Speechless Codellama 34B V2.0 AWQ by TheBloke

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  Arxiv:2308.12950   4-bit   Autotrain compatible   Awq Base model:quantized:uukuguy/s... Base model:uukuguy/speechless-...   Code   Codegen Dataset:garage-baind/open-plat... Dataset:jondurbin/airoboros-2....   Dataset:open-orca/openorca Dataset:wizardlm/wizardlm evol...   En   Instruct   Llama   Llama2   Model-index   Quantized   Region:us   Safetensors   Sharded   Tensorflow

Speechless Codellama 34B V2.0 AWQ Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Speechless Codellama 34B V2.0 AWQ (TheBloke/speechless-codellama-34b-v2.0-AWQ)

Speechless Codellama 34B V2.0 AWQ Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
commercial and research
Applications:
code synthesis, code understanding
Limitations:
Testing conducted has been in English, potential outputs cannot be predicted in advance, may produce inaccurate or objectionable responses.
Considerations:
Perform safety testing and tuning tailored to specific applications of the model.
Additional Notes 
Utilizes AWQ, a low-bit weight quantization method to reduce hardware requirements.
Training Details 
Data Sources:
jondurbin/airoboros-2.2, Open-Orca/OpenOrca, garage-bAInd/Open-Platypus, WizardLM/WizardLM_evol_instruct_V2_196k
Context Length:
16384
Training Time:
1 day, 14:42:57.87
Hardware Used:
A100-80G x 2
Safety Evaluation 
Ethical Considerations:
Use in any manner that violates applicable laws or regulations (including trade compliance laws) is prohibited. Use in languages other than English. Use in any other way that is prohibited by the Acceptable Use Policy and Licensing Agreement for Code Llama and its variants.
Input Output 
Accepted Modalities:
text
Output Format:
text
Performance Tips:
Utilizes AWQ for efficient 4-bit quantization, allowing smaller GPUs.
LLM NameSpeechless Codellama 34B V2.0 AWQ
Repository ๐Ÿค—https://huggingface.co/TheBloke/speechless-codellama-34b-v2.0-AWQ 
Model NameSpeechless Codellama 34B v2.0
Model CreatorJiangwen Su
Base Model(s)  uukuguy/speechless-codellama-34b-v2.0   uukuguy/speechless-codellama-34b-v2.0
Model Size34b
Required VRAM18.3 GB
Updated2024-12-22
MaintainerTheBloke
Model Typellama
Instruction-BasedYes
Model Files  9.9 GB: 1-of-2   8.4 GB: 2-of-2
Supported Languagesen
AWQ QuantizationYes
Quantization Typeawq
Generates CodeYes
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 Size32000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/speechless-codellama-34b-v2.0-AWQ.

Rank the Speechless Codellama 34B V2.0 AWQ 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  
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217