DmitriiKhizbullin
commited on
Commit
·
6d2185b
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Parent(s):
f036ad4
Instructions to run the app
Browse files- README.md +17 -2
- app.py +1 -1
- requirements.txt +72 -0
README.md
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### Gradio app environment
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-
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### Training environment
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conda activate retinopathy_train
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python train.py
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```
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The trained model will be put into `lightning_logs/`.
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### Gradio app environment
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Install from pip requirements file:
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```bash
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conda create -n retinopathy_app python=3.10
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conda activate retinopathy_app
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pip install -r requirements.txt
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python app.py
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```
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Install manually:
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```bash
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pip install pytorch --index-url https://download.pytorch.org/whl/cpu
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pip install gradio
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pip install transformers
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```
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### Training environment
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conda activate retinopathy_train
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python train.py
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```
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The trained model will be put into `lightning_logs/`.
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app.py
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output = gr.Label(num_top_classes=len(DR_LABELMAP),
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label="Retinopathy level prediction")
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with gr.Column(scale=4):
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gr.Markdown("![](https://media.githubusercontent.com/media/
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with gr.Row():
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with gr.Column(scale=9, min_width=100):
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image = gr.Image(label="Retina scan")
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output = gr.Label(num_top_classes=len(DR_LABELMAP),
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label="Retinopathy level prediction")
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with gr.Column(scale=4):
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gr.Markdown("![](https://media.githubusercontent.com/media/SDAIA-KAUST-AI/diabetic-retinopathy-detection/main/media/logo1.png)")
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with gr.Row():
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with gr.Column(scale=9, min_width=100):
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image = gr.Image(label="Retina scan")
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requirements.txt
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--extra-index-url https://download.pytorch.org/whl/cpu
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torch==2.1.2+cpu
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--extra-index-url https://download.pytorch.org/whl/cpu
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aiofiles==23.2.1
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altair==5.2.0
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annotated-types==0.6.0
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anyio==4.2.0
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attrs==23.2.0
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certifi==2023.11.17
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charset-normalizer==3.3.2
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click==8.1.7
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colorama==0.4.6
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contourpy==1.2.0
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cycler==0.12.1
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exceptiongroup==1.2.0
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fastapi==0.108.0
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ffmpy==0.3.1
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filelock==3.13.1
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fonttools==4.47.0
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fsspec==2023.12.2
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gradio==4.13.0
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gradio_client==0.8.0
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h11==0.14.0
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httpcore==1.0.2
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httpx==0.26.0
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huggingface-hub==0.20.2
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idna==3.6
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importlib-resources==6.1.1
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Jinja2==3.1.2
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jsonschema==4.20.0
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jsonschema-specifications==2023.12.1
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kiwisolver==1.4.5
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markdown-it-py==3.0.0
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MarkupSafe==2.1.3
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matplotlib==3.8.2
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mdurl==0.1.2
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mpmath==1.3.0
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networkx==3.2.1
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numpy==1.26.3
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orjson==3.9.10
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packaging==23.2
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pandas==2.1.4
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pillow==10.2.0
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pydantic==2.5.3
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pydantic_core==2.14.6
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pydub==0.25.1
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Pygments==2.17.2
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pyparsing==3.1.1
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python-dateutil==2.8.2
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python-multipart==0.0.6
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pytz==2023.3.post1
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PyYAML==6.0.1
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referencing==0.32.1
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regex==2023.12.25
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requests==2.31.0
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rich==13.7.0
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rpds-py==0.16.2
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safetensors==0.4.1
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semantic-version==2.10.0
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shellingham==1.5.4
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six==1.16.0
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sniffio==1.3.0
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starlette==0.32.0.post1
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sympy==1.12
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tokenizers==0.15.0
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tomlkit==0.12.0
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toolz==0.12.0
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torch==2.1.2+cpu
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tqdm==4.66.1
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transformers==4.36.2
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typer==0.9.0
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typing_extensions==4.9.0
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tzdata==2023.4
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urllib3==2.1.0
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uvicorn==0.25.0
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websockets==11.0.3
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