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README.md ADDED
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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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+ - llm-merge-cc2
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+ - mistral-7b
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+ - mistral-ft-optimized
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+ - neural-hermes
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+ - mistralai/Mistral-7B-v0.1
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+ - samir-fama/SamirGPT-v1
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+ - abacusai/Slerp-CM-mist-dpo
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+ - EmbeddedLLM/Mistral-7B-Merge-14-v0.2
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+ ---
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+
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+ # LLM_MERGE_CC2
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+
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+ LLM_MERGE_CC2 est une fusion des modèles suivants créée par ManoloPueblo utilisant [mergekit](https://github.com/cg123/mergekit):
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+ * [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1)
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+ * [samir-fama/SamirGPT-v1](https://huggingface.co/samir-fama/SamirGPT-v1)
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+ * [abacusai/Slerp-CM-mist-dpo](https://huggingface.co/abacusai/Slerp-CM-mist-dpo)
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+ * [EmbeddedLLM/Mistral-7B-Merge-14-v0.2](https://huggingface.co/EmbeddedLLM/Mistral-7B-Merge-14-v0.2)
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+
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+ ## 🧩 Configuration de la fusion
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+ ```yaml
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+ merge_method: ties
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+ base_model: mistralai/Mistral-7B-v0.1
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+ models:
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+ - model: mistralai/Mistral-7B-v0.1
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+ # No parameters necessary for base model
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+ - model: samir-fama/SamirGPT-v1
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+ parameters:
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+ density: 0.53
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+ weight: 0.4
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+ - model: abacusai/Slerp-CM-mist-dpo
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+ parameters:
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+ density: 0.53
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+ weight: 0.3
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+ - model: EmbeddedLLM/Mistral-7B-Merge-14-v0.2
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+ parameters:
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+ density: 0.53
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+ weight: 0.3
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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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+ int8_mask: true
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+ dtype: bfloat16
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+ ```
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+
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+ ## Description
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+ LLM_MERGE_CC2 est un modèle de langage créé par la fusion de trois variantes Mistral :
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+ 1. Mistral-7B-v0.1 - Le modèle de base Mistral (modèle de référence)
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+ 2. mistral-ft-optimized-1218 - Version optimisée par OpenPipe (poids: 0.5, densité: 0.5)
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+ 3. NeuralHermes-2.5-Mistral-7B - Version améliorée par MLabonne (poids: 0.3, densité: 0.5)
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+
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+ Cette fusion utilise la méthode "ties" avec normalisation et une précision float16 pour combiner les forces des trois modèles.
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+
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+ ## Architecture
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+ Le modèle conserve l'architecture de base de Mistral-7B tout en incorporant les améliorations des trois versions à travers une fusion pondérée. La méthode "ties" permet une fusion plus sophistiquée des poids des modèles.
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+
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+ ## Paramètres de fusion
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+ - Méthode de fusion : ties
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+ - Normalisation : activée
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+ - Type de données : float16
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+ - Densités et poids :
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+ * OpenPipe/mistral-ft-optimized-1218 : densité 0.5, poids 0.5
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+ * NeuralHermes-2.5-Mistral-7B : densité 0.5, poids 0.3
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+
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+ ## Utilisation
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+ Ce modèle peut être utilisé avec la bibliothèque transformers de Hugging Face :
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+
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
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+ tokenizer = AutoTokenizer.from_pretrained("ManoloPueblo/LLM_MERGE_CC2")
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+ model = AutoModelForCausalLM.from_pretrained("ManoloPueblo/LLM_MERGE_CC2")
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+ ```
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+
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+ ## Modèles fusionnés
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+ 1. [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) - Modèle de base
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+ 2. [mistral-ft-optimized-1218](https://huggingface.co/OpenPipe/mistral-ft-optimized-1218) - Version optimisée
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+ 3. [NeuralHermes-2.5-Mistral-7B](https://huggingface.co/mlabonne/NeuralHermes-2.5-Mistral-7B) - Version améliorée
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+
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+ ## Limitations
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+ Comme pour tout modèle de langage, les utilisateurs doivent être conscients des biais potentiels et des limitations inhérentes aux modèles sources. Les performances peuvent varier selon les cas d'utilisation.
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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+ "head_dim": 128,
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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": "bfloat16",
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+ "transformers_version": "4.46.2",
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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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+
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+
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+ models:
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+ - model: mistralai/Mistral-7B-v0.1
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+ # No parameters necessary for base model
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+ - model: samir-fama/SamirGPT-v1
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+ parameters:
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+ density: 0.53
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+ weight: 0.4
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+ - model: abacusai/Slerp-CM-mist-dpo
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+ parameters:
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+ density: 0.53
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+ weight: 0.3
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+ - model: EmbeddedLLM/Mistral-7B-Merge-14-v0.2
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+ parameters:
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+ density: 0.53
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+ weight: 0.3
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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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+ int8_mask: true
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+ dtype: bfloat16
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