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README.md

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 ---
 license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- lazymergekit
+- NousResearch/Nous-Hermes-2-Mistral-7B-DPO
+- NeverSleep/Noromaid-7B-0.4-DPO
+- mistralai/Mistral-7B-Instruct-v0.2
+base_model:
+- NousResearch/Nous-Hermes-2-Mistral-7B-DPO
+- NeverSleep/Noromaid-7B-0.4-DPO
+- mistralai/Mistral-7B-Instruct-v0.2
 ---
+
+# Noro-Hermes-3x7B
+
+Noro-Hermes-3x7B is a Mixture of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [NousResearch/Nous-Hermes-2-Mistral-7B-DPO](https://huggingface.co/NousResearch/Nous-Hermes-2-Mistral-7B-DPO)
+* [NeverSleep/Noromaid-7B-0.4-DPO](https://huggingface.co/NeverSleep/Noromaid-7B-0.4-DPO)
+* [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)
+
+## 🧩 Configuration
+
+```yaml
+base_model: mistralai/Mistral-7B-Instruct-v0.2
+dtype: bfloat16
+gate_mode: hidden
+experts:
+  - source_model: NousResearch/Nous-Hermes-2-Mistral-7B-DPO
+    positive_prompts: ["You are an intelligent assistant."]
+  - source_model: NeverSleep/Noromaid-7B-0.4-DPO
+    positive_prompts: ["You are a creative roleplaying assistant."]
+  - source_model: mistralai/Mistral-7B-Instruct-v0.2
+    positive_prompts: ["You are a general purpose assistant."]
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "ThomasComics/Noro-Hermes-3x7B"
+
+tokenizer = AutoTokenizer.from_pretrained(model)
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model,
+    model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
+)
+
+messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
+prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+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": "mistralai/Mistral-7B-Instruct-v0.2",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "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": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "num_local_experts": 3,
+  "output_router_logits": false,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.39.1",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_moe_config.yml

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+
+base_model: mistralai/Mistral-7B-Instruct-v0.2
+dtype: bfloat16
+gate_mode: hidden
+experts:
+  - source_model: NousResearch/Nous-Hermes-2-Mistral-7B-DPO
+    positive_prompts: ["You are an intelligent assistant."]
+  - source_model: NeverSleep/Noromaid-7B-0.4-DPO
+    positive_prompts: ["You are a creative roleplaying assistant."]
+  - source_model: mistralai/Mistral-7B-Instruct-v0.2
+    positive_prompts: ["You are a general purpose assistant."]

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special_tokens_map.json

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+    "rstrip": false,
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+    "normalized": false,
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+}

tokenizer.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055
+size 493443

tokenizer_config.json

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+  "add_eos_token": false,
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+  "chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
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+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
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+  "tokenizer_class": "LlamaTokenizer",
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+  "use_default_system_prompt": false
+}