diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..8072f0c --- /dev/null +++ b/.gitignore @@ -0,0 +1,35 @@ +# Python +__pycache__/ +*.py[cod] +*.pyc +*.pyo +*.pyd +*.so +*.egg-info/ +.pytest_cache/ +.mypy_cache/ +.tox/ +.cache/ +.coverage +build/ +dist/ +pip-wheel-metadata/ +.env +venv/ +.venv/ +env/ + +# Node +node_modules/ +dist/ +.DS_Store +.env.* +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* + +# Data (add your own data files here) +backend/data/** +!backend/data/.gitkeep diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..e4fba21 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.12 diff --git a/AGENTS.md b/AGENTS.md new file mode 100644 index 0000000..87dbab9 --- /dev/null +++ b/AGENTS.md @@ -0,0 +1,34 @@ +# Repo Instructions + +This repo is a transplant-oriented visualization template. +The primary goal is to help a coding agent copy the relevant pieces into an existing project with minimal churn. + +## Integration Priority + +- Prefer adapting this template into the host project's existing architecture over copying the entire repo structure. +- Preserve the host project's package manager, app shell, router, styling system, and backend layout unless the user explicitly asks to replace them. +- Copy only the infrastructure that materially helps: + - Plot wrapper and Plotly-specific CSS fixes + - typed API client patterns + - example visualization pages as reference material + - simple backend response/model patterns + +## Replacement Priority + +- Treat the experiment domain as demo code. +- Replace these first when integrating into a real project: + - `backend/models/experiment.py` + - `backend/routers/experiments.py` + - `frontend/src/types/experiment.ts` + - `frontend/src/api/experiments.ts` + - `frontend/src/pages/Overview.tsx` + - `frontend/src/pages/HeatmapExplorer.tsx` + +## Local Repo Constraints + +- Python uses root `pyproject.toml` with `uv`. +- Start the backend from repo root as `backend.main:app`. +- Backend env vars are loaded from `backend/.env`. +- Frontend config files are ESM; do not introduce CommonJS `require(...)` into frontend config. +- Keep Plotly's modebar on hover by default unless the user explicitly wants persistent toolbar controls. +- Be careful with global SVG styling; Tailwind base styles can interfere with Plotly UI chrome. diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..c24d1b7 --- /dev/null +++ b/Makefile @@ -0,0 +1,14 @@ +.PHONY: install dev backend frontend + +install: + uv sync + cd frontend && npm ci + +dev: + @$(MAKE) -j2 backend frontend + +backend: + uv run uvicorn backend.main:app --reload --port 8000 + +frontend: + cd frontend && npm run dev diff --git a/README.md b/README.md index 6f180ff..d4eb443 100644 --- a/README.md +++ b/README.md @@ -1 +1,104 @@ -# viz-template \ No newline at end of file +# research-tool-template + +A minimal full-stack template for research data exploration tools. + +**Stack:** FastAPI + Pydantic · Vite + React + TypeScript · Tailwind + shadcn/ui · TanStack Query · Plotly + +## Start Here + +If you want to copy this into an existing app instead of running this repo as-is: + +- read [docs/integrating-into-existing-project.md](docs/integrating-into-existing-project.md) +- paste [docs/agent-prompt-template.md](docs/agent-prompt-template.md) into your coding agent +- run [docs/integration-smoke-checklist.md](docs/integration-smoke-checklist.md) after integration + +## Setup + +```bash +make install # uv sync + npm ci +make dev # starts backend (port 8000) + frontend (port 5173) +``` + +Open [http://localhost:5173](http://localhost:5173). + +### Prerequisites + +- `uv` +- Node.js + npm +- `make` + +### Environment + +If you need backend env vars, copy `backend/.env.example` to `backend/.env`. +The backend loads `backend/.env` even when started from the repo root. + +### Direct commands + +```bash +uv sync +cd frontend && npm ci + +uv run uvicorn backend.main:app --reload --port 8000 +cd frontend && npm run dev +``` + +## Structure + +``` +pyproject.toml # Python project definition for uv +uv.lock # locked Python dependencies + +backend/ + main.py # FastAPI app, CORS, router registration + models/ + experiment.py # Pydantic models — replace with your own + routers/ + experiments.py # API endpoints — replace with your own + data/ # put data files here (gitignored) + +frontend/src/ + api/ + client.ts # base fetch wrapper + TanStack Query client + experiments.ts # typed API functions — mirror your backend here + types/ + experiment.ts # TypeScript interfaces mirroring Pydantic models + components/ + ui/ # shadcn/ui components (copy-paste, no magic) + layout/ # Sidebar + Layout shell + charts/Plot.tsx # thin Plotly wrapper with sensible defaults + pages/ + Overview.tsx # scatter plot + filter controls (example) + HeatmapExplorer.tsx # heatmap with axis/metric selectors (example) + App.tsx # React Router routes +``` + +## Adding a new page + +1. Create `frontend/src/pages/MyPage.tsx` (copy an existing page as a starting point) +2. Add a route in `App.tsx` +3. Add a nav link in `components/layout/Sidebar.tsx` +4. Add a backend router in `backend/routers/` and register it in `main.py` +5. Add typed API functions in `frontend/src/api/` and types in `frontend/src/types/` + +## Plotly chart types + +The `` wrapper accepts any Plotly trace type. Common ones: + +```tsx +// Scatter +data={[{ type: 'scatter', mode: 'markers', x: [...], y: [...] }]} + +// Heatmap +data={[{ type: 'heatmap', z: [[...]], x: [...], y: [...], colorscale: 'Viridis' }]} + +// Bump / line +data={[{ type: 'scatter', mode: 'lines+markers', x: [...], y: [...] }]} + +// Faceted: use layout.grid +layout={{ grid: { rows: 2, columns: 3, pattern: 'independent' } }} +``` + +## Deploying to Railway + +The backend is standard FastAPI — Railway can install from `pyproject.toml` and run it with uvicorn. +Set the `ALLOWED_ORIGINS` env var to your frontend's Railway URL. diff --git a/backend/.env.example b/backend/.env.example new file mode 100644 index 0000000..18005d4 --- /dev/null +++ b/backend/.env.example @@ -0,0 +1 @@ +ALLOWED_ORIGINS=http://localhost:5173 diff --git a/backend/__init__.py b/backend/__init__.py new file mode 100644 index 0000000..225d37e --- /dev/null +++ b/backend/__init__.py @@ -0,0 +1 @@ +"""Backend package for the research tool template.""" diff --git a/backend/data/.gitkeep b/backend/data/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/backend/main.py b/backend/main.py new file mode 100644 index 0000000..4d5b703 --- /dev/null +++ b/backend/main.py @@ -0,0 +1,37 @@ +import os +from pathlib import Path + +from fastapi import FastAPI +from fastapi.middleware.cors import CORSMiddleware +from dotenv import load_dotenv + +from backend.routers import