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+ ---
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+ language: en
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+ library_name: mlx
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+ pipeline_tag: text-generation
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+ tags:
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+ - mlx
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+ ---
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+ **See DeepSeek-V3.2 MLX in action - [demonstration video](https://youtu.be/b6RgBIROK5o)**
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+
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+ *q4.8bit mixed quant typically achieves 1.14 perplexity in our testing*
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+ | Quantization | Perplexity |
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+ |:------------:|:----------:|
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+ | **q2.5** | 41.293 |
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+ | **q3.5** | 1.900 |
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+ | **q4.5** | 1.168 |
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+ | **q4.8** | 1.140 |
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+ | **q5.5** | 1.141 |
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+ | **q6.5** | 1.128 |
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+ | **q8.5** | 1.128 |
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+
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+ ## Usage Notes
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+ #### Tested by remotly connecting to a M3 Ultra 512GB RAM using [Inferencer app v1.7.3](https://inferencer.com)
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+ * Expect ~18 tokens/s @ 1000 tokens
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+ * Memory usage: ~382 GB
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+
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+ ##### Quantized with a modified version of [MLX](https://github.com/ml-explore/mlx) 0.28
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+ ##### For more details see [demonstration video](https://youtu.be/b6RgBIROK5o) or visit [DeepSeek-V3.2](https://huggingface.co/deepseek-ai/DeepSeek-V3.2).
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+
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+ ## Disclaimer
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+ We are not the creator, originator, or owner of any model listed. Each model is created and provided by third parties. Models may not always be accurate or contextually appropriate. You are responsible for verifying the information before making important decisions. We are not liable for any damages, losses, or issues arising from its use, including data loss or inaccuracies in AI-generated content.