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RichardErkhov/
eastwind_-_tinymix-8x1b-chat-gguf

Name: eastwind_-_tinymix-8x1b-chat-gguf
Availability: InStock

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Quantization made by Richard Erkhov.

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tinymix-8x1b-chat - GGUF

Model creator: https://huggingface.co/eastwind/
Original model: https://huggingface.co/eastwind/tinymix-8x1b-chat/

Name	Quant method	Size
tinymix-8x1b-chat.Q2_K.gguf	Q2_K	2.24GB
tinymix-8x1b-chat.IQ3_XS.gguf	IQ3_XS	2.49GB
tinymix-8x1b-chat.IQ3_S.gguf	IQ3_S	2.63GB
tinymix-8x1b-chat.Q3_K_S.gguf	Q3_K_S	2.63GB
tinymix-8x1b-chat.IQ3_M.gguf	IQ3_M	2.75GB
tinymix-8x1b-chat.Q3_K.gguf	Q3_K	2.9GB
tinymix-8x1b-chat.Q3_K_M.gguf	Q3_K_M	2.9GB
tinymix-8x1b-chat.Q3_K_L.gguf	Q3_K_L	3.1GB
tinymix-8x1b-chat.IQ4_XS.gguf	IQ4_XS	3.25GB
tinymix-8x1b-chat.Q4_0.gguf	Q4_0	3.4GB
tinymix-8x1b-chat.IQ4_NL.gguf	IQ4_NL	3.43GB
tinymix-8x1b-chat.Q4_K_S.gguf	Q4_K_S	3.43GB
tinymix-8x1b-chat.Q4_K.gguf	Q4_K	3.63GB
tinymix-8x1b-chat.Q4_K_M.gguf	Q4_K_M	3.63GB
tinymix-8x1b-chat.Q4_1.gguf	Q4_1	3.77GB
tinymix-8x1b-chat.Q5_0.gguf	Q5_0	4.13GB
tinymix-8x1b-chat.Q5_K_S.gguf	Q5_K_S	4.13GB
tinymix-8x1b-chat.Q5_K.gguf	Q5_K	4.25GB
tinymix-8x1b-chat.Q5_K_M.gguf	Q5_K_M	4.25GB
tinymix-8x1b-chat.Q5_1.gguf	Q5_1	4.5GB
tinymix-8x1b-chat.Q6_K.gguf	Q6_K	4.92GB
tinymix-8x1b-chat.Q8_0.gguf	Q8_0	6.36GB

Original model description:

license: apache-2.0 language:

TinyMix-8x1b-Chat

This is a MoE-ification of TinyLlama/TinyLlama-1.1B-Chat-v1.0 using the Mixtral branch of mergekit

The Goal was to MoE-fy the TinyLlama model and then use this as a base model to finetune from. The intuition being finetuning 8x1b should give better performance than finetuning 1b by itself.

More work coming!

Chat Template

def make_prompt(instruction):
  return f"<|im_start|>user\n{instruction}<|im_end|>\n<|im_start|>assistant\n"

llm.generate(make_prompt('What is quantum tunneling?'))

Mergekit Config

base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
gate_mode: hidden
dtype: bfloat16
experts:
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]
  - source_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
    positive_prompts: [""]

Eval

Thanks to u/mhenrichsen for the HellaSwag score

|  Tasks  |Version|Filter|n-shot| Metric |Value |   |Stderr|

|---------|-------|------|-----:|--------|-----:|---|-----:|

|hellaswag|Yaml   |none  |     0|acc     |0.4657|±  |0.0050|

|         |       |none  |     0|acc\_norm|0.6042|±  |0.0049|

RichardErkhov/eastwind_-_tinymix-8x1b-chat-gguf