experiments + +BACKEND_DIR = Path(__file__).resolve().parent + +load_dotenv(BACKEND_DIR / ".env") + +app = FastAPI(title="Research Tool API", version="0.1.0") + +allowed_origins = [ + origin.strip() + for origin in os.getenv("ALLOWED_ORIGINS", "http://localhost:5173").split(",") + if origin.strip() +] + +app.add_middleware( + CORSMiddleware, + allow_origins=allowed_origins, + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + +# --- Register routers --- +# Add your own routers here following the same pattern +app.include_router(experiments.router, prefix="/api/experiments", tags=["experiments"]) + + +@app.get("/health") +def health(): + return {"status": "ok"} diff --git a/backend/models/__init__.py b/backend/models/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/backend/models/experiment.py b/backend/models/experiment.py new file mode 100644 index 0000000..c6b44a7 --- /dev/null +++ b/backend/models/experiment.py @@ -0,0 +1,61 @@ +""" +Example Pydantic models for a hyperparameter sweep experiment. +Replace these with your own domain models. + +Pattern to follow: +- One model per logical entity +- Use nested models liberally (Pydantic handles serialization) +- Response models wrap lists with a `total` field for easy pagination later +- Filter/query models as separate classes (can be used as query params or request bodies) +""" + +from pydantic import BaseModel +from typing import Optional + + +# --- Domain models --- + +class HyperparameterConfig(BaseModel): + learning_rate: float + batch_size: int + dropout: float + hidden_dim: int + num_layers: int + + +class Metrics(BaseModel): + accuracy: float + loss: float + val_accuracy: float + val_loss: float + + +class ExperimentResult(BaseModel): + id: str + name: str + config: HyperparameterConfig + metrics: Metrics + epoch: int + created_at: str + + +# --- Response models --- + +class ExperimentsResponse(BaseModel): + experiments: list[ExperimentResult] + total: int + + +class HeatmapResponse(BaseModel): + x_param: str + y_param: str + metric: str + z: list[list[Optional[float]]] # 2D matrix, None = no data + x_labels: list[str] + y_labels: list[str] + + +# --- Filter/query param models --- + +VALID_CONFIG_PARAMS = {"learning_rate", "batch_size", "dropout", "hidden_dim", "num_layers"} +VALID_METRICS = {"accuracy", "loss", "val_accuracy", "val_loss"} diff --git a/backend/routers/__init__.py b/backend/routers/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/backend/routers/experiments.py b/backend/routers/experiments.py new file mode 100644 index 0000000..8ad7037 --- /dev/null +++ b/backend/routers/experiments.py @@ -0,0 +1,177 @@ +""" +Example router: hyperparameter sweep results. + +Demonstrates: +- List endpoint with query-param filtering +- Aggregation endpoint (heatmap) +- In-memory mock data (swap in pandas/DB reads for real use) +""" + +import math +import random +from fastapi import APIRouter, Query, HTTPException +from typing import Optional + +from backend.models.experiment import ( + ExperimentResult, + ExperimentsResponse, + HyperparameterConfig, + Metrics, + HeatmapResponse, + VALID_CONFIG_PARAMS, + VALID_METRICS, +) + +router = APIRouter() + + +# --------------------------------------------------------------------------- +# Mock data — replace with your actual data loading logic +# --------------------------------------------------------------------------- + +def _generate_mock_experiments(n: int = 120) -> list[ExperimentResult]: + rng = random.Random(42) + learning_rates = [1e-4, 5e-4, 1e-3, 5e-3, 1e-2] + batch_sizes = [16, 32, 64, 128] + hidden_dims = [64, 128, 256, 512] + results = [] + + for i in range(n): + lr = rng.choice(learning_rates) + bs = rng.choice(batch_sizes) + dropout = round(rng.uniform(0.1, 0.5), 2) + hidden_dim = rng.choice(hidden_dims) + num_layers = rng.randint(1, 4) + + # Simulate a rough relationship between params and quality + base_acc = ( + 0.68 + + 0.12 * (1 / (1 + abs(lr - 1e-3) * 500)) + + 0.04 * (bs / 128) + + 0.03 * (hidden_dim / 512) + ) + noise = rng.uniform(-0.04, 0.04) + accuracy = round(min(0.99, max(0.50, base_acc + noise)), 4) + val_accuracy = round(max(0.45, accuracy - rng.uniform(0.01, 0.06)), 4) + + results.append( + ExperimentResult( + id=f"exp_{i:04d}", + name=f"run_{i}", + config=HyperparameterConfig( + learning_rate=lr, + batch_size=bs, + dropout=dropout, + hidden_dim=hidden_dim, + num_layers=num_layers, + ), + metrics=Metrics( + accuracy=accuracy, + loss=round(rng.uniform(0.08, 0.75), 4), + val_accuracy=val_accuracy, + val_loss=round(rng.uniform(0.10, 0.85), 4), + ), + epoch=rng.randint(10, 100), + created_at=f"2025-{rng.randint(1,12):02d}-{rng.randint(1,28):02d}", + ) + ) + return results + + +EXPERIMENTS: list[ExperimentResult] = _generate_mock_experiments() + + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + +def _get_config_value(exp: ExperimentResult, param: str) -> float: + return float(exp.config.model_dump()[param]) + + +def _get_metric_value(exp: ExperimentResult, metric: str) -> float: + return float(exp.metrics.model_dump()[metric]) + + +def _config_values_match(left: float, right: float) -> bool: + return math.isclose(left, right, rel_tol=1e-9, abs_tol=1e-12) + + +# --------------------------------------------------------------------------- +# Endpoints +# --------------------------------------------------------------------------- + +@router.get("/", response_model=ExperimentsResponse) +def list_experiments( + batch_sizes: Optional[str] = Query( + None, description="Comma-separated batch sizes, e.g. 32,64" + ), + min_accuracy: Optional[float] = Query(None, ge=0.0, le=1.0), + min_lr: Optional[float] = Query(None, ge=0.0), + max_lr: Optional[float] = Query(None, ge=0.0), + min_hidden_dim: Optional[int] = Query(None), +): + results = EXPERIMENTS + + if batch_sizes: + bs_set = {int(x) for x in batch_sizes.split(",") if x.strip()} + results = [e for e in results if e.config.batch_size in bs_set] + + if min_accuracy is not None: + results = [e for e in results if e.metrics.val_accuracy >= min_accuracy] + + if min_lr is not None: + results = [e for e in results if e.config.learning_rate >= min_lr] + + if max_lr is not None: + results = [e for e in results if e.config.learning_rate <= max_lr] + + if min_hidden_dim is not None: + results = [e for e in results if e.config.hidden_dim >= min_hidden_dim] + + return ExperimentsResponse(experiments=results, total=len(results)) + + +@router.get("/heatmap", response_model=HeatmapResponse) +def get_heatmap( + x_param: str = Query("learning_rate", description="Config param for x-axis"), + y_param: str = Query("batch_size", description="Config param for y-axis"), + metric: str = Query("val_accuracy", description="Metric to aggregate"), +): + if x_param not