Reflection Llama 3.1 8B Solshine Trainround4 16bit by Solshine

 ยป  All LLMs  ยป  Solshine  ยป  Reflection Llama 3.1 8B Solshine Trainround4 16bit   URL Share it on

  16bit   Autotrain compatible Base model:finetune:solshine/r... Base model:solshine/reflection...   Conversational Dataset:harshkmr/orca-math-wor... Dataset:mahiatlinux/reflection...   En   Endpoints compatible   Llama   Pytorch   Quantized   Reflection   Region:us   Sft   Sharded   Trl   Unsloth

Reflection Llama 3.1 8B Solshine Trainround4 16bit Benchmarks

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 Trainround4 16bit (Solshine/reflection-llama-3.1-8B-Solshine-trainround4-16bit)

Reflection Llama 3.1 8B Solshine Trainround4 16bit Parameters and Internals

Model Type 
text-generation-inference, transformers, unsloth, llama, trl, sft, reflection
Additional Notes 
This Llama model was trained 2x faster with Unsloth and Huggingface's TRL library.
Supported Languages 
en (proficient)
Training Details 
Data Sources:
mahiatlinux/Reflection-Dataset-v2, Harshkmr/orca-math-word-reflection
Methodology:
Reflection Tuning technique pioneered by Matt Shumer and potentially earlier by Anthropic. Featuring reasoning within special tokens.
Training Time:
Trained 2x faster with Unsloth and Huggingface's TRL library.
Input Output 
Input Format:
System uses standard Llama 3.1 chat format with reasoning tokens.
Accepted Modalities:
text
Output Format:
Outputs reasoning within special tokens and provides final answer separately.
Performance Tips:
Use recommended system prompt for optimal results.
LLM NameReflection Llama 3.1 8B Solshine Trainround4 16bit
Repository ๐Ÿค—https://huggingface.co/Solshine/reflection-llama-3.1-8B-Solshine-trainround4-16bit 
Base Model(s)  Solshine/reflection-llama-3.1-8B-Solshine-trainround3-16bit   Solshine/reflection-llama-3.1-8B-Solshine-trainround3-16bit
Model Size8b
Required VRAM16.1 GB
Updated2025-01-24
MaintainerSolshine
Model Typellama
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 Type16bit
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 Trainround4 16bit

Model
Likes
Downloads
VRAM
Reflection Llama 3.1 8B59916 GB
...ion Llama 3.1 8B Solshine Full31116 GB

Best Alternatives to Reflection Llama 3.1 8B Solshine Trainround4 16bit

Best Alternatives
Context / RAM
Downloads
Likes
...B Instruct Gradient 1048K 4bit1024K / 4.5 GB312
...B Instruct Gradient 1048K 8bit1024K / 8.6 GB251
...truct Gradient 1048K Bpw6 EXL21024K / 6.7 GB92
...truct Gradient 1048K Bpw5 EXL21024K / 5.8 GB90
Llama 3 8B Instruct 1048K 4bit1024K / 4.5 GB825
Llama 3 8B Instruct 1048K 8bit1024K / 8.6 GB2117
... Gradient 1048K 8.0bpw H8 EXL21024K / 8.6 GB83
...ct Gradient 1048K Bpw2.25 EXL21024K / 3.4 GB81
...B Instruct 262k V2 EXL2 8.0bpw256K / 8.4 GB300
Llama 3 8B Instruct 262K 2bit256K / 2.5 GB171

Rank the Reflection Llama 3.1 8B Solshine Trainround4 16bit Capabilities

๐Ÿ†˜ Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! ๐ŸŒŸ

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  

What open-source LLMs or SLMs are you in search of? 41815 in total.

Our Social Media →  
Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227