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Dockerfile

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+FROM python:3.11-slim
+
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+ENV PORT=7860
+ENV PYTHONPATH=/app
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential \
+    curl \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY backend /app/backend
+COPY data_samples /app/data_samples
+
+RUN mkdir -p /data/uploads /data/artifacts
+
+EXPOSE 7860
+
+CMD ["uvicorn", "backend.app.main:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

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+---
+title: ClusterBuster API
+emoji: 📊
+colorFrom: blue
+colorTo: indigo
+sdk: docker
+app_port: 7860
+pinned: false
+---
+
+# ClusterBuster
+
+End to end clustering platform.
+
+Backend:
+- FastAPI
+- SQLite at /data/clusterforge.db
+- Upload datasets
+- Profile datasets
+- Run clustering experiments
+- PCA scatter points
+- Runs and compare APIs
+- CSV export
+
+Frontend:
+- Next.js
+- Upload page
+- New experiment page
+- Runs page
+- Compare page
+
+Deploy:
+- backend repo to Hugging Face Docker Space
+- frontend repo to Vercel

backend/app/api/compare.py

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+import json
+
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from backend.app.db import get_db
+from backend.app.repositories.experiment_repo import get_experiments_by_ids, list_experiments
+
+router = APIRouter(tags=["compare"])
+
+
+@router.get("/compare")
+def compare_experiments(experiment_ids: str | None = Query(default=None), db: Session = Depends(get_db)):
+    if experiment_ids:
+        ids = [x.strip() for x in experiment_ids.split(",") if x.strip()]
+        experiments = get_experiments_by_ids(db, ids)
+    else:
+        experiments = list_experiments(db)
+
+    return {
+        "experiments": [
+            {
+                "experiment_id": exp.id,
+                "dataset_id": exp.dataset_id,
+                "algorithm": exp.algorithm,
+                "status": exp.status,
+                "config": json.loads(exp.config_json) if exp.config_json else {},
+                "metrics": json.loads(exp.metrics_json) if exp.metrics_json else {},
+                "summary": json.loads(exp.summary_json) if exp.summary_json else {},
+                "runtime_ms": exp.runtime_ms,
+                "error_message": exp.error_message,
+            }
+            for exp in experiments
+        ]
+    }

backend/app/api/datasets.py

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+import json
+from pathlib import Path
+
+import pandas as pd
+from fastapi import APIRouter, Depends, File, HTTPException, UploadFile
+from sqlalchemy.orm import Session
+
+from backend.app.db import get_db
+from backend.app.repositories.dataset_repo import create_dataset, get_dataset, list_datasets
+from backend.app.services.profiling_service import profile_dataframe
+from backend.app.utils.ids import make_dataset_id
+
+router = APIRouter(tags=["datasets"])
+
+UPLOAD_DIR = Path("/data/uploads")
+UPLOAD_DIR.mkdir(parents=True, exist_ok=True)
+
+
+@router.get("/datasets")
+def datasets_list(db: Session = Depends(get_db)):
+    datasets = list_datasets(db)
+    return {
+        "datasets": [
+            {
+                "id": d.id,
+                "name": d.name,
+                "row_count": d.row_count,
+                "column_count": d.column_count,
+            }
+            for d in datasets
+        ]
+    }
+
+
+@router.post("/datasets/upload")
+async def upload_dataset(file: UploadFile = File(...), db: Session = Depends(get_db)):
+    if not file.filename:
+        raise HTTPException(status_code=400, detail="Missing file name")
+
+    suffix = Path(file.filename).suffix.lower()
+    if suffix not in {".csv", ".xlsx", ".xls"}:
+        raise HTTPException(status_code=400, detail="Only CSV and Excel files are supported")
+
+    dataset_id = make_dataset_id()
+    path = UPLOAD_DIR / f"{dataset_id}{suffix}"
+
+    content = await file.read()
+    path.write_bytes(content)
+
+    if suffix == ".csv":
+        df = pd.read_csv(path)
+    else:
+        df = pd.read_excel(path)
+
+    profile = profile_dataframe(df)
+
+    create_dataset(
+        db=db,
+        id=dataset_id,
+        name=file.filename,
+        file_path=str(path),
+        row_count=int(len(df)),
+        column_count=int(len(df.columns)),
+        schema_json=json.dumps({"columns": list(df.columns)}),
+        profile_json=json.dumps(profile),
+    )
+
+    return {
+        "dataset_id": dataset_id,
+        "name": file.filename,
+        "row_count": int(len(df)),
+        "column_count": int(len(df.columns)),
+    }
+
+
+@router.get("/datasets/{dataset_id}/profile")
+def dataset_profile(dataset_id: str, db: Session = Depends(get_db)):
+    dataset = get_dataset(db, dataset_id)
+    if not dataset:
+        raise HTTPException(status_code=404, detail="Dataset not found")
+
+    return {
+        "dataset_id": dataset.id,
+        "name": dataset.name,
+        "row_count": dataset.row_count,
+        "column_count": dataset.column_count,
+        "schema": json.loads(dataset.schema_json),
+        "profile": json.loads(dataset.profile_json),
+    }