in VALID_CONFIG_PARAMS: + raise HTTPException(400, f"x_param must be one of {VALID_CONFIG_PARAMS}") + if y_param not in VALID_CONFIG_PARAMS: + raise HTTPException(400, f"y_param must be one of {VALID_CONFIG_PARAMS}") + if metric not in VALID_METRICS: + raise HTTPException(400, f"metric must be one of {VALID_METRICS}") + if x_param == y_param: + raise HTTPException(400, "x_param and y_param must be different") + + x_values = sorted({_get_config_value(e, x_param) for e in EXPERIMENTS}) + y_values = sorted({_get_config_value(e, y_param) for e in EXPERIMENTS}) + + # Build z matrix: rows = y, cols = x + z: list[list[Optional[float]]] = [] + for y_val in y_values: + row: list[Optional[float]] = [] + for x_val in x_values: + matching = [ + e for e in EXPERIMENTS + if _config_values_match(_get_config_value(e, x_param), x_val) + and _config_values_match(_get_config_value(e, y_param), y_val) + ] + if matching: + avg = sum(_get_metric_value(e, metric) for e in matching) / len(matching) + row.append(round(avg, 4)) + else: + row.append(None) + z.append(row) + + return HeatmapResponse( + x_param=x_param, + y_param=y_param, + metric=metric, + z=z, + x_labels=[str(v) for v in x_values], + y_labels=[str(v) for v in y_values], + ) diff --git a/docs/agent-prompt-template.md b/docs/agent-prompt-template.md new file mode 100644 index 0000000..95b6a79 --- /dev/null +++ b/docs/agent-prompt-template.md @@ -0,0 +1,46 @@ +# Agent Prompt Template + +Paste this into your coding agent and then add project-specific context below it. + +```text +Use the visualization template patterns from this repo inside my existing project. + +Constraints: +- preserve my project's existing architecture, package manager, router, and app shell +- copy only the reusable visualization infrastructure +- replace the example experiment domain with my domain immediately +- prefer the smallest possible integration over a broad rewrite +- do not duplicate existing layout, API, or state-management systems if my project already has them + +What to reuse from the template: +- the Plotly wrapper pattern +- Plotly-specific CSS safeguards +- typed API/data-contract patterns +- example page structure only as a reference + +What to replace: +- all example experiment models, endpoints, types, and page-specific field mappings + +Success criteria: +1. one backend endpoint serves real chart data +2. one frontend page renders a real Plotly chart +3. local development works +4. production build works +5. no duplicate shell or package-manager conflicts were introduced + +Before changing code: +- inspect my existing routing, layout, package manager, backend startup, and API conventions +- propose the smallest integration point +- call out any mismatch between my project and the template before copying files mechanically +``` + +## Project-Specific Context To Add + +Append these details before asking the agent to implement: + +- the host project's frontend framework and router +- the host project's backend framework +- the package manager(s) already in use +- the page or route where the visualization should live +- the dataset or API the chart should use +- whether the goal is one chart or a full dashboard diff --git a/docs/integrating-into-existing-project.md b/docs/integrating-into-existing-project.md new file mode 100644 index 0000000..9a80067 --- /dev/null +++ b/docs/integrating-into-existing-project.md @@ -0,0 +1,108 @@ +# Integrating This Template Into an Existing Project + +This repo is meant to be copied into an existing codebase in small pieces, not adopted wholesale. +Use it when you already have an app and want to add one or two visualizations quickly without rethinking your whole stack. + +## What To Copy vs Replace + +### Usually Copy or Adapt + +- `frontend/src/components/charts/Plot.tsx` + - Thin Plotly wrapper with sensible defaults. +- `frontend/src/api/client.ts` + - Typed fetch wrapper and query-client pattern. +- `frontend/src/components/layout/*` + - Only if your host project does not already have an app shell. +- `frontend/src/components/ui/*` + - Only if the host project is already compatible with shadcn/radix-style components or you explicitly want these controls. + +### Replace Immediately + +- `backend/models/experiment.py` +- `backend/routers/experiments.py` +- `frontend/src/types/experiment.ts` +- `frontend/src/api/experiments.ts` +- `frontend/src/pages/Overview.tsx` +- `frontend/src/pages/HeatmapExplorer.tsx` + +Those files are examples of shape and flow, not reusable business logic. + +## Fastest Integration Path + +1. Keep your existing backend and frontend app shells. +2. Copy the Plot wrapper and any Plotly-specific CSS adjustments. +3. Add one backend endpoint that returns the exact data shape needed for one chart. +4. Mirror that shape in the frontend types and one query function. +5. Copy one example page and replace the demo fields with your domain fields. +6. Verify one page and one chart end to end before adding more views. + +If the host app already has a charting or data-fetching abstraction, adapt the pattern instead of copying these files literally. + +## Copy Map By Host Project Situation + +### Existing React App + +- Reuse your existing router, layout, and data layer if they already exist. +- Copy `Plot.tsx` first. +- Copy only the page-level logic from `Overview.tsx` or `HeatmapExplorer.tsx`. +- Re-express the typed query layer in the host app's preferred pattern if it does not use TanStack Query. + +### Existing FastAPI App + +- Reuse the host project's app factory, router registration, settings, and dependency injection patterns. +- Port only the endpoint shape and response-model pattern from the example router. +- Keep the host project's module layout and startup command. + +### Existing Non-FastAPI or Non-React App + +- Use this repo as a behavior and data-contract reference, not a file-for-file transplant. +- The key reusable idea is: + - one endpoint per chart data need + - small typed response models + - one frontend query wrapper per endpoint + - one page per visualization workflow + +## Important Assumptions and Gotchas + +- Python is configured with root `pyproject.toml` and `uv`, not `requirements.txt`. +- In this template, the backend runs from repo root as `uv run uvicorn backend.main:app --reload --port 8000`. +- Backend env vars are loaded from `backend/.env`. +- The frontend uses ESM config files. Do not use CommonJS `require(...)