init spaces

Dockerfile

@@ -0,0 +1,14 @@
+FROM python:3.8
+
+RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+    && apt-get -y install --no-install-recommends ffmpeg \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY requirements.txt /tmp/pip-tmp/
+RUN pip3 --disable-pip-version-check --no-cache-dir install -r /tmp/pip-tmp/requirements.txt \
+    && rm -rf /tmp/pip-tmp
+
+COPY src/ /app/
+
+WORKDIR /app
+RUN python app.py

README.md

@@ -5,7 +5,7 @@ colorFrom: indigo
 colorTo: gray
 sdk: gradio
 sdk_version: 3.1.1
-app_file: app.py
+app_file: src/app.py
 pinned: false
 license: gpl-3.0
 ---

docker-compose.yml

@@ -0,0 +1,9 @@
+version: "3.9"
+   
+services:
+  app:
+    build: .
+    ports:
+      - "7860:7860"
+    volumes: 
+      - $flagging_dir:/app/flagging

notebooks/eda.ipynb

@@ -0,0 +1,87 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "import requests\n",
+    "import os\n",
+    "API_TOKEN = os.environ[\"API_TOKEN\"]\n",
+    "headers = {\"Authorization\": f\"Bearer {API_TOKEN}\"}\n",
+    "API_URL = \"https://api-inference.huggingface.co/models/facebook/wav2vec2-base-960h\"\n",
+    "\n",
+    "def query(filename):\n",
+    "    with open(filename, \"rb\") as f:\n",
+    "        data = f.read()\n",
+    "    response = requests.request(\"POST\", API_URL, headers=headers, data=data)\n",
+    "    return json.loads(response.content.decode(\"utf-8\"))\n",
+    "\n",
+    "data = query(\"test.wav\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from transformers import pipeline\n",
+    "\n",
+    "with open(\"test.wav\", \"rb\") as f:\n",
+    "  data = f.read()\n",
+    "\n",
+    "pipe = pipeline(\"automatic-speech-recognition\", \"facebook/wav2vec2-base-960h\")\n",
+    "pipe(\"test.wav\")\n",
+    "# {'text': \"GOING ALONG SLUSHY COUNTRY ROADS AND SPEAKING TO DAMP AUDIENCES IN DRAUGHTY SCHOOL ROOMS DAY AFTER DAY FOR A FORTNIGHT HE'LL HAVE TO PUT IN AN APPEARANCE AT SOME PLACE OF WORSHIP ON SUNDAY MORNING AND HE CAN COME TO US IMMEDIATELY AFTERWARDS\"}\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.13 64-bit",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "949777d72b0d2535278d3dc13498b2535136f6dfe0678499012e853ee9abcab1"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

requirements.in

@@ -0,0 +1,13 @@
+torch
+torchvision
+torchaudio 
+# --extra-index-url https://download.pytorch.org/whl/cu116
+
+pytorch-lightning
+transformers
+numpy
+gradio
+
+# punctuation
+deepmultilingualpunctuation
+sentencepiece

