add: a scaffold for new ML package

2025-12-10 02:01:56 +08:00 · 2025-12-10 02:01:56 +08:00 · c89fd1ce67
commit c89fd1ce67
parent 126752a288
24 changed files with 1458 additions and 107 deletions
--- a/.kilocode/rules/jujutsu.md
+++ b/.kilocode/rules/jujutsu.md
@ -0,0 +1,77 @@
+# Jujutsu (jj) Quick Reference
+
+This project uses Jujutsu(jj) with git for version control. This document shows how to use jj.
+
+## Setup
+```bash
+jj git init --colocate          # Initialize in existing git repo
+jj config set --user user.name "Name"
+jj config set --user user.email "email"
+```
+
+## Daily Workflow
+```bash
+jj new                         # Create new change
+jj desc -m "message"          # Add message
+jj commit -m "message"        # New change + message
+jj status                     # View status
+jj log                        # View history
+```
+
+## Navigation
+```bash
+jj edit CHANGE-ID             # Edit specific change
+@                            # Current change
+@-                           # Parent change
+@::                          # All descendants
+jj undo                      # Undo last operation
+```
+
+## Bookmarks (Branches)
+```bash
+jj bookmark set -r @ name     # Create bookmark
+jj bookmark list             # List bookmarks
+jj git push -b name          # Push to remote
+jj git fetch                # Fetch remote
+```
+
+## History Operations
+```bash
+jj split                     # Split change
+jj squash                    # Squash into parent
+jj abandon CHANGE-ID         # Remove change
+jj rebase -d DESTINATION     # Move change(s)
+```
+
+## Git → jj Mappings
+- `git status` → `jj status`
+- `git commit -m` → `jj commit -m`
+- `git branch` → `jj bookmark`
+- `git checkout` → `jj edit`
+- `git rebase` → `jj rebase`
+- `git stash` → `jj new @-`
+- `git add` → Automatic
+
+## Common Patterns
+```bash
+# Feature work
+jj new; jj commit -m "Feature"
+
+# Update bookmark
+jj new; jj commit -m "Updates"
+jj bookmark set -r @ feature; jj git push
+
+# Sync with remote
+jj git fetch; jj rebase -d trunk
+
+# Quick fix
+jj new @-; # changes...
+jj bookmark set -r @ fix; jj git push
+```
+
+## Key Concepts
+- Changes are mutable
+- No staging (automatic)
+- Branchless by default
+- `jj undo` reverses operations
+- Revsets: `@`, `@-`, `@::`
--- a/bun.lock
+++ b/bun.lock
@ -1,6 +1,5 @@
 {
  "lockfileVersion": 1,
-  "configVersion": 0,
  "workspaces": {
    "": {
      "name": "cvsa",
@ -81,13 +80,34 @@
        "concurrently": "^9.1.2",
      },
    },
-    "packages/ml": {
-      "name": "ml",
-      "devDependencies": {
-        "@types/bun": "latest",
+    "packages/ml_panel": {
+      "name": "ml_panel",
+      "version": "0.0.0",
+      "dependencies": {
+        "@tailwindcss/vite": "^4.1.17",
+        "class-variance-authority": "^0.7.1",
+        "clsx": "^2.1.1",
+        "lucide-react": "^0.556.0",
+        "react": "^19.2.0",
+        "react-dom": "^19.2.0",
+        "tailwind-merge": "^3.4.0",
+        "tailwindcss": "^4.1.17",
      },
-      "peerDependencies": {
-        "typescript": "^5",
+      "devDependencies": {
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+        "@types/node": "^24.10.2",
+        "@types/react": "^19.2.5",
+        "@types/react-dom": "^19.2.3",
+        "@vitejs/plugin-react": "^5.1.1",
+        "babel-plugin-react-compiler": "^1.0.0",
+        "eslint": "^9.39.1",
+        "eslint-plugin-react-hooks": "^7.0.1",
+        "eslint-plugin-react-refresh": "^0.4.24",
+        "globals": "^16.5.0",
+        "tw-animate-css": "^1.4.0",
+        "typescript": "~5.9.3",
+        "typescript-eslint": "^8.46.4",
+        "vite": "^7.2.4",
      },
    },
    "packages/palette": {
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@ -2643,16 +2675,20 @@

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  }
 }
--- a/ml_new/training/main.py
+++ b/ml_new/training/main.py
@ -0,0 +1,246 @@
+from fastapi import FastAPI, HTTPException, BackgroundTasks
+from fastapi.middleware.cors import CORSMiddleware
+from pydantic import BaseModel
