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README.md

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+---
+base_model: []
+library_name: transformers
+tags:
+- mergekit
+- merge
+
+---
+# MN-magnum-v2.5-18.5B-kto-Instruct
+
+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 passthrough merge method.
+
+### Models Merged
+
+The following models were included in the merge:
+* G:/11B/magnum-v2.5-12b-kto
+* g:/11b/Mistral-Nemo-Instruct-2407-12B
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+# SMB with instruct to help performance.
+
+slices:
+ - sources:
+   - model: g:/11b/Mistral-Nemo-Instruct-2407-12B
+     layer_range: [0, 14]
+ - sources:
+   - model: G:/11B/magnum-v2.5-12b-kto
+     layer_range: [8, 24]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: 1
+         - filter: down_proj
+           value: 1
+         - value: 1
+ - sources:
+   - model: g:/11b/Mistral-Nemo-Instruct-2407-12B
+     layer_range: [14, 22]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: .5
+         - filter: down_proj
+           value: .5
+         - value: 1
+ - sources:
+   - model: g:/11b/Mistral-Nemo-Instruct-2407-12B
+     layer_range: [22, 31]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: .75
+         - filter: down_proj
+           value: .75
+         - value: 1
+ - sources:
+   - model: G:/11B/magnum-v2.5-12b-kto
+     layer_range: [24, 40]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: 1
+         - filter: down_proj
+           value: 1
+         - value: 1
+merge_method: passthrough
+dtype: bfloat16
+```

config.json

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+{
+  "_name_or_path": "G:/11B/magnum-v2.5-12b-kto",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 15,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 1024000,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 63,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.43.3",
+  "use_cache": false,
+  "vocab_size": 131072
+}

mergekit_config.yml

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+# SMB with instruct to help performance.
+
+slices:
+ - sources:
+   - model: g:/11b/Mistral-Nemo-Instruct-2407-12B
+     layer_range: [0, 14]
+ - sources:
+   - model: G:/11B/magnum-v2.5-12b-kto
+     layer_range: [8, 24]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: 1
+         - filter: down_proj
+           value: 1
+         - value: 1
+ - sources:
+   - model: g:/11b/Mistral-Nemo-Instruct-2407-12B
+     layer_range: [14, 22]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: .5
+         - filter: down_proj
+           value: .5
+         - value: 1
+ - sources:
+   - model: g:/11b/Mistral-Nemo-Instruct-2407-12B
+     layer_range: [22, 31]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: .75
+         - filter: down_proj
+           value: .75
+         - value: 1
+ - sources:
+   - model: G:/11B/magnum-v2.5-12b-kto
+     layer_range: [24, 40]
+     parameters:
+       scale:
+         - filter: o_proj
+           value: 1
+         - filter: down_proj
+           value: 1
+         - value: 1
+merge_method: passthrough
+dtype: bfloat16

model.safetensors.index.json

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special_tokens_map.json

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