bamec66557
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Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +166 -0
- config.json +27 -0
- mergekit_config.yml +134 -0
- model-00001-of-00005.safetensors +3 -0
- model-00002-of-00005.safetensors +3 -0
- model-00003-of-00005.safetensors +3 -0
- model-00004-of-00005.safetensors +3 -0
- model-00005-of-00005.safetensors +3 -0
- model.safetensors.index.json +1 -0
- special_tokens_map.json +23 -0
- tokenizer.json +3 -0
- tokenizer_config.json +0 -0
.gitattributes
CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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base_model:
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- bamec66557/MISCHIEVOUS-12B-Mix_0.4v
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- bamec66557/MISCHIEVOUS-12B-Mix_0.5v
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library_name: transformers
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tags:
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- mergekit
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- merge
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---
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# merge
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This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
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## Merge Details
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### Merge Method
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This model was merged using the SLERP merge method.
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### Models Merged
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The following models were included in the merge:
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* [bamec66557/MISCHIEVOUS-12B-Mix_0.4v](https://huggingface.co/bamec66557/MISCHIEVOUS-12B-Mix_0.4v)
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* [bamec66557/MISCHIEVOUS-12B-Mix_0.5v](https://huggingface.co/bamec66557/MISCHIEVOUS-12B-Mix_0.5v)
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### Configuration
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The following YAML configuration was used to produce this model:
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```yaml
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description: Merging MISCHIEVOUS-12B-Mix models with sliced slerp
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# Metadata and Rationale
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model_description: |
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This configuration merges two versions of the MISCHIEVOUS-12B-Mix model: 0.4v and 0.3v.
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0.3v was further fine-tuned on a specific dataset (ADD DATASET NAME HERE if known).
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The sliced slerp approach allows for layer-specific control over the merging process.
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base_model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
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dtype: bfloat16
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merge_method: slerp
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tokenizer_source: union
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# Slices Configuration (Layer-Specific Merging)
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slices:
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- sources:
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
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layer_range: [0, 10]
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
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layer_range: [0, 10]
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parameters:
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t:
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- name: self_attn
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value: [0.8, 0.85, 0.9, 0.95, 1.0]
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- name: mlp
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value: [0.9, 0.95, 1.0, 1.05, 1.1]
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- name: layer_norm
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value: [0.6, 0.65, 0.7, 0.75, 0.8]
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- name: embed_tokens
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value: [1.0]
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- sources:
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
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layer_range: [10, 20]
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
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layer_range: [10, 20]
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parameters:
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t:
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- name: self_attn
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value: [0.7, 0.75, 0.8, 0.85, 0.9]
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- name: mlp
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value: [1.0, 0.95, 0.9, 0.85, 0.8]
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- name: layer_norm
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value: [0.5, 0.55, 0.6, 0.65, 0.7]
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- name: embed_tokens
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value: [1.0]
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- sources:
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
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layer_range: [20, 30]
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
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layer_range: [20, 30]
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parameters:
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t:
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- name: self_attn
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value: [0.6, 0.65, 0.7, 0.75, 0.8]
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- name: mlp
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value: [0.8, 0.75, 0.7, 0.65, 0.6]
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- name: layer_norm
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value: [0.4, 0.45, 0.5, 0.55, 0.6]
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- name: embed_tokens
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value: [1.0]
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- sources:
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
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layer_range: [30, 40]
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
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layer_range: [30, 40]
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parameters:
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t:
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- name: self_attn
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value: [0.9, 1.0, 1.1, 1.2, 1.3]
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- name: mlp
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value: [0.7, 0.65, 0.6, 0.55, 0.5]
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- name: layer_norm
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value: [0.7, 0.75, 0.8, 0.85, 0.9]
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- name: embed_tokens
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value: [1.0]
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# Regularization (Prevent Overfitting During Merging)
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regularization:
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- method: weight_clipping
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clip_range: [-0.2, 0.2]
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- method: random_noise
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scale: 0.015
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- method: l2_norm
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scale: 0.01
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# Postprocessing (Enhance Merged Model Quality)
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postprocessing:
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- operation: random_noise
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scale: 0.0025
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- operation: non_linear_scaling
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parameters:
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function: tanh
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- operation: sharpening
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intensity: 0.3
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- operation: gaussian_smoothing
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sigma: 1.5
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- operation: smoothing
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parameters:
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adaptive: true
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range: [0.8, 1.2]
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kernel_size: 5
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- operation: normalize
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- operation: dynamic_scaling
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scale_range: [0.75, 1.25]
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# Evaluation (Crucial for Assessing Merge Quality)
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evaluation:
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metrics:
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- perplexity
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- accuracy # If applicable (e.g., classification tasks)
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- bleu # For translation tasks
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- rouge # For summarization tasks
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datasets:
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- wikitext # General language understanding
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- lambada # Long-range dependency modeling
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- (ADD RELEVANT TASK-SPECIFIC DATASETS HERE)
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prompts: # Example prompts – REPLACE WITH YOUR OWN
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- "The quick brown fox jumps over the lazy dog."