` in frontend config. +- Plotly's modebar should stay on hover by default. Forcing it on all the time makes charts noisier and can surface styling bugs. +- Tailwind's global `svg { display: block; }` behavior can affect Plotly toolbar icons. Preserve the scoped override in `frontend/src/index.css` if you bring Plotly into a Tailwind app. +- The example data model is intentionally simple and synchronous. In a real app, replace the mock in-memory data source immediately. + +## Recommended Adaptation Sequence + +### Backend + +1. Define the minimal response shape for the first visualization. +2. Implement a single endpoint that serves only that shape. +3. Keep the response model small and chart-oriented. + +### Frontend + +1. Add the matching TypeScript type. +2. Add one query function for that endpoint. +3. Copy one example page and replace all demo field names. +4. Remove any demo controls that do not match your domain. + +### UI Shell + +1. Reuse your host app shell if you already have one. +2. Only copy the sidebar/layout components if you are starting from a blank surface. + +## Minimum Success Criteria + +Treat the transplant as complete only when all of these are true: + +- one backend endpoint returns real chart data from the host project +- one frontend page renders a real Plotly visualization +- local development starts cleanly in the host project +- production build still succeeds +- no duplicate app shells, routers, or package-manager conflicts were introduced + +## Recommended Next Docs + +- Use [docs/agent-prompt-template.md](./agent-prompt-template.md) as the starting prompt for a coding agent. +- Use [docs/integration-smoke-checklist.md](./integration-smoke-checklist.md) after the transplant to verify the host project still works end to end. diff --git a/docs/integration-smoke-checklist.md b/docs/integration-smoke-checklist.md new file mode 100644 index 0000000..b66cec6 --- /dev/null +++ b/docs/integration-smoke-checklist.md @@ -0,0 +1,44 @@ +# Integration Smoke Checklist + +Use this after transplanting the template into a host project. + +## Before Running + +- Confirm you did not copy the template's package manager assumptions over the host project's own workflow. +- Confirm the chart page is wired into the host project's existing router or navigation. +- Confirm the backend endpoint is returning host-project data, not the template's mock data. + +## Backend Checks + +- Start the backend using the host project's normal dev command. +- Verify the chart endpoint returns `200`. +- Verify the response shape matches the frontend type exactly. +- Verify any required env vars are loaded from the host project's normal settings path. + +## Frontend Checks + +- Start the frontend using the host project's normal dev command. +- Load the chart page directly by URL. +- Confirm the page renders without console errors. +- Confirm the chart loads real data. +- Confirm the Plotly modebar only appears on hover. +- Confirm Plotly icons are not stretched or blocked by global SVG styles. + +## End-to-End Checks + +- Load the page with both frontend and backend running. +- Exercise one control that changes the query or visualization. +- Confirm network requests hit the intended host-project endpoint. +- Confirm the chart updates with the expected data. + +## Build Checks + +- Run the host project's normal production build. +- Confirm the build succeeds without introducing new config-format errors. +- If the host app uses Tailwind, verify config files match the host project's module format. + +## Regression Checks + +- Confirm you did not introduce a second app shell, sidebar, or router tree. +- Confirm you did not introduce a second fetch/query abstraction if the host project already had one. +- Confirm you did not leave any template-specific labels like `Research Tool`, `Overview`, `Heatmap`, or `experiment` in user-facing copy unless intentionally kept. diff --git a/frontend/index.html b/frontend/index.html new file mode 100644 index 0000000..c7f32e9 --- /dev/null +++ b/frontend/index.html @@ -0,0 +1,12 @@ + + + + + + Research Tool + + +
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"^2.35.2", + "react": "^18.3.1", + "react-dom": "^18.3.1", + "react-plotly.js": "^2.6.0", + "react-router-dom": "^6.28.0", + "tailwind-merge": "^2.5.5", + "tailwindcss-animate": "^1.0.7" + }, + "devDependencies": { + "@playwright/test": "^1.59.1", + "@types/plotly.js": "^2.35.0", + "@types/react": "^18.3.18", + "@types/react-dom": "^18.3.5", + "@types/react-plotly.js": "^2.6.3", + "@vitejs/plugin-react": "^4.3.4", + "autoprefixer": "^10.4.20", + "postcss": "^8.4.49", + "tailwindcss": "^3.4.17", + "typescript": "^5.7.2", + "vite": "^6.0.5" + } +} diff --git a/frontend/postcss.config.js b/frontend/postcss.config.js new file mode 100644 index 0000000..2aa7205 --- /dev/null +++ b/frontend/postcss.config.js @@ -0,0 +1,6 @@ +export default { + plugins: { + tailwindcss: {}, + autoprefixer: {}, + }, +}; diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx new file mode 100644 index 0000000..2ff4f78 --- /dev/null +++ b/frontend/src/App.tsx @@ -0,0 +1,21 @@ +import { BrowserRouter, Routes, Route, Navigate } from "react-router-dom"; +import Layout from "@/components/layout/Layout"; +import Overview from "@/pages/Overview"; +import HeatmapExplorer from "@/pages/HeatmapExplorer"; + +// Add new page imports here + +export default function App() { + return ( + + + }> + } /> + } /> + } /> + {/* Add new routes here */} + + + + ); +} diff --git a/frontend/src/api/client.ts b/frontend/src/api/client.ts new file mode 100644 index 0000000..1a73464 --- /dev/null +++ b/frontend/src/api/client.ts @@ -0,0 +1,53 @@ +import { QueryClient } from "@tanstack/react-query"; + +// Base URL — Vite proxies /api → localhost:8000 in dev. +// In production, set VITE_API_URL to your Railway backend URL. +export const API_BASE = import.meta.env.VITE_API_URL ?? ""; +const API_FETCH_TIMEOUT_MS = 10_000; + +export const queryClient = new QueryClient({ + defaultOptions: { + queries: { + staleTime: 30_000, // 30s before refetching + retry: 1, + refetchOnWindowFocus: false, + }, + }, +}); + +/** + * Typed fetch wrapper. Throws on non-2xx responses. + */ +export async function apiFetch( + path: string, + params?: Record +): Promise { + const url = new URL(`${API_BASE}${path}`, window.location.origin); + + if (params) { + for (const [key, value] of Object.entries(params)) { + if (value !== undefined && value !