backend/app/api/experiments.py

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+import json
+import time
+
+import pandas as pd
+from fastapi import APIRouter, Depends, HTTPException
+from pydantic import BaseModel
+from sqlalchemy.orm import Session
+from sklearn.cluster import AgglomerativeClustering, Birch, KMeans
+from sklearn.decomposition import PCA
+from sklearn.metrics import silhouette_score
+
+from backend.app.db import get_db
+from backend.app.repositories.dataset_repo import get_dataset
+from backend.app.repositories.experiment_repo import create_experiment
+from backend.app.utils.ids import make_experiment_id
+
+router = APIRouter(tags=["experiments"])
+
+
+class RunRequest(BaseModel):
+    dataset_id: str
+    name: str | None = None
+    algorithm: str = "kmeans"
+    n_clusters: int = 4
+    feature_columns: list[str]
+
+
+@router.post("/experiments/run")
+def run_experiment(req: RunRequest, db: Session = Depends(get_db)):
+    dataset = get_dataset(db, req.dataset_id)
+    if not dataset:
+        raise HTTPException(status_code=404, detail="Dataset not found")
+
+    if dataset.file_path.endswith(".csv"):
+        df = pd.read_csv(dataset.file_path)
+    else:
+        df = pd.read_excel(dataset.file_path)
+
+    if not req.feature_columns:
+        raise HTTPException(status_code=400, detail="feature_columns is required")
+
+    missing = [c for c in req.feature_columns if c not in df.columns]
+    if missing:
+        raise HTTPException(status_code=400, detail=f"Missing columns: {', '.join(missing)}")
+
+    X = df[req.feature_columns].copy()
+    X = pd.get_dummies(X)
+    X = X.fillna(0)
+
+    start = time.time()
+
+    if req.algorithm == "kmeans":
+        model = KMeans(n_clusters=req.n_clusters, n_init=10, random_state=42)
+        labels = model.fit_predict(X)
+    elif req.algorithm == "agglomerative":
+        model = AgglomerativeClustering(n_clusters=req.n_clusters)
+        labels = model.fit_predict(X)
+    elif req.algorithm == "birch":
+        model = Birch(n_clusters=req.n_clusters)
+        labels = model.fit_predict(X)
+    else:
+        raise HTTPException(status_code=400, detail="Unsupported algorithm")
+
+    runtime_ms = int((time.time() - start) * 1000)
+    unique_labels = sorted(set(labels.tolist()))
+    score = None
+    if len(unique_labels) > 1 and len(unique_labels) < len(X):
+        score = float(silhouette_score(X, labels))
+
+    pca = PCA(n_components=2, random_state=42)
+    coords = pca.fit_transform(X)
+
+    points = [
+        {
+            "row_index": int(i),
+            "cluster_label": int(labels[i]),
+            "x": float(coords[i][0]),
+            "y": float(coords[i][1]),
+        }
+        for i in range(len(labels))
+    ]
+
+    cluster_sizes = {str(label): int((labels == label).sum()) for label in unique_labels}
+    experiment_id = make_experiment_id()
+
+    metrics = {
+        "silhouette_score": score,
+        "cluster_count": len(unique_labels),
+        "row_count": int(len(X)),
+        "runtime_ms": runtime_ms,
+    }
+    summary = {
+        "feature_columns": req.feature_columns,
+        "cluster_sizes": cluster_sizes,
+        "points": points,
+    }
+
+    create_experiment(
+        db=db,
+        id=experiment_id,
+        dataset_id=req.dataset_id,
+        algorithm=req.algorithm,
+        status="completed",
+        config_json=req.model_dump_json(),
+        metrics_json=json.dumps(metrics),
+        summary_json=json.dumps(summary),
+        runtime_ms=runtime_ms,
+        error_message=None,
+    )
+
+    return {
+        "experiment_id": experiment_id,
+        "status": "completed",
+        "silhouette_score": score,
+        "cluster_count": len(unique_labels),
+        "cluster_sizes": cluster_sizes,
+        "runtime_ms": runtime_ms,
+        "points": points,
+    }
+
+
+@router.get("/experiments/{experiment_id}/results")
+def experiment_results(experiment_id: str, db: Session = Depends(get_db)):
+    from backend.app.repositories.experiment_repo import get_experiment
+
+    exp = get_experiment(db, experiment_id)
+    if not exp:
+        raise HTTPException(status_code=404, detail="Experiment not found")
+
+    return {
+        "experiment_id": exp.id,
+        "dataset_id": exp.dataset_id,
+        "algorithm": exp.algorithm,
+        "status": exp.status,
+        "config": json.loads(exp.config_json) if exp.config_json else {},
+        "metrics": json.loads(exp.metrics_json) if exp.metrics_json else {},
+        "summary": json.loads(exp.summary_json) if exp.summary_json else {},
+        "runtime_ms": exp.runtime_ms,
+        "error_message": exp.error_message,
+    }

