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alt.freeweights.olmo / SAGE-MM-Molmo2-8B-SFT
From: allenai <huggingface.co/allenai>Newsgroups: alt.freeweights.olmoSubject:

SAGE-MM-Molmo2-8B-SFT

Date: 2026-11-15Commit: 53c7e96Signed: 2DC28CC7B26A283B ✓

Video text to text model with 8.7B parameters. Safetensors weights, 17.3 GB in all. Published by allenai under Apache-2.0.

8.7B params17.3GBSAGE-MM-Molmo2-8B-SFTsafetensorspermissive
FactsParams8.7BSize17.3 GBFormatssafetensorsTaskvideo text to textLicenseApache-2.0From sourcepermissive
$ fw get allenai/SAGE-MM-Molmo2-8B-SFT
# manifest sha256 58e3cb86cb39… · 17.3 GB · 23 files
$ fw verify ./SAGE-MM-Molmo2-8B-SFT allenai/SAGE-MM-Molmo2-8B-SFT
From sourceHosted (signed)allenai/SAGE-MM-Molmo2-8B-SFTLast check: 2026-11-15 03:39 UTC
Run at homeGet help

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

Fine-tune of Molmo2-8B.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

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

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
17.3 GB
Weights
17.3 GB (safetensors)
Parameters
8.7B
Formats
safetensors
Task
video text to text
License
Apache-2.0 (permissive)
Files
23, each with a sha256
Publisher
allenai
Added
2026-11-15
Section
alt.freeweights.olmo
Lineage

Original release from the publisher.

Base model: allenai/Molmo2-8B

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
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:39 UTCpassed

Model card

From the publisher at commit 53c7e96. Shown as plain text with links; images open at the publisher.

Image: SAGE Teaser

System Capabilities#

SAGE-MM operates as the core decision-maker within the SAGE system. It functions in two distinct stages:

  1. Stage-1 (Context VLM): The model analyzes initial sampled frames and metadata to determine if the query can be answered immediately ("single-turn") or if it requires tool usage ("multi-turn").
  2. Stage-2 (Iterative Reasoner): If tools are needed, the model enters a loop where it calls tools, analyzes their output, and updates its context until a final answer is derived.
Supported Tools#

The model is trained to generate JSON-formatted actions to invoke the following tools:

  • web-search: Search the internet for external knowledge (e.g., sports standings, cast lists).
  • transcribe-speech: Perform ASR on specific timestamped segments of the video.
  • ground-event: Locate start/end timestamps for specific visual events.
  • extract-video-parts: Extract high-resolution frames or subclips from specific timestamps.
  • analyze: Perform detailed visual analysis on extracted media.

Usage#

Note: SAGE-MM outputs JSON action strings. It requires a runtime environment (provided in our GitHub repo) to parse these strings, execute the tools, and feed the observation back to the model.

License#

This model is licensed under Apache 2.0. It is intended for research and educational use in accordance with Ai2's Responsible Use Guidelines.

