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Model: Aratako/ELYZA-japanese-Llama-2-fast-MoE-2x7B-v0.1
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---
base_model:
- elyza/ELYZA-japanese-Llama-2-7b-fast
- elyza/ELYZA-japanese-Llama-2-7b-fast-instruct
license: llama2
language:
- ja
tags:
- mergekit
- merge
- MoE
---
# ELYZA-japanese-Llama-2-fast-MoE-2x7B-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-2-7b-fast](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast)と、そのinstruction tuningモデルである[elyza/ELYZA-japanese-Llama-2-7b-fast-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast-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-fast-MoE-2x7B-v0.1-GGUF)
以下2モデルを利用しています。
- [elyza/ELYZA-japanese-Llama-2-7b-fast](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast)
- [elyza/ELYZA-japanese-Llama-2-7b-fast-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast-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-2-7b-fast-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-2-7b-fast-instruct | 7B | 2.8 | **5.2** | 7.1 | **2.0** | **3.6** | 6.0 | **5.9** | 6.4 | 4.8750 |
| This model | 2x7B | **3.5** | 5.1 | **7.5** | 1.9 | 3.5 | **6.3** | **5.9** | **7.6** | **5.1625** |
![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-2-7b-fast](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast) and [elyza/ELYZA-japanese-Llama-2-7b-fast-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast-instruct).
[Click here for the GGUF version](https://huggingface.co/Aratako/ELYZA-japanese-Llama-2-fast-MoE-2x7B-v0.1-GGUF)
It utilizes the following two models:
- [elyza/ELYZA-japanese-Llama-2-7b-fast](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast)
- [elyza/ELYZA-japanese-Llama-2-7b-fast-instruct](https://huggingface.co/elyza/ELYZA-japanese-Llama-2-7b-fast-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-2-7b-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-2-7b-fast-instruct | 7B | 2.8 | **5.2** | 7.1 | **2.0** | **3.6** | 6.0 | **5.9** | 6.4 | 4.8750 |
| This model | 2x7B | **3.5** | 5.1 | **7.5** | 1.9 | 3.5 | **6.3** | **5.9** | **7.6** | **5.1625** |
![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-2-7b-fast-instruct
gate_mode: random
dtype: bfloat16
experts:
- source_model: ./ELYZA-japanese-Llama-2-7b-fast-instruct
positive_prompts: []
- source_model: ./ELYZA-japanese-Llama-2-7b-fast
positive_prompts: []
tokenizer_source: model:./ELYZA-japanese-Llama-2-7b-fast-instruct
```

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base_model: ./ELYZA-japanese-Llama-2-7b-fast-instruct
gate_mode: random
dtype: bfloat16
experts:
- source_model: ./ELYZA-japanese-Llama-2-7b-fast-instruct
positive_prompts: []
- source_model: ./ELYZA-japanese-Llama-2-7b-fast
positive_prompts: []
tokenizer_source: model:./ELYZA-japanese-Llama-2-7b-fast-instruct

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