+from typing import List, Dict, Optional, Any
+import asyncio
+import uuid
+import logging
+from datetime import datetime
+import json
+
+# Setup logging
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+# Initialize FastAPI app
+app = FastAPI(
+    title="CVSA ML Training API", 
+    version="1.0.0",
+    description="ML training service for video classification"
+)
+
+# Enable CORS for web UI
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["http://localhost:3000", "http://localhost:5173"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# Pydantic models
+class Hyperparameter(BaseModel):
+    name: str
+    type: str  # 'number', 'boolean', 'select'
+    value: Any
+    range: Optional[tuple] = None
+    options: Optional[List[str]] = None
+    description: Optional[str] = None
+
+class TrainingConfig(BaseModel):
+    learning_rate: float = 1e-4
+    batch_size: int = 32
+    epochs: int = 10
+    early_stop: bool = True
+    patience: int = 3
+    embedding_model: str = "text-embedding-3-small"
+
+class TrainingRequest(BaseModel):
+    experiment_name: str
+    config: TrainingConfig
+    dataset: Dict[str, Any]
+
+class TrainingStatus(BaseModel):
+    experiment_id: str
+    status: str  # 'pending', 'running', 'completed', 'failed'
+    progress: Optional[float] = None
+    current_epoch: Optional[int] = None
+    total_epochs: Optional[int] = None
+    metrics: Optional[Dict[str, float]] = None
+    error: Optional[str] = None
+
+class ExperimentResult(BaseModel):
+    experiment_id: str
+    experiment_name: str
+    config: TrainingConfig
+    metrics: Dict[str, float]
+    created_at: str
+    status: str
+
+class EmbeddingRequest(BaseModel):
+    texts: List[str]
+    model: str
+
+# In-memory storage for experiments (in production, use database)
+training_sessions: Dict[str, Dict] = {}
+experiments: Dict[str, ExperimentResult] = {}
+
+# Default hyperparameters that will be dynamically discovered
+DEFAULT_HYPERPARAMETERS = [
+    Hyperparameter(
+        name="learning_rate",
+        type="number",
+        value=1e-4,
+        range=(1e-6, 1e-2),
+        description="Learning rate for optimizer"
+    ),
+    Hyperparameter(
+        name="batch_size",
+        type="number", 
+        value=32,
+        range=(8, 256),
+        description="Training batch size"
+    ),
+    Hyperparameter(
+        name="epochs",
+        type="number",
+        value=10,
+        range=(1, 100),
+        description="Number of training epochs"
+    ),
+    Hyperparameter(
+        name="early_stop",
+        type="boolean",
+        value=True,
+        description="Enable early stopping"
+    ),
+    Hyperparameter(
+        name="patience",
+        type="number",
+        value=3,
+        range=(1, 20),
+        description="Early stopping patience"
+    ),
+    Hyperparameter(
+        name="embedding_model",
+        type="select",
+        value="text-embedding-3-small",
+        options=["text-embedding-3-small", "text-embedding-3-large", "text-embedding-ada-002"],
+        description="Embedding model to use"
+    )
+]
+
+@app.get("/")
+async def root():
+    return {"message": "CVSA ML Training API", "version": "1.0.0"}
+
+@app.get("/health")
+async def health_check():
+    return {"status": "healthy", "service": "ml-training-api"}
+
+@app.get("/hyperparameters", response_model=List[Hyperparameter])
+async def get_hyperparameters():
+    """Get all available hyperparameters for the current model"""
+    return DEFAULT_HYPERPARAMETERS
+
+@app.post("/train")
+async def start_training(request: TrainingRequest, background_tasks: BackgroundTasks):
+    """Start a new training experiment"""
+    experiment_id = str(uuid.uuid4())
+    
+    # Store training session
+    training_sessions[experiment_id] = {
+        "experiment_id": experiment_id,
+        "experiment_name": request.experiment_name,
+        "config": request.config.dict(),
+        "dataset": request.dataset,
+        "status": "pending",
+        "created_at": datetime.now().isoformat()
+    }
+    
