alt.freeweights.text / r2egym_8b_rope_65k-step17

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

r2egym_8b_rope_65k-step17

Date: 2026-11-15Commit: 4c25e02Signed: 2DC28CC7B26A283B ✓

Text generation model with 8.2B parameters. Safetensors weights, 16.4 GB in all. Published by laion under Apache-2.0.

8.2B params16.4GBr2egym_8b_rope_65k-step17safetensorspermissive

FactsParams8.2BSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/r2egym_8b_rope_65k-step17
# manifest sha256 2ffc085cd6c5… · 16.4 GB · 16 files
$ fw verify ./r2egym_8b_rope_65k-step17 laion/r2egym_8b_rope_65k-step17

From sourceHosted (signed)laion/r2egym_8b_rope_65k-step17Last check: 2026-11-15 04:20 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-r2egym_sandboxes-maxeps-131k-lc.

Works with

Run24 Fine-tune29 Convert15 Evaluate13 Scan13 Apps58

Runs with

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

vLLM exo Text Generation WebUI

SGLang MLC LLM KTransformers LMCache Xinference LMDeploy mistral.rs Mooncake FlashInfer

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AIBrix fastllm ExLlamaV3

Transformers LocalAI tinygrad gpu-unlock Triton Inference Server BentoML CTranslate2 ExLlamaV2 LitServe

Convert with

mergekit TensorRT Model Optimizer

LLM Compressor Neural Compressor AutoRound AQLM GPTQModel ONNX Core ML Tools ExecuTorch

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Evaluate with

Opik DeepEval Ragas lm-evaluation-harness OpenCompass SWE-bench

simple-evals TruLens HELM

LightEval

Evaluate Weave

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Autoevals

Scan with

promptfoo garak Guardrails NeMo Guardrails Giskard DeepTeam AI Fairness 360 Fairlearn Detoxify MCP Scanner AgentDojo ModelScan

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picklescan

Overview Model card Files Use it License Provenance Model tree

Overview

Size: 16.4 GB
Weights: 16.4 GB (safetensors)
Parameters: 8.2B
Formats: safetensors
Task: text generation
License: Apache-2.0 (permissive)
Files: 16, 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-r2egym_sandboxes-maxeps-131k-lc

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 04:20 UTC	passed

Model card

From the publisher at commit 4c25e02. Shown as plain text with links; images open at the publisher.

r2egym_8b_rope_65k-step17#

RL-trained Qwen3-8B on R2EGym tasks (65k context with YaRN rope scaling, 17 steps).

Training Details#

Parameter	Value
Base model	laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc (Qwen3-8B SFT, long-context)
Dataset	R2EGym GPT5/Codex solved tasks (1,785 tasks)
Algorithm	RLOO-N (Leave-One-Out with neutral masking)
Learning rate	3.0e-5
Train batch size	32
Samples per prompt	8
Max episodes	64
Max generate length	8,192 tokens
Max input tokens	57,344
Max model length	65,536
Rope scaling	YaRN (factor=4.0, original_max_pos_emb=32,768)
KL loss	Disabled
Reward shaping	Enabled (pass_ratio)
Staleness steps	16
Policy nodes	2 (8 GPUs, FSDP2)
Inference engines	20 (TP=1)
Training steps	17
Framework	BenSkyRL + Harbor

Usage#

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("laion/r2egym_8b_rope_65k-step17")
tokenizer = AutoTokenizer.from_pretrained("laion/r2egym_8b_rope_65k-step17")

Files

16 files · 16.4 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.

Hide all 16 files with their sha256

File	Size	sha256
.gitattributes	1.57 KB	34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md	1.54 KB	ec25981e123feb2e3955241626b566891ae51e30d5d11c349fbc106ae1e333cb
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
chat_template.jinja	4.17 KB	a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json	1.63 KB	2f60236e6203bb0e0f06c058884508a4af88c7ce8b7e5a367ef6b40e486c824d
generation_config.json	188 B	d62d5449628acccf95dca468b1ff99002b3d0d428dfcdbe132f1be35a815a97b
merges.txt	1.67 MB	8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors	5.29 GB	b7b85c2307a22161e2653576b9767cbdbd61533cff34a55b83a789dbb16e69e2
model-00002-of-00004.safetensors	5.30 GB	0a9cb194421f2061cc607a7a97afe5952f7d78c1bf99f60fa665d571d2832414
model-00003-of-00004.safetensors	5.36 GB	f1a871b4bc8dfce075fcffa10ecc5c7702c5649f2de04cac51bdd824d82ca0d8
model-00004-of-00004.safetensors	428 MB	86b0cd1fda584fca1a4bf22ec1d9aa4f910e43e832be6dd745247680aba0ce50
model.safetensors.index.json	32.9 KB	d25b6d9f406fc3e6d0472554555295ab62e1788f1db4ee1e87f597cd481fb73b
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	ffe7b045351d007df591529681cad1b162859afaa83abc082da65c7e8eb994da
vocab.json	2.78 MB	ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910

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

Upstream commit	Date	Contents
4c25e0290a pinned now	2026-11-15 04:20 UTC	16 files · 16.4 GB

Use it

$ fw get laion/r2egym_8b_rope_65k-step17
# manifest sha256 2ffc085cd6c5… · 16.4 GB · 16 files
$ fw verify ./r2egym_8b_rope_65k-step17 laion/r2egym_8b_rope_65k-step17

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

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/r2egym_8b_rope_65k-step17.json --dir ./r2egym_8b_rope_65k-step17
$ python3 fw.py verify ./r2egym_8b_rope_65k-step17 ./laion__r2egym_8b_rope_65k-step17.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/r2egym_8b_rope_65k-step17 --revision 4c25e0290aa94f4b13c913bc4e68a413eff5ebc5 --local-dir ./r2egym_8b_rope_65k-step17

transformersLoad the weights in Python.

import os
os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com"
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("laion/r2egym_8b_rope_65k-step17", revision="4c25e0290aa94f4b13c913bc4e68a413eff5ebc5")
model = AutoModelForCausalLM.from_pretrained("laion/r2egym_8b_rope_65k-step17", revision="4c25e0290aa94f4b13c913bc4e68a413eff5ebc5", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/r2egym_8b_rope_65k-step17 --revision 4c25e0290aa94f4b13c913bc4e68a413eff5ebc5

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: ec25981e123feb2e3955241626b566891ae51e30d5d11c349fbc106ae1e333cb
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: r2egym_8b_rope_65k-step17Date: 2026-11-15Commit: 4c25e02Signed: 2DC28CC7B26A283B ✓

Upstream: laion/r2egym_8b_rope_65k-step17
Pinned commit: 4c25e0290aa94f4b13c913bc4e68a413eff5ebc5
Manifest: r2egym_8b_rope_65k-step17.json · .minisig
Manifest sha256: 2ffc085cd6c53e4790a97a09f23585215b187ac0acc7853f6121c83365445b66
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:20 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/r2egym_8b_rope_65k-step17.json
$ curl -O https://freeweights.allternit.com/manifests/laion/r2egym_8b_rope_65k-step17.json.minisig
$ minisign -Vm r2egym_8b_rope_65k-step17.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

laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc · this model is a finetune of it

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

Get it

Download

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/r2egym_8b_rope_65k-step17

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. r2egym_8b_rope_65k-step17.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/r2egym_8b_rope_65k-step17

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r2egym_8b_rope_65k-step17

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Evaluate with

Scan with

Works with

Overview

Model card

r2egym_8b_rope_65k-step17#

Training Details#

Usage#

Files

Use it

License

Provenance

How to verify

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