alt.freeweights.text / a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B

Date: 2026-11-15Commit: da46c37Signed: 2DC28CC7B26A283B ✓

Model with 8.2B parameters. Safetensors weights, 16.6 GB in all. Published by laion under Apache-2.0.

8.2B params16.6GBa3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8Bsafetensorspermissive
FactsParams8.2BSize16.6 GBFormatssafetensorsTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
# manifest sha256 879454f3b3e0… · 16.6 GB · 50 files
$ fw verify ./a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
From sourceHosted (signed)laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8BLast check: 2026-11-15 04:25 UTC

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.

Overview

Size
16.6 GB
Weights
16.4 GB (safetensors)
Parameters
8.2B
Formats
safetensors
Task
not tagged
License
Apache-2.0 (permissive)
Files
50, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.text
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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 the publisher at commit da46c37. Shown as plain text with links; images open at the publisher.

a3-rl-DCAgent_exp_rpt_pymethods2test-large — global_step 80 (EMA winner)#

RL (SkyRL) fine-tune of an 8B Qwen3 agent, trained from the a3 GLM-SFT base laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink on the task set DCAgent/exp_rpt_pymethods2test-large.

This is the winner checkpoint at trainer/global_step 80 (max_steps=80), selected by 5-period EMA (α=1/3) of reward/avg_raw_reward over the training chain, constrained to global_step ≤ 80.

  • EMA(step 80) = 0.4829
  • raw avg_raw_reward at step 80 = 0.5586 (mean over n_samples_per_prompt=8)
  • hf_save_interval=5, ckpt_interval=2, n_samples_per_prompt=8

Note: the run trained a few spurious extra steps (81–86) due to a resume-past-max_steps artifact (each resume past the cap trains one extra step). Those steps are not part of the legitimate run and were excluded from checkpoint selection; the legit run ends at global_step 80.

Training Traces#

Training-time Daytona/Harbor rollouts for this run are uploaded as a companion dataset: open-athena/a3-rl-DCAgent_exp_rpt_pymethods2test-large

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

50 files · 16.6 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 50 files with their sha256
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special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
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tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
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VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
da46c37c95 pinned now2026-11-15 04:25 UTC50 files · 16.6 GB

Use it

$ fw get laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
# manifest sha256 879454f3b3e0… · 16.6 GB · 50 files
$ fw verify ./a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
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_exp_rpt_pymethods2test-large-80-8B.json --dir ./a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B $ python3 fw.py verify ./a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B ./laion__a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B --revision da46c37c95c9da01b770613800385045b0171161 --local-dir ./a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B

License

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From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8BDate: 2026-11-15Commit: da46c37Signed: 2DC28CC7B26A283B ✓
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laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
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da46c37c95c9da01b770613800385045b0171161
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a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B.json · .minisig
Manifest sha256
879454f3b3e0b388e57d3f47e7ea8f0b95e848d25612d52d06ff3bf969c826a1
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Signed manifest
minisign, key 2DC28CC7B26A283B. a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B.json. Provenance. Takedown history: none.
From: laion <huggingface.co/laion>Subject: a2-rl-e2egit_large-50-32B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-v2-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_unitsyn-python-large-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_mix_h2_language_proportional-65-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_mix_h4_binary_easy-50-8B