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Model: Aratako/Swallow-MoE-2x13B-v0.1
Source: Original Platform

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README.md

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+---
+base_model:
+- tokyotech-llm/Swallow-13b-instruct-hf
+- nitky/Superswallow-13b-v0.2
+license: llama2
+language:
+- ja
+tags:
+- mergekit
+- merge
+- MoE
+---
+# Swallow-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[tokyotech-llm/Swallow-13b-instruct-hf](https://huggingface.co/tokyotech-llm/Swallow-13b-instruct-hf)と、それを利用したマージモデルである[nitky/Superswallow-13b-v0.2](https://huggingface.co/nitky/Superswallow-13b-v0.2)
+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/Swallow-MoE-2x13B-v0.1-GGUF)
+
+以下2モデルを利用しています。
+- [tokyotech-llm/Swallow-13b-instruct-hf](https://huggingface.co/tokyotech-llm/Swallow-13b-instruct-hf)
+- [nitky/Superswallow-13b-v0.2](https://huggingface.co/nitky/Superswallow-13b-v0.2)
+
+## ライセンス
+Llama2ライセンスを継承しますが、それ以外にもこのマージモデルはLlama2ライセンス以外のライセンスの影響を受けます。
+- [nitky/Superswallow-13b-v0.2](https://huggingface.co/nitky/Superswallow-13b-v0.2)の利用により、[AI2 ImpACT license](https://allenai.org/impact-license)を継承している可能性があります。詳細は元モデルの概要をご確認ください。
+
+## ベンチマーク
+ベースとしたSwallow-13b-instruct-hf、Superswallow-13b-v0.2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|
+|---|---|---|---|---|---|---|---|---|---|---|
+| Swallow-13b-instruct-hf | 13B | 2.1 | 5.0 | 6.1 | 1.9 | 4.5 | 5.0 | 4.9 | 5.6 | 4.3875 |
+| Superswallow-13b-v0.2  | 13B | **2.7** | **6.3** | **8.4** | 2.2 | **5.9** | 6.8 | 7.2 | 6.8 | 5.7875 |
+| This model  | 2x13B | 2.6 | 6.2 | **8.4** | **2.3** | 5.3 | **7.4** | **7.7** | **8.4** | **6.0375** |
+
+![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**
+- Swallow-13b-instruct-hf, Superswallow-13b-v0.2
+```
+以下に、あるタスクを説明する指示があり、それに付随する入力が更なる文脈を提供しています。リクエストを適切に完了するための回答を記述してください。
+### 指示:
+{instruction}
+### 応答:
+```
+- Swallow-MoE-2x13B-v0.1
+```
+### 指示:
+{instruction}
+### 応答:
+```
+
+## Description
+This model is created using MoE (Mixture of Experts) through mergekit based on [tokyotech-llm/Swallow-13b-instruct-hf](https://huggingface.co/tokyotech-llm/Swallow-13b-instruct-hf) and [nitky/Superswallow-13b-v0.2](https://huggingface.co/nitky/Superswallow-13b-v0.2).
+
+[Click here for the GGUF version](https://huggingface.co/Aratako/Swallow-MoE-2x13B-v0.1-GGUF)
+
+It utilizes the following two models:
+- [tokyotech-llm/Swallow-13b-instruct-hf](https://huggingface.co/tokyotech-llm/Swallow-13b-instruct-hf)
+- [nitky/Superswallow-13b-v0.2](https://huggingface.co/nitky/Superswallow-13b-v0.2)
+
+## License
+While inheriting the Llama2 license, this merged model is also subject to other licenses due to its use of models beyond Llama2.
+- Due to the use of [nitky/Superswallow-13b-v0.2](https://huggingface.co/nitky/Superswallow-13b-v0.2), it may inherit the [AI2 ImpACT license](https://allenai.org/impact-license). Please refer to the original model's overview for details.
+
+## Benchmark
+The results of this model and the base Swallow-13b-instruct-hf, Superswallow-13b-v0.2 on japanese-mt-bench are as follows. 
+(Single turn)
+|Model|Size|Coding|Extraction|Humanities|Math|Reasoning|Roleplay|STEM|Writing|avg_score|
+|---|---|---|---|---|---|---|---|---|---|---|
+| Swallow-13b-instruct-hf | 13B | 2.1 | 5.0 | 6.1 | 1.9 | 4.5 | 5.0 | 4.9 | 5.6 | 4.3875 |
+| Superswallow-13b-v0.2  | 13B | **2.7** | **6.3** | **8.4** | 2.2 | **5.9** | 6.8 | 7.2 | 6.8 | 5.7875 |
+| This model  | 2x13B | 2.6 | 6.2 | **8.4** | **2.3** | 5.3 | **7.4** | **7.7** | **8.4** | **6.0375** |
+
+![レーダーチャート](./japanese_mt_bench.png)
+
+**Prompt used for benchmark**
+- Swallow-13b-instruct-hf, Superswallow-13b-v0.2
+```
+以下に、あるタスクを説明する指示があり、それに付随する入力が更なる文脈を提供しています。リクエストを適切に完了するための回答を記述してください。
+### 指示:
+{instruction}
+### 応答:
+```
+- Swallow-MoE-2x13B-v0.1
+```
+### 指示:
+{instruction}
+### 応答:
+```
+
+## Merge config
+[mergekit_config.yml](./mergekit_moe_config.yml)
+```yaml
+base_model: ./Superswallow-13b-v0.2
+gate_mode: random
+dtype: bfloat16
+experts:
+  - source_model: ./Superswallow-13b-v0.2
+    positive_prompts: []
+  - source_model: ./Swallow-13b-instruct-hf
+    positive_prompts: []
+tokenizer_source: union
+```

config.json

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+{
+  "_name_or_path": "./Superswallow-13b-v0.2",
+  "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,
+  "max_sequence_length": 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": 0,
+  "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": 43176
+}

configuration.json

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

mergekit_moe_config.yml

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+base_model: ./Superswallow-13b-v0.2
+gate_mode: random
+dtype: bfloat16
+experts:
+  - source_model: ./Superswallow-13b-v0.2
+    positive_prompts: []
+  - source_model: ./Swallow-13b-instruct-hf
+    positive_prompts: []
+tokenizer_source: union

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