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DeepSeek Coder V2 Instruct 0724 by deepseek-ai

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  Arxiv:2401.06066   Autotrain compatible Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a...   Codegen   Conversational   Custom code   Deepseek v2   Endpoints compatible   Instruct   Region:us   Safetensors   Sharded   Tensorflow

DeepSeek Coder V2 Instruct 0724 Benchmarks

LLME Score: 0.31936
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

DeepSeek Coder V2 Instruct 0724 Parameters and Internals

Model Type 
Mixture-of-Experts, Code Language Model
Use Cases 
Areas:
Research, Commercial applications
Applications:
Code completion, Mathematical reasoning
Primary Use Cases:
Coding tasks, Mathematical computations
Additional Notes 
Function calling and JSON output capabilities enhance the model's practical use.
Supported Languages 
description (DeepSeek-Coder-V2 expands its support for programming languages from 86 to 338.), details (The full list of supported languages can be found in the specified link.), proficiency_level (Various)
Training Details 
Data Sources:
Intermediate checkpoint of DeepSeek-V2, Additional 6 trillion tokens
Data Volume:
6 trillion tokens
Methodology:
Mixture-of-Experts (MoE)
Context Length:
128000
Model Architecture:
Mixture-of-Experts
Input Output 
Input Format:
Code prompts
Accepted Modalities:
text
Output Format:
Text-based output, ability to generate code completions and reasoning.
Release Notes 
Version:
V2
Notes:
Expanded support for programming languages to 338; improved context length to 128k.
LLM NameDeepSeek Coder V2 Instruct 0724
Repository 🤗https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Instruct-0724 
Base Model(s)  DeepSeek Coder V2 Base   deepseek-ai/DeepSeek-Coder-V2-Base
Model Size235.7b
Required VRAM378.4 GB
Updated2024-11-21
Maintainerdeepseek-ai
Model Typedeepseek_v2
Instruction-BasedYes
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Generates CodeYes
Model ArchitectureDeepseekV2ForCausalLM
Licenseother
Context Length163840
Model Max Length163840
Transformers Version4.39.3
Vocabulary Size102400
Torch Data Typebfloat16
DeepSeek Coder V2 Instruct 0724 (deepseek-ai/DeepSeek-Coder-V2-Instruct-0724)

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Rank the DeepSeek Coder V2 Instruct 0724 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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