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Cdx1 Pro Mlx by CycloneDX

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Base model:finetune:unsloth/qw... Base model:unsloth/qwen3-coder...   Cdxgen   Codegen   Conversational   Dataset:cyclonedx/cdx-docs   En   Instruct   Mlx   Qwen3 moe   Region:us   Safetensors   Sbom   Sharded   Supply-chain-security   Tensorflow
Model Card on HF 🤗: https://huggingface.co/CycloneDX/cdx1-pro-mlx 

Cdx1 Pro Mlx Benchmarks

LLME Score: 0.24157
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Cdx1 Pro Mlx (CycloneDX/cdx1-pro-mlx)
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Cdx1 Pro Mlx Parameters and Internals

LLM NameCdx1 Pro Mlx
Repository 🤗https://huggingface.co/CycloneDX/cdx1-pro-mlx 
Base Model(s)  Qwen3 Coder 30B A3B Instruct   unsloth/Qwen3-Coder-30B-A3B-Instruct
Model Size30b
Required VRAM61.2 GB
Updated2025-09-20
MaintainerCycloneDX
Model Typeqwen3_moe
Instruction-BasedYes
Model Files  5.2 GB: 1-of-13   5.0 GB: 2-of-13   5.0 GB: 3-of-13   5.0 GB: 4-of-13   5.0 GB: 5-of-13   5.0 GB: 6-of-13   5.0 GB: 7-of-13   5.0 GB: 8-of-13   5.0 GB: 9-of-13   5.0 GB: 10-of-13   5.0 GB: 11-of-13   5.0 GB: 12-of-13   1.0 GB: 13-of-13
Supported Languagesen
Generates CodeYes
Model ArchitectureQwen3MoeForCausalLM
Licenseapache-2.0
Context Length262144
Model Max Length262144
Transformers Version4.54.1
Tokenizer ClassQwen2Tokenizer
Padding Token<|vision_pad|>
Vocabulary Size151936
Torch Data Typebfloat16
Errorsreplace

Best Alternatives to Cdx1 Pro Mlx

Best Alternatives
Context / RAM
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Qwen3 30B A3B YOYO V3986K / 61.1 GB873
Qwen3 30B A3B YOYO V2986K / 61.1 GB875
...07 YOYO2 TOTAL RECALL Instruct986K / 84.8 GB551
...07 YOYO2 TOTAL RECALL Instruct986K / 106 GB380
Qwen3 Coder 30B A3B Instruct256K / 61.1 GB382328629
...en3 Coder 30B A3B Instruct FP8256K / 31.2 GB9836578
Qwen3 Coder 30B A3B Instruct256K / 61.1 GB445217
... Instruct 480B Distill V2 Fp32256K / 122.2 GB36410
...TOTAL RECALL V2 MASTER CODER L256K / 106 GB3814
... A3B CoderThinking YOYO Linear256K / 61.1 GB1603
Note: green Score (e.g. "73.2") means that the model is better than CycloneDX/cdx1-pro-mlx.

Rank the Cdx1 Pro Mlx 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
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