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README.md

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+---
+{}
+---
+---
+    license: apache-2.0
+    tags:
+    - moe
+    - mergekit
+    - merge
+    - gagan3012/MetaModel
+    - jeonsworld/CarbonVillain-en-10.7B-v2
+    - jeonsworld/CarbonVillain-en-10.7B-v4
+    - TomGrc/FusionNet_linear
+    ---
+
+    # MetaModel_moe
+
+    This model is a Mixure of Experts (MoE) made with [mergekit](https://github.com/cg123/mergekit) (mixtral branch). It uses the following base models:
+    * [gagan3012/MetaModel](https://huggingface.co/gagan3012/MetaModel)
+    * [jeonsworld/CarbonVillain-en-10.7B-v2](https://huggingface.co/jeonsworld/CarbonVillain-en-10.7B-v2)
+    * [jeonsworld/CarbonVillain-en-10.7B-v4](https://huggingface.co/jeonsworld/CarbonVillain-en-10.7B-v4)
+    * [TomGrc/FusionNet_linear](https://huggingface.co/TomGrc/FusionNet_linear)
+
+    ## 🧩 Configuration
+
+    ```yaml
+base_model: gagan3012/MetaModel
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: gagan3012/MetaModel
+  - source_model: jeonsworld/CarbonVillain-en-10.7B-v2
+  - source_model: jeonsworld/CarbonVillain-en-10.7B-v4
+  - source_model: TomGrc/FusionNet_linear
+    ```
+
+    ## 💻 Usage
+
+    ```python
+    !pip install -qU transformers bitsandbytes accelerate
+
+    from transformers import AutoTokenizer
+    import transformers
+    import torch
+
+    model = "gagan3012/MetaModel_moe"
+
+    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": "gagan3012/MetaModel",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_bias": false,
+  "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": 4096,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 48,
+  "num_key_value_heads": 8,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "pad_token_id": 2,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.36.2",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_moe_config.yml

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+base_model: gagan3012/MetaModel
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: gagan3012/MetaModel
+    positive_prompts: [""]
+  - source_model: jeonsworld/CarbonVillain-en-10.7B-v2
+    positive_prompts: [""]
+  - source_model: jeonsworld/CarbonVillain-en-10.7B-v4
+    positive_prompts: [""]
+  - source_model: TomGrc/FusionNet_linear
+    positive_prompts: [""]
+  

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special_tokens_map.json

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+size 493443

tokenizer_config.json

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