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Model: Aratako/ELYZA-japanese-Llama-2-MoE-2x13B-v0.1
Source: Original Platform

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README.md

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+---
+base_model:
+- elyza/ELYZA-japanese-Llama-2-13b
+- elyza/ELYZA-japanese-Llama-2-13b-instruct
+license: llama2
+language:
+- ja
+tags:
+- mergekit
+- merge
+- MoE
+---
+# ELYZA-japanese-Llama-2-MoE-2x13B-v0.1
+[**English description here**](#description)
+
+
+## 概要
+Llama-2ベースの学習済み日本語モデルである[elyza/ELYZA-japanese-Llama-2-13b](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b)と、そのinstruction tuningモデルである[elyza/ELYZA-japanese-Llama-2-13b-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b-instruct)
+を、[mergekit](https://github.com/cg123/mergekit)を使ってMoEを行い作成したモデルです。
+
+[GGUF版はこちら](https://huggingface.co/Aratako/ELYZA-japanese-Llama-2-MoE-2x13B-v0.1-GGUF)
+
+以下2モデルを利用しています。
+- [elyza/ELYZA-japanese-Llama-2-13b](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b)
+- [elyza/ELYZA-japanese-Llama-2-13b-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b-instruct)
+
+## ライセンス
+元モデルの通り、Llama2ライセンスを継承します。
+
+Llama 2 is licensed under the LLAMA 2 Community License, Copyright (c) Meta Platforms, Inc. All Rights Reserved.
+
+## ベンチマーク
+ベースとしたELYZA-japanese-Llama-2-13b-instructと本モデルの[japanese-mt-bench](https://github.com/Stability-AI/FastChat/tree/jp-stable/fastchat/llm_judge)の結果は以下の通りです。
+（シングルターン）
+|Model|Size|Coding|Extraction|Humanities|Math|Reasoning|Roleplay|STEM|Writing|avg_score|
+|---|---|---|---|---|---|---|---|---|---|---|
+| ELYZA-japanese-Llama-2-13b-instruct | 13B | **3.7** | 6.0 | **6.6** | 2.4 | 2.5 | 5.2 | 5.8 | 7.2 | 4.925 |
+| This model  | 2x13B | **3.7** | **6.9** | 6.3 | **3.7** | **4.4** | **6.0** | **7.0** | **7.4** | **5.675** |
+
+![レーダーチャート](./japanese_mt_bench.png)
+
+**ベンチマークに使用したプロンプト**
+```
+"""<s>[INST] <<SYS>>
+あなたは誠実で優秀な日本人のアシスタントです。
+<</SYS>>
+
+{instruction} [/INST]"""
+```
+
+## Description
+This model is created using MoE (Mixture of Experts) through mergekit based on [elyza/ELYZA-japanese-Llama-2-13b](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b) and [elyza/ELYZA-japanese-Llama-2-13b-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b-instruct).
+
+[Click here for the GGUF version](https://huggingface.co/Aratako/ELYZA-japanese-Llama-2-MoE-2x13B-v0.1-GGUF)
+
+It utilizes the following two models:
+- [elyza/ELYZA-japanese-Llama-2-13b](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b)
+- [elyza/ELYZA-japanese-Llama-2-13b-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-13b-instruct)
+
+## License
+This model inherit the Llama2 license.
+
+Llama 2 is licensed under the LLAMA 2 Community License, Copyright (c) Meta Platforms, Inc. All Rights Reserved.
+
+## Benchmark
+The results of this model and the base ELYZA-japanese-Llama-2-13b-instruct on japanese-mt-bench are as follows. 
+(Single turn)
+|Model|Size|Coding|Extraction|Humanities|Math|Reasoning|Roleplay|STEM|Writing|avg_score|
+|---|---|---|---|---|---|---|---|---|---|---|
+| ELYZA-japanese-Llama-2-13b-instruct | 13B | **3.7** | 6.0 | **6.6** | 2.4 | 2.5 | 5.2 | 5.8 | 7.2 | 4.925 |
+| This model  | 2x13B | **3.7** | **6.9** | 6.3 | **3.7** | **4.4** | **6.0** | **7.0** | **7.4** | **5.675** |
+
+![レーダーチャート](./japanese_mt_bench.png)
+
+**Prompt used for benchmark**
+```
+"""<s>[INST] <<SYS>>
+あなたは誠実で優秀な日本人のアシスタントです。
+<</SYS>>
+
+{instruction} [/INST]"""
+```
+
+## Merge config
+[mergekit_config.yml](./mergekit_moe_config.yml)
+```yaml
+base_model: ./ELYZA-japanese-Llama-2-13b-instruct
+gate_mode: random
+dtype: bfloat16
+experts:
+  - source_model: ./ELYZA-japanese-Llama-2-13b-instruct
+    positive_prompts: []
+  - source_model: ./ELYZA-japanese-Llama-2-13b
+    positive_prompts: []
+tokenizer_source: model:./ELYZA-japanese-Llama-2-13b-instruct
+```

config.json

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+{
+  "_name_or_path": "./ELYZA-japanese-Llama-2-13b-instruct",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 13824,
+  "max_position_embeddings": 4096,
+  "model_type": "mixtral",
+  "num_attention_heads": 40,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 40,
+  "num_local_experts": 2,
+  "output_router_logits": false,
+  "pad_token_id": 2,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.38.1",
+  "use_cache": true,
+  "vocab_size": 32000
+}

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

mergekit_moe_config.yml

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+base_model: ./ELYZA-japanese-Llama-2-13b-instruct
+gate_mode: random
+dtype: bfloat16
+experts:
+  - source_model: ./ELYZA-japanese-Llama-2-13b-instruct
+    positive_prompts: []
+  - source_model: ./ELYZA-japanese-Llama-2-13b
+    positive_prompts: []
+tokenizer_source: model:./ELYZA-japanese-Llama-2-13b-instruct

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special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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+  "eos_token": {
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+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
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+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": false,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<s>",
+  "padding_side": "left",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}