Add code and model

app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: ../001_bunnies_recognition.ipynb.
+
+# %% auto 0
+__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'interface', 'classify_image']
+
+# %% ../001_bunnies_recognition.ipynb 33
+from fastai.vision.all import *
+import gradio as gr
+
+# %% ../001_bunnies_recognition.ipynb 35
+learn = load_learner('model_bunnies.pkl')
+
+# %% ../001_bunnies_recognition.ipynb 37
+categories = ('Bunny', 'Nijntje', 'Peter Rabbit', 'Simon')
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% ../001_bunnies_recognition.ipynb 39
+image = gr.Image(width=512, height=512)
+label = gr.Label()
+# examples = ['nijn.jpg', 'nijntjesimon.png', 'simon.jpg', 'bunny.jpg']
+examples = ['./bunnies_examples/img001.jpeg',
+            './bunnies_examples/img002.png',
+            './bunnies_examples/img003.jpeg',
+            './bunnies_examples/img004.png',
+            './bunnies_examples/img005.png',
+            './bunnies_examples/img006.png',
+            './bunnies_examples/img007.jpeg',
+            './bunnies_examples/img008.jpg',
+            './bunnies_examples/miff_handdrawn.jpeg',
+            './bunnies_examples/ttaro_bunny.png'
+           ]
+
+interface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+interface.launch(inline=False)

model_bunnies.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2687f2883026b06cf61cd15fbac17571c8435c44736f9d12721be9dbeed00dc6
+size 46992558

requirements.txt

@@ -0,0 +1,190 @@
+aiofiles==23.2.1
+annotated-types==0.7.0
+anyio==4.6.2.post1
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asttokens==2.4.1
+astunparse==1.6.3
+async-lru==2.0.4
+attrs==24.2.0
+babel==2.16.0
+beautifulsoup4==4.12.3
+bleach==6.1.0
+blis==1.0.1
+catalogue==2.0.10
+certifi==2024.8.30
+cffi==1.17.1
+charset-normalizer==3.4.0
+click==8.1.7
+cloudpathlib==0.20.0
+comm==0.2.2
+confection==0.1.5
+contourpy==1.3.0
+cycler==0.12.1
+cymem==2.0.8
+debugpy==1.8.7
+decorator==5.1.1
+defusedxml==0.7.1
+duckduckgo_search==6.3.2
+exceptiongroup==1.2.2
+execnb==0.1.6
+executing==2.1.0
+fastai==2.7.18
+fastapi==0.115.3
+fastcore==1.7.19
+fastdownload==0.0.7
+fastjsonschema==2.20.0
+fastprogress==1.0.3
+ffmpy==0.4.0
+filelock==3.13.1
+fonttools==4.54.1
+fqdn==1.5.1
+fsspec==2024.2.0
+ghapi==1.0.6
+gradio==5.3.0
+gradio_client==1.4.2
+h11==0.14.0
+httpcore==1.0.6
+httpx==0.27.2
+huggingface-hub==0.26.1
+idna==3.10
+ipykernel==6.29.5
+ipython==8.28.0
+ipywidgets==8.1.5
+isoduration==20.11.0
+jedi==0.19.1
+Jinja2==3.1.4
+joblib==1.4.2
+json5==0.9.25
+jsonpointer==3.0.0
+jsonschema==4.23.0
+jsonschema-specifications==2024.10.1
+jupyter-events==0.10.0
+jupyter-lsp==2.2.5
+jupyter_client==8.6.3
+jupyter_core==5.7.2
+jupyter_server==2.14.2
+jupyter_server_terminals==0.5.3
+jupyterlab==4.2.5
+jupyterlab-vim==4.1.4
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.27.3
+jupyterlab_widgets==3.0.13
+kaggle==1.6.17
+kiwisolver==1.4.7
+langcodes==3.4.1
+language_data==1.2.0
+marisa-trie==1.2.1
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.9.2
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mistune==3.0.2
+mpmath==1.3.0
+murmurhash==1.0.10
+nbclient==0.10.0
+nbconvert==7.16.4
+nbdev==2.3.31
+nbformat==5.10.4
+nest-asyncio==1.6.0
+networkx==3.2.1
+notebook_shim==0.2.4
+numpy==2.0.2
+nvidia-cublas-cu12==12.1.3.1
+nvidia-cuda-cupti-cu12==12.1.105
+nvidia-cuda-nvrtc-cu12==12.1.105
+nvidia-cuda-runtime-cu12==12.1.105
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.0.2.54
+nvidia-curand-cu12==10.3.2.106
+nvidia-cusolver-cu12==11.4.5.107
+nvidia-cusparse-cu12==12.1.0.106
+nvidia-nccl-cu12==2.21.5
+nvidia-nvjitlink-cu12==12.1.105
+nvidia-nvtx-cu12==12.1.105
+orjson==3.10.10
+overrides==7.7.0
+packaging==24.1
+pandas==2.2.3
+pandocfilters==1.5.1
+parso==0.8.4
+pexpect==4.9.0
+pillow==10.2.0
+platformdirs==4.3.6
+preshed==3.0.9
+primp==0.6.4
+prometheus_client==0.21.0
+prompt_toolkit==3.0.48
+psutil==6.1.0
+ptyprocess==0.7.0
+pure_eval==0.2.3
+pycparser==2.22
+pydantic==2.9.2
+pydantic_core==2.23.4
+pydub==0.25.1
+Pygments==2.18.0
+pyparsing==3.2.0
+python-dateutil==2.9.0.post0
+python-json-logger==2.0.7
+python-multipart==0.0.12
+python-slugify==8.0.4
+pytz==2024.2
+PyYAML==6.0.2
+pyzmq==26.2.0
+referencing==0.35.1
+requests==2.32.3
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.9.2
+rpds-py==0.20.0
+ruff==0.7.1
+safetensors==0.4.5
+scikit-learn==1.5.2
+scipy==1.14.1
+semantic-version==2.10.0
+Send2Trash==1.8.3
+shellingham==1.5.4
+six==1.16.0
+smart-open==7.0.5
+sniffio==1.3.1
+soupsieve==2.6
+spacy==3.8.2
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.4.8
+stack-data==0.6.3
+starlette==0.41.0
+sympy==1.13.1
+terminado==0.18.1
+text-unidecode==1.3
+thinc==8.3.2
+threadpoolctl==3.5.0
+tinycss2==1.3.0
+tomli==2.0.2
+tomlkit==0.12.0
+torch==2.5.0+cu121
+torchaudio==2.5.0+cu121
+torchvision==0.20.0+cu121
+tornado==6.4.1
+tqdm==4.66.5
+traitlets==5.14.3
+triton==3.1.0
+typer==0.12.5
+types-python-dateutil==2.9.0.20241003
+typing_extensions==4.12.2
+tzdata==2024.2
+uri-template==1.3.0
+urllib3==2.2.3
+uvicorn==0.32.0
+wasabi==1.1.3
+watchdog==5.0.3
+wcwidth==0.2.13
+weasel==0.4.1
+webcolors==24.8.0
+webencodings==0.5.1
+websocket-client==1.8.0
+websockets==12.0
+widgetsnbextension==4.0.13
+wrapt==1.16.0