init

.gitignore

@@ -0,0 +1 @@
+flagged

README.md

@@ -1,6 +1,6 @@
 ---
 title: ScubaSpotter
-emoji: 📚
+emoji: 🤿
 colorFrom: blue
 colorTo: gray
 sdk: gradio
@@ -10,4 +10,6 @@ pinned: false
 license: apache-2.0
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+```python
+python app.py
+```

app.py

@@ -1,7 +1,24 @@
 import gradio as gr
+from fastai.vision.all import *
 
-def greet(name):
-    return "Hello " + name + "!!"
+title = "ScubaSpotter 🤿"
+description = "An image classifier for underwater marine life, including scuba divers themselves. Trained on the [Sea Animals Image Dataset](https://www.kaggle.com/datasets/vencerlanz09/sea-animals-image-dataste)."
+examples = ['./examples/clam.jpg', './examples/scuba_diver.jpg', './examples/turtle.jpg']
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+learn = load_learner('export.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))}
+
+def most_confident_prediction(img):
+    img = PILImage.create(img)
+    pred, pred_idx, probs = learn.predict(img)
+    predictions = {labels[i]: float(probs[i]) for i in range(len(labels))}
+    most_confident_prediction = max(predictions.items(), key=lambda x: x[1])
+    return {most_confident_prediction[0]: float(most_confident_prediction[1])}
+
+gr.Interface(fn=most_confident_prediction, inputs="image", outputs="label", title=title,description=description,examples=examples).launch(share=True)

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:486828594daf8863628b22c5e80517b3a0bf6c3856aff3578482dd7d644ad28c
+size 47160653

requirements.txt

@@ -0,0 +1,96 @@
+aiofiles==23.2.1
+altair==5.2.0
+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
+colorama==0.4.6
+confection==0.1.4
+contourpy==1.2.0
+cycler==0.12.1
+cymem==2.0.8
+exceptiongroup==1.2.0
+fastai==2.7.14
+fastapi==0.110.0
+fastcore==1.5.29
+fastdownload==0.0.7
+fastprogress==1.0.3
+ffmpy==0.3.2
+filelock==3.13.1
+fonttools==4.49.0
+fsspec==2024.2.0
+gradio==4.21.0
+gradio_client==0.12.0
+h11==0.14.0
+httpcore==1.0.4
+httpx==0.27.0
+huggingface-hub==0.21.4
+idna==3.6
+importlib_resources==6.3.0
+Jinja2==3.1.3
+joblib==1.3.2
+jsonschema==4.21.1
+jsonschema-specifications==2023.12.1
+kiwisolver==1.4.5
+langcodes==3.3.0
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.8.3
+mdurl==0.1.2
+mpmath==1.3.0
+murmurhash==1.0.10
+networkx==3.2.1
+numpy==1.26.4
+orjson==3.9.15
+packaging==24.0
+pandas==2.2.1
+pillow==10.2.0
+preshed==3.0.9
+pydantic==2.6.4
+pydantic_core==2.16.3
+pydub==0.25.1
+Pygments==2.17.2
+pyparsing==3.1.2
+python-dateutil==2.9.0.post0
+python-multipart==0.0.9
+pytz==2024.1
+PyYAML==6.0.1
+referencing==0.33.0
+requests==2.31.0
+rich==13.7.1
+rpds-py==0.18.0
+ruff==0.3.2
+scikit-learn==1.4.1.post1
+scipy==1.12.0
+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==0.36.3
+sympy==1.12
+thinc==8.2.3
+threadpoolctl==3.3.0
+tomlkit==0.12.0
+toolz==0.12.1
+torch==2.2.1
+torchvision==0.17.1
+tqdm==4.66.2
+typer==0.9.0
+typing_extensions==4.10.0
+tzdata==2024.1
+urllib3==1.26.6
+uvicorn==0.28.0
+wasabi==1.1.2
+weasel==0.3.4
+websockets==11.0.3
+zipp==3.18.0