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@@ -20,7 +20,7 @@ tags:
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  # Qwopus3.6-35B-A3B-v1-oQ8-MTP
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  Unofficial **oQ8 MLX/oMLX quantized conversion** of [`Jackrong/Qwopus3.6-35B-A3B-v1`](https://huggingface.co/Jackrong/Qwopus3.6-35B-A3B-v1).
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  This model was quantized using [oQ / oMLX](https://github.com/jundot/omlx) mixed-precision quantization with **oMLX v0.3.9**.
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- This conversion is intended for **oMLX / MLX inference on Apple Silicon** and preserves the model's **native MTP** support.
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  > This is not an official Qwen, Alibaba, or QwOpus release.
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  > It is an unofficial community quantized conversion for local inference.
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  ## Redownload notice
@@ -34,7 +34,6 @@ This conversion includes **oQ8 weights** and **native MTP-related files/configur
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  - Sparse MoE model
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  - 35B total parameters / approximately 3B active parameters per token
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  - Native long-context support
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- - Designed for reasoning, coding, agentic workflows, tool use, and long-context tasks
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  ## Quantization details
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  - **Model type**: `qwen3_5_moe`
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  - **Quantization method**: oQ mixed-precision quantization
@@ -44,14 +43,14 @@ This conversion includes **oQ8 weights** and **native MTP-related files/configur
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  - **Runtime used for conversion**: oMLX v0.3.9
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  - **Native MTP**: preserved / intended to be used
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  - **Additional fine-tuning**: none
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- ## Recommended runtime
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  Tested primarily with:
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  - **Runtime**: oMLX v0.3.9
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  - **Hardware**: Apple Silicon, tested on Mac Studio M4 Max 128GB
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  - **Context tested**: up to 262144 ctx
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  - **MTP**: ON
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  - **DFlash**: OFF
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- Recommended initial settings:
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  ```text
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  MTP: ON
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  DFlash: OFF
@@ -73,6 +72,12 @@ MTP ON low-context peak ~70 tok/s
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  These are local observations, not standardized benchmarks. Actual speed depends on prompt length, context length, oMLX version, generation settings, temperature, cache behavior, and Apple Silicon memory pressure.
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  Known notes
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  * Native MTP showed a measurable decode-speed improvement in local testing.
@@ -100,4 +105,4 @@ Compared with the base model, this repository:
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  * converts the original model weights to oQ8 MLX safetensors
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  * preserves native MTP-related files/configuration
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  * does not add additional fine-tuning
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- * is optimized for local oMLX / Apple Silicon usage
 
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  # Qwopus3.6-35B-A3B-v1-oQ8-MTP
21
  Unofficial **oQ8 MLX/oMLX quantized conversion** of [`Jackrong/Qwopus3.6-35B-A3B-v1`](https://huggingface.co/Jackrong/Qwopus3.6-35B-A3B-v1).
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  This model was quantized using [oQ / oMLX](https://github.com/jundot/omlx) mixed-precision quantization with **oMLX v0.3.9**.
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+ This conversion preserves the model's **native MTP** support and is intended for **oMLX / MLX inference on Apple Silicon**.
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  > This is not an official Qwen, Alibaba, or QwOpus release.
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  > It is an unofficial community quantized conversion for local inference.
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  ## Redownload notice
 
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  - Sparse MoE model
35
  - 35B total parameters / approximately 3B active parameters per token
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  - Native long-context support
 
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  ## Quantization details
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  - **Model type**: `qwen3_5_moe`
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  - **Quantization method**: oQ mixed-precision quantization
 
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  - **Runtime used for conversion**: oMLX v0.3.9
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  - **Native MTP**: preserved / intended to be used
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  - **Additional fine-tuning**: none
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+ ## Runtime notes
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  Tested primarily with:
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  - **Runtime**: oMLX v0.3.9
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  - **Hardware**: Apple Silicon, tested on Mac Studio M4 Max 128GB
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  - **Context tested**: up to 262144 ctx
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  - **MTP**: ON
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  - **DFlash**: OFF
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+ Recommended initial runtime flags based on local testing:
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  ```text
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  MTP: ON
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  DFlash: OFF
 
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  These are local observations, not standardized benchmarks. Actual speed depends on prompt length, context length, oMLX version, generation settings, temperature, cache behavior, and Apple Silicon memory pressure.
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+ Format notes
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+
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+ This is not GGUF, AWQ, GPTQ, or bitsandbytes format.
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+
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+ This repository contains an MLX safetensors conversion intended for oMLX / MLX-compatible runtimes.
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+
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  Known notes
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  * Native MTP showed a measurable decode-speed improvement in local testing.
 
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  * converts the original model weights to oQ8 MLX safetensors
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  * preserves native MTP-related files/configuration
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  * does not add additional fine-tuning
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+ * is packaged for local oMLX / Apple Silicon usage