Upload 6 files
Browse files- app.py +35 -0
- packages.txt +9 -0
- real_world_im +0 -0
- requirements.txt +12 -0
- the_abbys_im +0 -0
- upside_down_im +0 -0
app.py
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import gradio as gr
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from fastai.vision.all import *
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from huggingface_hub import from_pretrained_fastai
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import torch, os
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os.environ.setdefault("OMP_NUM_THREADS", "1")
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torch.set_num_threads(1)
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learn = from_pretrained_fastai("joanrc/ST_Classifier")
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try:
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learn.to_fp32()
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except:
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pass
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labels = learn.dls.vocab
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def predict(img):
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img = PILImage.create(img) # same flow as before
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pred, pred_idx, probs = learn.predict(img)
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return {labels[i]: float(probs[i]) for i in range(len(labels))}
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title = "Stranger Things Dimension Classifier"
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description = "Tries to predict at what dimension the image was taken."
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examples = ['real_world_im', 'the_abbys_im', 'upside_down_im']
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demo = gr.Interface(
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fn=predict,
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inputs=gr.Image(type="pil"),
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outputs=gr.Label(num_top_classes=3),
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title=title,
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description=description,
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examples=examples,
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cache_examples=False, # <-- don’t pre-run at startup
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)
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demo.queue(max_size=8).launch(show_error=True, debug=True)
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packages.txt
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ffmpeg
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libsm6
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libxext6
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libgl1
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libglx-mesa0
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git
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git-lfs
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cmake
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rsync
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real_world_im
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Binary file (7.12 kB). View file
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requirements.txt
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fastai==2.7.17
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huggingface_hub[fastai]==0.24.6
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timm==1.0.9
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fasttransform==0.0.2
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cloudpickle==3.0.0
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numpy==1.26.4
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pillow>=10.3.0
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torch==2.2.2
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torchvision==0.17.2
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torchaudio==2.2.2
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--extra-index-url https://download.pytorch.org/whl/cpu
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the_abbys_im
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Binary file (4.92 kB). View file
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upside_down_im
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Binary file (3.88 kB). View file
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