From d9341397ca17def1a909a2cc9edbf987d5d77869 Mon Sep 17 00:00:00 2001
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Date: Mon, 7 Sep 2026 10:56:13 +0800
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Model: Aratako/ELYZA-japanese-Llama-2-fast-MoE-2x7B-v0.1
Source: Original Platform
---
 .gitattributes                   |  52 ++++++++++++++++++
 README.md                        |  90 +++++++++++++++++++++++++++++++
 config.json                      |  34 ++++++++++++
 configuration.json               |   1 +
 japanese_mt_bench.png            | Bin 0 -> 58952 bytes
 mergekit_moe_config.yml          |   9 ++++
 model-00001-of-00003.safetensors |   3 ++
 model-00002-of-00003.safetensors |   3 ++
 model-00003-of-00003.safetensors |   3 ++
 model.safetensors.index.json     |   1 +
 special_tokens_map.json          |  24 +++++++++
 tokenizer.json                   |   3 ++
 tokenizer_config.json            |  45 ++++++++++++++++
 13 files changed, 268 insertions(+)
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 create mode 100644 japanese_mt_bench.png
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 create mode 100644 model.safetensors.index.json
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 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json

diff --git a/.gitattributes b/.gitattributes
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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*.tfevents* filter=lfs diff=lfs merge=lfs -text
+*.db* filter=lfs diff=lfs merge=lfs -text
+*.ark* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text
+ 
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.gguf* filter=lfs diff=lfs merge=lfs -text
+*.ggml filter=lfs diff=lfs merge=lfs -text
+*.llamafile* filter=lfs diff=lfs merge=lfs -text
+*.pt2 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+
+model-00003-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+model-00001-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00002-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..a3420fd
--- /dev/null
+++ b/README.md
@@ -0,0 +1,90 @@
+---
+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
+```
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..8c0b22c
--- /dev/null
+++ b/config.json
@@ -0,0 +1,34 @@
+{
+  "_name_or_path": "./ELYZA-japanese-Llama-2-7b-fast-instruct",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 4096,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "num_local_experts": 2,
+  "output_router_logits": false,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "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": 45043
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file
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diff --git a/mergekit_moe_config.yml b/mergekit_moe_config.yml
new file mode 100644
index 0000000..1ea04d7
--- /dev/null
+++ b/mergekit_moe_config.yml
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