Files

23 files · 17.3 GBWeights 17.3 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 23 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md1.95 KBe2bf47f767e6819f6540dc2da1a5001dc7bab412a5149bb5fc5ca9bc73edadaa
added_tokens.json9.92 KB8bc892fbf3933cf0c00794b0f0fa638ca22429db58d427f71ea953accabbf1e7
chat_template.jinja3.17 KBec66862fda57dc1aef90a21b2a0f64c18a280e2483206449bd251a73b8993101
config.json2.56 KBba19c287014d82e470687611b5d44547a9b959b3cfe6da2b4f182736df7f9189
config.py13.4 KBa3676f7530c8ede929430235242d13e9a0e2f2c417ab952af740086ad8ea18a5
generation_config.json139 B8986f817d56dfa289f06d60363c87dc4cd582c302483ba933fe3f17e8bcef588
image_processing.py22.5 KB59080b8e1291deae5d17774d6bb02941875c022ccc0c53e81a3d2551314e75aa
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.80 GBf82b11528b71c4ec44f97d10b9ca751bbfe5b69935443feade48b93f1be21532
model-00002-of-00004.safetensors4.98 GB8afc06af7c01aafffc9de55f433d4171b8e3ca5c337d70a003c9da2cd33bd905
model-00003-of-00004.safetensors4.97 GB192a6341076e1335fd0ceafc7bbfa6def198989b159ecda7c2642ed09fab3fa9
model-00004-of-00004.safetensors2.57 GB6e00fe6bba17204c779fabcaf69594938f5c407c086d8e45564f5885e37ab7c2
model.safetensors.index.json75.8 KB7736dea46ce262786f9b357f174cc7f7f27b48179bba47210642a17f51a855aa
processing.py47.2 KB6c560b3acf5683493ed2475a68730f47895572e48dc130ff619f7f22fc7f1a58
processor_config.json229 Bac1c38238a0e1da8e940e183234d742fde0b5130f10a27f24294c68297331556
special_tokens_map.json8.02 KB061a078dd1ff8eeb3a8a3d481cff3372065232f34929c6c6ac0e4211ce9d82a1
tokenizer.json11.5 MB5f536b0de2a243509f3a4df21b448c2b4d6e3c6e3da7f529c8cb8268b2eb0efc
tokenizer_config.json64.3 KB2aa5b84abe9feb5ac8e7f5d5f9e16b5352611fed8788ad37d88aed315f244cea
training_args.bin8.21 KB9dbcf567d12c1b87ac6c76c5a4a74c531ab8334fbcedb5ad846e1473f0315cb7
video_preprocessor_config.json897 B1cb281ef8d5cdb6d14ca438cc2bb5a504a418974598c3fd67013063dc968c8d5
video_processing.py12.9 KB8813c88d05c744976a02918d8ceb2f7b1a424491f06661b8b8e66ee9184a6995
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
53c7e968fb pinned now2026-11-15 03:39 UTC23 files · 17.3 GB

Use it

$ fw get allenai/SAGE-MM-Molmo2-8B-SFT
# manifest sha256 58e3cb86cb39… · 17.3 GB · 23 files
$ fw verify ./SAGE-MM-Molmo2-8B-SFT allenai/SAGE-MM-Molmo2-8B-SFT
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/allenai/SAGE-MM-Molmo2-8B-SFT.json --dir ./SAGE-MM-Molmo2-8B-SFT $ python3 fw.py verify ./SAGE-MM-Molmo2-8B-SFT ./allenai__SAGE-MM-Molmo2-8B-SFT.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download allenai/SAGE-MM-Molmo2-8B-SFT --revision 53c7e968fb9431ee4ab2f8aeb4284548025261e6 --local-dir ./SAGE-MM-Molmo2-8B-SFT
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
e2bf47f767e6819f6540dc2da1a5001dc7bab412a5149bb5fc5ca9bc73edadaa
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: allenai <huggingface.co/allenai>Newsgroups: alt.freeweights.olmoSubject: SAGE-MM-Molmo2-8B-SFTDate: 2026-11-15Commit: 53c7e96Signed: 2DC28CC7B26A283B ✓
Upstream
allenai/SAGE-MM-Molmo2-8B-SFT
Pinned commit
53c7e968fb9431ee4ab2f8aeb4284548025261e6
Manifest
SAGE-MM-Molmo2-8B-SFT.json · .minisig
Manifest sha256
58e3cb86cb390a16a6a76eeee4e47135fed14669a0c7568bca396944af6d97aa
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:39 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/allenai/SAGE-MM-Molmo2-8B-SFT.json $ curl -O https://freeweights.allternit.com/manifests/allenai/SAGE-MM-Molmo2-8B-SFT.json.minisig $ minisign -Vm SAGE-MM-Molmo2-8B-SFT.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

allenai/Molmo2-8B · this model is a finetune of it

1 model in the catalog name this one as their parent.

Fine-tunes
1
Fine-tunes 1
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download allenai/SAGE-MM-Molmo2-8B-SFT
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. SAGE-MM-Molmo2-8B-SFT.json. Provenance. Takedown history: none.
Source
huggingface.co/allenai/SAGE-MM-Molmo2-8B-SFT

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