Soup
UNCLAIMEDSoup — Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU. Listed under Training and fine-tuning in the MLOps / Lifecycle layer. 2 of 7 comparison attributes are recorded, each with the page it was read from.
Fine-tune Llama-3.1-8B on a 4 GB laptop GPU, and align on the same card. Soup is at v0.76.1, tagged 14 October 2026, a maintainer patch on the v0.76.0 line: the bundled DPO examples train again, every YAML file Soup reads goes through one loader with nesting and expansion limits and a size cap per reader (a soup.yaml over 1 MiB or nested deeper than 100 levels stops the load with one line naming the file and the problem), the declared Typer floor is 0.15.4, a Hub dataset id with a dot such as teknium/OpenHermes-2.5 loads from the Hub, and the audit log masks Slack and Discord webhook URLs; …
4 OF 4 SIGNALS HELD
What it runs on, and what runs on it
6 cited edgesComputed from the stack graph, both directions. Every cited edge links the page it was read from; a vendor-added one links the vendor’s own source — this is the reason to be here rather than on the vendor’s own site.
RUNS ON / INTEGRATES WITH
- DeepSpeedintegrates with sourceJSON
- MLflowintegrates with sourceJSON
- Modalintegrates with sourceJSON
- SGLangintegrates with sourceJSON
- vllmintegrates with sourceJSON
- Weights & Biasesintegrates with sourceJSON
USED BY
- nothing recorded
Open-source signals
A HOLLOW RING IS UNMEASURED, NOT ZERO · WE DO NOT SUBSTITUTE A PARENT COMPANY’S REPOSITORY FOR A PRODUCT THAT HAS NONE
Price
We hold no price for this product.
This is open-source software: you can run it yourself and the licence costs nothing. If the project also sells a hosted service, we do not yet hold the page it prices it on. If that changes — or if you publish /.well-known/pricing.json — it appears here with a capture date.
How we read prices →What its categories ask
2 answered · 5 unanswered7 questions declared by Training and fine-tuning. Most rows across the directory read like these.
A ROW WITH NO ANSWER IS NOT A ROW WITH A “NO” · A VENDOR MAY ANSWER A BLANK ONE, MARKED VENDOR CLAIMED WITH ITS SOURCE · A DOCUMENTED VALUE IS DISPUTED, NOT OVERWRITTEN, AND STAYS VISIBLE WHILE WE RE-READ THE SOURCE
Practitioner reviews
Nobody has written one yet.
A review here is structured, not a star: hardware, scale band, what broke in production, and whether you would choose it again.
NO PERCENTAGE IS SHOWN UNDER FIVE REVIEWS · NO STAR RATINGS, EVER
Also in this category
25 products in Training and fine-tuning. Comparison defaults to within the category — pairing this with a GPU cloud would produce a page that means nothing.
USED BY = LISTED PRODUCTS DEPENDING ON IT, IN THIS DIRECTORY
Frequently asked
Is Soup open source?
What does Soup run on?
Does Soup offer open source?
What does a blank mean on the Soup page?
Where do the Soup figures come from?
Can Soup change what this page says?
Something here is wrong — how do I fix it?
Is this listing run by Soup?
Cite this page
A model that quotes us should quote us correctly. The reading and its date sit inside the citation rather than beside it, because a quotation carrying only a URL goes wrong the week the URL changes.
infratoapp, “Soup — Training and fine-tuning”, read 7 October 2026. Licence: Apache-2.0 License as published at trysoup.dev. https://www.infratoapp.com/products/soup
What Soup can and cannot change here
Claiming the organisation lets its admins and editors change the tagline, description, logo, docs link and deployment model of every product that org owns — live, labelled as theirs, and logged. Answers to blank questions and dependencies go live too, marked as the owner’s and sourced; a documented answer cannot be overwritten. Everything else on this page is a stated fact with a dispute route: price, licence and OSS figures. Those columns are ungranted at the database level, so they are not a feature we withheld — they are a write that cannot happen. Name, category, website, pricing page and package names can be changed by the owner only through our review. A dispute never deletes a value; it marks it and publishes the correction.