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Browse files- README.md +39 -0
- config.json +27 -0
- linear_config.yaml +11 -0
- mergekit_config.yml +11 -0
- model-00001-of-00025.safetensors +3 -0
- model-00002-of-00025.safetensors +3 -0
- model-00003-of-00025.safetensors +3 -0
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- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer_config.json +0 -0
README.md
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---
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license: apache-2.0
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tags:
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- merge
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- mergekit
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- lazymergekit
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- mistralai/Mistral-Nemo-Instruct-2407
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- mistralai/Mistral-Nemo-Base-2407
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---
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# Mistral-Nemo-Instruct-2407-Mistral-Nemo-Base-2407-linear-merge
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Mistral-Nemo-Instruct-2407-Mistral-Nemo-Base-2407-linear-merge is a sophisticated language model resulting from the strategic merging of two distinct models: [Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407) and [Mistral-Nemo-Base-2407](https://huggingface.co/mistralai/Mistral-Nemo-Base-2407). This merging process was executed using [mergekit](https://github.com/cg123/mergekit), a specialized tool designed for precise model blending, ensuring optimal performance and synergy between the merged architectures.
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## 🧩 Merge Configuration
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The models were merged using a linear interpolation method, which allows for a balanced integration of the two models' capabilities. The configuration details are as follows:
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```yaml
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models:
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- model: mistralai/Mistral-Nemo-Instruct-2407
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parameters:
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weight: 0.6
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- model: mistralai/Mistral-Nemo-Base-2407
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parameters:
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weight: 0.4
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merge_method: linear
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parameters:
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normalize: true
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dtype: float16
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```
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## Model Features
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This merged model combines the instructive capabilities of Mistral-Nemo-Instruct-2407 with the foundational strengths of Mistral-Nemo-Base-2407. The result is a versatile model that excels in various text generation tasks, offering enhanced context understanding and nuanced text generation. By leveraging the strengths of both parent models, this linear merge provides improved performance across diverse NLP applications.
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## Limitations
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While the Mistral-Nemo-Instruct-2407-Mistral-Nemo-Base-2407-linear-merge inherits many strengths from its parent models, it may also carry over certain limitations or biases present in those models. Users should be aware of potential biases in generated outputs and the need for careful evaluation in sensitive applications.
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config.json
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{
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"_name_or_path": "mistralai/Mistral-Nemo-Base-2407",
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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": "float16",
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"transformers_version": "4.44.0",
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"use_cache": true,
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"vocab_size": 131072
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}
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linear_config.yaml
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models:
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- model: mistralai/Mistral-Nemo-Instruct-2407
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parameters:
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weight: 0.6
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- model: mistralai/Mistral-Nemo-Base-2407
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parameters:
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weight: 0.4
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merge_method: linear
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parameters:
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normalize: true
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dtype: float16
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mergekit_config.yml
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models:
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- model: mistralai/Mistral-Nemo-Instruct-2407
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parameters:
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weight: 0.6
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- model: mistralai/Mistral-Nemo-Base-2407
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parameters:
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weight: 0.4
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merge_method: linear
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parameters:
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normalize: true
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dtype: float16
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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},
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"eos_token": {
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},
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"unk_token": {
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tokenizer.json
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tokenizer_config.json
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