From 4d57de608a6f6de00202124abcb2132f31c760a9 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Wed, 4 Mar 2026 15:59:17 -0300 Subject: [PATCH 01/22] Initial config of the project structure and depend --- backend-solution/.gitignore | 21 + backend-solution/.python-version | 1 + backend-solution/README.md | 0 backend-solution/app/main.py | 8 + backend-solution/app/routers/series.py | 0 backend-solution/pyproject.toml | 44 + backend-solution/uv.lock | 1395 ++++++++++++++++++++++++ 7 files changed, 1469 insertions(+) create mode 100644 backend-solution/.gitignore create mode 100644 backend-solution/.python-version create mode 100644 backend-solution/README.md create mode 100644 backend-solution/app/main.py create mode 100644 backend-solution/app/routers/series.py create mode 100644 backend-solution/pyproject.toml create mode 100644 backend-solution/uv.lock diff --git a/backend-solution/.gitignore b/backend-solution/.gitignore new file mode 100644 index 0000000000..2fbda58d17 --- /dev/null +++ b/backend-solution/.gitignore @@ -0,0 +1,21 @@ +.venv/ +__pycache__/ +*.pyc + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/* + +# ruff +.ruff_cache/ diff --git a/backend-solution/.python-version b/backend-solution/.python-version new file mode 100644 index 0000000000..2c0733315e --- /dev/null +++ b/backend-solution/.python-version @@ -0,0 +1 @@ +3.11 diff --git a/backend-solution/README.md b/backend-solution/README.md new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend-solution/app/main.py b/backend-solution/app/main.py new file mode 100644 index 0000000000..a17d1256fa --- /dev/null +++ b/backend-solution/app/main.py @@ -0,0 +1,8 @@ +from fastapi import FastAPI + +app = FastAPI() + + +@app.get('/') +def read_root(): + return {'message': 'hello!'} diff --git a/backend-solution/app/routers/series.py 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b/backend-solution/app/models.py new file mode 100644 index 0000000000..2f6632f2a5 --- /dev/null +++ b/backend-solution/app/models.py @@ -0,0 +1,46 @@ +from datetime import datetime + +from sqlalchemy import ForeignKey, func +from sqlalchemy.orm import ( + Mapped, + mapped_as_dataclass, + mapped_column, + registry, + relationship, +) + +table_registry = registry() + + +@mapped_as_dataclass(table_registry) +class TimeSeries: + __tablename__ = 'time_series' + + id: Mapped[int] = mapped_column(primary_key=True, init=False) + name: Mapped[str] + created_at: Mapped[datetime] = mapped_column( + init=False, server_default=func.now() + ) + created_at: Mapped[datetime] = mapped_column( + default_factory=datetime.now, init=False + ) + + data_points: Mapped[list['DataPoints']] = relationship( + back_populates='series', cascade='all, delete-orphan', init=False + ) + + +@mapped_as_dataclass(table_registry) +class DataPoints: + __tablename__ = 'data_points' + + id: Mapped[int] = mapped_column(primary_key=True, init=False) + series_id: Mapped[int] = mapped_column( + ForeignKey('time_series.id'), init=False + ) + timestamp: Mapped[datetime] + value: Mapped[float] + + series: Mapped['TimeSeries'] = relationship( + back_populates='data_points', init=False + ) diff --git a/backend-solution/pyproject.toml b/backend-solution/pyproject.toml index 2b36b12e0f..27d1e5e3b0 100644 --- a/backend-solution/pyproject.toml +++ b/backend-solution/pyproject.toml @@ -6,6 +6,8 @@ readme = "README.md" requires-python = ">=3.11,<4.0" dependencies = [ "fastapi[standard]>=0.135.1", + "pydantic-settings>=2.13.1", + "sqlalchemy>=2.0.48", ] [dependency-groups] @@ -15,6 +17,7 @@ dev = [ "taskipy>=1.14.1,<2.0.0", "ruff>=0.15.4,<0.16.0", "typos>=1.44.0,<2.0.0", + "pyright>=1.1.408", ] [tool.ruff] diff --git a/backend-solution/tests/conftest.py b/backend-solution/tests/conftest.py new file mode 100644 index 0000000000..f8e4cd4ba1 --- /dev/null +++ b/backend-solution/tests/conftest.py @@ -0,0 +1,24 @@ +import pytest +from fastapi.testclient import TestClient +from sqlalchemy