Zachary Lowden ad3134ccc6 fix(bot-detection): stop asset-staging's top rung outscoring its strongest rung (#4954)
* fix(bot-detection): stop asset-staging's top rung outscoring its strongest rung

The `asset-staging` volume ramp ran (zeroAt 1, oneAt 3), scoring a staged
count of 1 at 0, 2 at 0.5 and 3-or-more at 1.0. That ordering is backwards
against what the heuristic is for.

A rising ramp puts its top rung on the largest counts, and on this predicate
the largest counts are the wrong population: a coordinated upload clusters at
exactly TWO assets, an avatar and a header, which is what a profile needs and
no more, while a legitimate profile setup -- a business, or a creator bringing
in a kit -- runs to THREE OR MORE. So the rung the heuristic weighted highest
was the rung carrying disproportionately many legitimate accounts, while the
shape it exists to find sat at half of what it selected.

Move STAGED_ONE_AT from 3 to 2 so the ramp saturates at the firing point:
count 1 scores 0, count 2 and above score 1. A plateau, not a suppression --
the 3+ arm still scores its maximum and still reaches a moderator on its own.
It is the worse of the two arms, not an empty one, so the requirement is that
it stop OUTSCORING a pair, never that it stop scoring. rampScore is monotone
non-decreasing by construction and throws on oneAt <= zeroAt, so a declining
shape is not expressible in the shared helper without a second ramp term; of
the shapes that are expressible, the plateau is one constant.

Costs, recorded in the code rather than left to be discovered:

- The volume half now has no gradient -- it is a step -- so the sub-score
  cannot express "more staged than that". The count itself is still disclosed
  verbatim to a moderator by explain().
- The two rungs are no longer distinguishable in any counter a run emits, so
  a future re-shape has to be graded against moderation outcomes rather than
  read off the shadow-phase counters.
- Two series move on deploy with no account behaving differently: a lone
  asset-staging blend goes 0.125 -> 0.25 (one confidence bucket for a
  lone-signal account), and asset-staging's sole_signal inflates because the
  dominance test's runner-up tolerance scales with the leader's score.
  The reported population is unchanged at the shipped cut.

Tests: adds "THE ORDERING", which pins score(2) >= score(3) as a comparison
rather than as two literals, and also pins that the 3+ arm keeps scoring and
stays independently reportable -- so the ordering cannot be satisfied by
suppressing it. Watched red against the unmodified ramp
("expected 0.5 to be greater than or equal to 1") and green after.

Existing expectations that moved are the arithmetic consequence of the new
boundary. One case, "scores 0 for ONE staged upload and fires from two", is
deleted: its assertions had become a subset of the saturation case's, so no
mutant could separate them.

Comment changes in ramp.ts, run.ts, scoring.ts and the test files correct
statements this change falsified -- chiefly two that said the volume and burst
halves share boundaries, and one giving a degenerate step as the reason for
rampScore's throw, which the new adjacent-integer pair makes false.

MIN_REPORTED_CONFIDENCE, LONE_SIGNAL_CUT, the heuristic registry and the burst
boundaries are untouched.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* docs(tests): qualify two false absolutes about which boundary pairs rampScore clamps

Review round 8 found one finding, in prose only; no assertion, fixture or
expected value changes, and the file's code is byte-identical (verified by
stripping comments with the TypeScript parser).

The asset-staging loop-vacuity note said `burst <= 1 === volume` holds for
"every boundary mutation, since rampScore clamps". It does not. rampScore
guards `!(oneAt > zeroAt)` and THROWS on a degenerate pair, so such a pair
produces no output in [0, 1] at all and the loop goes red rather than holding
-- measured, `BURST_ONE_AT -> 1` with its pin updated turns 83 of 398 cases
red on that error. The hypothesis the sentence rests on ("output stays in
[0, 1]") and both of its named counter-examples were already correct; only
the appositive was too wide.

That matters more than a nit because the same file retracts this exact class
by name two hundred lines earlier, where the same edit is described as
throwing and taking ~80 cases with it. The two paragraphs disagreed, and the
newer one was the wider.

