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README.md

@@ -1,34 +1,29 @@
 ---
-# For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
-# Doc / guide: https://huggingface.co/docs/hub/model-cards
-{}
+license: apache-2.0
+tags:
+- moe
+- merge
+- mergekit
+- lazymergekit
+- DopeorNope/SOLARC-M-10.7B
+- maywell/PiVoT-10.7B-Mistral-v0.2-RP
+- kyujinpy/Sakura-SOLAR-Instruct
+- jeonsworld/CarbonVillain-en-10.7B-v1
 ---
 
-# Model Card for Model ID
+# Lumosia-MoE-4x10.7
 
-<!-- Provide a quick summary of what the model is/does. -->
+Lumosia-MoE-4x10.7 is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [DopeorNope/SOLARC-M-10.7B](https://huggingface.co/DopeorNope/SOLARC-M-10.7B)
+* [maywell/PiVoT-10.7B-Mistral-v0.2-RP](https://huggingface.co/maywell/PiVoT-10.7B-Mistral-v0.2-RP)
+* [kyujinpy/Sakura-SOLAR-Instruct](https://huggingface.co/kyujinpy/Sakura-SOLAR-Instruct)
+* [jeonsworld/CarbonVillain-en-10.7B-v1](https://huggingface.co/jeonsworld/CarbonVillain-en-10.7B-v1)
 
-This model is an extreme experiment, I wanted to test making an MoE out of multiple High Performing Solar models. Let me know what you think
-
-## Model Details
-
-### Model Description
-
-This MoE model is an extreme experiment, I wanted to test making an MoE out of multiple High Performing Solar models. Let me know what you think. 
-Thinking about finetuning on a RP dataset later on to direct the model more
-
-- **Model type:** Solar-10.7
-
-### Model Sources [optional]
-
-model_name: Lumosia-MoE-4x10.7
-
-base_model: DopeorNope/SOLARC-M-10.7B
+## 🧩 Configuration
 
+```yamlbase_model: DopeorNope/SOLARC-M-10.7B
 gate_mode: hidden
-
 dtype: bfloat16
-
 experts:
   - source_model: DopeorNope/SOLARC-M-10.7B
     positive_prompts: [""]
@@ -37,5 +32,28 @@ experts:
   - source_model: kyujinpy/Sakura-SOLAR-Instruct
     positive_prompts: [""]
   - source_model: jeonsworld/CarbonVillain-en-10.7B-v1
-    positive_prompts: [""]
+    positive_prompts: [""]```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "Steelskull/Lumosia-MoE-4x10.7"
+
+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": "DopeorNope/SOLARC-M-10.7B",
+  "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": "float32",
+  "transformers_version": "4.36.2",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_moe_config.yml

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+base_model: DopeorNope/SOLARC-M-10.7B
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: DopeorNope/SOLARC-M-10.7B
+    positive_prompts: [""]
+  - source_model: maywell/PiVoT-10.7B-Mistral-v0.2-RP
+    positive_prompts: [""]
+  - source_model: kyujinpy/Sakura-SOLAR-Instruct
+    positive_prompts: [""]
+  - source_model: jeonsworld/CarbonVillain-en-10.7B-v1
+    positive_prompts: [""]

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tokenizer_config.json

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