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Model: FelixChao/Magician-MoE-4x7B
Source: Original Platform

.gitattributes

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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- merge
+- deepseek-ai/deepseek-coder-6.7b-instruct
+- ise-uiuc/Magicoder-S-CL-7B
+- WizardLM/WizardMath-7B-V1.0
+- WizardLM/WizardCoder-Python-7B-V1.0
+---
+
+# Magician-MoE-4x7B
+
+Magician-MoE-4x7B is a Mixure of Experts (MoE) made with the following models:
+* [deepseek-ai/deepseek-coder-6.7b-instruct](https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct)
+* [ise-uiuc/Magicoder-S-CL-7B](https://huggingface.co/ise-uiuc/Magicoder-S-CL-7B)
+* [WizardLM/WizardMath-7B-V1.0](https://huggingface.co/WizardLM/WizardMath-7B-V1.0)
+* [WizardLM/WizardCoder-Python-7B-V1.0](https://huggingface.co/WizardLM/WizardCoder-Python-7B-V1.0)
+
+## 🧩 Configuration
+
+```yaml
+base_model: ise-uiuc/Magicoder-S-CL-7B
+gate_mode: cheap_embed
+experts:
+  - source_model: deepseek-ai/deepseek-coder-6.7b-instruct
+    positive_prompts: ["You are an AI coder","coding","Java expert"]
+  - source_model: ise-uiuc/Magicoder-S-CL-7B
+    positive_prompts: ["You are an AI programmer","programming","C++ expert"]
+  - source_model: WizardLM/WizardMath-7B-V1.0
+    positive_prompts: ["Math problem solving","Think step by step","Math expert"]
+  - source_model: WizardLM/WizardCoder-Python-7B-V1.0
+    positive_prompts: ["Great at Deep learning","Algorithm and Data Structure","Python expert"]
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "FelixChao/Magician-MoE-4x7B"
+
+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"])
+```

added_tokens.json

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+{
+  "▁<EOT>": 32003,
+  "▁<MID>": 32001,
+  "▁<PRE>": 32000,
+  "▁<SUF>": 32002
+}

config.json

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+{
+  "_name_or_path": "ise-uiuc/Magicoder-S-CL-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": 11008,
+  "max_position_embeddings": 16384,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "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: ise-uiuc/Magicoder-S-CL-7B
+gate_mode: cheap_embed
+experts:
+  - source_model: deepseek-ai/deepseek-coder-6.7b-instruct
+    positive_prompts: ["You are an AI coder","coding","Java expert"]
+  - source_model: ise-uiuc/Magicoder-S-CL-7B
+    positive_prompts: ["You are an AI programmer","programming","C++ expert"]
+  - source_model: WizardLM/WizardMath-7B-V1.0
+    positive_prompts: ["Math problem solving","Think step by step","Math expert"]
+  - source_model: WizardLM/WizardCoder-Python-7B-V1.0
+    positive_prompts: ["Great at Deep learning","Algorithm and Data Structure","Python expert"]

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special_tokens_map.json

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+{
+  "additional_special_tokens": [
+    "▁<PRE>",
+    "▁<MID>",
+    "▁<SUF>",
+    "▁<EOT>",
+    "▁<PRE>",
+    "▁<MID>",
+    "▁<SUF>",
+    "▁<EOT>",
+    "▁<PRE>",
+    "▁<MID>",
+    "▁<SUF>",
+    "▁<EOT>"
+  ],
+  "bos_token": {
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+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
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+  "eos_token": {
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+    "single_word": false
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+  "pad_token": "<s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
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+      "content": "▁<EOT>",
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+    "▁<MID>",
+    "▁<SUF>",
+    "▁<EOT>",
+    "▁<PRE>",
+    "▁<MID>",
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+    "▁<EOT>",
+    "▁<PRE>",
+    "▁<MID>",
+    "▁<SUF>",
+    "▁<EOT>"
+  ],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "eot_token": "▁<EOT>",
+  "fill_token": "<FILL_ME>",
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+  "middle_token": "▁<MID>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<s>",
+  "prefix_token": "▁<PRE>",
+  "sp_model_kwargs": {},
+  "suffix_token": "▁<SUF>",
+  "tokenizer_class": "CodeLlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}