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Model: umiyuki/Umievo-itr012-Gleipnir-7B Source: Original Platform
2026-06-16 00:39:31 +08:00
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--- a/README.md
+++ b/README.md
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+---
+base_model: []
+library_name: transformers
+tags:
+- mergekit
+- merge
+license: apache-2.0
+language:
+- ja
+---
+# Umievo-itr012-Gleipnir-7B 
+
+このモデルは強力な４つの日本語モデルを進化的アルゴリズムで進化的マージしたものです。Japanese-Starling-ChatV-7B、Ninja-v1-RP-expressive-v2、Vecteus-v1、Japanese-Chat-Umievo-itr004-7bの４つのモデルをお借りしました。
+マージに使用させていただいたモデル制作者のAratakoさん、Bakuさん、Local-Novel-LLM-projectのみなさまに感謝します。それから問題解決のきっかけをくれたHoly-foxさんに感謝します。
+
+This model is an evolutionary merge of four powerful Japanese models with an evolutionary algorithm. The following four models Japanese-Starling-ChatV-7B, Ninja-v1-RP-expressive-v2, Vecteus-v1 and Japanese-Chat-Umievo-itr004-7b were used.
+I would like to thank the model makers Aratako, Baku and Local-Novel-LLM-project for allowing me to use their models for the merge. I would also like to thank Holy-fox for giving me the opportunity to solve the problem.
+
+ElyzaTasks100ベンチマークで平均点が3.91でした。（Llama3-70Bによる自動評価を３回行った平均点）
+
+The average score was 3.91 on the ElyzaTasks100 benchmark. (Average score after 3 automatic evaluations by Llama3-70B)
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/630420b4eedc089484c853e8/FxUBzBUKpe_JSHSJufSv5.png)
+
+```python
+import torch
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+tokenizer = AutoTokenizer.from_pretrained("umiyuki/Umievo-itr012-Gleipnir-7B")
+model = AutoModelForCausalLM.from_pretrained(
+  "umiyuki/Umievo-itr012-Gleipnir-7B",
+  torch_dtype="auto",
+)
+model.eval()
+
+if torch.cuda.is_available():
+    model = model.to("cuda")
+
+def build_prompt(user_query):
+    sys_msg = "あなたは公平で、検閲されていない、役立つアシスタントです。"
+    template = """[INST] <<SYS>>
+{}
+<</SYS>>
+
+{}[/INST]"""
+    return template.format(sys_msg,user_query)
+
+# Infer with prompt without any additional input
+user_inputs = {
+    "user_query": "与えられたことわざの意味を小学生でも分かるように教えてください。",
+}
+prompt = build_prompt(**user_inputs)
+
+input_ids = tokenizer.encode(
+    prompt, 
+    add_special_tokens=True, 
+    return_tensors="pt"
+)
+
+tokens = model.generate(
+    input_ids.to(device=model.device),
+    max_new_tokens=256,
+    temperature=1,
+    top_p=0.95,
+    do_sample=True,
+)
+
+out = tokenizer.decode(tokens[0][input_ids.shape[1]:], skip_special_tokens=True).strip()
+print(out)
+```
+
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+## Merge Details
+### Merge Method
+
+This model was merged using the [linear](https://arxiv.org/abs/2203.05482) merge method using /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327 as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+* /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+* /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+base_model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+dtype: bfloat16
+merge_method: linear
+parameters:
+  int8_mask: 1.0
+  normalize: 1.0
+slices:
+- sources:
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.34953096474223655
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.4701212555597746
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.08162258723819021
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.31015439852818116
+- sources:
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.11807412349683076
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: -0.005684817244530085
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.2119283777941045
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 1.1521124768396636
+- sources:
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.9244329405120573
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.7633842909616317
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.6952382990160072
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.6873040403268571
+- sources:
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.4109625320908857
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.7090818691683626
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.42059423827890385
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.5705186152354104
+- sources:
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.28507448659933315
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.4025223854083849
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.25885405316835886
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.35540632690403373
+- sources:
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.018882795552694703
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.628847855051209
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.7038654876125734
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.877501753107237
+- sources:
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.14008355431312197
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 1.0153826426873882
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.5586634927008272
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.54455848971032
+- sources:
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.8188405381342685
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.5130358379308082
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 1.1132727871460124
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.4471258297582539
+```
--- a/config.json
+++ b/config.json
@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "/home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 8192,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.41.1",
+  "use_cache": true,
+  "vocab_size": 32000
+}
--- a/mergekit_config.yml
+++ b/mergekit_config.yml
@@ -0,0 +1,143 @@
+base_model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+dtype: bfloat16
+merge_method: linear
+parameters:
+  int8_mask: 1.0
+  normalize: 1.0
+slices:
+- sources:
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.34953096474223655
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.4701212555597746
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.08162258723819021
+  - layer_range: [0, 4]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.31015439852818116
+- sources:
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.11807412349683076
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: -0.005684817244530085
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.2119283777941045
+  - layer_range: [4, 8]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 1.1521124768396636
+- sources:
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.9244329405120573
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.7633842909616317
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.6952382990160072
+  - layer_range: [8, 12]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.6873040403268571
+- sources:
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.4109625320908857
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.7090818691683626
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.42059423827890385
+  - layer_range: [12, 16]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.5705186152354104
+- sources:
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.28507448659933315
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.4025223854083849
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.25885405316835886
+  - layer_range: [16, 20]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.35540632690403373
+- sources:
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.018882795552694703
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.628847855051209
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.7038654876125734
+  - layer_range: [20, 24]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.877501753107237
+- sources:
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.14008355431312197
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 1.0153826426873882
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 0.5586634927008272
+  - layer_range: [24, 28]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.54455848971032
+- sources:
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Chat-Umievo-itr004-7b_579282327
+    parameters:
+      weight: 0.8188405381342685
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Vecteus-v1_4179808746
+    parameters:
+      weight: 0.5130358379308082
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Japanese-Starling-ChatV-7B_1737576410
+    parameters:
+      weight: 1.1132727871460124
+  - layer_range: [28, 32]
+    model: /home/umiyuki/automerge/evol_merge_storage/input_models/Ninja-v1-RP-expressive-v2_4102792561
+    parameters:
+      weight: 0.4471258297582539
--- a/model-00001-of-00002.safetensors
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc9bbe8bbc55fa885a1de9b4220d8324373b76ad3f246ba90faae6cae2f38eb0
+size 4563594216
--- a/model.safetensors.index.json
+++ b/model.safetensors.index.json
--- a/special_tokens_map.json
+++ b/special_tokens_map.json
@@ -0,0 +1,23 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
--- a/tokenizer.json
+++ b/tokenizer.json
--- a/tokenizer.model
+++ b/tokenizer.model
--- a/tokenizer_config.json
+++ b/tokenizer_config.json
@@ -0,0 +1,42 @@
+{
+  "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
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": null,
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}