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Create app.py
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app.py
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import gradio as gr
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import os
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from pathlib import Path
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pkl = os.path.dirname(__file__)/Path("all_20210912_res34.pkl")
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from fastai.vision.all import *
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from fastai.vision.widgets import *
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import jaconv
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model_inf = load_learner(pkl)
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print(os.getcwd())
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def kinoko_uranai(img):
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replace_dic = {"_ッロウッ":" (group)","ー":""}
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result_dic = {}
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pred_class, pred_idxs, outputs = model_inf.predict(img)
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top_5_conf, i = outputs.topk(5)
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itr = 0
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classes = model_inf.dls.vocab
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result_dic = {}
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for x in i:
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kwamei = jaconv.alphabet2kata(classes[x.item()].lower())
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for k,v in replace_dic.items():
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kwamei = kwamei.replace(k,v)
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result_dic[kwamei] = str(round(top_5_conf[itr].item(),2))
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itr=itr+1
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return result_dic
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outputs = gr.outputs.Label(num_top_classes=5)
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iface = gr.Interface(fn=kinoko_uranai, inputs="image", outputs=outputs).launch(debug=True)
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