Add everything apart from the big model file

.gitignore

@@ -0,0 +1,3 @@
+.env
+.DS_Store
+.ipynb_checkpoints

app.py

@@ -1,7 +1,16 @@
+from fastai.vision.all import *
 import gradio as gr
 
 def greet(name):
     return "Hello " + name + "!!"
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+
+learn = load_learner('model-v7.pkl')
+
+labels = learn.dls.vocab
+def predict(img):
+    img = PILImage.create(img)
+    pred,pred_idx,probs = learn.predict(img)
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)

check_pytorch.py

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+import torch
+
+# Check that MPS is available
+if not torch.backends.mps.is_available():
+    if not torch.backends.mps.is_built():
+        print("MPS not available because the current PyTorch install was not "
+              "built with MPS enabled.")
+    else:
+        print("MPS not available because the current MacOS version is not 12.3+ "
+              "and/or you do not have an MPS-enabled device on this machine.")
+
+else:
+    print("all good")

requirements.txt

@@ -0,0 +1,87 @@
+aiofiles==23.2.1
+altair==5.1.2
+annotated-types==0.6.0
+anyio==3.7.1
+attrs==23.1.0
+blis==0.7.11
+catalogue==2.0.10
+certifi==2023.7.22
+charset-normalizer==3.3.0
+click==8.1.7
+cloudpathlib==0.16.0
+confection==0.1.3
+contourpy==1.1.1
+cycler==0.12.1
+cymem==2.0.8
+fastai==2.7.13
+fastapi==0.103.2
+fastcore==1.5.29
+fastdownload==0.0.7
+fastprogress==1.0.3
+ffmpy==0.3.1
+filelock==3.12.4
+fonttools==4.43.1
+fsspec==2023.9.2
+gradio==3.49.0
+gradio_client==0.6.1
+h11==0.14.0
+httpcore==0.18.0
+httpx==0.25.0
+huggingface-hub==0.18.0
+idna==3.4
+importlib-resources==6.1.0
+Jinja2==3.1.2
+joblib==1.3.2
+jsonschema==4.19.1
+jsonschema-specifications==2023.7.1
+kiwisolver==1.4.5
+langcodes==3.3.0
+MarkupSafe==2.1.3
+matplotlib==3.8.0
+mpmath==1.3.0
+murmurhash==1.0.10
+networkx==3.1
+numpy==1.26.1
+orjson==3.9.9
+packaging==23.2
+pandas==2.1.1
+Pillow==10.1.0
+preshed==3.0.9
+pydantic==2.4.2
+pydantic_core==2.10.1
+pydub==0.25.1
+pyparsing==3.1.1
+python-dateutil==2.8.2
+python-multipart==0.0.6
+pytz==2023.3.post1
+PyYAML==6.0.1
+referencing==0.30.2
+requests==2.31.0
+rpds-py==0.10.6
+scikit-learn==1.3.1
+scipy==1.11.3
+semantic-version==2.10.0
+six==1.16.0
+smart-open==6.4.0
+sniffio==1.3.0
+spacy==3.7.2
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.4.8
+starlette==0.27.0
+sympy==1.12
+thinc==8.2.1
+threadpoolctl==3.2.0
+toolz==0.12.0
+torch==2.1.0
+torchaudio==2.1.0
+torchvision==0.16.0
+tqdm==4.66.1
+typer==0.9.0
+typing_extensions==4.8.0
+tzdata==2023.3
+urllib3==2.0.7
+uvicorn==0.23.2
+wasabi==1.1.2
+weasel==0.3.3
+websockets==11.0.3