Llama 3 70B Instruct Gradient 524K by gradientai

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  Arxiv:2305.14233   Arxiv:2309.00071   Arxiv:2310.05209   Arxiv:2402.08268   Autotrain compatible   Conversational   Doi:10.57967/hf/3370   En   Endpoints compatible   Instruct   Llama   Llama-3   Meta   Region:us   Safetensors   Sharded   Tensorflow

Llama 3 70B Instruct Gradient 524K Benchmarks

Llama 3 70B Instruct Gradient 524K (gradientai/Llama-3-70B-Instruct-Gradient-524k)

Llama 3 70B Instruct Gradient 524K Parameters and Internals

Model Type 
text-generation, instruction-tuned
Use Cases 
Areas:
commercial, research
Primary Use Cases:
assistant-like chat, natural language generation tasks
Limitations:
Use limited to English, Potential for unpredictable outputs
Considerations:
Developers should exercise discretion.
Supported Languages 
English (full support)
Training Details 
Data Sources:
SlimPajama, UltraChat
Data Volume:
<0.003% of Llama-3's original pre-training data
Methodology:
NTK-aware interpolation, Progressive training
Context Length:
524000
Hardware Used:
NVIDIA L40S
Model Architecture:
Auto-regressive transformer
Safety Evaluation 
Methodologies:
red teaming exercises, adversarial evaluations
Risk Categories:
CBRNE, Cyber Security, Child Safety
Responsible Ai Considerations 
Transparency:
Responsible Use Guide available.
Accountability:
Developers are responsible for application deployment.
Mitigation Strategies:
Safety best practices, Purple Llama tools, Llama Guard
Input Output 
Input Format:
text
Accepted Modalities:
text
Output Format:
text, code
Release Notes 
Version:
0
Date:
2024-04-18
Notes:
Model release. Static model.
LLM NameLlama 3 70B Instruct Gradient 524K
Repository ๐Ÿค—https://huggingface.co/gradientai/Llama-3-70B-Instruct-Gradient-524k 
Model Size70b
Required VRAM141.9 GB
Updated2024-12-14
Maintainergradientai
Model Typellama
Instruction-BasedYes
Model Files  4.6 GB: 1-of-30   4.7 GB: 2-of-30   5.0 GB: 3-of-30   5.0 GB: 4-of-30   4.7 GB: 5-of-30   4.7 GB: 6-of-30   4.7 GB: 7-of-30   5.0 GB: 8-of-30   5.0 GB: 9-of-30   4.7 GB: 10-of-30   4.7 GB: 11-of-30   4.7 GB: 12-of-30   5.0 GB: 13-of-30   5.0 GB: 14-of-30   4.7 GB: 15-of-30   4.7 GB: 16-of-30   4.7 GB: 17-of-30   5.0 GB: 18-of-30   5.0 GB: 19-of-30   4.7 GB: 20-of-30   4.7 GB: 21-of-30   4.7 GB: 22-of-30   5.0 GB: 23-of-30   5.0 GB: 24-of-30   4.7 GB: 25-of-30   4.7 GB: 26-of-30   4.7 GB: 27-of-30   5.0 GB: 28-of-30   5.0 GB: 29-of-30   2.1 GB: 30-of-30
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length524288
Model Max Length524288
Transformers Version4.41.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typebfloat16

Quantized Models of the Llama 3 70B Instruct Gradient 524K

Model
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VRAM
...70B Instruct Gradient 262K AWQ0739 GB
...0B Instruct Gradient 262K 4bit31239 GB
...0B Instruct Gradient 262K 8bit2775 GB
...0B Instruct Gradient 262K 2bit1921 GB

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Note: green Score (e.g. "73.2") means that the model is better than gradientai/Llama-3-70B-Instruct-Gradient-524k.

Rank the Llama 3 70B Instruct Gradient 524K 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124