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Runtime error
garden birds common names in app
Browse files- app.py +5 -3
- gardenbirds_sorted.json +1 -0
app.py
CHANGED
@@ -7,7 +7,6 @@ from torch import nn
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from torchvision import models
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from PIL import Image
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from torch.nn import functional as F
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import gradio as gr
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# load idx_to_class.json into dictionary
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with open('class_to_idx.json', 'r') as f:
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@@ -15,6 +14,9 @@ with open('class_to_idx.json', 'r') as f:
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idx_to_class = {v: k for k, v in class_to_idx.items()}
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device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
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# model
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@@ -39,13 +41,13 @@ def predict(inp):
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with torch.no_grad():
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prediction = torch.nn.functional.softmax(model(inp)[0], dim=0)
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#print(prediction)
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confidences = {
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return confidences
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interface = gr.Interface(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="What garden bird is this?",
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examples=["
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interface.launch()
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from torchvision import models
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from PIL import Image
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from torch.nn import functional as F
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# load idx_to_class.json into dictionary
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with open('class_to_idx.json', 'r') as f:
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idx_to_class = {v: k for k, v in class_to_idx.items()}
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with open('gardenbirds_sorted.json', 'r') as f:
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common_to_latin = json.load(f)
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device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
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# model
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with torch.no_grad():
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prediction = torch.nn.functional.softmax(model(inp)[0], dim=0)
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#print(prediction)
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confidences = {list(gardenbirds_sorted.keys())[i]: float(prediction[i]) for i in range(26)}
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return confidences
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interface = gr.Interface(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="What garden bird is this?",
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examples=["gardenbirds/Parus major/345c506a-6ed5-4f9c-a7d3-4d0cb4af88fc.jpg"])
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interface.launch()
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gardenbirds_sorted.json
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{"long-tailed tit": "Aegithalos caudatus", "common kingfisher": "Alcedo atthis", "goldfinch": "Carduelis carduelis", "greenfinch": "Carduelis chloris", "wood pigeon": "Columba palumbus", "carrion crow": "Corvus corone", "blue tit": "Cyanistes caeruleus", "great spotted woodpecker": "Dendrocopos major", "robin": "Erithacus rubecula", "chaffinch": "Fringilla coelebs", "european jay": "Garrulus glandarius", "great tit": "Parus major", "house sparrow": "Passer domesticus", "coal tit": "Periparus ater", "magpie": "Pica pica", "green woodpecker": "Picus viridis", "dunnock": "Prunella modularis", "bullfinch": "Pyrrhula pyrrhula", "goldcrest": "Regulus regulus", "nuthatch": "Sitta europaea", "collared dove": "Streptopelia decaocto", "starling": "Sturnus vulgaris", "blackcap": "Sylvia atricapilla", "wren": "Troglodytes troglodytes", "redwing": "Turdus iliacus", "blackbird": "Turdus merula"}
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