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Runtime error
shyamgupta196
commited on
Commit
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56473a6
1
Parent(s):
5081b4f
added model
Browse files- app.py +28 -0
- requirements.txt +2 -0
app.py
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import requests
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import gradio as gr
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import torch
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from timm import create_model
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from timm import resolve_data_config
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from timm.data.transforms_factory import create_transform
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IMAGENET_1k_URL = "https://storage.googleapis.com/bit_models/ilsvrc2012_wordnet_lemmas.txt"
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LABELS = requests.get()
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model = create_model('resnet50',pretrained=True)
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transform = create_transform(**resolve_data_config({},model=model))
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model.eval()
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def predict(img):
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img = img.convert('RGB')
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img = transform(img).unsqueeze(0)
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with torch.no_grad():
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out= model(img)
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probability = torch.nn.functional.softmax(out[0],dim=0)
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values, indices = torch.topk(probability,k=5)
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return {LABELS[i]: v.items() for i,v in zip(indices,values)}
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iface = gr.Interface(fn=predict, inputs=gr.inputs.Image(type='pil'), outputs="label").launch()
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iface.launch()
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requirements.txt
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timm
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gradio
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