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tinymix-8x1b
srinivasbilla/tinymix-8x1b
tinymix-8x1b is a text generation model from srinivasbilla. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
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6.4B
12.9 GB on disk
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.safetensors12.9 GB · 100%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- mixtral
- Access
- Public
- Created
- Jan 2, 2024
- Updated
- Jan 2, 2024
- SHA
- 038bf33d
Try a prompt
Model card
From the Hugging Face model README
<div align="center">
TinyMix-8x1b
</div>This is a MoE-ification of TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T using the Mixtral branch of mergekit
The Goal was to MoE-fy the TinyLlama model and then use this as a base model to further train from. The intuition being finetuning 8x1b should give better performance than finetuning 1b by itself.
More work coming!
Inference Template
This is a merge of the base model, so treat it like a completion.
llm.generate('Quantum Tunneling is')
Mergekit Config
base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
gate_mode: hidden
dtype: bfloat16
experts:
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
- source_model: /TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T
positive_prompts: [""]
Eval
Thanks to u/mhenrichsen for thr HellaSwag score
| Tasks |Version|Filter|n-shot| Metric |Value | |Stderr|
|---------|-------|------|-----:|--------|-----:|---|-----:|
|hellaswag|Yaml |none | 0|acc |0.4659|± |0.0050|
| | |none | 0|acc\_norm|0.6044|± |0.0049|
- Task
- Text Generation
- Library
- transformers
- Type
- mixtral
- License
- apache-2.0
- Languages
- en
- Created
- Jan 2, 2024
- Updated
- Jan 2, 2024