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Model: Aratako/Oumuamua-7b-instruct-v2-RP Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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language:
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- ja
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datasets:
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- Aratako/Rosebleu-1on1-Dialogues
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- Aratako/LimaRP-augmented-ja-karakuri
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- Aratako/Bluemoon_Top50MB_Sorted_Fixed_ja
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- grimulkan/LimaRP-augmented
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- SicariusSicariiStuff/Bluemoon_Top50MB_Sorted_Fixed
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- OmniAICreator/Japanese-Roleplay
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- OmniAICreator/Japanese-Roleplay-Dialogues
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---
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# Oumuamua-7b-instruct-v2-RP
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[nitky/Oumuamua-7b-instruct-v2](https://huggingface.co/nitky/Oumuamua-7b-instruct-v2)をロールプレイ用にLoRAでファインチューニングしたモデルです。
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## プロンプトフォーマット
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以下のようなchat templateを利用してください。（Alpacaの改変版）
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```
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{ロールプレイの指示、世界観・あらすじの説明、キャラの設定など}
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### 入力:
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こんにちは。
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### 応答:
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こんにちは！</s>
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### 入力:
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今日はいい天気ですね。
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### 応答:
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```
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また、マルチターンの対話を行う場合、各ターンのアシスタントの応答の末尾にeos tokenを必ずつけてください。
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## 学習の設定
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RunpodでGPUサーバを借り、A6000x4で学習を行いました。学習データをクオリティの高いものと低いものに2分し、2段階に分けて学習しています。
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### 1回目の学習
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まず、比較的クオリティの低いデータセットで1回学習を行いました。
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利用データセットは以下の通りです。
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- [OmniAICreator/Japanese-Roleplay](https://huggingface.co/datasets/OmniAICreator/Japanese-Roleplay)
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- [OmniAICreator/Japanese-Roleplay-Dialogues](https://huggingface.co/datasets/OmniAICreator/Japanese-Roleplay)
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学習パラメータは以下の通りです。
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- lora_r: 128
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- lisa_alpha: 256
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- lora_dropout: 0.05
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- lora_target_modules: ["q_proj", "k_proj", "v_proj", "o_proj", "gate_proj", "up_proj", "down_proj", "lm_head"]
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- learning_rate: 2e-5
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- num_train_epochs: 1 epoch
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- batch_size: 32
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- max_seq_length: 4096
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### 2回目の学習
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次に、クオリティの高いデータセットで学習を行いました。この2回目の学習は、completion onlyな学習ではなく、instruction部分もloss計算に入れる手法を取り入れています。また、事前学習で使われるようなinstruction形式ではないデータセットも全体の20%程度混ぜています。
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利用データセットは以下の通りです。
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- [Aratako/Rosebleu-1on1-Dialogues-RP](https://huggingface.co/datasets/Aratako/Rosebleu-1on1-Dialogues-RP)
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- [Aratako/LimaRP-augmented-ja-karakuri](https://huggingface.co/datasets/Aratako/LimaRP-augmented-ja-karakuri)
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- [Aratako/Bluemoon_Top50MB_Sorted_Fixed_ja](https://huggingface.co/datasets/Aratako/Bluemoon_Top50MB_Sorted_Fixed_ja)
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- [grimulkan/LimaRP-augmented](https://huggingface.co/datasets/grimulkan/LimaRP-augmented)
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- [SicariusSicariiStuff/Bluemoon_Top50MB_Sorted_Fixed](https://huggingface.co/datasets/SicariusSicariiStuff/Bluemoon_Top50MB_Sorted_Fixed)
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- 事前学習用データ（instruction形式になっていないもの）
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学習パラメータは以下の通りです。
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- lora_r: 128
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- lisa_alpha: 256
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- lora_dropout: 0.05
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- lora_target_modules: ["q_proj", "k_proj", "v_proj", "o_proj", "gate_proj", "up_proj", "down_proj", "lm_head"]
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- learning_rate: 2e-5
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- num_train_epochs: 3 epochs
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- batch_size: 32
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- max_seq_length: 4096
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config.json
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"model.layers.8.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.8.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.input_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.mlp.down_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.mlp.gate_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.mlp.up_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.post_attention_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.self_attn.k_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.self_attn.o_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.norm.weight": "model-00003-of-00003.safetensors"
|
||||
}
|
||||
}
|
||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:817b7cc7ec5d4cf1c0409b1bd65ade28206a7f559e70e5211b2e16c7628e7770
|
||||
size 2249182
|
||||
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:6239e68e91d052426ceac4b17aadca42c34f5b2067caee6b67d42105742c1f16
|
||||
size 903208
|
||||
44
tokenizer_config.json
Normal file
44
tokenizer_config.json
Normal file
@@ -0,0 +1,44 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"add_prefix_space": true,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [],
|
||||
"bos_token": "<s>",
|
||||
"chat_template": "{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] | trim + '\\n\\n' %}{% set messages = messages[1:] %}{% else %}{% set system_message = '' %}{% endif %}{{ system_message }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '### 入力:\\n' + message['content'] | trim + '\\n\\n' }}{% elif message['role'] == 'assistant' %}{{ '### 応答:\\n' + message['content'] | trim + eos_token + '\\n\\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '### 応答:\\n' }}{% endif %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": null,
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
Reference in New Issue
Block a user