backend/app/api/exports.py

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+import io
+import json
+
+import pandas as pd
+from fastapi import APIRouter, Depends, HTTPException
+from fastapi.responses import StreamingResponse
+from sqlalchemy.orm import Session
+
+from backend.app.db import get_db
+from backend.app.repositories.dataset_repo import get_dataset
+from backend.app.repositories.experiment_repo import get_experiment
+
+router = APIRouter(tags=["exports"])
+
+
+@router.get("/exports/{experiment_id}")
+def export_experiment(experiment_id: str, db: Session = Depends(get_db)):
+    experiment = get_experiment(db, experiment_id)
+    if not experiment:
+        raise HTTPException(status_code=404, detail="Experiment not found")
+
+    dataset = get_dataset(db, experiment.dataset_id)
+    if not dataset:
+        raise HTTPException(status_code=404, detail="Dataset not found")
+
+    if dataset.file_path.endswith(".csv"):
+        df = pd.read_csv(dataset.file_path)
+    else:
+        df = pd.read_excel(dataset.file_path)
+
+    summary = json.loads(experiment.summary_json) if experiment.summary_json else {}
+    points = summary.get("points", [])
+    if points and len(points) == len(df):
+        export_df = df.copy()
+        export_df["cluster_label"] = [p["cluster_label"] for p in points]
+        export_df["pca_x"] = [p["x"] for p in points]
+        export_df["pca_y"] = [p["y"] for p in points]
+    else:
+        export_df = df.copy()
+
+    metrics = json.loads(experiment.metrics_json) if experiment.metrics_json else {}
+    for key, value in metrics.items():
+        export_df[f"metric_{key}"] = value
+
+    buffer = io.StringIO()
+    export_df.to_csv(buffer, index=False)
+    buffer.seek(0)
+
+    return StreamingResponse(
+        iter([buffer.getvalue()]),
+        media_type="text/csv",
+        headers={"Content-Disposition": f"attachment; filename={experiment_id}_export.csv"},
+    )

backend/app/api/health.py

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+from fastapi import APIRouter
+
+router = APIRouter(tags=["health"])
+
+@router.get("/health")
+def health():
+    return {"ok": True, "service": "clusterbuster-api"}

backend/app/api/presets.py

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+from fastapi import APIRouter
+
+router = APIRouter(tags=["presets"])
+
+@router.get("/presets/algorithms")
+def list_algorithms():
+    return {
+        "algorithms": [
+            {"key": "kmeans", "label": "KMeans", "params": {"n_clusters": 4}},
+            {"key": "agglomerative", "label": "Agglomerative", "params": {"n_clusters": 4}},
+            {"key": "birch", "label": "Birch", "params": {"n_clusters": 4}},
+        ]
+    }

backend/app/api/runs.py

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+import json
+
+from fastapi import APIRouter, Depends
+from sqlalchemy.orm import Session
+
+from backend.app.db import get_db
+from backend.app.repositories.experiment_repo import list_experiments
+
+router = APIRouter(tags=["runs"])
+
+
+@router.get("/runs")
+def get_runs(db: Session = Depends(get_db)):
+    experiments = list_experiments(db)
+    return {
+        "runs": [
+            {
+                "experiment_id": exp.id,
+                "dataset_id": exp.dataset_id,
+                "algorithm": exp.algorithm,
+                "status": exp.status,
+                "metrics": json.loads(exp.metrics_json) if exp.metrics_json else {},
+                "summary": json.loads(exp.summary_json) if exp.summary_json else {},
+                "runtime_ms": exp.runtime_ms,
+                "error_message": exp.error_message,
+            }
+            for exp in experiments
+        ]
+    }