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- "Translate 'Thank you' to Spanish:"
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- "Write a short summary of the French Revolution."
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# Logging and Output
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logging:
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output_dir: ./merged_models
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log_level: INFO
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# Optional: Ties Merging (Advanced Technique)
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# ties:
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# enabled: true
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# method: greedy # Or "optimal", "random"
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# layers: [0, 10, 20, 30] # Example layers for ties merging
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```
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config.json
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{
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"_name_or_path": "bamec66557/MISCHIEVOUS-12B-Mix_0.4v",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 1024000,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 40,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 1000000.0,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.46.2",
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"use_cache": true,
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"vocab_size": 131074
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}
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mergekit_config.yml
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description: Merging MISCHIEVOUS-12B-Mix models with sliced slerp
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2 |
+
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+
# Metadata and Rationale
|
4 |
+
model_description: |
|
5 |
+
This configuration merges two versions of the MISCHIEVOUS-12B-Mix model: 0.4v and 0.3v.
|
6 |
+
0.3v was further fine-tuned on a specific dataset (ADD DATASET NAME HERE if known).
|
7 |
+
The sliced slerp approach allows for layer-specific control over the merging process.
|
8 |
+
|
9 |
+
base_model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
|
10 |
+
dtype: bfloat16
|
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+
merge_method: slerp
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tokenizer_source: union
|
13 |
+
|
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# Slices Configuration (Layer-Specific Merging)
|
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slices:
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+
- sources:
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+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
|
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+
layer_range: [0, 10]
|
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- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
|
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layer_range: [0, 10]
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parameters:
|
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+
t:
|
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+
- name: self_attn
|
24 |
+
value: [0.8, 0.85, 0.9, 0.95, 1.0]
|
25 |
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- name: mlp
|
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+
value: [0.9, 0.95, 1.0, 1.05, 1.1]
|
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- name: layer_norm
|
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+
value: [0.6, 0.65, 0.7, 0.75, 0.8]
|
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- name: embed_tokens
|
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+
value: [1.0]
|
31 |
+
|
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+
- sources:
|
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+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