+    # Start background training task
+    background_tasks.add_task(run_training, experiment_id, request)
+    
+    return {"experiment_id": experiment_id}
+
+@app.get("/train/{experiment_id}/status", response_model=TrainingStatus)
+async def get_training_status(experiment_id: str):
+    """Get training status for an experiment"""
+    if experiment_id not in training_sessions:
+        raise HTTPException(status_code=404, detail="Experiment not found")
+    
+    session = training_sessions[experiment_id]
+    
+    return TrainingStatus(
+        experiment_id=experiment_id,
+        status=session.get("status", "unknown"),
+        progress=session.get("progress"),
+        current_epoch=session.get("current_epoch"),
+        total_epochs=session.get("total_epochs"),
+        metrics=session.get("metrics"),
+        error=session.get("error")
+    )
+
+@app.get("/experiments", response_model=List[ExperimentResult])
+async def list_experiments():
+    """List all experiments"""
+    return list(experiments.values())
+
+@app.get("/experiments/{experiment_id}", response_model=ExperimentResult)
+async def get_experiment(experiment_id: str):
+    """Get experiment details"""
+    if experiment_id not in experiments:
+        raise HTTPException(status_code=404, detail="Experiment not found")
+    
+    return experiments[experiment_id]
+
+@app.post("/embeddings")
+async def generate_embeddings(request: EmbeddingRequest):
+    """Generate embeddings using OpenAI-compatible API"""
+    # This is a placeholder implementation
+    # In production, this would call actual embedding API
+    embeddings = []
+    for text in request.texts:
+        # Mock embedding generation
+        embedding = [0.1] * 1536  # Mock 1536-dimensional embedding
+        embeddings.append(embedding)
+    
+    return embeddings
+
+async def run_training(experiment_id: str, request: TrainingRequest):
+    """Background task to run training"""
+    try:
+        session = training_sessions[experiment_id]
+        session["status"] = "running"
+        session["total_epochs"] = request.config.epochs
+        
+        # Simulate training process
+        for epoch in range(request.config.epochs):
+            session["current_epoch"] = epoch + 1
+            session["progress"] = (epoch + 1) / request.config.epochs
+            
+            # Simulate training metrics
+            session["metrics"] = {
+                "loss": max(0.0, 1.0 - (epoch + 1) * 0.1),
+                "accuracy": min(0.95, 0.5 + (epoch + 1) * 0.05),
+                "val_loss": max(0.0, 0.8 - (epoch + 1) * 0.08),
+                "val_accuracy": min(0.92, 0.45 + (epoch + 1) * 0.04)
+            }
+            
+            logger.info(f"Training epoch {epoch + 1}/{request.config.epochs}")
+            await asyncio.sleep(1)  # Simulate training time
+        
+        # Training completed
+        session["status"] = "completed"
+        final_metrics = session["metrics"]
+        
+        # Store final experiment result
+        experiments[experiment_id] = ExperimentResult(
+            experiment_id=experiment_id,
+            experiment_name=request.experiment_name,
+            config=request.config,
+            metrics=final_metrics,
+            created_at=session["created_at"],
+            status="completed"
+        )
+        
+        logger.info(f"Training completed for experiment {experiment_id}")
+        
+    except Exception as e:
+        session["status"] = "failed"
+        session["error"] = str(e)
+        logger.error(f"Training failed for experiment {experiment_id}: {str(e)}")
+
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(app, host="0.0.0.0", port=8000)
--- a/ml_new/training/requirements.txt
+++ b/ml_new/training/requirements.txt
@ -0,0 +1,12 @@
+fastapi==0.104.1
+uvicorn[standard]==0.24.0
+pydantic==2.5.0
+torch==2.1.0
+transformers==4.36.0
+sentence-transformers==2.2.2
+numpy==1.24.3
+scikit-learn==1.3.2
+pandas==2.1.3
+openai==1.3.7
+psycopg2-binary==2.9.9
+sqlalchemy==2.0.23
--- a/package.json
+++ b/package.json