backend/app/db.py

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+import os
+from sqlalchemy import create_engine
+from sqlalchemy.orm import declarative_base, sessionmaker
+
+DB_PATH = os.getenv("DB_PATH", "/data/clusterforge.db")
+DATABASE_URL = f"sqlite:///{DB_PATH}"
+
+engine = create_engine(
+    DATABASE_URL,
+    connect_args={"check_same_thread": False},
+)
+
+SessionLocal = sessionmaker(
+    autocommit=False,
+    autoflush=False,
+    bind=engine,
+)
+
+Base = declarative_base()
+
+
+def init_db() -> None:
+    import backend.app.models.dataset
+    import backend.app.models.experiment
+
+    Base.metadata.create_all(bind=engine)
+
+
+def get_db():
+    db = SessionLocal()
+    try:
+        yield db
+    finally:
+        db.close()

backend/app/main.py

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+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+
+from backend.app.db import init_db
+from backend.app.api.health import router as health_router
+from backend.app.api.datasets import router as datasets_router
+from backend.app.api.presets import router as presets_router
+from backend.app.api.experiments import router as experiments_router
+from backend.app.api.compare import router as compare_router
+from backend.app.api.exports import router as exports_router
+from backend.app.api.runs import router as runs_router
+
+app = FastAPI(title="ClusterBuster API")
+
+
+@app.on_event("startup")
+def on_startup() -> None:
+    init_db()
+
+
+origins = [
+    "http://localhost:3000",
+    "https://cluster-buster.vercel.app",
+]
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=origins,
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+app.include_router(health_router, prefix="/api")
+app.include_router(datasets_router, prefix="/api")
+app.include_router(presets_router, prefix="/api")
+app.include_router(experiments_router, prefix="/api")
+app.include_router(compare_router, prefix="/api")
+app.include_router(exports_router, prefix="/api")
+app.include_router(runs_router, prefix="/api")
+
+
+@app.get("/")
+def root():
+    return {"ok": True, "service": "clusterbuster-api"}

backend/app/models/dataset.py

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+from sqlalchemy import Column, Integer, String, Text
+from backend.app.db import Base
+
+
+class Dataset(Base):
+    __tablename__ = "datasets"
+
+    id = Column(String, primary_key=True, index=True)
+    name = Column(String, nullable=False)
+    file_path = Column(String, nullable=False)
+    row_count = Column(Integer, nullable=False)
+    column_count = Column(Integer, nullable=False)
+    schema_json = Column(Text, nullable=False)
+    profile_json = Column(Text, nullable=False)

backend/app/models/experiment.py

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+from sqlalchemy import Column, Integer, String, Text
+from backend.app.db import Base
+
+
+class Experiment(Base):
+    __tablename__ = "experiments"
+
+    id = Column(String, primary_key=True, index=True)
+    dataset_id = Column(String, nullable=False, index=True)
+    algorithm = Column(String, nullable=False)
+    status = Column(String, nullable=False)
+    config_json = Column(Text, nullable=True)
+    metrics_json = Column(Text, nullable=True)
+    summary_json = Column(Text, nullable=True)
+    runtime_ms = Column(Integer, nullable=True)
+    error_message = Column(Text, nullable=True)

backend/app/repositories/dataset_repo.py

@@ -0,0 +1,35 @@
+from sqlalchemy.orm import Session
+from backend.app.models.dataset import Dataset
+
+
+def create_dataset(
+    db: Session,
+    id: str,
+    name: str,
+    file_path: str,
+    row_count: int,
+    column_count: int,
+    schema_json: str,
+    profile_json: str,
+) -> Dataset:
+    dataset = Dataset(
+        id=id,
+        name=name,
+        file_path=file_path,
+        row_count=row_count,
+        column_count=column_count,
+        schema_json=schema_json,
+        profile_json=profile_json,
+    )
+    db.add(dataset)
+    db.commit()
+    db.refresh(dataset)
+    return dataset
+
+
+def get_dataset(db: Session, dataset_id: str) -> Dataset | None:
+    return db.query(Dataset).filter(Dataset.id == dataset_id).first()
+
+
+def list_datasets(db: Session) -> list[Dataset]:
+    return db.query(Dataset).order_by(Dataset.name.asc()).all()