|
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layer_range: [10, 20]
|
35 |
+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
|
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layer_range: [10, 20]
|
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parameters:
|
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+
t:
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- name: self_attn
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+
value: [0.7, 0.75, 0.8, 0.85, 0.9]
|
41 |
+
- name: mlp
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+
value: [1.0, 0.95, 0.9, 0.85, 0.8]
|
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+
- name: layer_norm
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+
value: [0.5, 0.55, 0.6, 0.65, 0.7]
|
45 |
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- name: embed_tokens
|
46 |
+
value: [1.0]
|
47 |
+
|
48 |
+
- sources:
|
49 |
+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
|
50 |
+
layer_range: [20, 30]
|
51 |
+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
|
52 |
+
layer_range: [20, 30]
|
53 |
+
parameters:
|
54 |
+
t:
|
55 |
+
- name: self_attn
|
56 |
+
value: [0.6, 0.65, 0.7, 0.75, 0.8]
|
57 |
+
- name: mlp
|
58 |
+
value: [0.8, 0.75, 0.7, 0.65, 0.6]
|
59 |
+
- name: layer_norm
|
60 |
+
value: [0.4, 0.45, 0.5, 0.55, 0.6]
|
61 |
+
- name: embed_tokens
|
62 |
+
value: [1.0]
|
63 |
+
|
64 |
+
- sources:
|
65 |
+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.4v
|
66 |
+
layer_range: [30, 40]
|
67 |
+
- model: bamec66557/MISCHIEVOUS-12B-Mix_0.5v
|
68 |
+
layer_range: [30, 40]
|
69 |
+
parameters:
|
70 |
+
t:
|
71 |
+
- name: self_attn
|
72 |
+
value: [0.9, 1.0, 1.1, 1.2, 1.3]
|
73 |
+
- name: mlp
|
74 |
+
value: [0.7, 0.65, 0.6, 0.55, 0.5]
|
75 |
+
- name: layer_norm
|
76 |
+
value: [0.7, 0.75, 0.8, 0.85, 0.9]
|
77 |
+
- name: embed_tokens
|
78 |
+
value: [1.0]
|
79 |
+
|
80 |
+
# Regularization (Prevent Overfitting During Merging)
|
81 |
+
regularization:
|
82 |
+
- method: weight_clipping
|
83 |
+
clip_range: [-0.2, 0.2]
|
84 |
+
- method: random_noise
|
85 |
+
scale: 0.015
|
86 |
+
- method: l2_norm
|
87 |
+
scale: 0.01
|
88 |
+
|
89 |
+
# Postprocessing (Enhance Merged Model Quality)
|
90 |
+
postprocessing:
|
91 |
+
- operation: random_noise
|
92 |
+
scale: 0.0025
|
93 |
+
- operation: non_linear_scaling
|
94 |
+
parameters:
|
95 |
+
function: tanh
|
96 |
+
- operation: sharpening
|
97 |
+
intensity: 0.3
|
98 |
+
- operation: gaussian_smoothing
|
99 |
+
sigma: 1.5
|
100 |
+
- operation: smoothing
|
101 |
+
parameters:
|
102 |
+
adaptive: true
|
103 |
+
range: [0.8, 1.2]
|
104 |
+
kernel_size: 5
|
105 |
+
- operation: normalize
|
106 |
+
- operation: dynamic_scaling
|
107 |
+
scale_range: [0.75, 1.25]
|
108 |
+
|
109 |
+
# Evaluation (Crucial for Assessing Merge Quality)
|
110 |
+
evaluation:
|
111 |
+
metrics:
|
112 |
+
- perplexity
|
113 |
+
- accuracy # If applicable (e.g., classification tasks)
|
114 |
+
- bleu # For translation tasks
|
115 |
+
- rouge # For summarization tasks
|
116 |
+
datasets:
|
117 |
+
- wikitext # General language understanding
|
118 |
+
- lambada # Long-range dependency modeling
|
119 |
+
- (ADD RELEVANT TASK-SPECIFIC DATASETS HERE)
|
120 |
+
prompts: # Example prompts – REPLACE WITH YOUR OWN
|
121 |
+
- "The quick brown fox jumps over the lazy dog."
|
122 |
+
- "Translate 'Thank you' to Spanish:"
|
123 |
+
- "Write a short summary of the French Revolution."
|
124 |
+
|
125 |
+
# Logging and Output
|
126 |
+
logging:
|
127 |
+
output_dir: ./merged_models
|
128 |
+
log_level: INFO
|
129 |
+
|
130 |
+
# Optional: Ties Merging (Advanced Technique)
|
131 |
+
# ties:
|
132 |
+
# enabled: true
|
133 |
+
# method: greedy # Or "optimal", "random"
|
134 |
+
# layers: [0, 10, 20, 30] # Example layers for ties merging
|
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tokenizer.json
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tokenizer_config.json
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