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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- mixtral
+- openchat/openchat-3.5-0106
+- giux78/zefiro-7b-beta-ITA-v0.1
+- azale-ai/Starstreak-7b-beta
+- gagan3012/Mistral_arabic_dpo
+- davidkim205/komt-mistral-7b-v1
+- OpenBuddy/openbuddy-zephyr-7b-v14.1
+- manishiitg/open-aditi-hi-v1
+- VAGOsolutions/SauerkrautLM-7b-v1-mistral
+---
+
+# Multilingual-mistral
+
+This model is a Mixure of Experts (MoE) made with [mergekit](https://github.com/cg123/mergekit) (mixtral branch). It uses the following base models:
+* [openchat/openchat-3.5-0106](https://huggingface.co/openchat/openchat-3.5-0106)
+* [giux78/zefiro-7b-beta-ITA-v0.1](https://huggingface.co/giux78/zefiro-7b-beta-ITA-v0.1)
+* [azale-ai/Starstreak-7b-beta](https://huggingface.co/azale-ai/Starstreak-7b-beta)
+* [gagan3012/Mistral_arabic_dpo](https://huggingface.co/gagan3012/Mistral_arabic_dpo)
+* [davidkim205/komt-mistral-7b-v1](https://huggingface.co/davidkim205/komt-mistral-7b-v1)
+* [OpenBuddy/openbuddy-zephyr-7b-v14.1](https://huggingface.co/OpenBuddy/openbuddy-zephyr-7b-v14.1)
+* [manishiitg/open-aditi-hi-v1](https://huggingface.co/manishiitg/open-aditi-hi-v1)
+* [VAGOsolutions/SauerkrautLM-7b-v1-mistral](https://huggingface.co/VAGOsolutions/SauerkrautLM-7b-v1-mistral)
+
+## 🧩 Configuration
+
+```yamlbase_model: mistralai/Mistral-7B-Instruct-v0.2
+dtype: bfloat16
+experts:
+- positive_prompts:
+  - chat
+  - assistant
+  - tell me
+  - explain
+  source_model: openchat/openchat-3.5-0106
+- positive_prompts:
+  - chat
+  - assistant
+  - tell me
+  - explain
+  source_model: giux78/zefiro-7b-beta-ITA-v0.1
+- positive_prompts:
+  - indonesian
+  - indonesia
+  - answer in indonesian
+  source_model: azale-ai/Starstreak-7b-beta
+- positive_prompts:
+  - arabic
+  - arab
+  - arabia
+  - answer in arabic
+  source_model: gagan3012/Mistral_arabic_dpo
+- positive_prompts:
+  - korean
+  - answer in korean
+  - korea
+  source_model: davidkim205/komt-mistral-7b-v1
+- positive_prompts:
+  - chinese
+  - china
+  - answer in chinese
+  source_model: OpenBuddy/openbuddy-zephyr-7b-v14.1
+- positive_prompts:
+  - hindi
+  - india
+  - hindu
+  - answer in hindi
+  source_model: manishiitg/open-aditi-hi-v1
+- positive_prompts:
+  - german
+  - germany
+  - answer in german
+  - deutsch
+  source_model: VAGOsolutions/SauerkrautLM-7b-v1-mistral
+gate_mode: hidden
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "gagan3012/Multilingual-mistral"
+
+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": "mistralai/Mistral-7B-Instruct-v0.2",
+  "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": 8,
+  "output_router_logits": false,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "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: mistralai/Mistral-7B-Instruct-v0.2
+gate_mode: hidden
+dtype: bfloat16
+experts:
+  - source_model: openchat/openchat-3.5-0106
+    positive_prompts:
+    - "chat"
+    - "assistant"
+    - "tell me"
+    - "explain"
+  - source_model: giux78/zefiro-7b-beta-ITA-v0.1
+    positive_prompts:
+    - "chat"
+    - "assistant"
+    - "tell me"
+    - "explain"
+  - source_model: azale-ai/Starstreak-7b-beta
+    positive_prompts:
+    - "indonesian"
+    - "indonesia"
+    - "answer in indonesian"
+  - source_model: gagan3012/Mistral_arabic_dpo
+    positive_prompts:
+    - "arabic"
+    - "arab"
+    - "arabia"
+    - "answer in arabic"
+  - source_model: davidkim205/komt-mistral-7b-v1
+    positive_prompts:
+    - "korean"
+    - "answer in korean"
+    - "korea"
+  - source_model: OpenBuddy/openbuddy-zephyr-7b-v14.1
+    positive_prompts:
+    - "chinese"
+    - "china"
+    - "answer in chinese"
+  - source_model: manishiitg/open-aditi-hi-v1
+    positive_prompts:
+    - "hindi"
+    - "india"
+    - "hindu"
+    - "answer in hindi"
+  - source_model: VAGOsolutions/SauerkrautLM-7b-v1-mistral
+    positive_prompts:
+    - "german"
+    - "germany"
+    - "answer in german"
+    - "deutsch"

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@@ -0,0 +1,43 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
+  "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": false
+}