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Tora Code 7B V1.0 GPTQ by TheBloke

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Tora Code 7B V1.0 GPTQ is an open-source language model by TheBloke. Features: 7b LLM, VRAM: 3.9GB, Context: 16K, License: llama2, Quantized, LLM Explorer Score: 0.1.

  Arxiv:2309.17452   4-bit Base model:llm-agents/tora-cod... Base model:quantized:llm-agent...   Code   Dataset:competition math   Dataset:gsm8k   En   Gptq   Llama   Math   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/tora-code-7B-v1.0-GPTQ 

Tora Code 7B V1.0 GPTQ Benchmarks

LLME Score: 0.09727
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tora Code 7B V1.0 GPTQ (TheBloke/tora-code-7B-v1.0-GPTQ)
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Tora Code 7B V1.0 GPTQ Parameters and Internals

Model Type 
llama
Additional Notes 
By open-sourcing our codes and models, we hope more breakthroughs will come!
Training Details 
Data Sources:
ToRA-Corpus 16k
Methodology:
Imitation learning (i.e., SFT) and output space shaping technique
Input Output 
Input Format:
<|user|> {prompt} <|assistant|>
LLM NameTora Code 7B V1.0 GPTQ
Repository 🤗https://huggingface.co/TheBloke/tora-code-7B-v1.0-GPTQ 
Model NameToRA Code 7B v1.0
Model CreatorLLM-Agents
Base Model(s)  llm-agents/tora-code-7b-v1.0   llm-agents/tora-code-7b-v1.0
Model Size7b
Required VRAM3.9 GB
Updated2025-12-05
MaintainerTheBloke
Model Typellama
Model Files  3.9 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length16384
Model Max Length16384
Transformers Version4.34.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32001
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/tora-code-7B-v1.0-GPTQ.

Rank the Tora Code 7B V1.0 GPTQ 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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