== null) { + url.searchParams.set(key, String(value)); + } + } + } + + const controller = new AbortController(); + const timeoutId = window.setTimeout(() => controller.abort(), API_FETCH_TIMEOUT_MS); + + try { + const res = await fetch(url.toString(), { signal: controller.signal }); + if (!res.ok) { + const text = await res.text(); + throw new Error(`API error ${res.status}: ${text}`); + } + return res.json() as Promise; + } catch (error) { + if (error instanceof DOMException && error.name === "AbortError") { + throw new Error(`API request timed out after ${API_FETCH_TIMEOUT_MS}ms`); + } + throw error; + } finally { + window.clearTimeout(timeoutId); + } +} diff --git a/frontend/src/api/experiments.ts b/frontend/src/api/experiments.ts new file mode 100644 index 0000000..519ccea --- /dev/null +++ b/frontend/src/api/experiments.ts @@ -0,0 +1,44 @@ +/** + * Typed API functions for the /api/experiments endpoints. + * Each function maps to a TanStack Query queryKey + fetcher pattern. + * + * Usage: + * const { data } = useQuery(experimentsQuery({ min_accuracy: 0.8 })); + */ + +import { useQuery } from "@tanstack/react-query"; +import { apiFetch } from "./client"; +import type { + ExperimentsResponse, + HeatmapResponse, + ExperimentFilters, + HeatmapParams, +} from "@/types/experiment"; + +// --- Query factories --- + +export function experimentsQuery(filters: ExperimentFilters = {}) { + return { + queryKey: ["experiments", filters] as const, + queryFn: () => + apiFetch("/api/experiments/", filters as unknown as Record), + }; +} + +export function heatmapQuery(params: HeatmapParams) { + return { + queryKey: ["heatmap", params] as const, + queryFn: () => + apiFetch("/api/experiments/heatmap", params as unknown as Record), + }; +} + +// --- Convenience hooks --- + +export function useExperiments(filters: ExperimentFilters = {}) { + return useQuery(experimentsQuery(filters)); +} + +export function useHeatmap(params: HeatmapParams) { + return useQuery(heatmapQuery(params)); +} diff --git a/frontend/src/components/charts/Plot.tsx b/frontend/src/components/charts/Plot.tsx new file mode 100644 index 0000000..302edc7 --- /dev/null +++ b/frontend/src/components/charts/Plot.tsx @@ -0,0 +1,61 @@ +/** + * Thin wrapper around react-plotly.js with sensible defaults for research dashboards. + * + * Usage: + * + * + * All Plotly trace types work: scatter, heatmap, bar, histogram, violin, box, etc. + * Extend `defaultLayout` below to change global defaults (font, margins, colors). + */ + +import ReactPlotly from "react-plotly.js"; +import type { Data, Layout, Config } from "plotly.js"; +import type { CSSProperties } from "react"; +import { cn } from "@/lib/utils"; + +interface PlotProps { + data: Data[]; + layout?: Partial; + config?: Partial; + className?: string; + style?: CSSProperties; +} + +const defaultLayout: Partial = { + autosize: true, + margin: { l: 60, r: 24, t: 40, b: 60 }, + font: { family: "Inter, system-ui, sans-serif", size: 12 }, + paper_bgcolor: "rgba(0,0,0,0)", + plot_bgcolor: "rgba(0,0,0,0)", + xaxis: { gridcolor: "#e5e7eb", zeroline: false }, + yaxis: { gridcolor: "#e5e7eb", zeroline: false }, +}; + +const defaultConfig: Partial = { + displayModeBar: "hover", + modeBarButtonsToRemove: ["lasso2d", "select2d"], + responsive: true, +}; + +export default function Plot({ + data, + layout, + config, + className, + style, +}: PlotProps) { + return ( +
+ +
+ ); +} diff --git a/frontend/src/components/layout/Layout.tsx b/frontend/src/components/layout/Layout.tsx new file mode 100644 index 0000000..557fa6f --- /dev/null +++ b/frontend/src/components/layout/Layout.tsx @@ -0,0 +1,13 @@ +import { Outlet } from "react-router-dom"; +import Sidebar from "./Sidebar"; + +export default function Layout() { + return ( +
+ +
+ +
+
+ ); +} diff --git a/frontend/src/components/layout/Sidebar.tsx b/frontend/src/components/layout/Sidebar.tsx new file mode 100644 index 0000000..c203141 --- /dev/null +++ b/frontend/src/components/layout/Sidebar.tsx @@ -0,0 +1,70 @@ +import type { ReactNode } from "react"; +import { NavLink } from "react-router-dom"; +import { BarChart2, Layers, FlaskConical } from "lucide-react"; +import { API_BASE } from "@/api/client"; +import { cn } from "@/lib/utils"; + +interface NavItem { + to: string; + label: string; + icon: ReactNode; +} + +// Add new nav items here when you add new pages +const NAV_ITEMS: NavItem[] = [ + { + to: "/overview", + label: "Overview", + icon: , + }, + { + to: "/heatmap", + label: "Heatmap", + icon: , + }, + // Add new pages here: + // { to: "/my-page", label: "My Page", icon: }, +]; + +export default function Sidebar() { + const apiBaseLabel = API_BASE || "/api"; + + return ( + + ); +} diff --git a/frontend/src/components/ui/badge.tsx b/frontend/src/components/ui/badge.tsx new file mode 100644 index 0000000..c21f1bb --- /dev/null +++ b/frontend/src/components/ui/badge.tsx @@ -0,0 +1,32 @@ +import * as React from "react"; +import { cva, type VariantProps } from "class-variance-authority"; +import { cn } from "@/lib/utils"; + +const badgeVariants = cva( + "inline-flex items-center rounded-full border px-2.5 py-0.5 text-xs font-semibold transition-colors focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2", + { + variants: { + variant: { + default: "border-transparent bg-primary text-primary-foreground hover:bg-primary/80", + secondary: "border-transparent bg-secondary text-secondary-foreground hover:bg-secondary/80", + destructive: "border-transparent bg-destructive text-destructive-foreground hover:bg-destructive/80", + outline: "text-foreground", + }, + }, + defaultVariants: { + variant: "default", + }, + } +); + +export interface BadgeProps + extends React.HTMLAttributes, + VariantProps {} + +function Badge({ className, variant, ...props }: BadgeProps) { + return ( +
+ ); +} + +export { Badge, badgeVariants }; diff --git a/frontend/src/components/ui/button.tsx b/frontend/src/components/ui/button.tsx new file mode 100644 index 0000000..4a152f8 --- /dev/null +++ b/frontend/src/components/ui/button.tsx @@ -0,0 +1,52 @@ +import * as React from "react"; +import { Slot } from "@radix-ui/react-slot"; +import { cva, type VariantProps } from "class-variance-authority"; +import { cn } from "@/lib/utils"; + +const buttonVariants = cva( + "inline-flex items-center justify-center whitespace-nowrap rounded-md text-sm font-medium ring-offset-background transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:pointer-events-none disabled:opacity-50", + { + variants: { + variant: { + default: "bg-primary text-primary-foreground hover:bg-primary/90", + destructive: "bg-destructive text-destructive-foreground hover:bg-destructive/90", + outline: "border border-input bg-background hover:bg-accent hover:text-accent-foreground", + secondary: "bg-secondary text-secondary-foreground hover:bg-secondary/80", + ghost: "hover:bg-accent hover:text-accent-foreground", + link: "text-primary underline-offset-4 hover:underline", + }, + size: { + default: "h-10 px-4 py-2", + sm: "h-9 rounded-md px-3", + lg: "h-11 rounded-md px-8", + icon: "h-10 w-10", + }, + }, + defaultVariants: { + variant: "default", + size: "default", + }, + } +); + +export interface ButtonProps + extends React.ButtonHTMLAttributes, + VariantProps { + asChild?: boolean; +} + +const Button = React.forwardRef( + ({ className, variant, size, asChild = false, ...props }, ref) => { + const Comp = asChild ? Slot : "button"; + return ( + + ); + } +); +Button.displayName = "Button"; + +export { Button, buttonVariants }; diff --git a/frontend/src/components/ui/card.tsx b/frontend/src/components/ui/card.tsx new file mode 100644 index 0000000..c6b7207 --- /dev/null +++ b/frontend/src/components/ui/card.tsx @@ -0,0 +1,75 @@ +import * as React from "react"; +import { cn } from "@/lib/utils"; + +const Card = React.forwardRef< + HTMLDivElement, + React.HTMLAttributes +>(({ className, ...props }, ref) => ( +
