Fikri 3.1 8B Instruct by BrewInteractive

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  Merged Model   Arxiv:2405.09673   4bit Base model:finetune:unsloth/me... Base model:unsloth/meta-llama-...   Conversational Dataset:brewinteractive/alpaca...   Instruct   Llama   Quantized   Region:us   Safetensors   Sharded   Tensorflow   Tr

Fikri 3.1 8B Instruct Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Fikri 3.1 8B Instruct (BrewInteractive/fikri-3.1-8B-Instruct)

Fikri 3.1 8B Instruct Parameters and Internals

Model Type 
Language Model
Use Cases 
Primary Use Cases:
Understanding and generation of Turkish text
Additional Notes 
Fikri is the first and lightest in the lineup, fine-tuned specifically for low-stream Turkish tasks. It is suitable for applications like conversational AI and text summarization due to its efficiency and relevance to Turkish language nuances.
Supported Languages 
Turkish (fluent)
Training Details 
Data Volume:
~1B tokens of high-quality Turkish data
Hardware Used:
2x NVIDIA RTX 4090 GPU
Model Architecture:
LoRA configuration with r = 128, lora_alpha = 32, learning_rate = 5e-5
LLM NameFikri 3.1 8B Instruct
Repository ๐Ÿค—https://huggingface.co/BrewInteractive/fikri-3.1-8B-Instruct 
Base Model(s)  unsloth/Meta-Llama-3.1-8B-bnb-4bit   unsloth/Meta-Llama-3.1-8B-bnb-4bit
Merged ModelYes
Model Size8b
Required VRAM16.1 GB
Updated2025-02-22
MaintainerBrewInteractive
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 Languagestr
Quantization Type4bit
Model ArchitectureLlamaForCausalLM
Licensellama3.1
Context Length8192
Model Max Length8192
Transformers Version4.43.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|reserved_special_token_250|>
Vocabulary Size128256
Torch Data Typebfloat16

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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 v20241227