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app.py

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+import timm
+import gradio as gr
+from pathlib import Path
+from fastai.vision.all import *
+
+categories = ['Tomato___Bacterial_spot', 'Tomato___Early_blight', 'Tomato___Late_blight', 'Tomato___Leaf_Mold', 'Tomato___Septoria_leaf_spot', 'Tomato___Spider_mites Two-spotted_spider_mite', 'Tomato___Target_Spot', 'Tomato___Tomato_Yellow_Leaf_Curl_Virus', 'Tomato___Tomato_mosaic_virus', 'Tomato___healthy']
+
+learner = load_learner(Path('tomato_resnet50.pkl'))
+
+def classify(img):
+    category, index, probs = learner.predict(img)
+    return (dict(zip(categories, map(float, probs))))
+
+image = gr.inputs.Image(shape=(224))
+label = gr.outputs.Label()
+example = ['Tomato___Bacterial_spot', 'Tomato___Early_blight']
+
+interface = gr.Interface(fn=classify, 
+                         inputs='image', 
+                         outputs='label',
+                         example=example)
+
+interface.launch()

pyvenv.cfg

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+home = C:\Users\PANOBOOKING\AppData\Local\Programs\Python\Python310
+include-system-site-packages = false
+version = 3.10.11

requirements.txt

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+aiofiles==23.1.0
+aiohttp==3.8.4
+aiosignal==1.3.1
+altair==5.0.1
+anyio==3.7.0
+async-timeout==4.0.2
+attrs==23.1.0
+blis==0.7.9
+catalogue==2.0.8
+certifi==2023.5.7
+charset-normalizer==3.1.0
+click==8.1.3
+colorama==0.4.6
+confection==0.0.4
+contourpy==1.1.0
+cycler==0.11.0
+cymem==2.0.7
+exceptiongroup==1.1.1
+fastai==2.7.12
+fastapi==0.97.0
+fastcore==1.5.29
+fastdownload==0.0.7
+fastprogress==1.0.3
+ffmpy==0.3.0
+filelock==3.12.2
+fonttools==4.40.0
+frozenlist==1.3.3
+fsspec==2023.6.0
+gradio==3.35.2
+gradio_client==0.2.7
+h11==0.14.0
+httpcore==0.17.2
+httpx==0.24.1
+huggingface-hub==0.15.1
+idna==3.4
+Jinja2==3.1.2
+joblib==1.2.0
+jsonschema==4.17.3
+kiwisolver==1.4.4
+langcodes==3.3.0
+linkify-it-py==2.0.2
+markdown-it-py==2.2.0
+MarkupSafe==2.1.3
+matplotlib==3.7.1
+mdit-py-plugins==0.3.3
+mdurl==0.1.2
+mpmath==1.3.0
+multidict==6.0.4
+murmurhash==1.0.9
+networkx==3.1
+numpy==1.25.0
+orjson==3.9.1
+packaging==23.1
+pandas==2.0.2
+pathy==0.10.2
+Pillow==9.5.0
+preshed==3.0.8
+pydantic==1.10.9
+pydub==0.25.1
+Pygments==2.15.1
+pyparsing==3.1.0
+pyrsistent==0.19.3
+python-dateutil==2.8.2
+python-multipart==0.0.6
+pytz==2023.3
+PyYAML==6.0
+requests==2.31.0
+safetensors==0.3.1
+scikit-learn==1.2.2
+scipy==1.10.1
+semantic-version==2.10.0
+six==1.16.0
+smart-open==6.3.0
+sniffio==1.3.0
+spacy==3.5.3
+spacy-legacy==3.0.12
+spacy-loggers==1.0.4
+srsly==2.4.6
+starlette==0.27.0
+sympy==1.12
+thinc==8.1.10
+threadpoolctl==3.1.0
+timm==0.9.2
+toolz==0.12.0
+torch==2.0.1
+torchvision==0.15.2
+tqdm==4.65.0
+typer==0.7.0
+typing_extensions==4.6.3
+tzdata==2023.3
+uc-micro-py==1.0.2
+urllib3==2.0.3
+uvicorn==0.22.0
+wasabi==1.1.2
+websockets==11.0.3
+yarl==1.9.2

tomato_resnet50.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1af72d9d37f3a63ad5ba0a736bdb46f24fca9ff0a8905cfe898f550f3008d4a9
+size 103204843