@ -11,7 +11,7 @@
 			"packages/palette",
 			"packages/temp_frontend",
 			"packages/tracker",
-			"packages/ml"
+			"packages/ml_panel"
 		],
 		"catalog": {
 			"elysia": "^1.4.16"
--- a/packages/core/drizzle/main/schema.ts
+++ b/packages/core/drizzle/main/schema.ts
@ -356,16 +356,13 @@ export const embeddingsInInternal = internal.table("embeddings", {
 	id: serial().primaryKey().notNull(),
 	modelName: text("model_name").notNull(),
 	dataChecksum: text("data_checksum").notNull(),
-	vec2048: vector("vec_2048", { dimensions: 2048 }).notNull(),
-	vec1536: vector("vec_1536", { dimensions: 1536 }).notNull(),
-	vec1024: vector("vec_1024", { dimensions: 1024 }).notNull(),
+	vec2048: vector("vec_2048", { dimensions: 2048 }),
+	vec1536: vector("vec_1536", { dimensions: 1536 }),
+	vec1024: vector("vec_1024", { dimensions: 1024 }),
 	createdAt: timestamp("created_at", { withTimezone: true, mode: 'string' }).default(sql`CURRENT_TIMESTAMP`),
 }, (table) => [
 	unique("embeddings_data_checksum_key").on(table.dataChecksum),
 	check("embeddings_id_not_null", sql`NOT NULL id`),
 	check("embeddings_model_name_not_null", sql`NOT NULL model_name`),
 	check("embeddings_data_checksum_not_null", sql`NOT NULL data_checksum`),
-	check("embeddings_vec_2048_not_null", sql`NOT NULL vec_2048`),
-	check("embeddings_vec_1536_not_null", sql`NOT NULL vec_1536`),
-	check("embeddings_vec_1024_not_null", sql`NOT NULL vec_1024`),
 ]);
--- a/packages/ml/package.json
+++ b/packages/ml/package.json
@ -1,12 +0,0 @@
-{
-	"name": "ml",
-	"module": "index.ts",
-	"type": "module",
-	"private": true,
-	"devDependencies": {
-		"@types/bun": "latest"
-	},
-	"peerDependencies": {
-		"typescript": "^5"
-	}
-}
--- a/packages/ml/tsconfig.json
+++ b/packages/ml/tsconfig.json
@ -1,29 +0,0 @@
-{
-	"compilerOptions": {
-		// Environment setup & latest features
-		"lib": ["ESNext"],
-		"target": "ESNext",
-		"module": "Preserve",
-		"moduleDetection": "force",
-		"jsx": "react-jsx",
-		"allowJs": true,
-
-		// Bundler mode
-		"moduleResolution": "bundler",
-		"allowImportingTsExtensions": true,
-		"verbatimModuleSyntax": true,
-		"noEmit": true,
-
-		// Best practices
-		"strict": true,
-		"skipLibCheck": true,
-		"noFallthroughCasesInSwitch": true,
-		"noUncheckedIndexedAccess": true,
-		"noImplicitOverride": true,
-
-		// Some stricter flags (disabled by default)
-		"noUnusedLocals": false,
-		"noUnusedParameters": false,
-		"noPropertyAccessFromIndexSignature": false
-	}
-}
--- a/packages/ml_panel/bun.lock
+++ b/packages/ml_panel/bun.lock
@ -0,0 +1,475 @@
+{
+  "lockfileVersion": 1,
+  "configVersion": 1,
+  "workspaces": {
+    "": {
+      "name": "ml_panel",
+      "dependencies": {
+        "react": "^19.2.0",
+        "react-dom": "^19.2.0",
+      },
+      "devDependencies": {
+        "@eslint/js": "^9.39.1",
+        "@types/node": "^24.10.1",
+        "@types/react": "^19.2.5",
+        "@types/react-dom": "^19.2.3",
+        "@vitejs/plugin-react": "^5.1.1",
+        "babel-plugin-react-compiler": "^1.0.0",
+        "eslint": "^9.39.1",
+        "eslint-plugin-react-hooks": "^7.0.1",
+        "eslint-plugin-react-refresh": "^0.4.24",
+        "globals": "^16.5.0",
+        "typescript": "~5.9.3",
+        "typescript-eslint": "^8.46.4",
+        "vite": "^7.2.4",
+      },
+    },
+  },
+  "packages": {
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+    "yallist": ["yallist@3.1.1", "", {}, "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g=="],
+
+    "yocto-queue": ["yocto-queue@0.1.0", "", {}, "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q=="],
+
+    "zod": ["zod@4.1.13", "", {}, "sha512-AvvthqfqrAhNH9dnfmrfKzX5upOdjUVJYFqNSlkmGf64gRaTzlPwz99IHYnVs28qYAybvAlBV+H7pn0saFY4Ig=="],
+
+    "zod-validation-error": ["zod-validation-error@4.0.2", "", { "peerDependencies": { "zod": "^3.25.0 || ^4.0.0" } }, "sha512-Q6/nZLe6jxuU80qb/4uJ4t5v2VEZ44lzQjPDhYJNztRQ4wyWc6VF3D3Kb/fAuPetZQnhS3hnajCf9CsWesghLQ=="],
+
+    "@eslint-community/eslint-utils/eslint-visitor-keys": ["eslint-visitor-keys@3.4.3", "", {}, "sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag=="],
