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alt.freeweights.qwen / Qwen3.8-Flash-Next-oQ6e-mtp
From: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.qwenSubject:

Qwen3.8-Flash-Next-oQ6e-mtp

Date: 2026-11-15Commit: e171af8Signed: 2DC28CC7B26A283B ✓

Model with 180B parameters. Safetensors weights, 150 GB in all. Published by mlx-community under Qwen-Community-1.0 (custom).

180B params150GBQwen3.8-Flash-Next-oQ6e-mtpsafetensorscustom terms
FactsParams180BSize150 GBFormatssafetensorsTasknot taggedLicenseQwen-Community-1.0 (custom)From sourcecustom termsread terms
# custom terms: read the license before you download
$ fw get mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp
# manifest sha256 eb0ef28bb418… · 150 GB · 42 files
$ fw verify ./Qwen3.8-Flash-Next-oQ6e-mtp mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp
From sourceHosted (signed)mlx-community/Qwen3.8-Flash-Next-oQ6e-mtpLast check: 2026-11-15 05:08 UTC
Get help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Quantized of Qwen3.8-Flash-Next.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
150 GB
Weights
150 GB (safetensors)
Parameters
180B
Formats
safetensors
Task
not tagged
License
Qwen-Community-1.0 (custom) (custom)
Files
42, each with a sha256
Publisher
mlx-community
Added
2026-11-15
Section
alt.freeweights.qwen
Lineage

Original release from the publisher.

Base model: Qwen/Qwen3.8-Flash-Next

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 05:08 UTCpassed

Model card

From the publisher at commit e171af8. Shown as plain text with links; images open at the publisher.

Qwen3.8-Flash-Next-oQ6e-mtp#

This model was quantized using oQ in oMLX v0.6.4. oQe (imatrix). MTP kept.

Quantization details#

  • Model type: qwen4_exp
  • Bits: 6
  • Group size: 64
  • Format: MLX safetensors
  • oMLX: Jundot v0.6.4 (source)
  • Parameters: 125B total, 6B activated, 51B n-gram embedding, 4B MTP
  • MTP: preserved (76 mtp.* tensors)
  • Source: Qwen/Qwen3.8-Flash-Next, converted to MLX, then oQe with preserve_mtp

Benchmark#

Apple M3 Ultra, 256 GB. oMLX 0.6.4. Thinking off, temperature 0, Lightning MTP depth 3. oQ4e is Jundot/Qwen3.8-Flash-Next-oQ4e-mtp on the same machine.

Write speed is how fast the reply is generated (generation_tokens_per_second). Read speed is how fast the prompt is ingested (prompt_tokens_per_second).

Coding task: write a Python Fibonacci function, no comments. All three packs stopped on their own.

oQ4eoQ6eoQ8e
Time to completion1.74 s2.07 s2.57 s
Time to first token0.51 s0.64 s0.67 s
Tokens written798080
Write speed (tok/s)64.456.142.1
Read speed (tok/s)51.240.338.9

Longer prompts (256-token generation cap):

Write speed (tok/s)#
ContextoQ4eoQ6eoQ8e
Short code64.456.142.1
4K56.544.941.9
8K56.344.843.7
16K52.948.347.5
Read speed (tok/s)#
ContextoQ4eoQ6eoQ8e
Short code51.240.338.9
4K732597581
8K772728716
16K729785763

Raw timings: bench.json (this pack) and bench-compare.json (all three).

