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alt.freeweights.text / Dream-v0-Instruct-7B
From: Dream-org <huggingface.co/Dream-org>Newsgroups: alt.freeweights.textSubject:

Dream-v0-Instruct-7B

Date: 2026-11-15Commit: 05334cbSigned: 2DC28CC7B26A283B ✓

Text generation model with 7.6B parameters. Safetensors weights, 15.2 GB in all. Published by Dream-org under Apache-2.0.

7.6B params15.2GBDream-v0-Instruct-7Bsafetensorspermissive
FactsParams7.6BSize15.2 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get Dream-org/Dream-v0-Instruct-7B
# manifest sha256 baa12fcbc023… · 15.2 GB · 18 files
$ fw verify ./Dream-v0-Instruct-7B Dream-org/Dream-v0-Instruct-7B
From sourceHosted (signed)Dream-org/Dream-v0-Instruct-7BLast check: 2026-11-15 02:32 UTC
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Get help: custom fine-tune or private deploy. We review your setup before we quote.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
15.2 GB
Weights
15.2 GB (safetensors)
Parameters
7.6B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
18, each with a sha256
Publisher
Dream-org
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

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 02:32 UTCpassed

Model card

From the publisher at commit 05334cb. Shown as plain text with links; images open at the publisher.

Dream-v0-Instruct-7B#

This is the instruct model of Dream 7B, which is an open diffusion large language model with top-tier performance. More details about the model and usage can be found in the blog and github bellow:

Files

18 files · 15.2 GBWeights 15.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 18 files with their sha256
FileSizesha256
.gitattributes1.52 KB11ad7efa24975ee4b0c3c3a38ed18737f0658a5f75a0a96787b576a78a023361
README.md408 B2072b6f8e7eddcaf158ed8017dcb73af639cf13d2ddaef5c5a30d266a9635eeb
added_tokens.json656 B32ad9d49fafda64e737853737fe3be3e33cce3f719a159ed73f04cbd81a690ce
config.json927 B11afc7fe7a1881e73dcd70cca6868aaaf8eb89ad45ea5fc6426c3fb82dec9340
configuration_dream.py3.20 KB24d038962ccf16361595494461000ec0c1b043653c7494d7fc835c96f121f0b9
generation_config.json326 Be4fa42a31ef22740804534395c7a18f335a3c1f9abd9db83a6941b1c8748b2ee
generation_utils.py22.3 KB7f8ad01484898946b3c9c9d5ebc85e5ac726061d0fa7b4a522c4b8110c13a921
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.88 GB3014d84950f2f3afcce622508b6625e9cd911b9c340f4206e35e6a3177aec993
model-00002-of-00004.safetensors4.93 GB78fc44a7eae29c3d13bba010ca12584f4220798d41c9e617579a33c47222aa57
model-00003-of-00004.safetensors4.33 GBeac5afaf9a0e0b4a23c7ac1dbe5f538ccdf9fac5c0db7919fd9625a92c378e48
model-00004-of-00004.safetensors1.09 GB398da65f1f599ca8d594a9d7a077a3b7c4eb0ddfdff8e7e004c3d259712b3cb7
model.safetensors.index.json27.8 KB998a078123ffc97763690de7f2a677eb89168af5eaf8a5e12e6bc24d18e25bdb
modeling_dream.py36.8 KB3166e789f0d69beb1f4fbdee2317953d1c1c3b9bc21479b109afc5dd059de5b3
special_tokens_map.json661 Bfa14641fdc084244b0a530556b1d5bfcb9fa0ed9151a780ffec3b44ba96a0dfe
tokenization_dream.py14.0 KB1d7f04104fa673831f48256e3cd42cd0bbd1bddd801b4abea5c74cc47d98bdd2
tokenizer_config.json7.49 KBb0e9c1a6299d8832a1362d6b24f007de8a2acfe0243d8a3a1d1b57aa8250f7ee
vocab.json3.38 MB87a257b04b17642a0688c98cd1df89c398bda4fee532d6f88b38a659ecb4ac8d
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
05334cb9fa pinned now2026-11-15 02:32 UTC18 files · 15.2 GB

Use it

$ fw get Dream-org/Dream-v0-Instruct-7B
# manifest sha256 baa12fcbc023… · 15.2 GB · 18 files
$ fw verify ./Dream-v0-Instruct-7B Dream-org/Dream-v0-Instruct-7B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/Dream-org/Dream-v0-Instruct-7B.json --dir ./Dream-v0-Instruct-7B $ python3 fw.py verify ./Dream-v0-Instruct-7B ./Dream-org__Dream-v0-Instruct-7B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download Dream-org/Dream-v0-Instruct-7B --revision 05334cb9faaf763692dcf9d8737c642be2b2a6ae --local-dir ./Dream-v0-Instruct-7B
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("Dream-org/Dream-v0-Instruct-7B", revision="05334cb9faaf763692dcf9d8737c642be2b2a6ae") model = AutoModelForCausalLM.from_pretrained("Dream-org/Dream-v0-Instruct-7B", revision="05334cb9faaf763692dcf9d8737c642be2b2a6ae", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve Dream-org/Dream-v0-Instruct-7B --revision 05334cb9faaf763692dcf9d8737c642be2b2a6ae
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
2072b6f8e7eddcaf158ed8017dcb73af639cf13d2ddaef5c5a30d266a9635eeb
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: Dream-org <huggingface.co/Dream-org>Newsgroups: alt.freeweights.textSubject: Dream-v0-Instruct-7BDate: 2026-11-15Commit: 05334cbSigned: 2DC28CC7B26A283B ✓
Upstream
Dream-org/Dream-v0-Instruct-7B
Pinned commit
05334cb9faaf763692dcf9d8737c642be2b2a6ae
Manifest
Dream-v0-Instruct-7B.json · .minisig
Manifest sha256
baa12fcbc02330d411dacab6d7eab0bf51574a9c9f01595a7d17c29448ed7347
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 02:32 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/Dream-org/Dream-v0-Instruct-7B.json $ curl -O https://freeweights.allternit.com/manifests/Dream-org/Dream-v0-Instruct-7B.json.minisig $ minisign -Vm Dream-v0-Instruct-7B.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

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

Quantizations
1
Quantizations 1
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download Dream-org/Dream-v0-Instruct-7B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. Dream-v0-Instruct-7B.json. Provenance. Takedown history: none.
Source
huggingface.co/Dream-org/Dream-v0-Instruct-7B

Variants

1 quantized or adapter build of Dream-v0-Instruct-7B. Each has its own license check and page.

SubjectSizeParamsLicenseDate
Dream-org_Dream-v0-Instruct-7B-GGUFHosted (signed) From: bartowski in alt.freeweights.text120 GB—Permissive2026-11-15

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