+
+    "@eslint/eslintrc/globals": ["globals@14.0.0", "", {}, "sha512-oahGvuMGQlPw/ivIYBjVSrWAfWLBeku5tpPE2fOPLi+WHffIWbuh2tCjhyQhTBPMf5E9jDEH4FOmTYgYwbKwtQ=="],
+
+    "@typescript-eslint/eslint-plugin/ignore": ["ignore@7.0.5", "", {}, "sha512-Hs59xBNfUIunMFgWAbGX5cq6893IbWg4KnrjbYwX3tx0ztorVgTDA6B2sxf8ejHJ4wz8BqGUMYlnzNBer5NvGg=="],
+
+    "@typescript-eslint/typescript-estree/minimatch": ["minimatch@9.0.5", "", { "dependencies": { "brace-expansion": "^2.0.1" } }, "sha512-G6T0ZX48xgozx7587koeX9Ys2NYy6Gmv//P89sEte9V9whIapMNF4idKxnW2QtCcLiTWlb/wfCabAtAFWhhBow=="],
+
+    "@typescript-eslint/typescript-estree/semver": ["semver@7.7.3", "", { "bin": { "semver": "bin/semver.js" } }, "sha512-SdsKMrI9TdgjdweUSR9MweHA4EJ8YxHn8DFaDisvhVlUOe4BF1tLD7GAj0lIqWVl+dPb/rExr0Btby5loQm20Q=="],
+
+    "@typescript-eslint/typescript-estree/minimatch/brace-expansion": ["brace-expansion@2.0.2", "", { "dependencies": { "balanced-match": "^1.0.0" } }, "sha512-Jt0vHyM+jmUBqojB7E1NIYadt0vI0Qxjxd2TErW94wDz+E2LAm5vKMXXwg6ZZBTHPuUlDgQHKXvjGBdfcF1ZDQ=="],
+  }
+}
--- a/packages/ml_panel/components.json
+++ b/packages/ml_panel/components.json
@ -0,0 +1,22 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "new-york",
+  "rsc": false,
+  "tsx": true,
+  "tailwind": {
+    "config": "",
+    "css": "src/index.css",
+    "baseColor": "neutral",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "iconLibrary": "lucide",
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils",
+    "ui": "@/components/ui",
+    "lib": "@/lib",
+    "hooks": "@/hooks"
+  },
+  "registries": {}
+}
--- a/packages/ml_panel/index.html
+++ b/packages/ml_panel/index.html
@ -0,0 +1,13 @@
+<!doctype html>
+<html lang="en">
+	<head>
+		<meta charset="UTF-8" />
+		<link rel="icon" type="image/svg+xml" href="/vite.svg" />
+		<meta name="viewport" content="width=device-width, initial-scale=1.0" />
+		<title>ml_panel</title>
+	</head>
+	<body>
+		<div id="root"></div>
+		<script type="module" src="/src/main.tsx"></script>
+	</body>
+</html>
--- a/packages/ml_panel/lib/data-pipeline/types.ts
+++ b/packages/ml_panel/lib/data-pipeline/types.ts
@ -0,0 +1,47 @@
+// Data pipeline specific types
+import type { DatasetRecord, UserLabel, EmbeddingModel, InconsistentLabel } from "../types";
+
+// Database types from packages/core
+export interface VideoMetadata {
+	aid: number;
+	title: string;
+	description: string;
+	tags: string;
+	createdAt?: string;
+}
+
+export interface VideoTypeLabel {
+	id: number;
+	aid: number;
+	label: boolean;
+	user: string;
+	createdAt: string;
+}
+
+export interface EmbeddingRecord {
+	id: number;
+	modelName: string;
+	dataChecksum: string;
+	vec2048?: number[];
+	vec1536?: number[];
+	vec1024?: number[];
+	createdAt?: string;
+}
+
+export interface DataPipelineConfig {
+	embeddingModels: EmbeddingModel[];
+	batchSize: number;
+	requireConsensus: boolean;
+	maxInconsistentRatio: number;
+}
+
+export interface ProcessedDataset {
+	records: DatasetRecord[];
+	inconsistentLabels: InconsistentLabel[];
+	statistics: {
+		totalRecords: number;
+		labeledRecords: number;
+		inconsistentRecords: number;
+		embeddingCoverage: Record<string, number>;
+	};
+}
--- a/packages/ml_panel/lib/index.ts
+++ b/packages/ml_panel/lib/index.ts
--- a/packages/ml_panel/lib/ml-client.ts
+++ b/packages/ml_panel/lib/ml-client.ts
@ -0,0 +1,107 @@
+// ML Client for communicating with FastAPI service
+import type { TrainingConfig, ExperimentResult } from './types';
+
+export interface Hyperparameter {
+  name: string;
+  type: 'number' | 'boolean' | 'select';
+  value: any;
+  range?: [number, number];
+  options?: string[];
+  description?: string;
+}
+
+export interface TrainingRequest {
+  experimentName: string;
+  config: TrainingConfig;
+  dataset: {
+    aid: number[];
+    embeddings: Record<string, number[]>;
+    labels: Record<number, boolean>;
+  };
+}
+
+export interface TrainingStatus {
+  experimentId: string;
+  status: 'pending' | 'running' | 'completed' | 'failed';
+  progress?: number;