requirements.txt

@@ -0,0 +1,284 @@
+#
+# This file is autogenerated by pip-compile with python 3.8
+# To update, run:
+#
+#    pip-compile
+#
+absl-py==1.2.0
+    # via tensorboard
+aiohttp==3.8.1
+    # via
+    #   fsspec
+    #   gradio
+aiosignal==1.2.0
+    # via aiohttp
+analytics-python==1.4.0
+    # via gradio
+anyio==3.6.1
+    # via
+    #   httpcore
+    #   starlette
+async-timeout==4.0.2
+    # via aiohttp
+attrs==21.4.0
+    # via aiohttp
+backoff==1.10.0
+    # via analytics-python
+bcrypt==3.2.2
+    # via paramiko
+cachetools==5.2.0
+    # via google-auth
+certifi==2022.6.15
+    # via
+    #   httpcore
+    #   httpx
+    #   requests
+cffi==1.15.1
+    # via
+    #   bcrypt
+    #   cryptography
+    #   pynacl
+charset-normalizer==2.1.0
+    # via
+    #   aiohttp
+    #   requests
+click==8.1.3
+    # via uvicorn
+cryptography==37.0.4
+    # via paramiko
+cycler==0.11.0
+    # via matplotlib
+fastapi==0.79.0
+    # via gradio
+ffmpy==0.3.0
+    # via gradio
+filelock==3.7.1
+    # via
+    #   huggingface-hub
+    #   transformers
+fonttools==4.34.4
+    # via matplotlib
+frozenlist==1.3.0
+    # via
+    #   aiohttp
+    #   aiosignal
+fsspec[http]==2022.5.0
+    # via
+    #   gradio
+    #   pytorch-lightning
+google-auth==2.9.1
+    # via
+    #   google-auth-oauthlib
+    #   tensorboard
+google-auth-oauthlib==0.4.6
+    # via tensorboard
+gradio==3.1.1
+    # via -r requirements.in
+grpcio==1.47.0
+    # via tensorboard
+h11==0.12.0
+    # via
+    #   gradio
+    #   httpcore
+    #   uvicorn
+httpcore==0.15.0
+    # via httpx
+httpx==0.23.0
+    # via gradio
+huggingface-hub==0.8.1
+    # via transformers
+idna==3.3
+    # via
+    #   anyio
+    #   requests
+    #   rfc3986
+    #   yarl
+importlib-metadata==4.12.0
+    # via markdown
+jinja2==3.1.2
+    # via gradio
+kiwisolver==1.4.4
+    # via matplotlib
+linkify-it-py==1.0.3
+    # via markdown-it-py
+markdown==3.4.1
+    # via tensorboard
+markdown-it-py[linkify,plugins]==2.1.0
+    # via
+    #   gradio
+    #   mdit-py-plugins
+markupsafe==2.1.1
+    # via jinja2
+matplotlib==3.5.2
+    # via gradio
+mdit-py-plugins==0.3.0
+    # via markdown-it-py
+mdurl==0.1.1
+    # via markdown-it-py
+monotonic==1.6
+    # via analytics-python
+multidict==6.0.2
+    # via
+    #   aiohttp
+    #   yarl
+numpy==1.23.1
+    # via
+    #   -r requirements.in
+    #   gradio
+    #   matplotlib
+    #   pandas
+    #   pytorch-lightning
+    #   tensorboard
+    #   torchmetrics
+    #   torchvision
+    #   transformers
+oauthlib==3.2.0
+    # via requests-oauthlib
+orjson==3.7.8
+    # via gradio
+packaging==21.3
+    # via
+    #   huggingface-hub
+    #   matplotlib
+    #   pytorch-lightning
+    #   torchmetrics
+    #   transformers
+pandas==1.4.3
+    # via gradio
