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README.md

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

config.json

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+{
+  "_name_or_path": "chihoonlee10/T3Q-Mistral-Orca-Math-DPO",
+  "add_gates": false,
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.38.2",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_config.yml

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+
+models:
+  - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
+    # No parameters necessary for base model
+  - model: yam-peleg/Experiment21-7B
+    parameters:
+      density: 0.66
+      weight: 0.2
+  - model: CultriX/NeuralTrix-bf16
+    parameters:
+      density: 0.55
+      weight: 0.2
+  - model: louisgrc/Montebello_7B_SLERP
+    parameters:
+      density: 0.55
+      weight: 0.2
+  - model: CorticalStack/pastiche-crown-clown-7b-dare-dpo
+    parameters:
+      density: 0.44
+      weight: 0.2
+  - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
+    parameters:
+      density: 0.66
+      weight: 0.2
+merge_method: dare_ties
+base_model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO
+parameters:
+  int8_mask: true
+dtype: bfloat16

model-00001-of-00002.safetensors

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model.safetensors.index.json

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