LLM EXPLORER
 LLM Explorer: A Curated Large Language Model Directory and Analytics
Dark Theme
  LLM  List    LLM Hosting    LLM Leaderboards    Blog    Newsfeed    Advertise

CodeAstra 7B by rootxhacker

 »  All LLMs  »  rootxhacker  »  CodeAstra 7B   URL Share it on

  170   
  4-bit   Adapter   Bitsandbytes   Code   En   Finetuned   Lora   Mistral   Peft   Region:us   Safetensors   Security
Model Card on HF 🤗: https://huggingface.co/rootxhacker/CodeAstra-7B 

CodeAstra 7B Benchmarks

LLME Score: 0.16615
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
CodeAstra 7B (rootxhacker/CodeAstra-7B)
🌟 Advertise your project 🚀

CodeAstra 7B Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
Source code vulnerability detection, Security research
Applications:
Developer workflows, Code review processes, Standalone security tool
Primary Use Cases:
Identifying security vulnerabilities in source code
Limitations:
May not identify all vulnerabilities if multiple are present, Prone to false positives, Results should be verified by human experts, Affected by code complexity and context
Considerations:
Should be integrated within a broader security review process.
Supported Languages 
Go (High), Python (High), C (High), C++ (High), Fortran (High), Ruby (High), Java (High), Kotlin (High), C# (High), PHP (High), Swift (High), JavaScript (High), TypeScript (High)
Training Details 
Data Sources:
Proprietary dataset for vulnerability detection
Methodology:
Fine-tuned for vulnerability detection; trained using Parameter-Efficient Fine-Tuning (PEFT).
Hardware Used:
A100 GPUs
Input Output 
Input Format:
Programming code snippets
Accepted Modalities:
text
Output Format:
Textual analysis of vulnerabilities and quality issues
Performance Tips:
Best performance with appropriate input code snippet length.
LLM NameCodeAstra 7B
Repository 🤗https://huggingface.co/rootxhacker/CodeAstra-7B 
Model Size7b
Required VRAM0 GB
Updated2025-09-23
Maintainerrootxhacker
Model Files  0.0 GB
Supported Languagesen
Model ArchitectureAdapter
Licenseapache-2.0
Is Biasednone
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesv_proj|q_proj
LoRA Alpha16
LoRA Dropout0.05
R Param8

Best Alternatives to CodeAstra 7B

Best Alternatives
Context / RAM
Downloads
Likes
Qwen Megumin0K / 0.1 GB51
Uk Fraud Chatbot Llama20K / 0.4 GB50
...s 25 Mistral 7B Irca DPO Pairs0K / 0.1 GB50
Qwen1.5 7B Chat Sa V0.10K / 0 GB50
Zephyr 7B Ipo 0K 15K I10K / 0.7 GB60
Hr Other 7B Lora0K / 0.2 GB300
Deepseek Llm 7B Chat Sa V0.10K / 0 GB50
Deepthink Reasoning Adapter0K / 0.2 GB43
... Days Of Sodom LoRA Mistral 7B0K / 0.2 GB50
Mistral 7B Instruct Sa V0.10K / 0 GB50
Note: green Score (e.g. "73.2") means that the model is better than rootxhacker/CodeAstra-7B.

Rank the CodeAstra 7B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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  

What open-source LLMs or SLMs are you in search of? 51545 in total.

Email us: info@extractum.io. Our Privacy Policy  | Terms and Conditions  | Suggest an improvement.
Our Social Media →  
Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
  Support LLM Explorer