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Mistral 7B Instruct V0.2 8bit by LsTam

 »  All LLMs  »  LsTam  »  Mistral 7B Instruct V0.2 8bit   URL Share it on

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  Arxiv:2310.06825   8-bit   8bit   Autotrain compatible   Bitsandbytes   Endpoints compatible   Instruct   Mistral   Quantized   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/LsTam/Mistral-7B-Instruct-v0.2-8bit 

Mistral 7B Instruct V0.2 8bit Benchmarks

LMSys ELO: 1072 vs 1272 (so35)-15.7%
ARC: 63.14 vs 96.7 (so35)-34.7%
HellaSwag: 84.88 vs 95.3 (gpt4)-10.9%
MMLU: 60.78 vs 88.3 (so35)-31.2%
TruthfulQA: 68.26 vs 59 (gpt4)15.7%
WinoGrande: 77.19 vs 87.5 (gpt4)-11.8%
GSM8K: 40.03 vs 96.4 (so35)-58.5%
LLME Score: 0.25605
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Mistral 7B Instruct V0.2 8bit (LsTam/Mistral-7B-Instruct-v0.2-8bit)

Mistral 7B Instruct V0.2 8bit Parameters and Internals

Model Type 
8bit quantized
Additional Notes 
The model is loaded in 8bit with `torch_dtype=torch.float16`.
Input Output 
Accepted Modalities:
text
Performance Tips:
Use `use_flash_attention_2=True` for improved performance.
LLM NameMistral 7B Instruct V0.2 8bit
Repository 🤗https://huggingface.co/LsTam/Mistral-7B-Instruct-v0.2-8bit 
Base Model(s)  lachiewyoung/mistral-7b-instruct-1.58bit   lachiewyoung/mistral-7b-instruct-1.58bit
Model Size7b
Required VRAM7.6 GB
Updated2024-12-26
MaintainerLsTam
Model Typemistral
Instruction-BasedYes
Model Files  5.0 GB: 1-of-2   2.6 GB: 2-of-2
Quantization Type8bit
Model ArchitectureMistralForCausalLM
Context Length32768
Model Max Length32768
Transformers Version4.35.2
Vocabulary Size32000
Torch Data Typefloat16

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Mistral 7B Instruct V0.2 Fp1632K / 14.4 GB100
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...eMistral 7B Instruct Ead 16bit32K / 14.5 GB380
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Note: green Score (e.g. "73.2") means that the model is better than LsTam/Mistral-7B-Instruct-v0.2-8bit.

Rank the Mistral 7B Instruct V0.2 8bit Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Release v20241227
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