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Initial structure with drizzle creating all the control for the MLOps process.
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‎.github/workflows/ci-cd.yml‎

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name: CI/CD
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on:
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push:
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branches: [ main ]
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pull_request:
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branches: [ main ]
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jobs:
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build-train:
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runs-on: ubuntu-latest
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steps:
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- name: Checkout
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uses: actions/checkout@v4
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- name: Setup Bun
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uses: oven-sh/setup-bun@v1
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with:
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bun-version: latest
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- name: Install dependencies (workspaces)
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run: bun install
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- name: Generate DB migrations
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run: bun --cwd api run db:generate
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- name: Run DB migrations
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run: bun --cwd api run db:migrate
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- name: Train model
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run: bun --cwd api run train
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- name: Build web
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run: bun --cwd web run build
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- name: Upload web artifact
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uses: actions/upload-artifact@v4
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with:
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name: web-dist
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path: web/dist
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- name: Deploy (placeholder)
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if: ${{ secrets.FLY_API_TOKEN != '' }}
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run: |
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echo "FLY_API_TOKEN detected. Add deployment steps here (e.g., Fly.io)."

‎.gitignore‎

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# Vite logs files
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vite.config.js.timestamp-*
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vite.config.ts.timestamp-*
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bun.lock

‎README.md‎

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# spamguard-mlops
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# spamguard-mlops
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## Referências
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- [Elysia](https://elysiajs.com/)
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- [Drizzle](https://drizzle-orm.com/)
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- [Mantine](https://mantine.dev/)
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- [Recharts](https://recharts.org/)
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- [Bun](https://bun.sh/)
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- [Fly.io](https://fly.io/)
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- [GitHub Actions](https://github.com/features/actions)
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## Tools
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- [DVC](https://github.com/iterative/dvc)
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- [MLflow](https://github.com/mlflow/mlflow)
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## Fly.io
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```bash
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fly auth login
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fly apps create spamguard-mlflow
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```
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```bash
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fly deploy
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```

‎api/artifacts/model_1755554705534.json‎

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{"_events":{},"_eventsCount":0,"classifier":{"classFeatures":{"spam":{"0":2,"1":2,"2":2,"3":2,"4":2,"5":2,"9":2,"10":2,"11":2,"12":2,"13":2,"18":2,"19":2,"20":2,"21":2,"22":2,"23":2},"ham":{"6":2,"7":2,"8":2,"14":2,"15":2,"16":2,"17":2,"24":2,"25":2,"26":2}},"classTotals":{"spam":4,"ham":4},"totalExamples":7,"smoothing":1},"docs":[{"label":"spam","text":["congratul","won","free","ticket","bahama","call"]},{"label":"ham","text":["hei","lunch","todai"]},{"label":"spam","text":["lowest","price","med","click","bui"]},{"label":"ham","text":["don't","forget","meet","pm"]},{"label":"spam","text":["select","prize","visit","http","//spam","exampl"]},{"label":"ham","text":["review","document","sent"]}],"features":{"congratul":1,"won":1,"free":1,"ticket":1,"bahama":1,"call":1,"hei":1,"lunch":1,"todai":1,"lowest":1,"price":1,"med":1,"click":1,"bui":1,"don't":1,"forget":1,"meet":1,"pm":1,"select":1,"prize":1,"visit":1,"http":1,"//spam":1,"exampl":1,"review":1,"document":1,"sent":1},"stemmer":{},"lastAdded":6}

‎api/drizzle.config.js‎

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export default {
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schema: './src/db/schema.js',
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out: './drizzle',
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dialect: 'sqlite',
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dbCredentials: {
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url: 'file:./main.db'
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}
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};

‎api/drizzle/0000_gifted_thunderball.sql‎

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CREATE TABLE `experiments` (
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`id` integer PRIMARY KEY NOT NULL,
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`name` text NOT NULL,
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`created_at` integer DEFAULT '"2025-08-18T22:03:43.749Z"' NOT NULL
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);
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--> statement-breakpoint
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CREATE TABLE `runs` (
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`id` integer PRIMARY KEY NOT NULL,
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`experiment_id` integer NOT NULL,
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`git_commit` text,
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`metrics` text,
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`model_artifact_path` text,
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`is_production` integer DEFAULT false,
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`created_at` integer DEFAULT '"2025-08-18T22:03:43.750Z"' NOT NULL,
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FOREIGN KEY (`experiment_id`) REFERENCES `experiments`(`id`) ON UPDATE no action ON DELETE no action
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);
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--> statement-breakpoint
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CREATE UNIQUE INDEX `experiments_name_unique` ON `experiments` (`name`);