+paramiko==2.11.0
+    # via gradio
+pillow==9.2.0
+    # via
+    #   gradio
+    #   matplotlib
+    #   torchvision
+protobuf==3.19.4
+    # via
+    #   pytorch-lightning
+    #   tensorboard
+pyasn1==0.4.8
+    # via
+    #   pyasn1-modules
+    #   rsa
+pyasn1-modules==0.2.8
+    # via google-auth
+pycparser==2.21
+    # via cffi
+pycryptodome==3.15.0
+    # via gradio
+pydantic==1.9.1
+    # via
+    #   fastapi
+    #   gradio
+pydeprecate==0.3.2
+    # via pytorch-lightning
+pydub==0.25.1
+    # via gradio
+pynacl==1.5.0
+    # via paramiko
+pyparsing==3.0.9
+    # via
+    #   matplotlib
+    #   packaging
+python-dateutil==2.8.2
+    # via
+    #   analytics-python
+    #   matplotlib
+    #   pandas
+python-multipart==0.0.5
+    # via gradio
+pytorch-lightning==1.6.5
+    # via -r requirements.in
+pytz==2022.1
+    # via pandas
+pyyaml==6.0
+    # via
+    #   huggingface-hub
+    #   pytorch-lightning
+    #   transformers
+regex==2022.7.9
+    # via transformers
+requests==2.28.1
+    # via
+    #   analytics-python
+    #   fsspec
+    #   gradio
+    #   huggingface-hub
+    #   requests-oauthlib
+    #   tensorboard
+    #   torchvision
+    #   transformers
+requests-oauthlib==1.3.1
+    # via google-auth-oauthlib
+rfc3986[idna2008]==1.5.0
+    # via httpx
+rsa==4.9
+    # via google-auth
+six==1.16.0
+    # via
+    #   analytics-python
+    #   google-auth
+    #   grpcio
+    #   paramiko
+    #   python-dateutil
+    #   python-multipart
+sniffio==1.2.0
+    # via
+    #   anyio
+    #   httpcore
+    #   httpx
+starlette==0.19.1
+    # via fastapi
+tensorboard==2.9.1
+    # via pytorch-lightning
+tensorboard-data-server==0.6.1
+    # via tensorboard
+tensorboard-plugin-wit==1.8.1
+    # via tensorboard
+tokenizers==0.12.1
+    # via transformers
+torch==1.12.0+cu116
+    # via
+    #   -r requirements.in
+    #   pytorch-lightning
+    #   torchaudio
+    #   torchmetrics
+    #   torchvision
+torchaudio==0.12.0+cu116
+    # via -r requirements.in
+torchmetrics==0.9.2
+    # via pytorch-lightning
+torchvision==0.13.0+cu116
+    # via -r requirements.in
+tqdm==4.64.0
+    # via
+    #   huggingface-hub
+    #   pytorch-lightning
+    #   transformers
+transformers==4.20.1
+    # via -r requirements.in
+typing-extensions==4.3.0
+    # via
+    #   huggingface-hub
+    #   pydantic
+    #   pytorch-lightning
+    #   starlette
+    #   torch
+    #   torchvision
+uc-micro-py==1.0.1
+    # via linkify-it-py
+urllib3==1.26.10
+    # via requests
+uvicorn==0.18.2
+    # via gradio
+werkzeug==2.1.2
+    # via tensorboard
+wheel==0.37.1
+    # via tensorboard
+yarl==1.7.2
+    # via aiohttp
+zipp==3.8.1
+    # via importlib-metadata
+
+# The following packages are considered to be unsafe in a requirements file:
+# setuptools

