alt.freeweights.text / jtd-d0-69-30B

From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

jtd-d0-69-30B

Date: 2026-11-15Commit: 6f7528dSigned: 2DC28CC7B26A283B ✓

Reinforcement learning model with 30.5B parameters. Safetensors weights, 61.2 GB in all. Published by laion under Apache-2.0.

30.5B params61.2GBjtd-d0-69-30Bsafetensorspermissive

FactsParams30.5BSize61.2 GBFormatssafetensorsTaskreinforcement learningLicenseApache-2.0From sourcepermissive

$ fw get laion/jtd-d0-69-30B
# manifest sha256 6abe909f0ebd… · 61.2 GB · 67 files
$ fw verify ./jtd-d0-69-30B laion/jtd-d0-69-30B

From sourceHosted (signed)laion/jtd-d0-69-30BLast check: 2026-11-15 04:27 UTC

Run at home Get help

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

Fine-tune of Qwen3-Coder-30B-A3B-Instruct.

Works with

Run8 Fine-tune7 Convert8 Scan2

Runs with

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

Transformers LocalAI tinygrad Triton Inference Server BentoML CTranslate2 ExLlamaV2 LitServe

Overview

Size: 61.2 GB
Weights: 61.1 GB (safetensors)
Parameters: 30.5B
Formats: safetensors
Task: reinforcement learning
License: Apache-2.0 (permissive)
Files: 67, each with a sha256
Publisher: laion
Added: 2026-11-15
Section: alt.freeweights.text

Lineage

Original release from the publisher.

Base model: Qwen/Qwen3-Coder-30B-A3B-Instruct

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

Badge	Host	Last check	Result
From source	huggingface.co	2026-11-15 04:27 UTC	passed

Model card

From the publisher at commit 6f7528d. Shown as plain text with links; images open at the publisher.

laion/jtd-d0-69-30B#

GRPO control checkpoint (step 69 of 80; the run ended early at step 72 after its restart chain exhausted) from the Jupiter TaskTrove DAPO campaign, arm D0 — plain GRPO, symmetric clipping (eps 0.2/0.2), token-level loss mean, no dynamic sampling, no reward shaping.

Base model: Qwen/Qwen3-Coder-30B-A3B-Instruct
Training data: laion/codeforces-v2 (10,000 competitive-programming tasks, sandboxed agent rollouts via Harbor/Daytona, terminus-2 harness, FSDP2 fully-async GRPO on 16× GH200)
Checkpoint selection: trailing-5 EMA of reward/avg_raw_reward (0.2755 at step 69 vs 0.2354 at step 72)
Launch config: rl_config.yaml in this repo
Metrics + logs: training_logs/ in this repo (per-link metrics CSVs, trial results, report)

Training Traces#

Training-time Daytona/Harbor rollouts: open-athena/jtd-d0 (the last episode of each trial — the rollouts the policy trained on after rollback/truncation).

Files

67 files · 61.2 GBWeights 61.1 GB (safetensors). Sizes and sha256 from the signed manifest.