+)); +Card.displayName = "Card"; + +const CardHeader = React.forwardRef< + HTMLDivElement, + React.HTMLAttributes +>(({ className, ...props }, ref) => ( +
+)); +CardHeader.displayName = "CardHeader"; + +const CardTitle = React.forwardRef< + HTMLHeadingElement, + React.HTMLAttributes +>(({ className, ...props }, ref) => ( +

+)); +CardTitle.displayName = "CardTitle"; + +const CardDescription = React.forwardRef< + HTMLParagraphElement, + React.HTMLAttributes +>(({ className, ...props }, ref) => ( +

+)); +CardDescription.displayName = "CardDescription"; + +const CardContent = React.forwardRef< + HTMLDivElement, + React.HTMLAttributes +>(({ className, ...props }, ref) => ( +

+)); +CardContent.displayName = "CardContent"; + +const CardFooter = React.forwardRef< + HTMLDivElement, + React.HTMLAttributes +>(({ className, ...props }, ref) => ( +
+)); +CardFooter.displayName = "CardFooter"; + +export { Card, CardHeader, CardFooter, CardTitle, CardDescription, CardContent }; diff --git a/frontend/src/components/ui/label.tsx b/frontend/src/components/ui/label.tsx new file mode 100644 index 0000000..144d6fb --- /dev/null +++ b/frontend/src/components/ui/label.tsx @@ -0,0 +1,23 @@ +import * as React from "react"; +import * as LabelPrimitive from "@radix-ui/react-label"; +import { cva, type VariantProps } from "class-variance-authority"; +import { cn } from "@/lib/utils"; + +const labelVariants = cva( + "text-sm font-medium leading-none peer-disabled:cursor-not-allowed peer-disabled:opacity-70" +); + +const Label = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef & + VariantProps +>(({ className, ...props }, ref) => ( + +)); +Label.displayName = LabelPrimitive.Root.displayName; + +export { Label }; diff --git a/frontend/src/components/ui/select.tsx b/frontend/src/components/ui/select.tsx new file mode 100644 index 0000000..1667821 --- /dev/null +++ b/frontend/src/components/ui/select.tsx @@ -0,0 +1,147 @@ +import * as React from "react"; +import * as SelectPrimitive from "@radix-ui/react-select"; +import { Check, ChevronDown, ChevronUp } from "lucide-react"; +import { cn } from "@/lib/utils"; + +const Select = SelectPrimitive.Root; +const SelectGroup = SelectPrimitive.Group; +const SelectValue = SelectPrimitive.Value; + +const SelectTrigger = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, ...props }, ref) => ( + span]:line-clamp-1", + className + )} + {...props} + > + {children} + + + + +)); +SelectTrigger.displayName = SelectPrimitive.Trigger.displayName; + +const SelectScrollUpButton = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + + + +)); +SelectScrollUpButton.displayName = SelectPrimitive.ScrollUpButton.displayName; + +const SelectScrollDownButton = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + + + +)); +SelectScrollDownButton.displayName = SelectPrimitive.ScrollDownButton.displayName; + +const SelectContent = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, position = "popper", ...props }, ref) => ( + + + + + {children} + + + + +)); +SelectContent.displayName = SelectPrimitive.Content.displayName; + +const SelectLabel = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)); +SelectLabel.displayName = SelectPrimitive.Label.displayName; + +const SelectItem = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, ...props }, ref) => ( + + + + + + + {children} + +)); +SelectItem.displayName = SelectPrimitive.Item.displayName; + +const SelectSeparator = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)); +SelectSeparator.displayName = SelectPrimitive.Separator.displayName; + +export { + Select, + SelectGroup, + SelectValue, + SelectTrigger, + SelectContent, + SelectLabel, + SelectItem, + SelectSeparator, + SelectScrollUpButton, + SelectScrollDownButton, +}; diff --git a/frontend/src/components/ui/separator.tsx b/frontend/src/components/ui/separator.tsx new file mode 100644 index 0000000..46d68b7 --- /dev/null +++ b/frontend/src/components/ui/separator.tsx @@ -0,0 +1,23 @@ +import * as React from "react"; +import * as SeparatorPrimitive from "@radix-ui/react-separator"; +import { cn } from "@/lib/utils"; + +const Separator = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, orientation = "horizontal", decorative = true, ...props }, ref) => ( + +)); +Separator.displayName = SeparatorPrimitive.Root.displayName; + +export { Separator }; diff --git a/frontend/src/components/ui/slider.tsx b/frontend/src/components/ui/slider.tsx new file mode 100644 index 0000000..0a3c90d --- /dev/null +++ b/frontend/src/components/ui/slider.tsx @@ -0,0 +1,25 @@ +import * as React from "react"; +import * as SliderPrimitive from "@radix-ui/react-slider"; +import { cn } from "@/lib/utils"; + +const Slider = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + + + + + + +)); +Slider.displayName = SliderPrimitive.Root.displayName; + +export { Slider }; diff --git a/frontend/src/index.css b/frontend/src/index.css new file mode 100644 index 0000000..e75ee89 --- /dev/null +++ b/frontend/src/index.css @@ -0,0 +1,67 @@ +@tailwind base; +@tailwind components; +@tailwind utilities; + +@layer base { + :root { + --background: 0 0% 100%; + --foreground: 240 10% 3.9%; + --card: 0 0% 100%; + --card-foreground: 240 10% 3.9%; + --popover: 0 0% 100%; + --popover-foreground: 240 10% 3.9%; + --primary: 240 5.9% 10%; + --primary-foreground: 0 0% 98%; + --secondary: 240 4.8% 95.9%; + --secondary-foreground: 240 5.9% 10%; + --muted: 240 4.8% 95.9%; + --muted-foreground: 240 3.8% 46.1%; + --accent: 240 4.8% 95.9%; + --accent-foreground: 240 5.9% 10%; + --destructive: 0 84.2% 60.2%; + --destructive-foreground: 0 0% 98%; + --border: 240 5.9% 90%; + --input: 240 5.9% 90%; + --ring: 240 10% 3.9%; + --radius: 0.5rem; + } + + .dark { + --background: 240 10% 3.9%; + --foreground: 0 0% 98%; + --card: 240 10% 3.9%; + --card-foreground: 0 0% 98%; + --popover: 240 10% 3.9%; + --popover-foreground: 0 0% 98%; + --primary: 0 0% 98%; + --primary-foreground: 240 5.9% 10%; + --secondary: 240 3.7% 15.9%; + --secondary-foreground: 0 0% 98%; + --muted: 240 3.7% 15.9%; + --muted-foreground: 240 5% 64.9%; + --accent: 240 3.7% 15.9%; + --accent-foreground: 0 0% 98%; + --destructive: 0 62.8% 