Second instance of the same shape, same file: the ORDERING case said its
comparisons hold for "EVERY boundary pair with oneAt <= 2" -- a pair with
zeroAt >= oneAt satisfies that quantifier and throws.

Both errors ran in the safe direction: they overstated how vacuous the
assertions are, i.e. understated coverage, so neither gave false confidence
in a guard.

Also corrects a positional reference that the round-7 reorder invalidated --
`spread.burst` is no longer "at the foot" of its case, it is the penultimate
block, since the count-1 control was deliberately moved below it.

Suite 398/398, ESLint and Prettier clean.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-18 17:20:35 -05:00

Contributors Forks Stargazers Issues Apache License 2.0 Discord


Table of Contents

About the Project

Our goal with this project is to create a platform where people can share their stable diffusion models (textual inversions, hypernetworks, aesthetic gradients, VAEs, and any other crazy stuff people do to customize their AI generations), collaborate with others to improve them, and learn from each other's work. The platform allows users to create an account, upload their models, and browse models that have been shared by others. Users can also leave comments and feedback on each other's models to facilitate collaboration and knowledge sharing.

Tech Stack

We've built this project using a combination of modern web technologies, including Next.js for the frontend, TRPC for the API, and Prisma + Postgres for the database. By leveraging these tools, we've been able to create a scalable and maintainable platform that is both user-friendly and powerful.

  • DB: Prisma + Postgres
  • API: tRPC
  • Front-end + Back-end: NextJS
  • UI Kit: Mantine
  • Storage: Cloudflare

Getting Started

To get a local copy up and running, follow these steps.

Prerequisites

  • Docker, with Compose v2 (docker compose, not the retired hyphenated docker-compose). The database, Redis, MinIO, Meilisearch, ClickHouse and the mail catcher all run as containers.
  • Node.js 24.19.0. Not "20 or later" — package.json declares engines.node: ">=24.0.0 <25". The exact version lives in .nvmrc; CI installs that file's version and the production image is built on the same one, so nvm use (or any tool that reads .nvmrc) is the right way to get it. Note that nothing stops you: pnpm install only prints WARN Unsupported engine and carries on, so the wrong major surfaces later as odd test failures rather than as a refusal at install time.
  • pnpm. This repo is pnpm-only, and this one is enforced — npm install exits 1 via the preinstall only-allow pnpm hook. corepack enable will pick up the packageManager field for you.
  • Make (optional).

Installation

Standard setup

git clone https://github.com/civitai/civitai.git
cd civitai
nvm use                                              # reads .nvmrc -> 24.19.0
corepack enable
git submodule update --init event-engine-common
cp .env-example .env.development
docker compose -f docker-compose.base.yml up -d
pnpm install
pnpm dev

Optional: Nix flake

Optional, and not the supported default. The standard setup above is what the project expects and what CI builds; nothing in the repo requires Nix, and you can ignore this section entirely. It exists because NixOS cannot use Prisma's published engines (there is no linux-nixos build), so a flake is the practical way to work on this repo there. If you are not on NixOS and not already a flakes user, skip it.

The flake owns the toolchain, so you do not install Node or pnpm yourself:

git clone https://github.com/civitai/civitai.git
cd civitai
nix run .#dev

That single command checks Docker is usable, checks out the event-engine-common submodule, creates .env.development from .env-example if you do not already have one, starts the container stack, waits for Postgres, runs pnpm install, and then starts the dev server on http://localhost:3000. Every step is idempotent — it is safe to re-run in a checkout that already works, and it will not overwrite your .env.development or touch your data.

Useful variants:

nix run .#dev -- --no-start   # bootstrap only, leave the services running
nix run .#dev -- --full       # also start the signals/buzz containers (see below)
nix run .#doctor              # check the flake's pins against the repo
nix flake check               # the same checks, plus their own self-test

For an interactive shell with the same toolchain, use nix develop, or copy .envrc.example to .envrc and run direnv allow to get it automatically on cd.

With devcontainers

⚠️ Known out of step: .devcontainer/public/docker-compose.yml pins mcr.microsoft.com/devcontainers/typescript-node:1-22, i.e. Node 22, which is outside this repo's engines.node range. pnpm install will warn rather than stop, so the container comes up and then misbehaves in ways that look like your branch. There is no 1-24 tag (the template major moved on); 3-24 is the closest equivalent. Not changed here because it could not be exercised.