backend/app/repositories/experiment_repo.py

@@ -0,0 +1,45 @@
+from sqlalchemy.orm import Session
+from backend.app.models.experiment import Experiment
+
+
+def create_experiment(
+    db: Session,
+    id: str,
+    dataset_id: str,
+    algorithm: str,
+    status: str,
+    config_json: str | None = None,
+    metrics_json: str | None = None,
+    summary_json: str | None = None,
+    runtime_ms: int | None = None,
+    error_message: str | None = None,
+) -> Experiment:
+    experiment = Experiment(
+        id=id,
+        dataset_id=dataset_id,
+        algorithm=algorithm,
+        status=status,
+        config_json=config_json,
+        metrics_json=metrics_json,
+        summary_json=summary_json,
+        runtime_ms=runtime_ms,
+        error_message=error_message,
+    )
+    db.add(experiment)
+    db.commit()
+    db.refresh(experiment)
+    return experiment
+
+
+def get_experiment(db: Session, experiment_id: str) -> Experiment | None:
+    return db.query(Experiment).filter(Experiment.id == experiment_id).first()
+
+
+def list_experiments(db: Session) -> list[Experiment]:
+    return db.query(Experiment).order_by(Experiment.id.desc()).all()
+
+
+def get_experiments_by_ids(db: Session, experiment_ids: list[str]) -> list[Experiment]:
+    if not experiment_ids:
+        return []
+    return db.query(Experiment).filter(Experiment.id.in_(experiment_ids)).all()

backend/app/services/profiling_service.py

@@ -0,0 +1,23 @@
+def profile_dataframe(df):
+    numeric_cols = df.select_dtypes(include=["int64", "float64", "int32", "float32"]).columns.tolist()
+    categorical_cols = df.select_dtypes(include=["object", "bool"]).columns.tolist()
+
+    recommended = []
+    if numeric_cols:
+        recommended.extend(["kmeans", "birch"])
+    if categorical_cols:
+        recommended.append("agglomerative")
+
+    cols = []
+    for col in df.columns:
+        cols.append({
+            "name": col,
+            "inferred_type": str(df[col].dtype),
+            "missing_pct": float(df[col].isna().mean()),
+            "cardinality": int(df[col].nunique(dropna=True)),
+        })
+
+    return {
+        "columns": cols,
+        "recommended_algorithms": recommended,
+    }

backend/app/utils/ids.py

@@ -0,0 +1,7 @@
+import secrets
+
+def make_dataset_id() -> str:
+    return "ds_" + secrets.token_hex(4)
+
+def make_experiment_id() -> str:
+    return "exp_" + secrets.token_hex(4)

data_samples/access_demo.csv

@@ -0,0 +1,801 @@
+user_id,department,title,location,application_name,entitlement_count,privileged_access_flag,mfa_enabled,risk_score,peer_access_overlap_score,last_login_days_ago,granted_count_6m,revoked_count_6m,review_count_6m,sensitive_access_flag
+user_0,HR,Manager,NY,Workday,9,0,1,0.464,0.601,168,15,6,1,1
+user_1,Sales,Analyst,TX,Jira,17,1,0,0.226,0.745,128,15,2,0,0
+user_2,HR,Analyst,TX,Workday,28,1,0,0.239,0.819,104,1,6,1,0
+user_3,Engineering,Specialist,TX,Workday,21,1,1,0.914,0.618,172,8,5,12,1
+user_4,Support,Admin,SF,Oracle,17,0,1,0.528,0.73,152,15,9,11,0
+user_5,HR,Analyst,TX,Jira,22,1,1,0.22,0.107,39,19,8,0,0
+user_6,HR,Engineer,Remote,Oracle,21,0,0,0.74,0.157,78,14,7,7,0
+user_7,Finance,Engineer,Remote,Jira,29,1,1,0.765,0.321,38,16,5,8,0
+user_8,Sales,Analyst,SF,Jira,29,0,0,0.386,0.621,104,20,9,10,1
+user_9,Support,Analyst,SF,Oracle,29,0,1,0.67,0.798,42,9,1,8,1
+user_10,Support,Manager,Remote,Jira,19,1,1,0.378,0.32,120,8,8,2,1
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+user_639,HR,Admin,SF,Oracle,39,0,0,0.25,0.174,46,10,7,6,1
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requirements.txt

@@ -0,0 +1,8 @@
+fastapi==0.110.0
+uvicorn==0.29.0
+pandas==2.2.2
+scikit-learn==1.4.2
+numpy==1.26.4
+sqlalchemy==2.0.29
+python-multipart==0.0.9
+openpyxl==3.1.2