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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- lazymergekit
+- Himitsui/Kaiju-11B
+- Sao10K/Fimbulvetr-11B-v2
+- decapoda-research/Antares-11b-v2
+- beberik/Nyxene-v3-11B
+base_model:
+- Himitsui/Kaiju-11B
+- Sao10K/Fimbulvetr-11B-v2
+- decapoda-research/Antares-11b-v2
+- beberik/Nyxene-v3-11B
+---
+
+# Umbra-v3-MoE-4x11b
+
+Umbra-v3-MoE-4x11b is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [Himitsui/Kaiju-11B](https://huggingface.co/Himitsui/Kaiju-11B)
+* [Sao10K/Fimbulvetr-11B-v2](https://huggingface.co/Sao10K/Fimbulvetr-11B-v2)
+* [decapoda-research/Antares-11b-v2](https://huggingface.co/decapoda-research/Antares-11b-v2)
+* [beberik/Nyxene-v3-11B](https://huggingface.co/beberik/Nyxene-v3-11B)
+
+## 🧩 Configuration
+
+```yaml
+base_model: vicgalle/CarbonBeagle-11B-truthy
+gate_mode: hidden
+dtype: bfloat16
+experts_per_token: 4
+experts:
+  - source_model: Himitsui/Kaiju-11B
+    positive_prompts:
+      - "Imagine"
+      - "Create"
+      - "Envision"
+      - "Fantasize"
+      - "Invent"
+      - "Narrate"
+      - "Plot"
+      - "Portray"
+      - "Storytell"
+      - "Visualize"
+      - "Describe"
+      - "Develop"
+      - "Forge"
+      - "Craft"
+      - "Conceptualize"
+      - "Dream"
+      - "Concoct"
+      - "Characterize"
+    negative_prompts:
+      - "Recite"
+      - "Report"
+      - "Summarize"
+      - "Enumerate"
+      - "List"
+      - "Cite"
+
+  - source_model: Sao10K/Fimbulvetr-11B-v2
+    positive_prompts:
+      - "Dramatize"
+      - "Embody"
+      - "Illustrate"
+      - "Perform"
+      - "Roleplay"
+      - "Simulate"
+      - "Stage"
+      - "Unfold"
+      - "Weave"
+      - "Design"
+      - "Outline"
+      - "Script"
+      - "Sketch"
+      - "Spin"
+      - "Depict"
+      - "Render"
+      - "Fashion"
+      - "Conceive"
+    negative_prompts:
+      - "Analyze"
+      - "Critique"
+      - "Dissect"
+      - "Explain"
+      - "Clarify"
+      - "Interpret"
+
+  - source_model: decapoda-research/Antares-11b-v2
+    positive_prompts:
+      - "Solve"
+      - "Respond"
+      - "Convey"
+      - "Disclose"
+      - "Expound"
+      - "Narrate"
+      - "Present"
+      - "Reveal"
+      - "Specify"
+      - "Uncover"
+      - "Decode"
+      - "Examine"
+      - "Report"
+      - "Survey"
+      - "Validate"
+      - "Verify"
+      - "Question"
+      - "Query"
+    negative_prompts:
+      - "Divert"
+      - "Obscure"
+      - "Overstate"
+      - "Undermine"
+      - "Misinterpret"
+      - "Skew"
+
+  - source_model: beberik/Nyxene-v3-11B
+    positive_prompts:
+      - "Explain"
+      - "Instruct"
+      - "Clarify"
+      - "Educate"
+      - "Guide"
+      - "Inform"
+      - "Teach"
+      - "Detail"
+      - "Elaborate"
+      - "Enlighten"
+      - "Advise"
+      - "Interpret"
+      - "Analyze"
+      - "Define"
+      - "Demonstrate"
+      - "Illustrate"
+      - "Simplify"
+      - "Summarize"
+    negative_prompts:
+      - "Speculate"
+      - "Fabricate"
+      - "Exaggerate"
+      - "Mislead"
+      - "Confuse"
+      - "Distort"
+
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "Steelskull/Umbra-v3-MoE-4x11b"
+
+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": "vicgalle/CarbonBeagle-11B-truthy",
+  "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": 4,
+  "num_hidden_layers": 48,
+  "num_key_value_heads": 8,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "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": "4.38.2",
+  "use_cache": false,
+  "vocab_size": 32000
+}

mergekit_moe_config.yml

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+
+base_model: vicgalle/CarbonBeagle-11B-truthy
+gate_mode: hidden
+dtype: bfloat16
+experts_per_token: 4
+experts:
+  - source_model: Himitsui/Kaiju-11B
+    positive_prompts:
+      - "Imagine"
+      - "Create"
+      - "Envision"
+      - "Fantasize"
+      - "Invent"
+      - "Narrate"
+      - "Plot"
+      - "Portray"
+      - "Storytell"
+      - "Visualize"
+      - "Describe"
+      - "Develop"
+      - "Forge"
+      - "Craft"
+      - "Conceptualize"
+      - "Dream"
+      - "Concoct"
+      - "Characterize"
+    negative_prompts:
+      - "Recite"
+      - "Report"
+      - "Summarize"
+      - "Enumerate"
+      - "List"
+      - "Cite"
+
+  - source_model: Sao10K/Fimbulvetr-11B-v2
+    positive_prompts:
+      - "Dramatize"
+      - "Embody"
+      - "Illustrate"
+      - "Perform"
+      - "Roleplay"
+      - "Simulate"
+      - "Stage"
+      - "Unfold"
+      - "Weave"
+      - "Design"
+      - "Outline"
+      - "Script"
+      - "Sketch"
+      - "Spin"
+      - "Depict"
+      - "Render"
+      - "Fashion"
+      - "Conceive"
+    negative_prompts:
+      - "Analyze"
+      - "Critique"
+      - "Dissect"
+      - "Explain"
+      - "Clarify"
+      - "Interpret"
+
+  - source_model: decapoda-research/Antares-11b-v2
+    positive_prompts:
+      - "Solve"
+      - "Respond"
+      - "Convey"
+      - "Disclose"
+      - "Expound"
+      - "Narrate"
+      - "Present"
+      - "Reveal"
+      - "Specify"
+      - "Uncover"
+      - "Decode"
+      - "Examine"
+      - "Report"
+      - "Survey"
+      - "Validate"
+      - "Verify"
+      - "Question"
+      - "Query"
+    negative_prompts:
+      - "Divert"
+      - "Obscure"
+      - "Overstate"
+      - "Undermine"
+      - "Misinterpret"
+      - "Skew"
+
+  - source_model: beberik/Nyxene-v3-11B
+    positive_prompts:
+      - "Explain"
+      - "Instruct"
+      - "Clarify"
+      - "Educate"
+      - "Guide"
+      - "Inform"
+      - "Teach"
+      - "Detail"
+      - "Elaborate"
+      - "Enlighten"
+      - "Advise"
+      - "Interpret"
+      - "Analyze"
+      - "Define"
+      - "Demonstrate"
+      - "Illustrate"
+      - "Simplify"
+      - "Summarize"
+    negative_prompts:
+      - "Speculate"
+      - "Fabricate"
+      - "Exaggerate"
+      - "Mislead"
+      - "Confuse"
+      - "Distort"
+

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