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Model: ludocomito/Minerva-MoE-2x3B
Source: Original Platform

.gitattributes

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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- lazymergekit
+- DeepMount00/Minerva-3B-base-RAG
+- FairMind/Minerva-3B-Instruct-v1.0
+base_model:
+- DeepMount00/Minerva-3B-base-RAG
+- FairMind/Minerva-3B-Instruct-v1.0
+---
+
+# Minerva-MoE-3x3B
+
+Minerva-MoE-3x3B is a Mixture of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [DeepMount00/Minerva-3B-base-RAG](https://huggingface.co/DeepMount00/Minerva-3B-base-RAG)
+* [FairMind/Minerva-3B-Instruct-v1.0](https://huggingface.co/FairMind/Minerva-3B-Instruct-v1.0)
+
+## Evaluation
+arc_it acc_norm: 31.91
+hellaswag_it acc_norm: 52.20
+mmmlu_it: 25.72
+
+## 🧩 Configuration
+
+```yaml
+base_model: sapienzanlp/Minerva-3B-base-v1.0
+experts:
+  - source_model: DeepMount00/Minerva-3B-base-RAG
+    positive_prompts:
+    - "rispondi a domande"
+    - "cosa è"
+    - "chi è"
+    - "dove è"
+    - "come si"
+    - "spiegami"
+    - "definisci"
+  - source_model: FairMind/Minerva-3B-Instruct-v1.0
+    positive_prompts:
+    - "istruzione"
+    - "input"
+    - "risposta"
+    - "scrivi"
+    - "sequenza"
+    - "istruzioni"
+dtype: bfloat16
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "ludocomito/Minerva-MoE-3x3B"
+
+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": "sapienzanlp/Minerva-3B-base-v1.0",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 2560,
+  "initializer_range": 0.02,
+  "intermediate_size": 8960,
+  "max_position_embeddings": 16384,
+  "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,
+  "router_jitter_noise": 0.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.40.2",
+  "use_cache": false,
+  "vocab_size": 32768
+}

mergekit_moe_config.yml

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+
+base_model: sapienzanlp/Minerva-3B-base-v1.0
+experts:
+  - source_model: DeepMount00/Minerva-3B-base-RAG
+    positive_prompts:
+    - "rispondi a domande"
+    - "cosa è"
+    - "chi è"
+    - "dove è"
+    - "come si"
+    - "spiegami"
+    - "definisci"
+  - source_model: FairMind/Minerva-3B-Instruct-v1.0
+    positive_prompts:
+    - "istruzione"
+    - "input"
+    - "risposta"
+    - "scrivi"
+    - "sequenza"
+    - "istruzioni"
+dtype: bfloat16

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special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
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+    "lstrip": false,
+    "normalized": false,
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+    "single_word": false
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+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

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tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
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+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}