30.6%; + --destructive-foreground: 0 0% 98%; + --border: 240 3.7% 15.9%; + --input: 240 3.7% 15.9%; + --ring: 240 4.9% 83.9%; + } +} + +@layer base { + * { + @apply border-border; + } + body { + @apply bg-background text-foreground; + font-feature-settings: "rlig" 1, "calt" 1; + } +} + +@layer base { + .js-plotly-plot .plotly .modebar-btn svg { + display: inline-block; + vertical-align: middle; + } +} diff --git a/frontend/src/lib/utils.ts b/frontend/src/lib/utils.ts new file mode 100644 index 0000000..a5ef193 --- /dev/null +++ b/frontend/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)); +} diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx new file mode 100644 index 0000000..39a2d5c --- /dev/null +++ b/frontend/src/main.tsx @@ -0,0 +1,14 @@ +import React from "react"; +import ReactDOM from "react-dom/client"; +import { QueryClientProvider } from "@tanstack/react-query"; +import { queryClient } from "@/api/client"; +import App from "./App"; +import "./index.css"; + +ReactDOM.createRoot(document.getElementById("root")!).render( + + + + + +); diff --git a/frontend/src/pages/HeatmapExplorer.tsx b/frontend/src/pages/HeatmapExplorer.tsx new file mode 100644 index 0000000..c6e716b --- /dev/null +++ b/frontend/src/pages/HeatmapExplorer.tsx @@ -0,0 +1,177 @@ +/** + * Heatmap Explorer — average metric value across two hyperparameter dimensions. + * + * Demonstrates: + * - useHeatmap hook with dynamic params + * - Axis and metric selectors (Select dropdowns) + * - Plotly heatmap with colorscale + * + * To adapt: + * 1. Swap useHeatmap for your own hook + * 2. Update CONFIG_PARAMS and METRIC_KEYS to match your data + * 3. Adjust the heatmap colorscale / text template as needed + */ + +import { useState } from "react"; +import { useHeatmap } from "@/api/experiments"; +import Plot from "@/components/charts/Plot"; +import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"; +import { Label } from "@/components/ui/label"; +import { + Select, + SelectContent, + SelectItem, + SelectTrigger, + SelectValue, +} from "@/components/ui/select"; +import { CONFIG_PARAMS, METRIC_KEYS, type ConfigParam, type MetricKey } from "@/types/experiment"; + +const PARAM_LABELS: Record = { + learning_rate: "Learning Rate", + batch_size: "Batch Size", + dropout: "Dropout", + hidden_dim: "Hidden Dim", + num_layers: "Num Layers", +}; + +const METRIC_LABELS: Record = { + accuracy: "Accuracy", + loss: "Loss", + val_accuracy: "Val Accuracy", + val_loss: "Val Loss", +}; + +export default function HeatmapExplorer() { + const [xParam, setXParam] = useState("learning_rate"); + const [yParam, setYParam] = useState("batch_size"); + const [metric, setMetric] = useState("val_accuracy"); + + // Prevent x == y + function handleXChange(val: ConfigParam) { + setXParam(val); + if (val === yParam) { + const fallback = CONFIG_PARAMS.find((p) => p !== val); + if (fallback) setYParam(fallback); + } + } + function handleYChange(val: ConfigParam) { + setYParam(val); + if (val === xParam) { + const fallback = CONFIG_PARAMS.find((p) => p !== val); + if (fallback) setXParam(fallback); + } + } + + const { data, isLoading, error } = useHeatmap({ x_param: xParam, y_param: yParam, metric }); + + return ( +
+
+

Heatmap Explorer

+

+ Average metric value across two hyperparameter axes +

+
+ +
+ {/* Controls */} + + + Axes + + +
+ + +
+ +
+ + +
+ +
+ + +
+ + + + {/* Heatmap */} + + + {isLoading && ( +
+ Loading... +
+ )} + {error && ( +
+ Error: {error.message} +
+ )} + {!isLoading && !error && data && ( + ${PARAM_LABELS[yParam]}: %{y}
${METRIC_LABELS[metric]}: %{z:.4f}`, + showscale: true, + colorbar: { thickness: 15, len: 0.8 }, + }, + ]} + layout={{ + xaxis: { title: { text: PARAM_LABELS[xParam] } }, + yaxis: { title: { text: PARAM_LABELS[yParam] } }, + height: 460, + annotations: [], + }} + style={{ height: "460px" }} + /> + )} + + +
+
+ ); +} diff --git a/frontend/src/pages/Overview.tsx b/frontend/src/pages/Overview.tsx new file mode 100644 index 0000000..d4287c2 --- /dev/null +++ b/frontend/src/pages/Overview.tsx @@ -0,0 +1,211 @@ +/** + * Overview page — scatter plot of experiment results with filter controls. + * + * Demonstrates: + * - useExperiments hook (TanStack Query) + * - Filter state → query params → re-fetch pattern + * - Summary stat cards + * - Plotly scatter with color encoding + * + * To adapt this page for your data: + * 1. Swap useExperiments for your own hook + * 2. Update the filter controls to match your hyperparameters + * 3. Update the Plotly trace to use your fields + */ + +import { useState } from "react"; +import { useExperiments } from "@/api/experiments"; +import Plot from "@/components/charts/Plot"; +import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"; +import { Label } from "@/components/ui/label"; +import { Slider } from "@/components/ui/slider"; +import { Badge } from "@/components/ui/badge"; +import type { ExperimentResult } from "@/types/experiment"; + +const BATCH_SIZES = [16, 32, 64, 128]; + +function StatCard({ label, value }: { label: string; value: string | number }) { + return ( + + + + {label} + + + +

{value}

+ + + ); +} + +function buildScatterTrace(experiments: ExperimentResult[]) { + // Color by batch size + const batchSizes = experiments.map((e) => e.config.batch_size); + const uniqueBs = [...new Set(batchSizes)].sort((a, b) => a - b); + const colormap: Record = { + 16: "#6366f1", + 32: "#0ea5e9", + 64: "#10b981", + 128: "#f59e0b", + }; + + return uniqueBs.map((bs) => { + const subset = experiments.filter((e) => e.config.batch_size === bs); + return { + type: "scatter" as const, + mode: "markers" as const, + name: `batch_size=${bs}`, + x: subset.map((e) => e.config.learning_rate), + y: subset.map((e) => e.metrics.val_accuracy), + text: subset.map( + (e) => + `${e.name}
lr=${e.config.learning_rate}
val_acc=${e.metrics.val_accuracy}
hidden_dim=${e.config.hidden_dim}` + ), + hovertemplate: "%{text}", + marker: { + color: colormap[bs] ?? "#888", + size: 8, + opacity: 0.8, + }, + }; + }); +} + +export default function Overview() { + const [minAccuracy, setMinAccuracy] = useState(0.0); + const [activeBatchSizes, setActiveBatchSizes] = useState>( + new Set(BATCH_SIZES) + ); + + const filters = { + min_accuracy: minAccuracy > 0 ? minAccuracy : undefined, + batch_sizes: + activeBatchSizes.size < BATCH_SIZES.length + ? [...activeBatchSizes].join(",") + : undefined, + }; + + const { data, isLoading, error } = useExperiments(filters); + + const experiments = data?.experiments ?? []; + const bestAcc = experiments.length + ? Math.max(...experiments.map((e) => e.metrics.val_accuracy)).toFixed(4) + : "—"; + const avgLoss = + experiments.length + ? ( + experiments.reduce((s, e) => s + e.metrics.val_loss, 0) / + experiments.length + ).toFixed(4) + : "—"; + + function toggleBatchSize(bs: number) { + setActiveBatchSizes((prev) => { + const next = new Set(prev); + if (next.has(bs)) { + if (next.size > 1) next.delete(bs); // always keep at least one + } else { + next.add(bs); + } + return next; + }); + } + + return ( +
