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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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+ - OpenPipe/mistral-ft-optimized-1218
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+ - mlabonne/NeuralHermes-2.5-Mistral-7B
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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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+ * [OpenPipe/mistral-ft-optimized-1218](https://huggingface.co/OpenPipe/mistral-ft-optimized-1218)
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+ * [mlabonne/NeuralHermes-2.5-Mistral-7B](https://huggingface.co/mlabonne/NeuralHermes-2.5-Mistral-7B)
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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: OpenPipe/mistral-ft-optimized-1218
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+ parameters:
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+ density: 0.5
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+ weight: 0.5
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+ - model: mlabonne/NeuralHermes-2.5-Mistral-7B
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+ parameters:
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+ density: 0.5
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+ weight: 0.3
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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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+
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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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+ "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": "4.46.1",
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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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+
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+ - model: OpenPipe/mistral-ft-optimized-1218
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+ parameters:
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+ density: 0.5
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+ weight: 0.5
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+
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+ - model: mlabonne/NeuralHermes-2.5-Mistral-7B
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+ parameters:
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+ density: 0.5
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+ weight: 0.3
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+
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+ merge_method: ties
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+ base_model: mistralai/Mistral-7B-v0.1
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+
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+ parameters:
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+ normalize: true
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+ int8_mask: true
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