⚠️ Important Warning for Windows Users: Either clone this repo onto a WSL volume, or use the "clone repository in named container volume" command. Otherwise, you will see performance issues.

  • Open the directory up in your IDE of choice
    • VS Code should prompt you to "Open in container"
      • If not, you may need to manually run Dev Containers: Open Folder in Container
    • For other IDEs, you may need to open the .devcontainer/devcontainer.json file, and click "Create devcontainer and mount sources"
    • Note: this may take some time to run initially
  • Run make run

The signals and buzz services

docker-compose.base.yml holds everything a contributor needs (and is also what nix run .#dev starts). The extra services in docker-compose.yml (signals, buzz) come from private ghcr.io images, so they only work for internal members:

  • create a GitHub personal access token with read:packages
  • set it as CR_PAT
  • echo $CR_PAT | docker login ghcr.io -u USERNAME --password-stdin
  • then docker compose up -d (or, with the flake, nix run .#dev -- --full)

After the first start

  1. Edit .env.development. Most defaults work out of the box; these do not:
    • S3 upload credentials. Open the MinIO console at http://localhost:9001 (username and password both minioadmin) — note it is port 9001, port 9000 is the S3 API itself — go to "Access Keys", click "Create Access Key", and copy the key and secret into S3_UPLOAD_KEY / S3_UPLOAD_SECRET and S3_IMAGE_UPLOAD_KEY / S3_IMAGE_UPLOAD_SECRET.
    • WEBHOOK_TOKEN — any random string; it authenticates requests to the webhook endpoint.
    • EMAIL_USER, EMAIL_PASS, and EMAIL_FROM (a valid email format) — any values, but they must be set for user registration to work.
  2. On an empty database, populate it. These are slow and destructive, which is why no bootstrap runs them for you:
    make run-migrations
    make reseed
    
  3. Visit http://localhost:3000.

Please report any issues with these commands to us on discord.

* Note that account creation will run emails through maildev, which can be accessed at http://localhost:1080.

Altering your user

  • First, create an account for yourself as you normally would through the UI.
  • You may wish to set yourself up as a moderator. To do so:
    • Use a database editor (like DataGrip) or connect directly to the DB (PGPASSWORD=postgres psql -h localhost -p 15432 -U postgres civitai)
    • Find your user (by email or username), and change isModerator to true

Known limitations

Services that require external input will currently not work locally. These include:

  • Orchestration (Generation, Training)
  • Signals (Chat, Notifications, other real-time updates)
  • Buzz

Contributing

Any contributions you make are greatly appreciated.

If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement". Don't forget to give the project a star! Thanks again!

  1. Fork the repository to your own GitHub account.
  2. Create a new branch for your changes.
  3. Make your changes to the code.
  4. Commit your changes and push the branch to your forked repository.
  5. Open a pull request on our repository.

If you would like to be more involved, consider joining the Community Development Team! For more information on the team as well as how to join, see Calling All Developers: Join Civitai's Community Development Team.

Data Migrations

Over the course of development, you may need to change the structure of the database. To do this:

  1. Make your changes to the packages/civitai-db-schema/prisma/schema.full.prisma file. Not schema.prisma — that one is gitignored and regenerated from schema.full.prisma by scripts/generate-slim-schema.js on every pnpm run db:generate, so edits to it are silently overwritten.
  2. Run pnpm run db:migrate:empty "brief description here". This creates packages/civitai-db-schema/prisma/migrations/YYYYMMDDHHmmss_brief_description_here/migration.sql for you, in the one directory Prisma reads. To create it by hand instead, use that same path — not the prisma/migrations directory at the repo root, which predates the monorepo layout and is no longer read.
  3. Put your sql changes in the generated migration.sql
    • These are usually simple sql commands like ALTER TABLE ...
  4. Run make run-migrations and make gen-prisma
  5. If you are adding/changing a column or table, please try to keep the gen_seed.ts file up to date with these changes.

Sponsors

Support this project by becoming a sponsor. Your logo will show up here with a link to your website.

License

Apache License 2.0 - Please have a look at the LICENSE for more details.

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