src/app.py

@@ -0,0 +1,86 @@
+from string import punctuation
+import gradio as gr
+from transformers import pipeline
+from transformers import AutomaticSpeechRecognitionPipeline
+from deepmultilingualpunctuation import PunctuationModel
+
+puntuation_model = PunctuationModel()
+# capitalization_model = ("KES/caribe-capitalise")
+# text = "My name is Clara and I live in Berkeley California Ist das eine Frage Frau Müller"
+# print(result)
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
+
+capitalise_tokenizer = AutoTokenizer.from_pretrained("KES/caribe-capitalise")
+capitalise_model = AutoModelForSeq2SeqLM.from_pretrained("KES/caribe-capitalise")
+
+
+pipe = pipeline(
+    model="facebook/wav2vec2-large-960h", 
+    chunk_length_s=180,
+    stride_length_s=30,
+    device=0)
+
+def translate(audio_file):
+    x = pipe(audio_file)
+    text = x['text']
+    return text
+
+def punctuation(text):
+    punctuation = puntuation_model.restore_punctuation(text)
+    return punctuation
+
+def capitalise(text):
+    text = text.lower()
+    inputs = capitalise_tokenizer("text:"+text, truncation=True, return_tensors='pt')
+    # print(capitalization)
+    output = capitalise_model.generate(inputs['input_ids'], num_beams=4, max_length=512, early_stopping=True)
+    capitalised_text = capitalise_tokenizer.batch_decode(output, skip_special_tokens=True)
+
+    result = ("".join(capitalised_text))
+
+    return result
+
+def all(file):
+    trans_text = translate(file).lower()
+    punct_text = punctuation(trans_text)
+    cap_text = capitalise(punct_text)
+    return trans_text, punct_text, cap_text
+
+input = gr.Audio(type="filepath")
+live_in = gr.Audio(type="filepath", source="microphone")
+# options = gr.CheckboxGroup(
+#     options=["text", "punctuation", "capitalisation"],
+# )
+raw_output = gr.Text(label="Raw Output")
+puncuation_output = gr.Text(label="Punctuation Output")
+capitalization_output = gr.Text(label="Capitalization Output")
+
+translater = gr.Interface(
+    fn=translate, 
+    inputs=input, 
+    outputs=[raw_output])
+
+punctuation = gr.Interface(
+    fn=punctuation,
+    inputs=raw_output,
+    outputs=[puncuation_output])
+
+capitalization = gr.Interface(
+    fn=capitalise,
+    inputs=puncuation_output,
+    outputs=[capitalization_output])
+
+
+
+# gr.Series(translater, punctuation, capitalization).launch(share=True)
+live_demo = gr.Interface(
+    fn=all,
+    inputs=live_in,
+    outputs=[raw_output, puncuation_output, capitalization_output])
+demo = gr.Interface(
+    fn=all,
+    inputs=input,
+    outputs=[raw_output, puncuation_output, capitalization_output])
+
+# demo.launch(share=True)
+gr.TabbedInterface([demo, live_demo], tab_names=["Upload File", "Record Self"]).launch(share=True)