+  currentEpoch?: number;
+  totalEpochs?: number;
+  metrics?: Record<string, number>;
+  error?: string;
+}
+
+export class MLClient {
+  private baseUrl: string;
+
+  constructor(baseUrl: string = 'http://localhost:8000') {
+    this.baseUrl = baseUrl;
+  }
+
+  // Get available hyperparameters from the model
+  async getHyperparameters(): Promise<Hyperparameter[]> {
+    const response = await fetch(`${this.baseUrl}/hyperparameters`);
+    if (!response.ok) {
+      throw new Error(`Failed to get hyperparameters: ${response.statusText}`);
+    }
+    return (await response.json()) as Hyperparameter[];
+  }
+
+  // Start a training experiment
+  async startTraining(request: TrainingRequest): Promise<{ experimentId: string }> {
+    const response = await fetch(`${this.baseUrl}/train`, {
+      method: 'POST',
+      headers: {
+        'Content-Type': 'application/json',
+      },
+      body: JSON.stringify(request),
+    });
+
+    if (!response.ok) {
+      throw new Error(`Failed to start training: ${response.statusText}`);
+    }
+    return (await response.json()) as { experimentId: string };
+  }
+
+  // Get training status
+  async getTrainingStatus(experimentId: string): Promise<TrainingStatus> {
+    const response = await fetch(`${this.baseUrl}/train/${experimentId}/status`);
+    if (!response.ok) {
+      throw new Error(`Failed to get training status: ${response.statusText}`);
+    }
+    return (await response.json()) as TrainingStatus;
+  }
+
+  // Get experiment results
+  async getExperimentResult(experimentId: string): Promise<ExperimentResult> {
+    const response = await fetch(`${this.baseUrl}/experiments/${experimentId}`);
+    if (!response.ok) {
+      throw new Error(`Failed to get experiment result: ${response.statusText}`);
+    }
+    return (await response.json()) as ExperimentResult;
+  }
+
+  // List all experiments
+  async listExperiments(): Promise<ExperimentResult[]> {
+    const response = await fetch(`${this.baseUrl}/experiments`);
+    if (!response.ok) {
+      throw new Error(`Failed to list experiments: ${response.statusText}`);
+    }
+    return (await response.json()) as ExperimentResult[];
+  }
+
+  // Generate embeddings using OpenAI-compatible API
+  async generateEmbeddings(texts: string[], model: string): Promise<number[][]> {
+    const response = await fetch(`${this.baseUrl}/embeddings`, {
+      method: 'POST',
+      headers: {
+        'Content-Type': 'application/json',
+      },
+      body: JSON.stringify({ texts, model }),
+    });
+
+    if (!response.ok) {
+      throw new Error(`Failed to generate embeddings: ${response.statusText}`);
+    }
+    return (await response.json()) as number[][];
+  }
+}
--- a/packages/ml_panel/lib/types.ts
+++ b/packages/ml_panel/lib/types.ts
@ -0,0 +1,54 @@
+// Shared ML types and interfaces
+export interface DatasetRecord {
+	aid: number;
+	title: string;
+	description: string;
+	tags: string;
+	embedding?: number[];
+	label?: boolean;
+	userLabels?: UserLabel[];
+}
+
+export interface UserLabel {
+	user: string;
+	label: boolean;
+	createdAt: string;
+}
+
+export interface EmbeddingModel {
+	name: string;
+	dimensions: number;
+	type: "openai-compatible" | "local";
+	apiEndpoint?: string;
+}
+
+export interface TrainingConfig {
+	learningRate: number;
+	batchSize: number;
+	epochs: number;
+	earlyStop: boolean;
+	patience?: number;
+	embeddingModel: string;
+}
+
+export interface ExperimentResult {
+	experimentId: string;
+	config: TrainingConfig;
+	metrics: {
+		accuracy: number;
+		precision: number;
+		recall: number;
+		f1: number;
+	};
+	createdAt: string;
+	status: "running" | "completed" | "failed";
+}
+
+export interface InconsistentLabel {
+	aid: number;
+	title: string;
+	description: string;
+	tags: string;
+	labels: UserLabel[];
+	consensus?: boolean;
+}
--- a/packages/ml_panel/package.json
+++ b/packages/ml_panel/package.json
@ -0,0 +1,38 @@
+{
+	"name": "ml_panel",
+	"private": true,
+	"version": "0.0.0",
+	"type": "module",
+	"scripts": {
+		"dev": "vite",
+		"build": "tsc -b && vite build",