‎api/drizzle/meta/0000_snapshot.json‎

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{
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"version": "6",
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"dialect": "sqlite",
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"id": "67fe0b9e-b721-4d96-854e-02f5e6ad4e49",
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"prevId": "00000000-0000-0000-0000-000000000000",
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"tables": {
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"experiments": {
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"name": "experiments",
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"columns": {
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"id": {
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"name": "id",
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"type": "integer",
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"primaryKey": true,
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"notNull": true,
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"autoincrement": false
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},
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"name": {
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"name": "name",
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"type": "text",
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"primaryKey": false,
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"notNull": true,
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"autoincrement": false
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},
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"created_at": {
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"name": "created_at",
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"type": "integer",
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"primaryKey": false,
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"notNull": true,
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"autoincrement": false,
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"default": "'\"2025-08-18T22:03:43.749Z\"'"
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}
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},
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"indexes": {
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"experiments_name_unique": {
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"name": "experiments_name_unique",
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"columns": [
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"name"
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],
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"isUnique": true
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}
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},
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"foreignKeys": {},
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"compositePrimaryKeys": {},
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"uniqueConstraints": {}
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},
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"runs": {
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"name": "runs",
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"columns": {
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"id": {
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"name": "id",
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"type": "integer",
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"primaryKey": true,
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"notNull": true,
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"autoincrement": false
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},
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"experiment_id": {
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"name": "experiment_id",
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"type": "integer",
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"primaryKey": false,
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"notNull": true,
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"autoincrement": false
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},
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"git_commit": {
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"name": "git_commit",
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"type": "text",
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"primaryKey": false,
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"notNull": false,
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"autoincrement": false
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},
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"metrics": {
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"name": "metrics",
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"type": "text",
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"primaryKey": false,
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"notNull": false,
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"autoincrement": false
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},
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"model_artifact_path": {
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"name": "model_artifact_path",
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"type": "text",
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"primaryKey": false,
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"notNull": false,
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"autoincrement": false
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},
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"is_production": {
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"name": "is_production",
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"type": "integer",
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"primaryKey": false,
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"notNull": false,
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"autoincrement": false,
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"default": false
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},
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"created_at": {
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"name": "created_at",
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"type": "integer",
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"primaryKey": false,
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"notNull": true,
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"autoincrement": false,
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"default": "'\"2025-08-18T22:03:43.750Z\"'"
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}
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},
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"indexes": {},
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"foreignKeys": {
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"runs_experiment_id_experiments_id_fk": {
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"name": "runs_experiment_id_experiments_id_fk",
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"tableFrom": "runs",
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"tableTo": "experiments",
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"columnsFrom": [
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"experiment_id"
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],
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"columnsTo": [
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"id"
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],
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"onDelete": "no action",
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"onUpdate": "no action"
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}
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},
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"compositePrimaryKeys": {},
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"uniqueConstraints": {}
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}
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},
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"enums": {},
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"_meta": {
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"schemas": {},
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"tables": {},
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"columns": {}
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}
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}

‎api/drizzle/meta/_journal.json‎

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{
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"version": "6",
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"dialect": "sqlite",
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"entries": [
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{
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"idx": 0,
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"version": "6",
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"when": 1755554623752,
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"tag": "0000_gifted_thunderball",
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"breakpoints": true
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}
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]
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}

‎api/main.db‎

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‎api/package.json‎

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{
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"name": "api",
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"dependencies": {
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"@elysiajs/cors": "^1.0.2",
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"drizzle-orm": "^0.30.10",
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"elysia": "^1.0.22",
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"natural": "^6.12.0"
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},
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"devDependencies": {
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"drizzle-kit": "^0.21.4"
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},
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"scripts": {
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"dev": "bun run --watch src/index.js",
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"start": "bun run src/index.js",
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"train": "bun run src/train.js",
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"db:generate": "drizzle-kit generate",
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"db:migrate": "bun run src/db/migrate.js"
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}
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}

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