src/requirements.in

@@ -0,0 +1,16 @@
+pip-tools
+
+torch
+torchvision
+torchaudio 
+--extra-index-url https://download.pytorch.org/whl/cu116
+
+pytorch-lightning
+transformers
+matplotlib
+seaborn
+numpy
+pandas
+icecream
+jupyter
+gradio

src/requirements.txt

@@ -0,0 +1,420 @@
+#
+# This file is autogenerated by pip-compile with python 3.8
+# To update, run:
+#
+#    pip-compile
+#
+--extra-index-url https://download.pytorch.org/whl/cu116
+
+absl-py==1.2.0
+    # via tensorboard
+aiohttp==3.8.1
+    # via fsspec
+aiosignal==1.2.0
+    # via aiohttp
+argon2-cffi==21.3.0
+    # via notebook
+argon2-cffi-bindings==21.2.0
+    # via argon2-cffi
+asttokens==2.0.5
+    # via
+    #   icecream
+    #   stack-data
+async-timeout==4.0.2
+    # via aiohttp
+attrs==21.4.0
+    # via
+    #   aiohttp
+    #   jsonschema
+backcall==0.2.0
+    # via ipython
+beautifulsoup4==4.11.1
+    # via nbconvert
+bleach==5.0.1
+    # via nbconvert
+build==0.8.0
+    # via pip-tools
+cachetools==5.2.0
+    # via google-auth
+certifi==2022.6.15
+    # via requests
+cffi==1.15.1
+    # via argon2-cffi-bindings
+charset-normalizer==2.1.0
+    # via
+    #   aiohttp
+    #   requests
+click==8.1.3
+    # via pip-tools
+colorama==0.4.5
+    # via icecream
+cycler==0.11.0
+    # via matplotlib
+debugpy==1.6.2
+    # via ipykernel
+decorator==5.1.1
+    # via ipython
+defusedxml==0.7.1
+    # via nbconvert
+entrypoints==0.4
+    # via
+    #   jupyter-client
+    #   nbconvert
+executing==0.8.3
+    # via
+    #   icecream
+    #   stack-data
+fastjsonschema==2.16.1
+    # via nbformat
+filelock==3.7.1
+    # via
+    #   huggingface-hub
+    #   transformers
+fonttools==4.34.4
+    # via matplotlib
+frozenlist==1.3.0
+    # via
+    #   aiohttp
+    #   aiosignal
+fsspec[http]==2022.5.0
+    # via pytorch-lightning
+google-auth==2.9.1
+    # via
+    #   google-auth-oauthlib
+    #   tensorboard
+google-auth-oauthlib==0.4.6
+    # via tensorboard
+grpcio==1.47.0
+    # via tensorboard
+huggingface-hub==0.8.1
+    # via transformers
+icecream==2.1.3
+    # via -r requirements.in
+idna==3.3
+    # via
+    #   requests
+    #   yarl
+importlib-metadata==4.12.0
+    # via markdown
+importlib-resources==5.9.0
+    # via jsonschema
+ipykernel==6.15.1
+    # via
+    #   ipywidgets
+    #   jupyter
+    #   jupyter-console
+    #   notebook
+    #   qtconsole
+ipython==8.4.0
+    # via
+    #   ipykernel
+    #   ipywidgets
+    #   jupyter-console
+ipython-genutils==0.2.0
+    # via
+    #   ipywidgets
+    #   notebook
+    #   qtconsole
+ipywidgets==7.7.1
+    # via jupyter
+jedi==0.18.1
+    # via ipython
+jinja2==3.1.2
+    # via
+    #   nbconvert
+    #   notebook
+jsonschema==4.7.2
+    # via nbformat
+jupyter==1.0.0
+    # via -r requirements.in
+jupyter-client==7.3.4
+    # via
+    #   ipykernel
+    #   jupyter-console
+    #   nbclient
+    #   notebook
+    #   qtconsole
+jupyter-console==6.4.4
+    # via jupyter
+jupyter-core==4.11.1
+    # via
+    #   jupyter-client
+    #   nbconvert
+    #   nbformat
+    #   notebook
+    #   qtconsole
+jupyterlab-pygments==0.2.2
+    # via nbconvert
+jupyterlab-widgets==1.1.1
+    # via ipywidgets
+kiwisolver==1.4.4
+    # via matplotlib
+markdown==3.4.1
+    # via tensorboard
+markupsafe==2.1.1
+    # via
+    #   jinja2
+    #   nbconvert
+matplotlib==3.5.2
+    # via
+    #   -r requirements.in
+    #   seaborn
+matplotlib-inline==0.1.3
+    # via
+    #   ipykernel
+    #   ipython
+mistune==0.8.4
+    # via nbconvert
+multidict==6.0.2
+    # via
+    #   aiohttp
+    #   yarl
+nbclient==0.6.6
+    # via nbconvert
+nbconvert==6.5.0
+    # via
+    #   jupyter
+    #   notebook
+nbformat==5.4.0
+    # via
+    #   nbclient
+    #   nbconvert
+    #   notebook
+nest-asyncio==1.5.5
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   nbclient
+    #   notebook
+notebook==6.4.12
+    # via
+    #   jupyter
+    #   widgetsnbextension
+numpy==1.23.1
+    # via
+    #   -r requirements.in
+    #   matplotlib
+    #   pandas
+    #   pytorch-lightning
+    #   scipy
+    #   seaborn
+    #   tensorboard
+    #   torchmetrics
+    #   torchvision
+    #   transformers
+oauthlib==3.2.0
+    # via requests-oauthlib