Show all 67 files with their sha256

File	Size	sha256
.gitattributes	1.82 KB	3b1562a2837738e48024592eb4b60918b9731e3d831cfa6fe67656f9a96e4b2f
README.md	1.20 KB	b8c162e3a66108ff0e986c6f47c092eb63725dba8598dd709b800de6233b3970
chat_template.jinja	6.21 KB	5a38bfa05833266240066aedc497decc9b00cc0d3e3b8cceea98cf530196ab06
config.json	1.02 KB	e58feff12a5ed7fce42eb6ae6054502ba786843a515a2f6f4053adf5fb75f2bd
generation_config.json	217 B	2cb42f3bbca69b7dbf925354f69a3a8c5ef2184f33f8c2cd744d24aaa8e6ca69
model-00001-of-00002.safetensors	50.0 GB	0ddc83ff9cacd4919b034d0cc97b4918484bbe2cbe903123ef6a8c709e3b3a41
model-00002-of-00002.safetensors	11.1 GB	d125ea48c64d2ea5dfca41d6bdcf817f6e554a341b7af221965f3a7fd5ba8146
model.safetensors.index.json	1.70 MB	8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
rl_config.yaml	13.9 KB	3264c076393a4be2a96bd7daa49f6dfbd6bd47a9bfd08ad3d551849e2ff279ab
tokenizer.json	11.4 MB	be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json	694 B	700f87d8a901e6213c9b339ae3a0ff3f1deb2bfc39f1f66c85de3669a566fa84
training_logs/20260825_083026_metrics_jtd-d0_r7_jtd-d0_1436043.csv	6.71 KB	8650ddd06b9f933d229298c41fa5def6b159bc3b4dfe69a5d69f8f4527962642
training_logs/20260825_083026_metrics_jtd-d0_r8_jtd-d0_1442713.csv	6.69 KB	ba2a169a9d50af2449fe1d6e0196345ae16bc9e2ffd8ff99df659db66cf2b975
training_logs/20260825_083026_metrics_jtd-d0_r8_jtd-d0_1442714.csv	8.49 KB	49cd703df99bcefff62995e4b9240e8cd0340043da8d16b69d3367ca79f065c3
training_logs/20260825_083026_metrics_jtd-d0_r8_jtd-d0_1442715.csv	7.27 KB	4f5adaca262e6c9cf101c3b09d8b2e805278aa6205e3e9d16f92a40f32d9d60d
training_logs/20260825_083026_metrics_jtd-d0_r8_jtd-d0_1442716.csv	6.68 KB	af4032a49e1b1c2fe0be2c8c88b04f96b8e46f5380684daec96ecae861559b13
training_logs/20260825_083026_metrics_jtd-d0_r8_jtd-d0_1442717.csv	5.50 KB	584830cf33ac83f3a4050408b2b05c61b969701ef9c0789ad57079f4004d8399
training_logs/20260825_083026_metrics_jtd-d0_r8_jtd-d0_1442718.csv	6.69 KB	0195e0a0670061038b364d5b81dbf116fce58737ac579230f328f2bd28ecd5b0
training_logs/20260825_083026_metrics_jtd-d0_r9_jtd-d0_1464927.csv	8.53 KB	d37620d79f0a1b0549c0163fbbbc5ab8028aa8acbaadf99a6f88dd327f3e82b1
training_logs/20260825_083026_metrics_jtd-d0_r9_jtd-d0_1464928.csv	6.82 KB	a200f0c16d75070d01576fbe67b1b5a8126bce67b9624549bbad49cf1ac617bc
training_logs/20260825_083026_metrics_jtd-d0_r9_jtd-d0_1464929.csv	9.27 KB	dd583c2400d483c971d34f6e64ea7be4a2f12c65385343841e0b5392eedeb174
training_logs/20260825_083026_metrics_jtd-d0_r9_jtd-d0_1464930.csv	7.21 KB	6aa403c70ddf3b8666ae1c10efaf78f22bd32dde4a9e338ce7d8fb8aeb8f1c5e
training_logs/20260825_083026_metrics_report.md	34.2 KB	d9d97c43f7e6a07d71360851a3fc08022267489bc6805133cd03f4413c8b86da
training_logs/20260825_083026_metrics_table.csv	52.2 KB	af38a2376ed7a55c45b543be330f19b8fba16e554d31bc9a437b1ee16258e1f5
training_logs/20260825_083026_reward_vs_steps.png	250 KB	46db500c7344e1b45bc73b72c58fa563db60f518c3567b03810f54a38bc88886
training_logs/20260825_083026_trial_results.csv	5.91 MB	ab9254fd53f58093eff8e071ce51f49daa951a9c5314c321be03e1b5bc9a7928
training_logs/20260825_083026_turn_count_distribution.png	135 KB	23530f1b99ae86fc4b238f16d283c91f048cd7d02f8651b8462b34f854f985fb
training_logs/20260825_083026_vllm_metrics_jtd-d0_r7_jtd-d0_1436043.csv	630 KB	dfdebc4feb36a14a0df89d2de2f433546f575f1daf387abcb03457eda5f0c82e
training_logs/20260825_083026_vllm_metrics_jtd-d0_r7_jtd-d0_1436044.csv	49.5 KB	3adfd6134dc162539184319c2cfe7335cca6b6f19141ebda7ad2a02f79607b06
training_logs/20260825_083026_vllm_metrics_jtd-d0_r7_jtd-d0_1436045.csv	44.6 KB	7a78f07ad21f7a5949f1e5eda43267354f67bff8d38999316b8336d677bb7287
training_logs/20260825_083026_vllm_metrics_jtd-d0_r7_jtd-d0_1436046.csv	51.6 KB	f4f685f2e1b72621d9e5a4a144d9456659b6c9e8f26a1ae9c4efa88cf8980976
training_logs/20260825_083026_vllm_metrics_jtd-d0_r7_jtd-d0_1436047.csv	47.7 KB	a967965ccc969104732b01125d6e9584d09872aea0e55399275ae00bc97b4302
training_logs/20260825_083026_vllm_metrics_jtd-d0_r7_jtd-d0_1436048.csv	27.5 KB	031265641d7e4f828ac06d319b3fcf9b17bc6c234bb0fc327ddf8f5018c725a9
