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alt.freeweights.text / a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B

Date: 2026-11-15Commit: 1980e02Signed: 2DC28CC7B26A283B ✓

Model with 8.2B parameters. Safetensors weights, 16.5 GB in all. Published by laion under MIT.

8.2B params16.5GBa3-rl-DCAgent_exp_rpt_e2egit-large-15-8Bsafetensorspermissive
FactsParams8.2BSize16.5 GBFormatssafetensorsTasknot taggedLicenseMITFrom sourcepermissive
$ fw get laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
# manifest sha256 f8b26bbe0d07… · 16.5 GB · 54 files
$ fw verify ./a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From sourceHosted (signed)laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8BLast check: 2026-11-15 04:21 UTC
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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
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Overview

Size
16.5 GB
Weights
16.4 GB (safetensors)
Parameters
8.2B
Formats
safetensors
Task
not tagged
License
MIT (permissive)
Files
54, 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 1980e02. Shown as plain text with links; images open at the publisher.

a3-rl-DCAgent_exp_rpt_e2egit-large (step 15, 8B)#

RL (GRPO/rloo_n via SkyRL) checkpoint trained from laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink on dataset DCAgent/exp_rpt_e2egit-large.

This is global_step_15, selected as the best checkpoint by 5-period EMA of reward/avg_raw_reward (EMA 0.864, raw 0.842). The run trained the full 80 steps but collapsed late (entropy 0.0961 -> 0.0215 from ~step 56), so an early-mid checkpoint is correctly the best.

Launch config: hpc/skyrl_yaml/jupiter/56GPU_base.yaml (included as rl_config.yaml).

Training Traces#

Training-time Daytona/Harbor rollouts for this run are deferred — the make_and_upload_trace_dataset script stalled in GPFS I/O (uninterruptible disk-sleep, 33 min, zero output) and was killed past a 15 min time-box. The companion dataset will live at open-athena/a3-rl-DCAgent_exp_rpt_e2egit-large once re-attempted (no partial upload was created).

Training Metrics#

training_logs/ contains the per-chain-link metrics_job_*.csv, the merged metrics_table.csv / vllm_metrics_table.csv, the markdown report (metrics_report.md), and the reward/turn-count plots. Raw .out logs from all 10 chain links are included too.

Files

54 files · 16.5 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 54 files with their sha256
FileSizesha256
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README.md1.49 KBd65fdcfa9eb80d10ae368b12a83fc8e4eec7b194de79ccd1fb842cb5e51baf0b
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config.json1.54 KBed36641e183b3d95dcefad8906aa22d183c445e4b582c8a0ca7d71a713c85f2d
generation_config.json188 B3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
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model.safetensors.index.json32.9 KBe7e4bdc58d3302c97357f27979b270987dd620cf0cd9b1c130e3a51c9d64df95
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tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
training_logs/20260528_035228_metrics_job_515478.csv26.1 KB94445ea7ae3c07df176bd669ed1ae51bc440def225921b693d0e124df974d92d
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training_logs/20260528_035228_metrics_table.csv37.9 KB43d6033598b786f0809b24b067fccd6520b599d545a318a92b8f476cd6ea1826
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vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
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1980e0246c pinned now2026-11-15 04:21 UTC54 files · 16.5 GB

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$ fw get laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
# manifest sha256 f8b26bbe0d07… · 16.5 GB · 54 files
$ fw verify ./a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
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hfThe Hugging Face CLI with one setting. Same repo id.
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From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: a3-rl-DCAgent_exp_rpt_e2egit-large-15-8BDate: 2026-11-15Commit: 1980e02Signed: 2DC28CC7B26A283B ✓
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laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
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1980e0246c587b205ea71ec8251d311f988cbe37
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a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B.json · .minisig
Manifest sha256
f8b26bbe0d07f75a415e04747d586bd0af841595130c3b62063098cc4146f0e0
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Created
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