+packaging==21.3
+    # via
+    #   build
+    #   huggingface-hub
+    #   ipykernel
+    #   matplotlib
+    #   nbconvert
+    #   pytorch-lightning
+    #   qtpy
+    #   torchmetrics
+    #   transformers
+pandas==1.4.3
+    # via
+    #   -r requirements.in
+    #   seaborn
+pandocfilters==1.5.0
+    # via nbconvert
+parso==0.8.3
+    # via jedi
+pep517==0.12.0
+    # via build
+pexpect==4.8.0
+    # via ipython
+pickleshare==0.7.5
+    # via ipython
+pillow==9.2.0
+    # via
+    #   matplotlib
+    #   torchvision
+pip-tools==6.8.0
+    # via -r requirements.in
+prometheus-client==0.14.1
+    # via notebook
+prompt-toolkit==3.0.30
+    # via
+    #   ipython
+    #   jupyter-console
+protobuf==3.19.4
+    # via
+    #   pytorch-lightning
+    #   tensorboard
+psutil==5.9.1
+    # via ipykernel
+ptyprocess==0.7.0
+    # via
+    #   pexpect
+    #   terminado
+pure-eval==0.2.2
+    # via stack-data
+pyasn1==0.4.8
+    # via
+    #   pyasn1-modules
+    #   rsa
+pyasn1-modules==0.2.8
+    # via google-auth
+pycparser==2.21
+    # via cffi
+pydeprecate==0.3.2
+    # via pytorch-lightning
+pygments==2.12.0
+    # via
+    #   icecream
+    #   ipython
+    #   jupyter-console
+    #   nbconvert
+    #   qtconsole
+pyparsing==3.0.9
+    # via
+    #   matplotlib
+    #   packaging
+pyrsistent==0.18.1
+    # via jsonschema
+python-dateutil==2.8.2
+    # via
+    #   jupyter-client
+    #   matplotlib
+    #   pandas
+pytorch-lightning==1.6.5
+    # via -r requirements.in
+pytz==2022.1
+    # via pandas
+pyyaml==6.0
+    # via
+    #   huggingface-hub
+    #   pytorch-lightning
+    #   transformers
+pyzmq==23.2.0
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   notebook
+    #   qtconsole
+qtconsole==5.3.1
+    # via jupyter
+qtpy==2.1.0
+    # via qtconsole
+regex==2022.7.9
+    # via transformers
+requests==2.28.1
+    # via
+    #   fsspec
+    #   huggingface-hub
+    #   requests-oauthlib
+    #   tensorboard
+    #   torchvision
+    #   transformers
+requests-oauthlib==1.3.1
+    # via google-auth-oauthlib
+rsa==4.9
+    # via google-auth
+scipy==1.8.1
+    # via seaborn
+seaborn==0.11.2
+    # via -r requirements.in
+send2trash==1.8.0
+    # via notebook
+six==1.16.0
+    # via
+    #   asttokens
+    #   bleach
+    #   google-auth
+    #   grpcio
+    #   python-dateutil
+soupsieve==2.3.2.post1
+    # via beautifulsoup4
+stack-data==0.3.0
+    # via ipython
+tensorboard==2.9.1
+    # via pytorch-lightning
+tensorboard-data-server==0.6.1
+    # via tensorboard
+tensorboard-plugin-wit==1.8.1
+    # via tensorboard
+terminado==0.15.0
+    # via notebook
+tinycss2==1.1.1
+    # via nbconvert
+tokenizers==0.12.1
+    # via transformers
+tomli==2.0.1
+    # via
+    #   build
+    #   pep517
+torch==1.12.0+cu116
+    # via
+    #   -r requirements.in
+    #   pytorch-lightning
+    #   torchaudio
+    #   torchmetrics
+    #   torchvision
+torchaudio==0.12.0+cu116
+    # via -r requirements.in
+torchmetrics==0.9.2
+    # via pytorch-lightning
+torchvision==0.13.0+cu116
+    # via -r requirements.in
+tornado==6.2
+    # via
+    #   ipykernel
+    #   jupyter-client
+    #   notebook
+    #   terminado
+tqdm==4.64.0
+    # via
+    #   huggingface-hub
+    #   pytorch-lightning
+    #   transformers
+traitlets==5.3.0
+    # via
+    #   ipykernel
+    #   ipython
+    #   ipywidgets
+    #   jupyter-client
+    #   jupyter-core
+    #   matplotlib-inline
+    #   nbclient
+    #   nbconvert
+    #   nbformat
+    #   notebook
+    #   qtconsole
+transformers==4.20.1
+    # via -r requirements.in
+typing-extensions==4.3.0
+    # via
+    #   huggingface-hub
+    #   pytorch-lightning
+    #   torch
+    #   torchvision
+urllib3==1.26.10
+    # via requests
+wcwidth==0.2.5
+    # via prompt-toolkit
+webencodings==0.5.1
+    # via
+    #   bleach
+    #   tinycss2
+werkzeug==2.1.2
+    # via tensorboard
+wheel==0.37.1
+    # via
+    #   pip-tools
+    #   tensorboard
+widgetsnbextension==3.6.1
+    # via ipywidgets
+yarl==1.7.2
+    # via aiohttp
+zipp==3.8.1
+    # via
+    #   importlib-metadata
+    #   importlib-resources
+
+# The following packages are considered to be unsafe in a requirements file:
+# pip
+# setuptools