Duplicate from c00cjz00/fastai_pet_classifier

Co-authored-by: chaochun chuang <[email protected]>

.gitattributes

@@ -0,0 +1,34 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,13 @@
+---
+title: Fastai Pet Classifier
+emoji: 🏃
+colorFrom: gray
+colorTo: indigo
+sdk: gradio
+sdk_version: 3.9.1
+app_file: app.py
+pinned: false
+duplicated_from: c00cjz00/fastai_pet_classifier
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -0,0 +1,32 @@
+# %% app.ipynb 1
+import gradio as gr
+from fastai.vision.all import *
+
+# %% app.ipynb 2
+learn = load_learner('pets-model.pkl')
+labels = learn.dls.vocab
+
+# %% app.ipynb 3
+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))}
+
+# %% app.ipynb 4
+title = "Pet Breed Classifier"
+description = "A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
+article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
+#interpretation = 'default'
+interpretation = 'shap'
+enable_queue = True
+
+# %% app.ipynb 5
+image = gr.inputs.Image(shape=(224,224))
+label = gr.outputs.Label(num_top_classes=3)
+examples = ['british.jpg', 'newfoundland.jpg', 'shiba.jpg']
+
+# %% app.ipynb 6
+intf = gr.Interface(fn=predict, inputs=image, outputs=label, title=title,
+             description=description, article=article, examples=examples, interpretation=interpretation, enable_queue=enable_queue)
+intf.launch(inline=False)
+

pets-model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4328254f798997342879bad6c1eb6e9e6d77baf1f29a525a844e828b3b0fd5e3
+size 103047829

requirements.txt

@@ -0,0 +1,2 @@
+fastai
+scikit-image