var/lib/apt/lists/*
+# Stage 2: Build stage for the application
+FROM base as builder
 
 # Copy application source code and necessary files
 COPY src /app/src
@@ -39,10 +35,19 @@ COPY configs /app/configs
 COPY .project-root /app/.project-root
 COPY main.py /app/main.py
 
+# Stage 3: Final runtime stage
+FROM base as runner
+
+# Copy application source code and necessary files from builder stage
+COPY --from=builder /app/src /app/src
+COPY --from=builder /app/configs /app/configs
+COPY --from=builder /app/.project-root /app/.project-root
+COPY --from=builder /app/main.py /app/main.py
+
 # Copy virtual environment from the builder stage
 COPY --from=builder /app/.venv /app/.venv
 
-# Copy the client files
+# Copy client files
 COPY run_client.sh /app/run_client.sh
 
 # Set the working directory to /app

basic_setup.md

@@ -16,6 +16,7 @@ poetry source add --priority explicit pytorch_cpu https://download.pytorch.org/w
 poetry add --source pytorch_cpu torch torchvision
 poetry lock
 poetry show
+poetry install --no-root
 
 # Add dependencies to the project 
 poetry add matplotlib
@@ -393,4 +394,26 @@ dvc repro
 python -m src.train_optuna_callbacks experiment=catdog_experiment ++task_name=train ++train=True ++test=False
 python -m src.train_optuna_callbacks experiment=catdog_experiment ++task_name=test ++train=False ++test=True
 python -m src.infer experiment=catdog_experiment
+```
+
+15. ## __GPU Setup__
+```bash
+docker build -t my-gpu-app .
+docker run --gpus all my-gpu-app
+docker exec -it <container_id> /bin/bash
+# pytorch/pytorch:2.2.2-cuda12.1-cudnn8-runtime supports cuda 12.1 and python 3.10.14
+```
+```bash
+# for docker compose what we need to is follow similar to the following
+services:
+  test:
+    image: nvidia/cuda:12.3.1-base-ubuntu20.04
+    command: nvidia-smi
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [gpu]
 ```

poetry.lock

@@ -246,93 +246,92 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.3"
+version = "3.11.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
@@ -545,10 +544,8 @@ files = [
 ]
 
 [package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
@@ -649,9 +646,6 @@ files = [
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 ]
 
-[package.dependencies]
-async-timeout = {version = ">=4.0.3", markers = "python_version < \"3.11.0\""}
-
 [package.extras]
 docs = ["Sphinx (>=8.1.3,<8.2.0)", "sphinx-rtd-theme (>=1.2.2)"]
 gssauth = ["gssapi", "sspilib"]
@@ -889,8 +883,6 @@ mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -1622,9 +1614,6 @@ files = [
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-[package.dependencies]
-tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
-
 [package.extras]
 toml = ["tomli"]
 
@@ -2144,20 +2133,6 @@ files = [
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 ]
 
-[[package]]
-name = "exceptiongroup"
-version = "1.2.2"
-description = "Backport of PEP 654 (exception groups)"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.extras]
-test = ["pytest (>=6)"]
-
 [[package]]
 name = "fastapi"
 version = "0.115.5"
@@ -3773,13 +3748,13 @@ test = ["click (==8.1.7)", "cloudpickle (>=1.3,<3.0)", "coverage (==7.3.1)", "fa
 
 [[package]]
 name = "lightning-utilities"
-version = "0.11.8"
+version = "0.11.9"
 description = "Lightning toolbox for across the our ecosystem."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -4273,9 +4248,6 @@ files = [
     {file = "multidict-6.1.0.tar.gz", hash = "sha256:22ae2ebf9b0c69d206c003e2f6a914ea33f0a932d4aa16f236afc049d9958f4a"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
@@ -4796,7 +4768,7 @@ files = [
 ]
 
 [package.dependencies]
-numpy = {version = ">=1.22.4", markers = "python_version < \"3.11\""}
+numpy = {version = ">=1.23.2", markers = "python_version == \"3.11\""}
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
 tzdata = ">=2022.7"
@@ -5819,11 +5791,9 @@ files = [
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=1.5,<2"
-tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
@@ -6078,9 +6048,6 @@ files = [
     {file = "redis-5.0.8.tar.gz", hash = "sha256:0c5b10d387568dfe0698c6fad6615750c24170e548ca2deac10c649d463e9870"},
 ]
 
-[package.dependencies]
-async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""}
-
 [package.extras]
 hiredis = ["hiredis (>1.0.0)"]
 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"]
@@ -7278,17 +7245,6 @@ dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
 testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
-[[package]]
-name = "tomli"
-version = "2.1.0"
-description = "A lil' TOML parser"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "tomli-2.1.0-py3-none-any.whl", hash = "sha256:a5c57c3d1c56f5ccdf89f6523458f60ef716e210fc47c4cfb188c5ba473e0391"},
-    {file = "tomli-2.1.0.tar.gz", hash = "sha256:3f646cae2aec94e17d04973e4249548320197cfabdf130015d023de4b74d8ab8"},
-]
-
 [[package]]
 name = "tomlkit"
 version = "0.13.2"
@@ -7664,7 +7620,6 @@ h11 = ">=0.8"
 httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standard\""}
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
-typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
@@ -8222,5 +8177,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "3.10.15"
-content-hash = "f716178afcbcd2f78554e71f39d279ce266c633a668a8246716f601c76801647"
+python-versions = "3.11.9"
+content-hash = "10964bfc333a340ec3ed898145e7078c04f58357f2b1554b741eb596f6e1e0a6"

pyproject.toml

@@ -7,7 +7,7 @@ license = "Apache-2.0"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "3.10.15"
+python = "3.11.9"
 black = "24.8.0"
 coverage = ">=7.6.1"
 hydra-colorlog = "1.2.0"