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Upload folder using huggingface_hub

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  1. README.md +39 -0
  2. model.safetensors +3 -0
  3. textcnn_config.json +14 -0
README.md ADDED
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+ # TextCNN Essay Scorer
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+
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+ Лёгкая CNN-модель для автоматической оценки эссе.
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+
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+ ## Архитектура
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+ - Embedding dim: 128
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+ - Filters: 128 × [2, 3, 4, 5]
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+ - Tokenizer: `bert-base-uncased`
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+
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+ ## Загрузка
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+
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+ ```python
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+ import json
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+ import torch
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+ from huggingface_hub import snapshot_download
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+ from modeling_textcnn import TextCNNRegressor
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+
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+ # Скачиваем репо
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+ path = snapshot_download(repo_id="rezka00/textcnn-essay-model")
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+
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+ # Читаем конфиг
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+ with open(f"{path}/textcnn_config.json") as f:
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+ cfg = json.load(f)
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+
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+ # Восстанавливаем модель
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+ model = TextCNNRegressor(
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+ vocab_size=cfg["vocab_size"],
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+ embed_dim=cfg["embed_dim"],
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+ num_filters=cfg["num_filters"],
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+ filter_sizes=cfg["filter_sizes"],
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+ dropout=cfg["dropout"],
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+ )
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+
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+ # Загружаем веса
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+ from safetensors.torch import load_file
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+ state_dict = load_file(f"{path}/model.safetensors")
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+ model.load_state_dict(state_dict)
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+ model.eval()
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+ ```
model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:6bcb9997b80aa2f133c829a5ec77368341acb43a2add4e5e7a63c52f0f37f38e
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+ size 16549780
textcnn_config.json ADDED
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+ {
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+ "vocab_size": 30522,
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+ "embed_dim": 128,
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+ "num_filters": 128,
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+ "filter_sizes": [
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+ 2,
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+ 3,
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+ 4,
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+ 5
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+ ],
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+ "dropout": 0.3,
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+ "tokenizer_name": "bert-base-uncased",
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+ "max_length": 1024
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+ }