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Qra 13B Instruct by TeeZee

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Qra 13B Instruct is an open-source language model by TeeZee. Features: 13b LLM, VRAM: 26GB, Context: 4K, License: llama2, Instruction-Based, LLM Explorer Score: 0.15.

  Autotrain compatible Base model:finetune:opi-pg/qra...   Base model:opi-pg/qra-13b Dataset:lbuk/alpaca data pl.js...   En   Endpoints compatible   Instruct   Llama   Region:us   Safetensors   Sft   Sharded   Tensorflow   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/TeeZee/Qra-13b-instruct 

Qra 13B Instruct Benchmarks

LLME Score: 0.15042
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Qra 13B Instruct (TeeZee/Qra-13b-instruct)
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Qra 13B Instruct Parameters and Internals

Model Type 
text-generation-inference, transformers
Additional Notes 
The model was trained 2x faster with Unsloth and Huggingface's TRL library.
Supported Languages 
en (unknown)
Training Details 
Data Sources:
Lbuk/alpaca_data_pl.json
Methodology:
Trained only on Q->A, not chat. Alpaca prompt template with Input. Finetuned using [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
LLM NameQra 13B Instruct
Repository 🤗https://huggingface.co/TeeZee/Qra-13b-instruct 
Base Model(s)  Qra 13B   OPI-PG/Qra-13b
Model Size13b
Required VRAM26 GB
Updated2025-09-14
MaintainerTeeZee
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   4.9 GB: 4-of-6   4.9 GB: 5-of-6   1.2 GB: 6-of-6
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length4096
Model Max Length4096
Transformers Version4.44.0
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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Context / RAM
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NexusRaven V2 13B16K / 26 GB73470
CodeLlama 13B Instruct Hf16K / 26 GB5282159
CodeLlama 13B MORepair16K / 26 GB172
CodeLlama 13B Instruct Hf16K / 26 GB23427
TableLLM 13B16K / 26 GB37732
NexusRaven 13B16K / 26 GB17105
Panda Coder 13B16K / 26 GB2414
... Llama 2 13B Instruct Text2sql16K / 26 GB4228
Gen Sim16K / 0.3 GB83
Llama 3 13B Instruct Ft8K / 26.1 GB102
Note: green Score (e.g. "73.2") means that the model is better than TeeZee/Qra-13b-instruct.

Rank the Qra 13B Instruct 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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