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README.md ADDED
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+ ---
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+ tags:
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+ - merge
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+ - mergekit
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+ - lazymergekit
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+ - yam-peleg/Experiment21-7B
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+ - CultriX/NeuralTrix-bf16
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+ - louisgrc/Montebello_7B_SLERP
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+ - CorticalStack/pastiche-crown-clown-7b-dare-dpo
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+ - chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ base_model:
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+ - yam-peleg/Experiment21-7B
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+ - CultriX/NeuralTrix-bf16
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+ - louisgrc/Montebello_7B_SLERP
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+ - CorticalStack/pastiche-crown-clown-7b-dare-dpo
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+ - chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ ---
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+
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+ # Neural-4-QA-7b
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+
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+ Neural-4-QA-7b is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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+ * [yam-peleg/Experiment21-7B](https://huggingface.co/yam-peleg/Experiment21-7B)
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+ * [CultriX/NeuralTrix-bf16](https://huggingface.co/CultriX/NeuralTrix-bf16)
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+ * [louisgrc/Montebello_7B_SLERP](https://huggingface.co/louisgrc/Montebello_7B_SLERP)
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+ * [CorticalStack/pastiche-crown-clown-7b-dare-dpo](https://huggingface.co/CorticalStack/pastiche-crown-clown-7b-dare-dpo)
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+ * [chihoonlee10/T3Q-Mistral-Orca-Math-DPO](https://huggingface.co/chihoonlee10/T3Q-Mistral-Orca-Math-DPO)
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+
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+ ## 🧩 Configuration
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+
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+ ```yaml
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+ models:
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+ - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ # No parameters necessary for base model
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+ - model: yam-peleg/Experiment21-7B
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+ parameters:
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+ density: 0.66
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+ weight: 0.2
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+ - model: CultriX/NeuralTrix-bf16
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+ parameters:
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+ density: 0.55
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+ weight: 0.2
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+ - model: louisgrc/Montebello_7B_SLERP
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+ parameters:
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+ density: 0.55
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+ weight: 0.2
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+ - model: CorticalStack/pastiche-crown-clown-7b-dare-dpo
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+ parameters:
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+ density: 0.44
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+ weight: 0.2
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+ - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ parameters:
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+ density: 0.66
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+ weight: 0.2
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+ merge_method: dare_ties
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+ base_model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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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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+ ## 💻 Usage
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+
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+ ```python
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+ !pip install -qU transformers accelerate
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+
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+ from transformers import AutoTokenizer
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+ import transformers
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+ import torch
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+
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+ model = "Kukedlc/Neural-4-QA-7b"
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+ messages = [{"role": "user", "content": "What is a large language model?"}]
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model)
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+ prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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+ pipeline = transformers.pipeline(
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+ "text-generation",
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+ model=model,
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+ torch_dtype=torch.float16,
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+ device_map="auto",
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+ )
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+
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+ outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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+ print(outputs[0]["generated_text"])
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+ ```
config.json ADDED
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+ {
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+ "_name_or_path": "chihoonlee10/T3Q-Mistral-Orca-Math-DPO",
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+ "add_gates": false,
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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": "bfloat16",
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+ "transformers_version": "4.38.2",
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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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+ models:
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+ - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ # No parameters necessary for base model
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+ - model: yam-peleg/Experiment21-7B
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+ parameters:
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+ density: 0.66
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+ weight: 0.2
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+ - model: CultriX/NeuralTrix-bf16
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+ parameters:
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+ density: 0.55
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+ weight: 0.2
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+ - model: louisgrc/Montebello_7B_SLERP
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+ parameters:
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+ density: 0.55
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+ weight: 0.2
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+ - model: CorticalStack/pastiche-crown-clown-7b-dare-dpo
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+ parameters:
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+ density: 0.44
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+ weight: 0.2
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+ - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ parameters:
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+ density: 0.66
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+ weight: 0.2
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+ merge_method: dare_ties
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+ base_model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
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+ parameters:
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+ int8_mask: true
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+ dtype: bfloat16
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