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Reflection Llama 3.1 8B Solshine Trainround1 16bit by Solshine

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  4bit   Autotrain compatible   Conversational Dataset:mahiatlinux/reflection...   En   Endpoints compatible   Instruct   Llama   Pytorch   Quantized   Reflection   Region:us   Sft   Sharded   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/Solshine/reflection-llama-3.1-8B-Solshine-trainround1-16bit 

Reflection Llama 3.1 8B Solshine Trainround1 16bit Benchmarks

LLME Score: 0.22024
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Reflection Llama 3.1 8B Solshine Trainround1 16bit (Solshine/reflection-llama-3.1-8B-Solshine-trainround1-16bit)

Reflection Llama 3.1 8B Solshine Trainround1 16bit Parameters and Internals

Model Type 
text-generation-inference, transformers, unsloth, llama, trl, sft, reflection
Additional Notes 
This is the first 'reflection tuned' Llama 3.1 8B LLM. During sampling, the model outputs reasoning and corrections using special tokens.
Supported Languages 
en (High)
Training Details 
Data Sources:
mahiatlinux/Reflection-Dataset-v2
Methodology:
Inspired by the Reflection Tuning technique pioneered by Matt Shumer.
LLM NameReflection Llama 3.1 8B Solshine Trainround1 16bit
Repository 🤗https://huggingface.co/Solshine/reflection-llama-3.1-8B-Solshine-trainround1-16bit 
Base Model(s)  unsloth/meta-llama-3.1-8b-instruct-bnb-4bit   unsloth/meta-llama-3.1-8b-instruct-bnb-4bit
Model Size8b
Required VRAM16.1 GB
Updated2025-01-20
MaintainerSolshine
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Quantization Type4bit
Model ArchitectureLlamaForCausalLM
Licensellama3.1
Context Length131072
Model Max Length131072
Transformers Version4.44.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|finetune_right_pad_id|>
Vocabulary Size128256
Torch Data Typefloat16

Quantized Models of the Reflection Llama 3.1 8B Solshine Trainround1 16bit

Model
Likes
Downloads
VRAM
... 8B Solshine Trainround2 16bit21116 GB

Best Alternatives to Reflection Llama 3.1 8B Solshine Trainround1 16bit

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...B Instruct Gradient 1048K 4bit1024K / 4.5 GB242
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...truct Gradient 1048K Bpw5 EXL21024K / 5.8 GB90
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... Gradient 1048K 8.0bpw H8 EXL21024K / 8.6 GB83
...ct Gradient 1048K Bpw2.25 EXL21024K / 3.4 GB101
...B Instruct 262k V2 EXL2 8.0bpw256K / 8.4 GB320
Llama 3 8B Instruct 262K 2bit256K / 2.5 GB191

Rank the Reflection Llama 3.1 8B Solshine Trainround1 16bit 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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