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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- openchat/openchat-3.5-1210
+- beowolx/CodeNinja-1.0-OpenChat-7B
+base_model:
+- openchat/openchat-3.5-1210
+- beowolx/CodeNinja-1.0-OpenChat-7B
+---
+
+# olaolaola
+
+olaolaola is a Mixture of Experts (MoE) made with the following models using [Mergekit](https://github.com/arcee-ai/mergekit):
+* [openchat/openchat-3.5-1210](https://huggingface.co/openchat/openchat-3.5-1210)
+* [beowolx/CodeNinja-1.0-OpenChat-7B](https://huggingface.co/beowolx/CodeNinja-1.0-OpenChat-7B)
+
+## 🧩 Configuration
+
+```yamlbase_model: mlabonne/Marcoro14-7B-slerp
+experts:
+- positive_prompts:
+  - chat
+  - assistant
+  source_model: openchat/openchat-3.5-1210
+- positive_prompts:
+  - code
+  - python
+  source_model: beowolx/CodeNinja-1.0-OpenChat-7B
+experts_per_token: 2
+gate_mode: cheap_embed
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "mgv99/olaolaola"
+
+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": "mlabonne/Marcoro14-7B-slerp",
+  "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": 2,
+  "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": "4.39.3",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_moe_config.yml

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+base_model: mlabonne/Marcoro14-7B-slerp
+experts:
+- positive_prompts:
+  - chat
+  - assistant
+  source_model: openchat/openchat-3.5-1210
+- positive_prompts:
+  - code
+  - python
+  source_model: beowolx/CodeNinja-1.0-OpenChat-7B
+experts_per_token: 2
+gate_mode: cheap_embed

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