+		"lint": "eslint .",
+		"preview": "vite preview"
+	},
+	"dependencies": {
+		"@tailwindcss/vite": "^4.1.17",
+		"class-variance-authority": "^0.7.1",
+		"clsx": "^2.1.1",
+		"lucide-react": "^0.556.0",
+		"react": "^19.2.0",
+		"react-dom": "^19.2.0",
+		"tailwind-merge": "^3.4.0",
+		"tailwindcss": "^4.1.17"
+	},
+	"devDependencies": {
+		"@eslint/js": "^9.39.1",
+		"@types/node": "^24.10.2",
+		"@types/react": "^19.2.5",
+		"@types/react-dom": "^19.2.3",
+		"@vitejs/plugin-react": "^5.1.1",
+		"babel-plugin-react-compiler": "^1.0.0",
+		"eslint": "^9.39.1",
+		"eslint-plugin-react-hooks": "^7.0.1",
+		"eslint-plugin-react-refresh": "^0.4.24",
+		"globals": "^16.5.0",
+		"tw-animate-css": "^1.4.0",
+		"typescript": "~5.9.3",
+		"typescript-eslint": "^8.46.4",
+		"vite": "^7.2.4"
+	}
+}
--- a/packages/ml_panel/src/App.tsx
+++ b/packages/ml_panel/src/App.tsx
@ -0,0 +1,5 @@
+function App() {
+	return <></>;
+}
+
+export default App;
--- a/packages/ml_panel/src/index.css
+++ b/packages/ml_panel/src/index.css
@ -0,0 +1,120 @@
+@import "tailwindcss";
+@import "tw-animate-css";
+
+@custom-variant dark (&:is(.dark *));
+
+@theme inline {
+  --radius-sm: calc(var(--radius) - 4px);
+  --radius-md: calc(var(--radius) - 2px);
+  --radius-lg: var(--radius);
+  --radius-xl: calc(var(--radius) + 4px);
+  --color-background: var(--background);
+  --color-foreground: var(--foreground);
+  --color-card: var(--card);
+  --color-card-foreground: var(--card-foreground);
+  --color-popover: var(--popover);
+  --color-popover-foreground: var(--popover-foreground);
+  --color-primary: var(--primary);
+  --color-primary-foreground: var(--primary-foreground);
+  --color-secondary: var(--secondary);
+  --color-secondary-foreground: var(--secondary-foreground);
+  --color-muted: var(--muted);
+  --color-muted-foreground: var(--muted-foreground);
+  --color-accent: var(--accent);
+  --color-accent-foreground: var(--accent-foreground);
+  --color-destructive: var(--destructive);
+  --color-border: var(--border);
+  --color-input: var(--input);
+  --color-ring: var(--ring);
+  --color-chart-1: var(--chart-1);
+  --color-chart-2: var(--chart-2);
+  --color-chart-3: var(--chart-3);
+  --color-chart-4: var(--chart-4);
+  --color-chart-5: var(--chart-5);
+  --color-sidebar: var(--sidebar);
+  --color-sidebar-foreground: var(--sidebar-foreground);
+  --color-sidebar-primary: var(--sidebar-primary);
+  --color-sidebar-primary-foreground: var(--sidebar-primary-foreground);
+  --color-sidebar-accent: var(--sidebar-accent);
+  --color-sidebar-accent-foreground: var(--sidebar-accent-foreground);
+  --color-sidebar-border: var(--sidebar-border);
+  --color-sidebar-ring: var(--sidebar-ring);
+}
+
+:root {
+  --radius: 0.625rem;
+  --background: oklch(1 0 0);
+  --foreground: oklch(0.145 0 0);
+  --card: oklch(1 0 0);
+  --card-foreground: oklch(0.145 0 0);
+  --popover: oklch(1 0 0);
+  --popover-foreground: oklch(0.145 0 0);
+  --primary: oklch(0.205 0 0);
+  --primary-foreground: oklch(0.985 0 0);
+  --secondary: oklch(0.97 0 0);
+  --secondary-foreground: oklch(0.205 0 0);
+  --muted: oklch(0.97 0 0);
+  --muted-foreground: oklch(0.556 0 0);
+  --accent: oklch(0.97 0 0);
+  --accent-foreground: oklch(0.205 0 0);
+  --destructive: oklch(0.577 0.245 27.325);
+  --border: oklch(0.922 0 0);
+  --input: oklch(0.922 0 0);
+  --ring: oklch(0.708 0 0);
+  --chart-1: oklch(0.646 0.222 41.116);
+  --chart-2: oklch(0.6 0.118 184.704);
+  --chart-3: oklch(0.398 0.07 227.392);
+  --chart-4: oklch(0.828 0.189 84.429);
+  --chart-5: oklch(0.769 0.188 70.08);
+  --sidebar: oklch(0.985 0 0);
+  --sidebar-foreground: oklch(0.145 0 0);
+  --sidebar-primary: oklch(0.205 0 0);
+  --sidebar-primary-foreground: oklch(0.985 0 0);
+  --sidebar-accent: oklch(0.97 0 0);
+  --sidebar-accent-foreground: oklch(0.205 0 0);
+  --sidebar-border: oklch(0.922 0 0);
+  --sidebar-ring: oklch(0.708 0 0);
+}
+
+.dark {
+  --background: oklch(0.145 0 0);
+  --foreground: oklch(0.985 0 0);
+  --card: oklch(0.205 0 0);
+  --card-foreground: oklch(0.985 0 0);
