4-bit 4bit Base model:deepcogito/cogito-v... Base model:quantized:deepcogit... Conversational Mlx Quantized Qwen2 Region:us Safetensors Sharded Tensorflow
Model Card on HF 🤗: https://huggingface.co/mlx-community/deepcogito-cogito-v1-preview-qwen-32B-4bit
Deepcogito Cogito V1 Preview Qwen 32B 4bit Benchmarks
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
What is the LLM Explorer Rank (Score)
Deepcogito Cogito V1 Preview Qwen 32B 4bit Parameters and Internals
| LLM Name | Deepcogito Cogito V1 Preview Qwen 32B 4bit |
| Repository 🤗 | https://huggingface.co/mlx-community/deepcogito-cogito-v1-preview-qwen-32B-4bit |
| Base Model(s) | |
| Model Size | 32b |
| Required VRAM | 18.5 GB |
| Updated | 2025-07-25 |
| Maintainer | mlx-community |
| Model Type | qwen2 |
| Model Files | |
| Quantization Type | 4bit |
| Model Architecture | Qwen2ForCausalLM |
| License | apache-2.0 |
| Context Length | 131072 |
| Model Max Length | 131072 |
| Transformers Version | 4.49.0 |
| Tokenizer Class | Qwen2Tokenizer |
| Padding Token | <|endoftext|> |
| Vocabulary Size | 151665 |
| Torch Data Type | bfloat16 |
| Errors | replace |
Best Alternatives to Deepcogito Cogito V1 Preview Qwen 32B 4bit
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| QwQ 32B Unsloth Bnb 4bit | 128K / 22.5 GB | 4152 | 47 |
| QwQ 32B 4bit | 128K / 18.5 GB | 1053 | 36 |
| ...pSeek R1 Distill Qwen 32B 4bit | 128K / 18.5 GB | 2176 | 41 |
| ...k R1 Distill Qwen 32B Bnb 4bit | 128K / 19.2 GB | 2939 | 24 |
| QwQ 32B 8bit | 128K / 34.9 GB | 951 | 14 |
| QwQ 32B Bnb 4bit | 128K / 19.2 GB | 1064 | 4 |
| QwQ 32B Bnb 4bit | 128K / 19.2 GB | 608 | 2 |
| Qwen2.5 32B Bnb 4bit | 128K / 19.2 GB | 13173 | 3 |
| ...till Qwen 32B Unsloth Bnb 4bit | 128K / 35.6 GB | 927 | 10 |
| ...Q 32B Gptqmodel 4bit Vortex V1 | 128K / 21.3 GB | 184 | 11 |
Note: green Score (e.g. "73.2") means that the model is better than mlx-community/deepcogito-cogito-v1-preview-qwen-32B-4bit .
Rank the Deepcogito Cogito V1 Preview Qwen 32B 4bit Capabilities
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124