initial commit

app.py

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+import gradio as gr
+import onnxruntime as rt
+from transformers import AutoTokenizer
+import torch, json
+
+tokenizer = AutoTokenizer.from_pretrained("distilroberta-base")
+
+with open("genre_types_encoded.json", "r") as fp:
+  encode_genre_types = json.load(fp)
+
+genres = list(encode_genre_types.keys())
+
+inf_session = rt.InferenceSession('book-classifier-quantized.onnx')
+input_name = inf_session.get_inputs()[0].name
+output_name = inf_session.get_outputs()[0].name
+
+def classify_book_genre(description):
+  input_ids = tokenizer(description)['input_ids'][:512]
+  logits = inf_session.run([output_name], {input_name: [input_ids]})[0]
+  logits = torch.FloatTensor(logits)
+  probs = torch.sigmoid(logits)[0]
+  return dict(zip(genres, map(float, probs))) 
+
+label = gr.outputs.Label(num_top_classes=5)
+iface = gr.Interface(fn=classify_book_genre, inputs="text", outputs=label)
+iface.launch(inline=False)
+					

book-classifier-quantized.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4640d0ab8a3191a47e741182c59afc2841aa1ae90d54a2703e049cec13c566ac
+size 82634501

genre_types_encoded.json

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+{"Action": 0, "Beat-'Em-Up": 1, "Fighting": 2, "2D": 3, "Platformer": 4, "Adventure": 5, "3D": 6, "First-Person": 7, "General": 8, "Shooter": 9, "Arcade": 10, "Miscellaneous": 11, "Party / Minigame": 12, "Role-Playing": 13, "Strategy": 14, "Real-Time": 15, "Japanese-Style": 16, "Tactics": 17, "Visual Novel": 18, "Action Adventure": 19, "Open-World": 20, "Third-Person": 21, "Puzzle": 22, "Rhythm": 23, "Music": 24, "Linear": 25, "Simulation": 26, "Vehicle": 27, "Racing": 28, "Automobile": 29, "Turn-Based": 30, "Action RPG": 31, "Sports": 32, "Team": 33, "Sim": 34, "Shoot-'Em-Up": 35, "Top-Down": 36, "Individual": 37, "Combat": 38, "Vertical": 39, "Horizontal": 40, "Virtual": 41, "Career": 42, "Survival": 43, "Point-and-Click": 44, "Compilation": 45, "Metroidvania": 46, "Management": 47, "Business / Tycoon": 48, "Tactical": 49, "Virtual Life": 50}

requirements.txt

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+gradio==3.17.0
+onnxruntime==1.13.1
+torch==1.13.1
+transformers==4.26.0