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Add application file
Browse files- app.py +44 -0
- requirements.txt +136 -0
app.py
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import gradio as gr
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from deepforest import main
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import cv2
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def show_trees(img_path):
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model = main.deepforest()
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model.use_release()
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img = model.predict_image(path=img_path, return_plot=True)
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img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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return img
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def show_birds(img_path):
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model = main.deepforest()
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model.use_bird_release()
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img = model.predict_image(path=img_path, return_plot=True)
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img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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return img
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with gr.Blocks() as demo:
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gr.Markdown('# Deepforest')
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gr.Markdown('## Tree Detection Model')
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gr.Markdown('### Predict trees')
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with gr.Row():
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with gr.Column():
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input_image = gr.Image(label="Input Image", type="filepath")
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with gr.Column():
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output_image = gr.Image(label="Predicted image")
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submit_button_trees = gr.Button("Predict trees")
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submit_button_trees.click(show_trees, inputs=input_image, outputs=output_image)
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gr.Markdown('### Predict birds')
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with gr.Row():
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with gr.Column():
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input_image=gr.Image(label="Input image",type="filepath")
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with gr.Column():
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output_image=gr.Image(label="Predicted Image")
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submit_button_birds = gr.Button("Predict birds")
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submit_button_birds.click(show_birds,inputs=input_image,outputs=output_image)
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if __name__ == "__main__":
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demo.launch()
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requirements.txt
ADDED
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affine @ file:///Users/ktietz/demo/mc3/conda-bld/affine_1629890479180/work
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aiofiles==23.2.1
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aiohttp==3.9.3
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aiosignal==1.3.1
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alabaster==0.7.16
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albumentations==1.4.2
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altair==5.2.0
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annotated-types==0.6.0
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anyio==4.3.0
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attrs @ file:///croot/attrs_1695717823297/work
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Babel==2.14.0
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certifi @ file:///croot/certifi_1707229174982/work/certifi
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charset-normalizer==3.3.2
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click @ file:///croot/click_1698129812380/work
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click-plugins @ file:///Users/ktietz/demo/mc3/conda-bld/click-plugins_1630665883852/work
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cligj==0.7.2
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colorama==0.4.6
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commonmark==0.9.1
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contourpy==1.2.0
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cycler==0.12.1
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docutils==0.20.1
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fastapi==0.110.0
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ffmpy==0.3.2
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filelock==3.13.3
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fiona==1.9.6
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fonttools==4.50.0
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frozenlist==1.4.1
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fsspec==2024.3.1
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geopandas==0.14.3
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gradio==4.23.0
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gradio_client==0.14.0
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h11==0.14.0
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httpcore==1.0.4
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httpx==0.27.0
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huggingface-hub==0.22.1
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idna==3.6
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imagecodecs==2024.1.1
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imageio==2.34.0
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imagesize==1.4.1
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importlib_resources==6.4.0
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Jinja2==3.1.3
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joblib==1.3.2
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jsonschema==4.21.1
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jsonschema-specifications==2023.12.1
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kiwisolver==1.4.5
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lazy_loader==0.3
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lightning-utilities==0.11.1
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markdown-it-py==3.0.0
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MarkupSafe==2.1.5
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matplotlib==3.8.3
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mdurl==0.1.2
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mkl-fft @ file:///croot/mkl_fft_1695058164594/work
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mkl-random @ file:///croot/mkl_random_1695059800811/work
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mkl-service==2.4.0
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mpmath==1.3.0
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multidict==6.0.5
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networkx==3.2.1
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numpy @ file:///croot/numpy_and_numpy_base_1708638617955/work/dist/numpy-1.26.4-cp311-cp311-linux_x86_64.whl#sha256=5f96f274d410a1682519282ae769c877d32fdbf171aa8badec7bf5e1d3a1748a
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nvidia-cublas-cu12==12.1.3.1
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nvidia-cuda-cupti-cu12==12.1.105
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nvidia-cuda-nvrtc-cu12==12.1.105
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nvidia-cuda-runtime-cu12==12.1.105
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nvidia-cudnn-cu12==8.9.2.26
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nvidia-cufft-cu12==11.0.2.54
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nvidia-curand-cu12==10.3.2.106
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nvidia-cusolver-cu12==11.4.5.107
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nvidia-cusparse-cu12==12.1.0.106
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nvidia-nccl-cu12==2.19.3
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nvidia-nvjitlink-cu12==12.4.99
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nvidia-nvtx-cu12==12.1.105
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opencv-python==4.9.0.80
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opencv-python-headless==4.9.0.80
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orjson==3.9.15
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packaging==24.0
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pandas==2.2.1
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pillow==10.2.0
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progressbar2==4.4.2
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psutil==5.9.8
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pycocotools==2.0.7
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pydantic==2.6.4
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pydantic_core==2.16.3
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pydub==0.25.1
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Pygments==2.17.2
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pyparsing @ file:///work/ci_py311/pyparsing_1677811559502/work
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pyproj==3.6.1
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python-dateutil==2.9.0.post0
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python-multipart==0.0.9
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python-utils==3.8.2
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pytorch-lightning==2.2.1
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pytz==2024.1
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PyYAML==6.0.1
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rasterio @ file:///work/ci_py311/rasterio_1676861695610/work
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recommonmark==0.7.1
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referencing==0.34.0
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requests==2.31.0
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rich==13.7.1
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rpds-py==0.18.0
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Rtree==1.2.0
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ruff==0.3.4
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scikit-image==0.22.0
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scikit-learn==1.4.1.post1
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scipy==1.12.0
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semantic-version==2.10.0
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shapely==2.0.3
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shellingham==1.5.4
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six==1.16.0
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slidingwindow==0.0.14
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sniffio==1.3.1
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snowballstemmer==2.2.0
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snuggs @ file:///Users/ktietz/demo/mc3/conda-bld/snuggs_1629803886966/work
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Sphinx==7.2.6
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sphinxcontrib-applehelp==1.0.8
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sphinxcontrib-devhelp==1.0.6
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sphinxcontrib-htmlhelp==2.0.5
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sphinxcontrib-jsmath==1.0.1
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sphinxcontrib-qthelp==1.0.7
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sphinxcontrib-serializinghtml==1.1.10
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starlette==0.36.3
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sympy==1.12
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threadpoolctl==3.4.0
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tifffile==2024.2.12
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tomlkit==0.12.0
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toolz==0.12.1
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torch==2.2.1
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torchmetrics==1.3.2
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torchvision==0.17.1
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tqdm==4.66.2
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triton==2.2.0
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typer==0.10.0
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typing_extensions==4.10.0
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tzdata==2024.1
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urllib3==2.2.1
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uvicorn==0.29.0
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websockets==11.0.3
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xmltodict==0.13.0
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yarl==1.9.4
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