From dd21bb0db6682554dbde4600d7015f2eb4976727 Mon Sep 17 00:00:00 2001
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Model: Aratako/Swallow-MoE-2x13B-v0.1
Source: Original Platform
---
 .gitattributes                   |  55 ++++++++++++++++
 README.md                        | 107 +++++++++++++++++++++++++++++++
 config.json                      |  35 ++++++++++
 configuration.json               |   1 +
 japanese_mt_bench.png            | Bin 0 -> 81109 bytes
 mergekit_moe_config.yml          |   9 +++
 model-00001-of-00005.safetensors |   3 +
 model-00002-of-00005.safetensors |   3 +
 model-00003-of-00005.safetensors |   3 +
 model-00004-of-00005.safetensors |   3 +
 model-00005-of-00005.safetensors |   3 +
 model.safetensors.index.json     |   1 +
 special_tokens_map.json          |  24 +++++++
 tokenizer.json                   |   3 +
 tokenizer.model                  |   3 +
 tokenizer_config.json            |  42 ++++++++++++
 16 files changed, 295 insertions(+)
 create mode 100644 .gitattributes
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 create mode 100644 config.json
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 create mode 100644 japanese_mt_bench.png
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 create mode 100644 model.safetensors.index.json
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer.model
 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
+ 
+*.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
+
+tokenizer.model filter=lfs diff=lfs merge=lfs -text
+model-00003-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00002-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00001-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+model-00004-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00005-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
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diff --git a/README.md b/README.md
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index 0000000..b36bd29
--- /dev/null
+++ b/README.md
@@ -0,0 +1,107 @@
+---
+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
+```
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..aa811b9
--- /dev/null
+++ b/config.json
@@ -0,0 +1,35 @@
+{
+  "_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
+}
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/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000..8c95e0b
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,24 @@
+{
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+    "normalized": true,
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+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..e087c95
--- /dev/null
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diff --git a/tokenizer.model b/tokenizer.model
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+version https://git-lfs.github.com/spec/v1
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diff --git a/tokenizer_config.json b/tokenizer_config.json
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index 0000000..48e6ae0
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+++ b/tokenizer_config.json
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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "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": false
+}