training_logs/20260825_083026_vllm_metrics_jtd-d0_r8_jtd-d0_1442713.csv	673 KB	5389245b3c4f11318fc3344e8df63538792d218741fe99ad8dd7b6cd824c45d4
training_logs/20260825_083026_vllm_metrics_jtd-d0_r8_jtd-d0_1442714.csv	375 KB	f388d6d65afe6f3e879d17f4838cb6d4c0410c45a88b7b79e457b6d80bbf4362
training_logs/20260825_083026_vllm_metrics_jtd-d0_r8_jtd-d0_1442715.csv	278 KB	2af000082af5e819642b39187106b8a3a90fef5240d938544fc2a9cac77a8c81
training_logs/20260825_083026_vllm_metrics_jtd-d0_r8_jtd-d0_1442716.csv	270 KB	658830fb4303f9c1528b8e27dafe382dae5b394330903d0117568109c1bcd004
training_logs/20260825_083026_vllm_metrics_jtd-d0_r8_jtd-d0_1442717.csv	226 KB	8475df9c29443da3d1f88eed2359e907aef28dd7d13de2ff530b64a11e9aa1da
training_logs/20260825_083026_vllm_metrics_jtd-d0_r8_jtd-d0_1442718.csv	367 KB	832c69473ef89c7357c28b526d3cd3d8da598e8e9e9ef4205dc7fff2d3ec3160
training_logs/20260825_083026_vllm_metrics_jtd-d0_r9_jtd-d0_1464927.csv	523 KB	4016ea7e648e3a3f4cc607930cb3fc476f1210189472a028a9377ae701295378
training_logs/20260825_083026_vllm_metrics_jtd-d0_r9_jtd-d0_1464928.csv	491 KB	27ecf4b5ffd2f4cb43431325903858692838c159c35f78ec052798b864c51bf7
training_logs/20260825_083026_vllm_metrics_jtd-d0_r9_jtd-d0_1464929.csv	571 KB	10f3f966896677aa699cdac98c74a6255dfae2b4d043945a87b6e612dd70b71a
training_logs/20260825_083026_vllm_metrics_jtd-d0_r9_jtd-d0_1464930.csv	435 KB	a38a4e080203445262ee8a532e65e43a27e0da4b3879866c1ee94f435150e005
training_logs/20260825_083026_vllm_metrics_jtd-d0_r9_jtd-d0_1464932.csv	3.20 KB	407211906209a6ba18f12aee88a66198d727f14c422eef96327514bbd578506f
training_logs/20260825_083026_vllm_metrics_table.csv	6.52 MB	a85b34dcaa7024cfe82928941fad25bdfca87085665bc24ff958e6b1ecfa4531
training_logs/jtd-d0_1436043.out	6.24 MB	4b9c176a8342e1ca3c20bb3c0a7f4e2a231b729a4345904c2e7c094eae08565f
training_logs/jtd-d0_1436044.out	616 KB	0d2e1efc31885dafa2ef652f16dec16b8ad327b7dad08d5df735ae6bff8a1e9e
training_logs/jtd-d0_1436045.out	602 KB	cfb7eb311a24abf5957fccb527d89bf05991ea31d49c532e72f0246874ae1912
training_logs/jtd-d0_1436046.out	642 KB	4f1a12d1557327939a4fe9bbf55e67f5c92b51ded9eda056bce1fc2efe10bc26
training_logs/jtd-d0_1436047.out	605 KB	3cb20d2537afefd86ccea393d394b123922c79f31a219667762ec5a8d5b76d3f
training_logs/jtd-d0_1436048.out	401 KB	190768069cd01287d7f53e332f9275dde099fe9213fd1f12babda5e4a26943b9
training_logs/jtd-d0_1442713.out	5.96 MB	247e6dfbd7f2a662d7afe97837e2f610da64107e76a9395c0a07f9476e512a13
training_logs/jtd-d0_1442714.out	5.15 MB	fb036741741c5f470a8df06db536c9aef5b7af007cad6915af4f361dbb621422
training_logs/jtd-d0_1442715.out	3.74 MB	5226d5a7c62931abed6fe5d5622626941aed9e4a9917466f1f02b09bb3270e0b
training_logs/jtd-d0_1442716.out	3.74 MB	98e92b6bfa6b530d0a57f8bef19aa7be56ef08b532d88925f05022d02752a46b
training_logs/jtd-d0_1442717.out	3.03 MB	780b7b7a011cf78e26e365e8499c188678e17bec9e86e89f0f3c0034a74b6741
training_logs/jtd-d0_1442718.out	4.92 MB	26fda8b46bb76154553618db3f79ad843789108f44b0db8a1bda464b981cdbe6
training_logs/jtd-d0_1456599.out	664 B	a78959200e674201d174ad05ba86827c32358a5dc4e5a4f3259680bfbd95f938
training_logs/jtd-d0_1456600.out	664 B	a78959200e674201d174ad05ba86827c32358a5dc4e5a4f3259680bfbd95f938
training_logs/jtd-d0_1461886.out	679 B	20affac88db5959ff58e642042ea5e6bd7b39b52afa5d2c8c47ebbf05073c753
training_logs/jtd-d0_1461887.out	679 B	20affac88db5959ff58e642042ea5e6bd7b39b52afa5d2c8c47ebbf05073c753
training_logs/jtd-d0_1461888.out	679 B	20affac88db5959ff58e642042ea5e6bd7b39b52afa5d2c8c47ebbf05073c753
training_logs/jtd-d0_1464927.out	6.34 MB	3994823a8b100e71965d4a9e403eab553dddc83206168c8269430461a5ff176b
training_logs/jtd-d0_1464928.out	8.16 MB	2a69c94d4aba17fab480f9a18d3bca4c75ef1cc48c0efba028f383528036b6f2
training_logs/jtd-d0_1464929.out	7.45 MB	4950ab23c19fcb43cadeda3a0352e5f7c2f686c0355307ab5d5f3a21d6db43ad
training_logs/jtd-d0_1464930.out	66.1 MB	2c0b702801a4ccd257d35d460e4fbc200431e9731568c487997dd4edfb617cd6
training_logs/jtd-d0_1464932.out	416 KB	f25dd43f264159051a74ee415c5e6b3c5e24e81ce81982e023dd7e9861613d12

VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.

Upstream commit	Date	Contents
6f7528d2fa pinned now	2026-11-15 04:27 UTC	67 files · 61.2 GB

Use it

$ fw get laion/jtd-d0-69-30B
# manifest sha256 6abe909f0ebd… · 61.2 GB · 67 files
$ fw verify ./jtd-d0-69-30B laion/jtd-d0-69-30B

fw.pyChecks the signature and every sha256, tries each source in order, resumes.

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/jtd-d0-69-30B.json --dir ./jtd-d0-69-30B
$ python3 fw.py verify ./jtd-d0-69-30B ./laion__jtd-d0-69-30B.json

hfThe Hugging Face CLI with one setting. Same repo id.

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/jtd-d0-69-30B --revision 6f7528d2fae9e1e041117447421663b9dc5f6944 --local-dir ./jtd-d0-69-30B

Run at home

License

Name: Apache License 2.0
Id: Apache-2.0
Class: Permissive
Redistribution: yes
Listing: Hosted (signed)
Decided: License as declared by the publisher. No person read it. 2026-11-15
Text in: README.md
Text sha256: b8c162e3a66108ff0e986c6f47c092eb63725dba8598dd709b800de6233b3970
Terms gate: No extra terms beyond 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: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: jtd-d0-69-30BDate: 2026-11-15Commit: 6f7528dSigned: 2DC28CC7B26A283B ✓

Upstream: laion/jtd-d0-69-30B
Pinned commit: 6f7528d2fae9e1e041117447421663b9dc5f6944
Manifest: jtd-d0-69-30B.json · .minisig
Manifest sha256: 6abe909f0ebd0e06f852f58fafd5bdce5c4007ec38304590da757e2cf4f8cf78
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:27 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/jtd-d0-69-30B.json
$ curl -O https://freeweights.allternit.com/manifests/laion/jtd-d0-69-30B.json.minisig
$ minisign -Vm jtd-d0-69-30B.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

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Parent

Qwen/Qwen3-Coder-30B-A3B-Instruct · this model is a finetune of it

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$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/jtd-d0-69-30B

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Signed manifest

minisign, key 2DC28CC7B26A283B. jtd-d0-69-30B.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/jtd-d0-69-30B

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