Instructions to use OpensourceWTF/Qwen3.8-Flash-Next-MTPLX-oQ4-MTP with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use OpensourceWTF/Qwen3.8-Flash-Next-MTPLX-oQ4-MTP with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir Qwen3.8-Flash-Next-MTPLX-oQ4-MTP OpensourceWTF/Qwen3.8-Flash-Next-MTPLX-oQ4-MTP
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Qwen3.8 Flash-Next MLX oQ4 + MTP for MTPLX
This repository republishes the unchanged model artifacts from
Vontra/Qwen3.8-Flash-Next-MLX-oQ4-MTP
at source revision 43a82b3f0ff64fa417fd09ca046580f08d19b0d6, together with
MTPLX validation metadata and guarded run receipts.
No tensor was quantized, requantized, or repacked for this upload. Target MoEs and the embedded MTP MoEs remain resident through the normal MLX runner. Only ngram lookups use MTPLX's bounded exact-row SSD cache. The published ngram tensors retain the source-native affine Q4/group-32 storage.
MTPLX runtime
Implementation and review are in
youssofal/MTPLX#368.
The ngram cache has a configurable 10 GiB payload ceiling. Construction
measures base residency once and selects the smaller safe payload after
reserving KV/MTP, Metal working memory, safety margin, metadata, hash/route
tables, alignment, and transient buffers. LRU eviction affects residency only;
SSD rows remain authoritative. The server reserves its selected context and the full supported live prefill-chunk range before MLX load. Cache slots use a packed O(1) free chain/linked LRU, and each acquisition submits one bounded I/O task.
Guarded validation
Validated on Apple M5 Max unified memory through the canonical
/tmp/mtplx-gpu-exclusive.lock wrapper:
| Workload | Result |
|---|---|
| Prompt tokens | 16,384 |
| Generated tokens | 1,024 exactly |
| MTP accepted by depth | [241, 126, 58] |
| Prefill | 396.594 tok/s |
| Decode | 27.186 tok/s |
| Wall time | 102.297 s |
| Measured base residency | 80,435,213,384 bytes |
| Selected ngram payload | 1,677,721,600 bytes |
| Ngram cache overhead | 892,502,016 bytes |
| KV/MTP reserve | 637,046,792 bytes |
| Projected residency | 87,937,451,088 bytes |
| Peak memory | 85,222,315,432 bytes (79.37 GiB) |
| Runtime target | 88,046,829,568 bytes (82 GiB) |
The generated completion token hash is
4d876b2e83ed4f4ab63027955b3d7b5494200d837564c7077791927d69e8695f.
Raw smoke and 16K/1K receipts are included under receipts/.
Download
mtplx pull OpensourceWTF/Qwen3.8-Flash-Next-MTPLX-oQ4-MTP
mtplx pull finalizes the manifest-backed ngram source files read-only so the retained-descriptor verifier can install the exact SSD row lane. Use the model with the Qwen4 path from MTPLX PR #368. Real MLX execution on the
validation host was performed only through the canonical exclusive GPU guard.
Provenance
- Source repository:
Vontra/Qwen3.8-Flash-Next-MLX-oQ4-MTP - Source revision:
43a82b3f0ff64fa417fd09ca046580f08d19b0d6 - MTPLX receipt commit:
446c95f651663c390097bf05e09c7a66045756df - Safetensor shards: 22
- Artifact bytes measured locally: 113,324,747,928
- Source files matching the pinned revision by size and Hub blob identity: 33
- Destination-only MTPLX manifest/validation/receipt files: 7
All 22 safetensor shards and the remaining source model/config files match the
pinned source revision. The only source-named metadata differences are this
MTPLX model card and Hub-generated .gitattributes.
See MTPLX_VALIDATION.json for machine-readable provenance and metrics.
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Qwen/Qwen3.8-Flash-Next