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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- lazymergekit
+- jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES
+- senseable/WestLake-7B-v2
+- mlabonne/OmniBeagle-7B
+- vanillaOVO/supermario_v3
+base_model:
+- jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES
+- senseable/WestLake-7B-v2
+- mlabonne/OmniBeagle-7B
+- vanillaOVO/supermario_v3
+---
+
+# MixtureofMerges-MoE-4x7b-v3
+
+MixtureofMerges-MoE-4x7b-v3 is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES](https://huggingface.co/jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES)
+* [senseable/WestLake-7B-v2](https://huggingface.co/senseable/WestLake-7B-v2)
+* [mlabonne/OmniBeagle-7B](https://huggingface.co/mlabonne/OmniBeagle-7B)
+* [vanillaOVO/supermario_v3](https://huggingface.co/vanillaOVO/supermario_v3)
+
+## 🧩 Configuration
+
+```yaml
+base_model: senseable/WestLake-7B-v2
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES
+    positive_prompts:
+      - "Answer this question from the ARC (Argument Reasoning Comprehension)."
+      - "Use common sense and logical reasoning skills."
+    negative_prompts:
+      - "nonsense"
+      - "irrational"
+      - "math"
+      - "code"
+  - source_model: senseable/WestLake-7B-v2
+    positive_prompts:
+      - "Answer this question from the Winogrande test."
+      - "Use advanced knowledge of culture and humanity"
+    negative_prompts:
+      - "ignorance"
+      - "uninformed"
+      - "creativity"
+  - source_model: mlabonne/OmniBeagle-7B
+    positive_prompts:
+      - "Calculate the answer to this math problem"
+      - "My mathematical capabilities are strong, allowing me to handle complex mathematical queries"
+      - "solve for"
+    negative_prompts:
+      - "incorrect"
+      - "inaccurate"
+      - "creativity"
+  - source_model: vanillaOVO/supermario_v3
+    positive_prompts:
+      - "Predict the most plausible continuation for this scenario."
+      - "Demonstrate understanding of everyday commonsense in your response."
+      - "Use contextual clues to determine the most likely outcome."
+      - "Apply logical reasoning to complete the given narrative."
+      - "Infer the most realistic action or event that follows."
+    negative_prompts:
+      - "guesswork"
+      - "irrelevant information"
+      - "contradictory response"
+      - "illogical conclusion"
+      - "ignoring context"
+
+
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "jsfs11/MixtureofMerges-MoE-4x7b-v3"
+
+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": "senseable/WestLake-7B-v2",
+  "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": 4,
+  "output_router_logits": false,
+  "pad_token_id": 2,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.37.2",
+  "unsloth_version": "2024.1",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_moe_config.yml

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+
+base_model: senseable/WestLake-7B-v2
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES
+    positive_prompts:
+      - "Answer this question from the ARC (Argument Reasoning Comprehension)."
+      - "Use common sense and logical reasoning skills."
+    negative_prompts:
+      - "nonsense"
+      - "irrational"
+      - "math"
+      - "code"
+  - source_model: senseable/WestLake-7B-v2
+    positive_prompts:
+      - "Answer this question from the Winogrande test."
+      - "Use advanced knowledge of culture and humanity"
+    negative_prompts:
+      - "ignorance"
+      - "uninformed"
+      - "creativity"
+  - source_model: mlabonne/OmniBeagle-7B
+    positive_prompts:
+      - "Calculate the answer to this math problem"
+      - "My mathematical capabilities are strong, allowing me to handle complex mathematical queries"
+      - "solve for"
+    negative_prompts:
+      - "incorrect"
+      - "inaccurate"
+      - "creativity"
+  - source_model: vanillaOVO/supermario_v3
+    positive_prompts:
+      - "Predict the most plausible continuation for this scenario."
+      - "Demonstrate understanding of everyday commonsense in your response."
+      - "Use contextual clues to determine the most likely outcome."
+      - "Apply logical reasoning to complete the given narrative."
+      - "Infer the most realistic action or event that follows."
+    negative_prompts:
+      - "guesswork"
+      - "irrelevant information"
+      - "contradictory response"
+      - "illogical conclusion"
+      - "ignoring context"
+
+

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