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Browse files- README.md +46 -0
- config.json +48 -0
- pytorch_model.bin +3 -0
- summ.png +0 -0
- tokenizer.json +0 -0
README.md
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---
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language: ko
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tags:
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- bart
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license: MIT
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---
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# Korean News Summarization Model
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## How to use
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```python
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from transformers import PreTrainedTokenizerFast
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from transformers import BartForConditionalGeneration
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tokenizer = PreTrainedTokenizerFast(
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'gogamza/kobart-summarization',
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bos_token='<s>', eos_token='</s>', unk_token='<unk>', pad_token='<pad>', mask_token='<mask>')
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model = BartForConditionalGeneration.from_pretrained('gogamza/kobart-summarization')
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text = "과거를 떠올려보자. 방송을 보던 우리의 모습을..."
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raw_input_ids = tokenizer.encode(text)
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input_ids = [tokenizer.bos_token_id] + \
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raw_input_ids + [tokenizer.eos_token_id]
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summary_ids = model.generate(torch.tensor([input_ids]),
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max_length=150,
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early_stopping=False,
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num_beams=5,
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repetition_penalty=1.0,
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eos_token_id=tokenizer.eos_token_id)
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summ_text = tokenizer.batch_decode(summary_ids.tolist(), skip_special_tokens=True)[0]
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```
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## Demo
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- <a href="http://52.231.69.211:8081/" target="_blank">요약 데모</a>
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<table><tr><td>
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<center><img src="summ.png" width="600"/></center>
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</td></tr></table>
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config.json
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{
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"add_bias_logits": false,
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"add_final_layer_norm": false,
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"architectures": [
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"BartForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"classif_dropout": 0.1,
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"classifier_dropout": 0.1,
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"d_model": 768,
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"decoder_attention_heads": 16,
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"decoder_ffn_dim": 3072,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"do_blenderbot_90_layernorm": false,
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"dropout": 0.1,
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"encoder_attention_heads": 16,
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"encoder_ffn_dim": 3072,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 6,
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"eos_token_id": 1,
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"extra_pos_embeddings": 2,
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"force_bos_token_to_be_generated": false,
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"id2label": {
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"0": "NEGATIVE",
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"1": "POSITIVE"
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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"label2id": {
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"NEGATIVE": 0,
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"POSITIVE": 1
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},
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"max_position_embeddings": 1026,
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"model_type": "bart",
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"normalize_before": false,
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"normalize_embedding": true,
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"num_hidden_layers": 6,
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"pad_token_id": 3,
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"scale_embedding": false,
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"static_position_embeddings": false,
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"use_cache": true,
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"vocab_size": 30000,
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"author": "Heewon Jeon(madjakarta@gmail.com)"
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:0f59dd27e0e73b4b5cf45a6c70513cc5af667df248be097874be71bc51fd5f53
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size 495659091
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summ.png
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tokenizer.json
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