+
+

Overview

+

+ Validation accuracy vs. learning rate across runs +

+
+ + {/* Stat cards */} +
+ + + +
+ +
+ {/* Filter panel */} + + + Filters + + + {/* Min accuracy slider */} +
+ + setMinAccuracy(v)} + /> +
+ + {/* Batch size toggles */} +
+ +
+ {BATCH_SIZES.map((bs) => ( + toggleBatchSize(bs)} + > + {bs} + + ))} +
+
+ + + + {/* Chart */} + + + {isLoading && ( +
+ Loading... +
+ )} + {error && ( +
+ Error: {error.message} +
+ )} + {!isLoading && !error && ( + + )} + + +
+
+ ); +} diff --git a/frontend/src/types/experiment.ts b/frontend/src/types/experiment.ts new file mode 100644 index 0000000..634f3fa --- /dev/null +++ b/frontend/src/types/experiment.ts @@ -0,0 +1,75 @@ +/** + * TypeScript mirrors of backend Pydantic models. + * Keep these in sync with backend/models/experiment.py. + */ + +export interface HyperparameterConfig { + learning_rate: number; + batch_size: number; + dropout: number; + hidden_dim: number; + num_layers: number; +} + +export interface Metrics { + accuracy: number; + loss: number; + val_accuracy: number; + val_loss: number; +} + +export interface ExperimentResult { + id: string; + name: string; + config: HyperparameterConfig; + metrics: Metrics; + epoch: number; + created_at: string; +} + +export interface ExperimentsResponse { + experiments: ExperimentResult[]; + total: number; +} + +export interface HeatmapResponse { + x_param: string; + y_param: string; + metric: string; + z: (number | null)[][]; + x_labels: string[]; + y_labels: string[]; +} + +// Filter params sent as query strings +export interface ExperimentFilters { + batch_sizes?: string; // comma-separated + min_accuracy?: number; + min_lr?: number; + max_lr?: number; + min_hidden_dim?: number; +} + +export interface HeatmapParams { + x_param: string; + y_param: string; + metric: string; +} + +export const CONFIG_PARAMS = [ + "learning_rate", + "batch_size", + "dropout", + "hidden_dim", + "num_layers", +] as const; + +export const METRIC_KEYS = [ + "accuracy", + "loss", + "val_accuracy", + "val_loss", +] as const; + +export type ConfigParam = (typeof CONFIG_PARAMS)[number]; +export type MetricKey = (typeof METRIC_KEYS)[number]; diff --git a/frontend/tailwind.config.js b/frontend/tailwind.config.js new file mode 100644 index 0000000..a7542aa --- /dev/null +++ b/frontend/tailwind.config.js @@ -0,0 +1,67 @@ +import tailwindcssAnimate from "tailwindcss-animate"; + +/** @type {import('tailwindcss').Config} */ +export default { + darkMode: ["class"], + content: ["./index.html", "./src/**/*.{ts,tsx}"], + theme: { + container: { + center: true, + padding: "2rem", + screens: { "2xl": "1400px" }, + }, + extend: { + colors: { + border: "hsl(var(--border))", + input: "hsl(var(--input))", + ring: "hsl(var(--ring))", + background: "hsl(var(--background))", + foreground: "hsl(var(--foreground))", + primary: { + DEFAULT: "hsl(var(--primary))", + foreground: "hsl(var(--primary-foreground))", + }, + secondary: { + DEFAULT: "hsl(var(--secondary))", + foreground: "hsl(var(--secondary-foreground))", + }, + destructive: { + DEFAULT: "hsl(var(--destructive))", + foreground: "hsl(var(--destructive-foreground))", + }, + muted: { + DEFAULT: "hsl(var(--muted))", + foreground: "hsl(var(--muted-foreground))", + }, + accent: { + DEFAULT: "hsl(var(--accent))", + foreground: "hsl(var(--accent-foreground))", + }, + card: { + DEFAULT: "hsl(var(--card))", + foreground: "hsl(var(--card-foreground))", + }, + }, + borderRadius: { + lg: "var(--radius)", + md: "calc(var(--radius) - 2px)", + sm: "calc(var(--radius) - 4px)", + }, + keyframes: { + "accordion-down": { + from: { height: "0" }, + to: { height: "var(--radix-accordion-content-height)" }, + }, + "accordion-up": { + from: { height: "var(--radix-accordion-content-height)" }, + to: { height: "0" }, + }, + }, + animation: { + "accordion-down": "accordion-down 0.2s ease-out", + "accordion-up": "accordion-up 0.2s ease-out", + }, + }, + }, + plugins: [tailwindcssAnimate], +}; diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json new file mode 100644 index 0000000..5e0f99a --- /dev/null +++ b/frontend/tsconfig.json @@ -0,0 +1,26 @@ +{ + "compilerOptions": { + "target": "ES2020", + "useDefineForClassFields": true, + "lib": ["ES2020", "DOM", "DOM.Iterable"], + "types": ["vite/client"], + "module": "ESNext", + "skipLibCheck": true, + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "resolveJsonModule": true, + "isolatedModules": true, + "noEmit": true, + "jsx": "react-jsx", + "strict": true, + "noUnusedLocals": false, + "noUnusedParameters": false, + "noFallthroughCasesInSwitch": true, + "baseUrl": ".", + "paths": { + "@/*": ["./src/*"] + } + }, + "include": ["src"], + "references": [{ "path": "./tsconfig.node.json" }] +} diff --git a/frontend/tsconfig.node.json b/frontend/tsconfig.node.json new file mode 100644 index 0000000..42872c5 --- /dev/null +++ b/frontend/tsconfig.node.json @@ -0,0 +1,10 @@ +{ + "compilerOptions": { + "composite": true, + "skipLibCheck": true, + "module": "ESNext", + "moduleResolution": "bundler", + "allowSyntheticDefaultImports": true + }, + "include": ["vite.config.ts"] +} diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts new file mode 100644 index 0000000..7f2547c --- /dev/null +++ b/frontend/vite.config.ts @@ -0,0 +1,25 @@ +import { defineConfig } from "vite"; +import react from "@vitejs/plugin-react"; +import path from "path"; +import { fileURLToPath } from "url"; + +const configDir = path.dirname(fileURLToPath(import.meta.url)); + +export default defineConfig({ + plugins: [react()], + resolve: { + alias: { + "@": path.resolve(configDir, "./src"), + }, + }, + server: { + port: 5173, + proxy: { + // Proxy /api requests to FastAPI during development + "/api": { + target: "http://localhost:8000", + changeOrigin: true, + }, + }, + }, +}); diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..59f5c9d --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,14 @@ +[project] +name = "research-tool-template" +version = "0.1.0" +description = "Minimal full-stack template for research data exploration tools" +requires-python = ">=3.12" +dependencies = [ + "fastapi>=0.115.0", + "pydantic>=2.9.0", + "python-dotenv>=1.0.0", + "uvicorn[standard]>=0.32.0", +] + +[tool.uv] +package = false diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000..b5a021a --- /dev/null +++ b/uv.lock @@ -0,0 +1,479 @@ +version = 1 +revision = 1 +requires-python = ">=3.12" + 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