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app.py

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+from fastai.vision.all import *
+from fastai.vision.all import load_learner
+import gradio as gr
+
+fruit_labels = ('Apple', 'Apricot', 'Avocado',
+                'Banana', 'Blueberry',
+                'Carambola', 'Cherry', 'Fig',
+                'Grape', 'Kiwi', 'Lemon',
+                'Lychee', 'Mango',
+                'Orange', 'Papaya',
+                'Pear', 'Pineapple',
+                'Raspberry', 'Strawberry', 'Watermelon')
+
+model=load_learner("fruit_model_v6.pkl")
+
+def recognize_image(image):
+  pred, idx, probs = model.predict(image)
+  print(pred)
+  return dict(zip(fruit_labels, map(float, probs)))
+
+
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label(num_top_classes=5)
+examples = [
+    'test_0.jpg',
+    'test_1.jpg',
+    'test_2.jpg',
+    'test_4.jpeg'
+]
+
+iface = gr.Interface(fn=recognize_image, inputs=image, outputs=label, examples=examples)
+iface.launch(inline=False)

fruit_model_v6.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:330725920c4563ff4493d06ae4ec3963748b89868c19938d0c7b08adcbc68658
+size 102991809

requirements.txt

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+aiofiles==23.2.1
+altair==5.3.0
+annotated-types==0.6.0
+anyio==4.3.0
+attrs==23.2.0
+blis==0.7.11
+catalogue==2.0.10
+certifi==2024.2.2
+charset-normalizer==3.3.2
+click==8.1.7
+cloudpathlib==0.16.0
+confection==0.1.4
+contourpy==1.2.1
+cycler==0.12.1
+cymem==2.0.8
+dnspython==2.6.1
+email_validator==2.1.1
+fastai==2.7.15
+fastapi==0.111.0
+fastapi-cli==0.0.2
+fastcore==1.5.33
+fastdownload==0.0.7
+fastprogress==1.0.3
+ffmpy==0.3.2
+filelock==3.14.0
+fonttools==4.51.0
+fsspec==2024.3.1
+gradio==3.50.0
+gradio_client==0.6.1
+h11==0.14.0
+httpcore==1.0.5
+httptools==0.6.1
+httpx==0.27.0
+huggingface-hub==0.23.0
+idna==3.7
+importlib_resources==6.4.0
+Jinja2==3.1.4
+joblib==1.4.2
+jsonschema==4.22.0
+jsonschema-specifications==2023.12.1
+kiwisolver==1.4.5
+langcodes==3.4.0
+language_data==1.2.0
+marisa-trie==1.1.0
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.8.4
+mdurl==0.1.2
+mpmath==1.3.0
+murmurhash==1.0.10
+networkx==3.3
+numpy==1.26.4
+orjson==3.10.3
+packaging==24.0
+pandas==2.2.2
+pillow==10.3.0
+preshed==3.0.9
+pydantic==2.7.1
+pydantic_core==2.18.2
+pydub==0.25.1
+Pygments==2.18.0
+pyparsing==3.1.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-multipart==0.0.9
+pytz==2024.1
+PyYAML==6.0.1
+referencing==0.35.1
+requests==2.31.0
+rich==13.7.1
+rpds-py==0.18.0
+ruff==0.4.3
+scikit-learn==1.4.2
+scipy==1.13.0
+semantic-version==2.10.0
+shellingham==1.5.4
+six==1.16.0
+smart-open==6.4.0
+sniffio==1.3.1
+spacy==3.7.4
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.4.8
+starlette==0.37.2
+sympy==1.12
+thinc==8.2.3
+threadpoolctl==3.5.0
+tomlkit==0.12.0
+toolz==0.12.1
+torch==2.3.0
+torchvision==0.18.0
+tqdm==4.66.4
+typer==0.12.3
+typing_extensions==4.11.0
+tzdata==2024.1
+ujson==5.9.0
+urllib3==2.2.1
+uvicorn==0.29.0
+uvloop==0.19.0
+wasabi==1.1.2
+watchfiles==0.21.0
+weasel==0.3.4
+websockets==11.0.3