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Faro Yi 9B by wenbopan

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  Merged Model   Arxiv:2303.08774   Autotrain compatible   Conversational   Dataset:wenbopan/fusang-v1 Dataset:wenbopan/openorca-zh-2...   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow   Zh

Faro Yi 9B Benchmarks

ARC: 61.26 vs 96.7 (so35)-36.6%
HellaSwag: 76.95 vs 95.3 (gpt4)-19.3%
MMLU: 70.77 vs 88.3 (so35)-19.9%
TruthfulQA: 50.17 vs 59 (gpt4)-15%
WinoGrande: 76.09 vs 87.5 (gpt4)-13%
GSM8K: 63 vs 96.4 (so35)-34.6%
LLME Score: 0.24634
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Faro Yi 9B Parameters and Internals

Model Type 
chat, long-context modeling
Use Cases 
Areas:
practical applications, long-context modeling
Supported Languages 
english (high), chinese (high)
Input Output 
Input Format:
chatml template
Accepted Modalities:
text
Output Format:
text
Performance Tips:
For longer inputs under 24GB of VRAM, it is recommended to use vLLM to have a max prompt of 32K. Setting kv_cache_dtype="fp8_e5m2" allows for 48K input length. 4bit-AWQ quantization on top of that can boost input length to 160K.
LLM NameFaro Yi 9B
Repository 🤗https://huggingface.co/wenbopan/Faro-Yi-9B 
Merged ModelYes
Model Size9b
Required VRAM17.7 GB
Updated2024-11-21
Maintainerwenbopan
Model Typellama
Model Files  4.9 GB: 1-of-4   5.0 GB: 2-of-4   5.0 GB: 3-of-4   2.8 GB: 4-of-4
Supported Languageszh en
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length32768
Model Max Length32768
Transformers Version4.38.1
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size64000
Torch Data Typebfloat16
Faro Yi 9B (wenbopan/Faro-Yi-9B)

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Note: green Score (e.g. "73.2") means that the model is better than wenbopan/Faro-Yi-9B.

Rank the Faro Yi 9B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241110
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