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Speechless Tora Code 7B V1.0 GPTQ by TheBloke

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  4-bit   Autotrain compatible Base model:quantized:uukuguy/s... Base model:uukuguy/speechless-...   Code Dataset:garage-baind/open-plat... Dataset:jondurbin/airoboros-2....   Dataset:open-orca/openorca Dataset:tokenbender/python eva... Dataset:wizardlm/wizardlm evol...   En   Gptq   Instruct   Llama   Llama2   Model-index   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/speechless-tora-code-7B-v1.0-GPTQ 

Speechless Tora Code 7B V1.0 GPTQ Benchmarks

LLME Score: 0.11129
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Speechless Tora Code 7B V1.0 GPTQ (TheBloke/speechless-tora-code-7B-v1.0-GPTQ)
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Speechless Tora Code 7B V1.0 GPTQ Parameters and Internals

Model Type 
text-generation
Additional Notes 
A GPTQ-quantized model with various configurations for optimizing performance on different hardware setups.
Supported Languages 
en (English)
Training Details 
Data Sources:
jondurbin/airoboros-2.2, Open-Orca/OpenOrca, garage-bAInd/Open-Platypus, WizardLM/WizardLM_evol_instruct_V2_196k, TokenBender/python_eval_instruct_51k
Methodology:
fine-tuning with GPTQ
Context Length:
8192
Training Time:
19:24:49.43
Hardware Used:
A800-80G x 2
Model Architecture:
LLM architecture optimized for text generation
Input Output 
Input Format:
text
Accepted Modalities:
text
Output Format:
text
LLM NameSpeechless Tora Code 7B V1.0 GPTQ
Repository 🤗https://huggingface.co/TheBloke/speechless-tora-code-7B-v1.0-GPTQ 
Model NameSpeechless Tora Code 7B v1.0
Model CreatorJiangwen Su
Base Model(s)  uukuguy/speechless-tora-code-7b-v1.0   uukuguy/speechless-tora-code-7b-v1.0
Model Size7b
Required VRAM3.9 GB
Updated2025-09-23
MaintainerTheBloke
Model Typellama
Instruction-BasedYes
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
Padding Token<pad>
Vocabulary Size32001
Torch Data Typefloat16

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

Rank the Speechless 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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