+  --popover: oklch(0.205 0 0);
+  --popover-foreground: oklch(0.985 0 0);
+  --primary: oklch(0.922 0 0);
+  --primary-foreground: oklch(0.205 0 0);
+  --secondary: oklch(0.269 0 0);
+  --secondary-foreground: oklch(0.985 0 0);
+  --muted: oklch(0.269 0 0);
+  --muted-foreground: oklch(0.708 0 0);
+  --accent: oklch(0.269 0 0);
+  --accent-foreground: oklch(0.985 0 0);
+  --destructive: oklch(0.704 0.191 22.216);
+  --border: oklch(1 0 0 / 10%);
+  --input: oklch(1 0 0 / 15%);
+  --ring: oklch(0.556 0 0);
+  --chart-1: oklch(0.488 0.243 264.376);
+  --chart-2: oklch(0.696 0.17 162.48);
+  --chart-3: oklch(0.769 0.188 70.08);
+  --chart-4: oklch(0.627 0.265 303.9);
+  --chart-5: oklch(0.645 0.246 16.439);
+  --sidebar: oklch(0.205 0 0);
+  --sidebar-foreground: oklch(0.985 0 0);
+  --sidebar-primary: oklch(0.488 0.243 264.376);
+  --sidebar-primary-foreground: oklch(0.985 0 0);
+  --sidebar-accent: oklch(0.269 0 0);
+  --sidebar-accent-foreground: oklch(0.985 0 0);
+  --sidebar-border: oklch(1 0 0 / 10%);
+  --sidebar-ring: oklch(0.556 0 0);
+}
+
+@layer base {
+  * {
+    @apply border-border outline-ring/50;
+  }
+  body {
+    @apply bg-background text-foreground;
+  }
+}
--- a/packages/ml_panel/src/lib/utils.ts
+++ b/packages/ml_panel/src/lib/utils.ts
@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
--- a/packages/ml_panel/src/main.tsx
+++ b/packages/ml_panel/src/main.tsx
@ -0,0 +1,10 @@
+import { StrictMode } from "react";
+import { createRoot } from "react-dom/client";
+import "./index.css";
+import App from "./App.tsx";
+
+createRoot(document.getElementById("root")!).render(
+	<StrictMode>
+		<App />
+	</StrictMode>
+);
--- a/packages/ml_panel/tsconfig.app.json
+++ b/packages/ml_panel/tsconfig.app.json
@ -0,0 +1,32 @@
+{
+	"compilerOptions": {
+		"baseUrl": ".",
+		"paths": {
+			"@/*": ["./src/*"]
+		},
+		"tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo",
+		"target": "ES2022",
+		"useDefineForClassFields": true,
+		"lib": ["ES2022", "DOM", "DOM.Iterable"],
+		"module": "ESNext",
+		"types": ["vite/client"],
+		"skipLibCheck": true,
+
+		/* Bundler mode */
+		"moduleResolution": "bundler",
+		"allowImportingTsExtensions": true,
+		"verbatimModuleSyntax": true,
+		"moduleDetection": "force",
+		"noEmit": true,
+		"jsx": "react-jsx",
+
+		/* Linting */
+		"strict": true,
+		"noUnusedLocals": true,
+		"noUnusedParameters": true,
+		"erasableSyntaxOnly": true,
+		"noFallthroughCasesInSwitch": true,
+		"noUncheckedSideEffectImports": true
+	},
+	"include": ["src"]
+}
--- a/packages/ml_panel/tsconfig.json
+++ b/packages/ml_panel/tsconfig.json
@ -0,0 +1,10 @@
+{
+	"files": [],
+	"references": [{ "path": "./tsconfig.app.json" }, { "path": "./tsconfig.node.json" }],
+	"compilerOptions": {
+		"baseUrl": ".",
+		"paths": {
+			"@/*": ["./src/*"]
+		}
+	}
+}
--- a/packages/ml_panel/tsconfig.node.json
+++ b/packages/ml_panel/tsconfig.node.json
@ -0,0 +1,26 @@
+{
+	"compilerOptions": {
+		"tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo",
+		"target": "ES2023",
+		"lib": ["ES2023"],
+		"module": "ESNext",
+		"types": ["node"],
+		"skipLibCheck": true,
+
+		/* Bundler mode */
+		"moduleResolution": "bundler",
+		"allowImportingTsExtensions": true,
+		"verbatimModuleSyntax": true,
+		"moduleDetection": "force",
+		"noEmit": true,
+
+		/* Linting */
+		"strict": true,
+		"noUnusedLocals": true,
+		"noUnusedParameters": true,
+		"erasableSyntaxOnly": true,
+		"noFallthroughCasesInSwitch": true,
+		"noUncheckedSideEffectImports": true
+	},
+	"include": ["vite.config.ts"]
+}
--- a/packages/ml_panel/vite.config.ts
+++ b/packages/ml_panel/vite.config.ts
@ -0,0 +1,21 @@
+import { defineConfig } from "vite";
+import react from "@vitejs/plugin-react";
+import path from "path";
+import tailwindcss from "@tailwindcss/vite";
+
+// https://vite.dev/config/
+export default defineConfig({
+	plugins: [
+		react({
+			babel: {
+				plugins: [["babel-plugin-react-compiler"]]
+			}
+		}),
+		tailwindcss()
+	],
+	resolve: {
+		alias: {
+			"@": path.resolve(__dirname, "./src")
+		}
+	}
+});