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alt.freeweights.text / a3-rl-DCAgent_mix_h2_language_proportional-65-8B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

a3-rl-DCAgent_mix_h2_language_proportional-65-8B

Date: 2026-11-15Commit: 1b00be5Signed: 2DC28CC7B26A283B ✓

Model with 8.2B parameters. Safetensors weights, 16.7 GB in all. Published by laion under Apache-2.0.

8.2B params16.7GBa3-rl-DCAgent_mix_h2_language_proportional-65-8Bsafetensorspermissive
FactsParams8.2BSize16.7 GBFormatssafetensorsTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B
# manifest sha256 e04eb3407c27… · 16.7 GB · 35 files
$ fw verify ./a3-rl-DCAgent_mix_h2_language_proportional-65-8B laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B
From sourceHosted (signed)laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8BLast check: 2026-11-15 04:24 UTC
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Get help: custom fine-tune or private deploy. We review your setup before we quote.

Fine-tune of GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.

Runs withBentoMLCTranslate2ExLlamaV2LitServeLocalAItinygradTransformersTriton Inference ServerFine-tune withAccelerateDeepSpeedJAXKerasPyTorch Lightningsd-scriptsSimpleTunerConvert withCore ML ToolsExecuTorchOliveONNXOptimum QuantoOptimumsafetensorstorchaoScan withModelScanpicklescan
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
16.7 GB
Weights
16.4 GB (safetensors)
Parameters
8.2B
Formats
safetensors
Task
not tagged
License
Apache-2.0 (permissive)
Files
35, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

Base model: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

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From sourcehuggingface.co2026-11-15 04:24 UTCpassed

Model card

From the publisher at commit 1b00be5. Shown as plain text with links; images open at the publisher.

a3-rl-DCAgent_mix_h2_language_proportional (global_step 65, 8B)#

RL (SkyRL/GRPO) fine-tune of the a3 GLM-SFT Qwen3-8B base (laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink) on the DCAgent/mix_h2_language_proportional task mixture.

The run reached max_steps=80 (winner). This checkpoint is the EMA-best selection (α=1/3, 5-period EMA over reward/avg_raw_reward), constrained to global_step ≤ 80 (the intended run; the post-80 save is a resume-past-max-step artifact and was excluded).

  • Selected checkpoint: global_step_65
  • EMA(reward): 0.4924
  • Reward at step 65: 0.6816
  • pass@8 at step 65: 0.7344

Training Traces#

Training-time Daytona/Harbor rollouts for this run are uploaded as a companion dataset: open-athena/a3-rl-DCAgent_mix_h2_language_proportional

The dataset contains the last episode of each trial (per make_and_upload_trace_dataset --episodes last) — the same rollouts the policy was trained on after rollback / truncation.

