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README.md ADDED
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+ ---
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+ base_model:
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+ - mistralai/Mistral-7B-v0.1
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+ - cognitivecomputations/dolphin-2.2.1-mistral-7b
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+ - HuggingFaceH4/zephyr-7b-beta
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+ - NousResearch/Hermes-2-Pro-Mistral-7B
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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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+ ---
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+ # output-model-directory
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+
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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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+
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+ ## Merge Details
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+ ### Merge Method
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+
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+ This model was merged using the [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) as a base.
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+
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+ ### Models Merged
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+
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+ The following models were included in the merge:
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+ * [cognitivecomputations/dolphin-2.2.1-mistral-7b](https://huggingface.co/cognitivecomputations/dolphin-2.2.1-mistral-7b)
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+ * [HuggingFaceH4/zephyr-7b-beta](https://huggingface.co/HuggingFaceH4/zephyr-7b-beta)
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+ * [NousResearch/Hermes-2-Pro-Mistral-7B](https://huggingface.co/NousResearch/Hermes-2-Pro-Mistral-7B)
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+
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+ ### Configuration
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+
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+ The following YAML configuration was used to produce this model:
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+
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+ ```yaml
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+ models:
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+ - model: cognitivecomputations/dolphin-2.2.1-mistral-7b
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+ parameters:
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+ density: [1, 0.7, 0.1] # density gradient
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+ weight: 1.0
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+ - model: HuggingFaceH4/zephyr-7b-beta
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+ parameters:
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+ density: 0.5
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+ weight: [0, 0.3, 0.7, 1] # weight gradient
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+ - model: NousResearch/Hermes-2-Pro-Mistral-7B
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+ parameters:
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+ density: 0.33
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+ weight:
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+ - filter: mlp
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+ value: 0.5
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+ - value: 0
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+ merge_method: dare_ties
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+ base_model: mistralai/Mistral-7B-v0.1
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+ parameters:
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+ normalize: true
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+ int8_mask: true
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+ dtype: float16
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+ ```
config.json ADDED
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+ {
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+ "_name_or_path": "mistralai/Mistral-7B-v0.1",
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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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+ "hidden_act": "silu",
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 14336,
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+ "max_position_embeddings": 32768,
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+ "model_type": "mistral",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 32,
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+ "num_key_value_heads": 8,
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+ "rms_norm_eps": 1e-05,
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+ "rope_theta": 10000.0,
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+ "sliding_window": 4096,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float16",
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+ "transformers_version": "4.39.3",
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+ "use_cache": true,
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+ "vocab_size": 32000
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+ }
mergekit_config.yml ADDED
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+ models:
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+ - model: cognitivecomputations/dolphin-2.2.1-mistral-7b
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+ parameters:
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+ density: [1, 0.7, 0.1] # density gradient
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+ weight: 1.0
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+ - model: HuggingFaceH4/zephyr-7b-beta
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+ parameters:
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+ density: 0.5
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+ weight: [0, 0.3, 0.7, 1] # weight gradient
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+ - model: NousResearch/Hermes-2-Pro-Mistral-7B
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+ parameters:
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+ density: 0.33
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+ weight:
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+ - filter: mlp
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+ value: 0.5
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+ - value: 0
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+ merge_method: dare_ties
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+ base_model: mistralai/Mistral-7B-v0.1
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+ parameters:
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+ normalize: true
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+ int8_mask: true
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+ dtype: float16
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