Files

42 files · 150 GBWeights 150 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 42 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
LICENSE3.23 KBa0dc422560841fd68e06d974907f8b4c709bca44a67daad2b528437bdf676c08
README.md2.09 KBb990d7013c0ac4ab90c6652b98742c58c3245ea6ec6d5e8f398c15bd0890a39d
bench-compare.json1.77 KBfcaac8283d5a97e2041afc8f52cf2b0ec64f93b41a3bf0be3cced2256e1ab1ee
bench.json2.47 KB57791483d439fc97445549c97dc1e94f8267182b1a84ca73312936700dda9a33
chat_template.jinja8.95 KBc3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041
config.json114 KB2d0d832bd95275d89184091b1894cecb7e582cf51466a3363cced3e751d844e4
generation_config.json202 Be70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e
model-00001-of-00028.safetensors5.10 GB85ae6e0c902abd34cdc2468c81043fc1f69685ae24ae62d18e3417e1543181cc
model-00002-of-00028.safetensors5.23 GB852f998c895b0d00eeebd1deb12d9917e0da36a0f0f5ca60ef9649b4949a2057
model-00003-of-00028.safetensors5.25 GBd30c7de1b492ef96ffe2903d3b4c5df7d2598734dc539591b1bd705f1c37d652
model-00004-of-00028.safetensors5.25 GB8e417f3f23299ea2df911860a43f54495a365ba19689493ff9b3c8892a1a0b75
model-00005-of-00028.safetensors5.25 GBcf560c0546b6dcf6a62ca7a69fae6204a88bc40cc18485ce750a21409d02ed51
model-00006-of-00028.safetensors5.25 GB07303ef6c6e06fe8de0b0c995854439c1bdf30272d49b241310575082def6a3a
model-00007-of-00028.safetensors5.25 GB845bef432486f07c264ff56e1a864092f6d69cbf607248788073418284707de1
model-00008-of-00028.safetensors5.25 GBd91218e4d995d7cdf33f0958550e7b85047675320dc5b881e8961ebf08191b4a
model-00009-of-00028.safetensors5.25 GBb7b651523f62f0f58b910c6fbb615c8ac776f43685eba2974af634c7967a78ad
model-00010-of-00028.safetensors5.64 GB50ee4b049982536c1807800b1e49dc96adc77827fe234022614552f7538fdd9c
model-00011-of-00028.safetensors5.64 GB8f18e783892030592afb58e213f63f3f78601768a5be3ed08b7a16613c476063
model-00012-of-00028.safetensors5.64 GB874b34036b89a5d8512dd77ad393326133f7c019ec231636fcc946ee9dbe05ec
model-00013-of-00028.safetensors5.58 GB423b6b728cb26382480667c27f5a1142fea6342f3e9604b0543f18d8b8b298ce
model-00014-of-00028.safetensors5.64 GB59f33461bc0f45f4f241c581ef5c8d93aa91906c2b94aed7b040638b65b97f60
model-00015-of-00028.safetensors5.64 GBf5c36bd89202e6e0dc0150169b094337e0e6b34bb0a6b5eb9d3046f0573c040c
model-00016-of-00028.safetensors5.58 GB84dfcfd65784cda1a9d7c3e218453f5956465a6bfbf63e65c3c52ab35d6269f8
model-00017-of-00028.safetensors5.64 GB7818908d498384bd7f0e33fa557d9b55d9810e4270def9d6152f519fdae88ca5
model-00018-of-00028.safetensors5.64 GB2a89caae5ad4db005b7b86d0f66673908a67d11e63f4273be455ce2727c6ccf2
model-00019-of-00028.safetensors5.58 GBe6a32f9a01400e0530eab5c7f112881450f33cbf50be8b051a3874ffe65ede3f
model-00020-of-00028.safetensors5.64 GB193147ecf5c1dbf5ef5125f33df07ef1392495a2f9d7781a007df18624daf92a
model-00021-of-00028.safetensors5.66 GB2b10996b321eadbf29cb727934c5b01f35164981b12c977fd2d3ebf54ea3617d
model-00022-of-00028.safetensors5.58 GB315aaa73f59c328f2e9516d1198853f16f831bd3a51187f5a658197386fe1367
model-00023-of-00028.safetensors5.64 GB5f271d5d09a45dd84a72874298a28e1fb6af5a02c80b3828767d384705c716d0
model-00024-of-00028.safetensors5.64 GB5574502b1304ff493cf3c96e8d6707939b942bd5aea67b3c2cb19f59e018f8bc
model-00025-of-00028.safetensors5.58 GB4806df39557295d1e9f14b42361740e1835de5e878c981e5dd2509c50136ce1f
model-00026-of-00028.safetensors5.66 GBeb9b08259012fb5f65e7e265a623e42e198a07414c81be347d5298a458f200b4
model-00027-of-00028.safetensors5.58 GB0cd4a410b7dea2a4f8d8d20f0c576f4b379f60d09b8014de5491de208980ba6b
model-00028-of-00028.safetensors2.12 GB9830a1104d0c70488ef4e4c769c393470c3264f6b674d418d5b09bb31f09e994
model.safetensors.index.json405 KB15f10c3975d4f40e000b5ce927c4904fec5ea00517b13d8c46d5af08d02dfe4b
preprocessor_config.json390 B27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516
processor_config.json991 B45fc17c8dd2474af6b493b52483c26c0584b0082d368c480f9fa611e73070040
tokenizer.json20.0 MB06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523
tokenizer_config.json1.17 KB792fa3f0cb88b111e54ef3134c873531008c4df471d108da17903426e308aa7b
vocab.json6.72 MBce99b4cb2983d118806ce0a8b777a35b093e2000a503ebde25853284c9dfa003
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
e171af86f4 pinned now2026-11-15 05:08 UTC42 files · 150 GB

Use it

# custom terms: read the license before you download
$ fw get mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp
# manifest sha256 eb0ef28bb418… · 150 GB · 42 files
$ fw verify ./Qwen3.8-Flash-Next-oQ6e-mtp mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp
Custom license (custom). Read the license text first. Open this panel to show the commands once you accept its terms.
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp.json --dir ./Qwen3.8-Flash-Next-oQ6e-mtp $ python3 fw.py verify ./Qwen3.8-Flash-Next-oQ6e-mtp ./mlx-community__Qwen3.8-Flash-Next-oQ6e-mtp.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp --revision e171af86f499f1855b0fb71d781105e8dd609610 --local-dir ./Qwen3.8-Flash-Next-oQ6e-mtp

License

Name
LicenseRef-Qwen-Community-1.0
Id
LicenseRef-Qwen-Community-1.0
Class
Custom terms
Redistribution
click-through
Listing
Hosted (signed)
Decided
Same license text as one a person already read. 2026-11-15
Text in
LICENSE
Text sha256
a0dc422560841fd68e06d974907f8b4c709bca44a67daad2b528437bdf676c08
Terms gate
Yes. The commands stay folded until you open them after reading the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.qwenSubject: Qwen3.8-Flash-Next-oQ6e-mtpDate: 2026-11-15Commit: e171af8Signed: 2DC28CC7B26A283B ✓
Upstream
mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp
Pinned commit
e171af86f499f1855b0fb71d781105e8dd609610
Manifest
Qwen3.8-Flash-Next-oQ6e-mtp.json · .minisig
Manifest sha256
eb0ef28bb418ef838cd8c61cc4c58ed177b78000cf95db5ba1c86dca59745869
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:08 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp.json $ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp.json.minisig $ minisign -Vm Qwen3.8-Flash-Next-oQ6e-mtp.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

Parent

Qwen/Qwen3.8-Flash-Next · this model is a quantization of it

No model in the catalog names this one as its parent.

Get it
Read license, then download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. Qwen3.8-Flash-Next-oQ6e-mtp.json. Provenance. Takedown history: none.
Source
huggingface.co/mlx-community/Qwen3.8-Flash-Next-oQ6e-mtp

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