Files

35 files · 16.7 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 35 files with their sha256
FileSizesha256
.gitattributes2.05 KBe45c907d0a6ecc9ed0be90411fdc1147af5f86b4356b843fcdf2325c5fa4c1c1
README.md1.28 KBa5bd74c0be4b11174a2aa8219a341452468dc357c457548ab904fb7a1449b16a
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBed36641e183b3d95dcefad8906aa22d183c445e4b582c8a0ca7d71a713c85f2d
generation_config.json188 B3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GB3daf27a15e541c4f0fcd213f163215e91858ee85dc7e88b465812ac380244087
model-00002-of-00004.safetensors4.92 GB9fe20dd3de8fec7b813cedbc47a04e4eaf0fa0e98ae4079f5f0890e9a7f7795c
model-00003-of-00004.safetensors4.98 GB1878cd12bb9eca7df92efef1c107668d01b3bd5025cbee1e18d4cc9248f69760
model-00004-of-00004.safetensors1.58 GB430fa55297d0f821e37b3dbd34067fbe75684cbc93922f30deae5ea8d97f5dae
model.safetensors.index.json32.9 KBe7e4bdc58d3302c97357f27979b270987dd620cf0cd9b1c130e3a51c9d64df95
rl_config.json8.38 KB4581bf9625cd8052e512a9e01e34ea1a69aa072b450c181c525e9da3b0a0aa75
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
training_logs/20260605_112917_metrics_job_570909.csv10.0 KB372f9295a057a64e9142407defd96c3b0073497f851c9034dae58e2679a2ea4d
training_logs/20260605_112917_metrics_job_570910.csv18.9 KBf3a1798fbfdd356ef579a2a5034b85d906d75037dc35f407b81ca77b5c526493
training_logs/20260605_112917_metrics_job_570911.csv14.9 KBd3a550edb687928a27a279decc1ced1f8ee74ecab05aa456288b56523a1927d4
training_logs/20260605_112917_metrics_job_570912.csv7.00 KBef1ac7952a867656061d0e26e92c1768765041e9a60d09c6483d5fc94bb72573
training_logs/20260605_112917_metrics_table.csv45.9 KBfc5cb02fa4c0157089bc87e5a21c1dfa98503d7857c01c5741b3b22950ebe46f
training_logs/20260605_112917_vllm_metrics_job_570909.csv345 KB98e53fc1bbd661081a44038449fcc8eb393e6ce5b5198630c96552aeb053cb1b
training_logs/20260605_112917_vllm_metrics_job_570910.csv688 KBa9a06561b3f7c0b3e3fe781ea4f3ec942d4a015dc1dbe6bff0de185360d2fbd6
training_logs/20260605_112917_vllm_metrics_job_570911.csv675 KBe533f96f25d694a5a27a84afd4d5a61b581cadfc0ec33745fd66bbab9b2d4ddb
training_logs/20260605_112917_vllm_metrics_job_570912.csv236 KB1442667b524456b0a7bdd6da0a7f05a269001edbe2d55a2c0f9c7b8250405be1
training_logs/20260605_112917_vllm_metrics_job_570913.csv41.8 KB9496b17f04b09cef85974e50eeb987bb7d233618f3ec0731bcedad304363050c
training_logs/20260605_112917_vllm_metrics_table.csv2.26 MB801329b96d47f49b1296e490242207dc007e7d9f86d87e02ba074e4a368b3313
training_logs/a3-rl-DCAgent_mix_h2_language_proportional_570909.out39.6 MB56cd7232135be84d34d20ed6f68f725d35c0e24613043bb8f0c631d588b21644
training_logs/a3-rl-DCAgent_mix_h2_language_proportional_570910.out99.5 MB1c51f38c36f15d3d64dd44d7d61c879335e3eac2a6349d8f990e4d654d388df8
training_logs/a3-rl-DCAgent_mix_h2_language_proportional_570911.out83.0 MB3086faf2fbab4e7211bf5fd927fa38f0c6d6cc894e7242085dc2fffbfca8a24b
training_logs/a3-rl-DCAgent_mix_h2_language_proportional_570912.out36.4 MBf0f2a52aa8bc4bb7227ba5eda71b2e9ba2b3daa7098695af270de36768fc29ad
training_logs/a3-rl-DCAgent_mix_h2_language_proportional_570913.out5.00 MB3545082cfd9b7b5312d1e1c702751cea90bb0322c8ffad03450e3244307a9bf4
training_logs/report.md1.29 KBf87ad88a2a26b1e27858b02d8736e49aea1f3d8812f5fa3e4578b278a40a375c
training_logs/reward_plot.png176 KBccf999243eb0ad566a0896137e95450ec55bdc9deba286d4177bd872bb1e03f6
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
1b00be512d pinned now2026-11-15 04:24 UTC35 files · 16.7 GB

Use it

$ fw get laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B
# manifest sha256 e04eb3407c27… · 16.7 GB · 35 files
$ fw verify ./a3-rl-DCAgent_mix_h2_language_proportional-65-8B laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B.json --dir ./a3-rl-DCAgent_mix_h2_language_proportional-65-8B $ python3 fw.py verify ./a3-rl-DCAgent_mix_h2_language_proportional-65-8B ./laion__a3-rl-DCAgent_mix_h2_language_proportional-65-8B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B --revision 1b00be512d61982575bfc3a83d1b03085cf8eff7 --local-dir ./a3-rl-DCAgent_mix_h2_language_proportional-65-8B
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
a5bd74c0be4b11174a2aa8219a341452468dc357c457548ab904fb7a1449b16a
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Read the license text

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Provenance

From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: a3-rl-DCAgent_mix_h2_language_proportional-65-8BDate: 2026-11-15Commit: 1b00be5Signed: 2DC28CC7B26A283B ✓
Upstream
laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B
Pinned commit
1b00be512d61982575bfc3a83d1b03085cf8eff7
Manifest
a3-rl-DCAgent_mix_h2_language_proportional-65-8B.json · .minisig
Manifest sha256
e04eb3407c278bb59bde9e02e96d4f1a13e64f90180b2458726615c30def1e92
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:24 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B.json $ curl -O https://freeweights.allternit.com/manifests/laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B.json.minisig $ minisign -Vm a3-rl-DCAgent_mix_h2_language_proportional-65-8B.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

laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink · this model is a finetune of it

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$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B
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Signed manifest
minisign, key 2DC28CC7B26A283B. a3-rl-DCAgent_mix_h2_language_proportional-65-8B.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B

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