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README.md

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+---
+license: apache-2.0
+inference: false
+language: ja
+---
+
+# japanese-large-lm-3.6b-instruction-sft
+
+This repository provides a 3.6B parameters Japanese language model, fine-tuned and trained by [LINE Corporation](https://linecorp.com/ja/).
+
+## For Japanese
+
+詳細な説明や実験に関しては「[Instruction Tuningにより対話性能を向上させた3.6B日本語言語モデルを公開します](https://engineering.linecorp.com/ja/blog/3.6b-japanese-language-model-with-improved-dialog-performance-by-instruction-tuning)」をご覧ください。
+
+## How to use
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
+
+tokenizer = AutoTokenizer.from_pretrained("line-corporation/japanese-large-lm-3.6b-instruction-sft", use_fast=False)
+model = AutoModel.from_pretrained("line-corporation/japanese-large-lm-3.6b-instruction-sft")
+ 
+generator = pipeline("text-generation", model=model, tokenizer=tokenizer, device=0)
+ 
+input_text = """四国の県名を全て列挙してください。"""
+text = generator(
+    f"ユーザー: {input_text}\nシステム: ",
+    max_length = 256,
+    do_sample = True,
+    temperature = 0.7,
+    top_p = 0.9,
+    top_k = 0,
+    repetition_penalty = 1.1,
+    num_beams = 1,
+    pad_token_id = tokenizer.pad_token_id,
+    num_return_sequences = 1,
+)
+print(text)
+# [{'generated_text': 'ユーザー: 四国の県名を全て列挙してください。\nシステム:  高知県、徳島県、香川県、愛媛県'}]
+```
+
+## Tokenization
+
+We use a sentencepiece tokenizer with a unigram language model and byte-fallback.
+We **do not** apply pre-tokenization with Japanese tokenizer.
+Thus, a user may directly feed raw sentences into the tokenizer.
+
+## License
+[Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)

config.json

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+{
+  "_name_or_path": "/vsfs/deepspeed_chat/base-models/line-gpt-japanese-3.6b",
+  "architectures": [
+    "GPTNeoXForCausalLM"
+  ],
+  "bos_token_id": 2,
+  "classifier_dropout": 0.1,
+  "end_token_id": 2,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 12288,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 2048,
+  "model_type": "gpt_neox",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 30,
+  "pad_token_id": 2,
+  "rotary_emb_base": 10000,
+  "rotary_pct": 1.0,
+  "tie_word_embeddings": true,
+  "torch_dtype": "float16",
+  "transformers_version": "4.31.0.dev0",
+  "use_cache": true,
+  "use_parallel_residual": false,
+  "vocab_size": 51200
+}

pytorch_model.bin

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special_tokens_map.json

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+{
+  "bos_token": "<s>",
+  "cls_token": "<cls>",
+  "eos_token": "</s>",
+  "mask_token": "<mask>",
+  "pad_token": "</s>",
+  "sep_token": "<sep>",
+  "unk_token": "<unk>"
+}

spiece.model

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tokenizer_config.json

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+{
+  "additional_special_tokens": null,
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<cls>",
+  "do_lower_case": false,
+  "eos_token": "</s>",
+  "extra_ids": 0,
+  "keep_accents": true,
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sep_token": "<sep>",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "T5Tokenizer",
+  "unk_token": "<unk>"
+}