import create_engine +from sqlalchemy.orm import Session + +from app.main import app +from app.models import table_registry + + +@pytest.fixture +def client(): + return TestClient(app) + + +@pytest.fixture +def session(): + engine = create_engine('sqlite:///:memory:') + table_registry.metadata.create_all(engine) + + with Session(engine) as session: + yield session + + table_registry.metadata.drop_all(engine) + engine.dispose() diff --git a/backend-solution/tests/test_db.py b/backend-solution/tests/test_db.py new file mode 100644 index 0000000000..a5f74ef99b --- /dev/null +++ b/backend-solution/tests/test_db.py @@ -0,0 +1,78 @@ +from datetime import datetime + +from sqlalchemy import select + +from app.models import DataPoints, TimeSeries + + +def test_create_time_series(session): + new_series = TimeSeries(name='Sensor Temperatura') + session.add(new_series) + session.commit() + + series = session.scalar( + select(TimeSeries).where(TimeSeries.name == 'Sensor Temperatura') + ) + + assert series.id is not None + assert series.name == 'Sensor Temperatura' + assert series.created_at is not None + + +def test_create_time_series_with_data_points(session): + new_series = TimeSeries(name='Sensor Pressao') + session.add(new_series) + session.commit() + + point1 = DataPoints(timestamp=datetime(2026, 3, 4, 10, 0, 0), value=23.5) + point2 = DataPoints(timestamp=datetime(2026, 3, 4, 10, 1, 0), value=24.1) + new_series.data_points.append(point1) + new_series.data_points.append(point2) + session.commit() + + series = session.scalar( + select(TimeSeries).where(TimeSeries.id == new_series.id) + ) + + assert len(series.data_points) == int(2) + assert series.data_points[0].value == float(23.5) + assert series.data_points[1].value == float(24.1) + + +def test_create_data_point(session): + series = TimeSeries(name='Sensor Umidade') + session.add(series) + session.commit() + + point = DataPoints(timestamp=datetime(2026, 3, 4, 12, 0, 0), value=65.3) + series.data_points.append(point) + session.commit() + + result = session.scalar( + select(DataPoints).where(DataPoints.series_id == series.id) + ) + + assert result.value == float(65.3) + assert result.series_id == series.id + assert result.series.name == 'Sensor Umidade' + + +def test_delete_series_deletes_data_points(session): + series = TimeSeries(name='Series para deletar') + session.add(series) + session.commit() + + point = DataPoints(timestamp=datetime(2026, 3, 4, 14, 0, 0), value=100.0) + series.data_points.append(point) + session.commit() + + series_id = series.id + + session.delete(series) + session.commit() + + remaining_points = session.scalars( + select(DataPoints).where(DataPoints.series_id == series_id) + ).all() + + assert len(remaining_points) == 0 diff --git a/backend-solution/uv.lock b/backend-solution/uv.lock index 35b9d9ba51..73920fe62b 100644 --- a/backend-solution/uv.lock +++ 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-@pytest.fixture -def client(): - return TestClient(app) - - @pytest.fixture def session(): - engine = create_engine('sqlite:///:memory:') + engine = create_engine( + 'sqlite:///:memory:', + connect_args={'check_same_thread': False}, + poolclass=StaticPool, + ) table_registry.metadata.create_all(engine) with Session(engine) as session: @@ -22,3 +23,16 @@ def session(): table_registry.metadata.drop_all(engine) engine.dispose() + + +@pytest.fixture +def client(session): + + def get_session_override(): + return session + + with TestClient(app) as client: + app.dependency_overrides[get_session] = get_session_override + yield client + + app.dependency_overrides.clear() diff --git a/backend-solution/tests/test_db.py b/backend-solution/tests/test_db.py index a5f74ef99b..9412f58802 100644 --- a/backend-solution/tests/test_db.py +++ b/backend-solution/tests/test_db.py @@ -7,72 +7,80 @@ def test_create_time_series(session): new_series = TimeSeries(name='Sensor Temperatura') + session.add(new_series) session.commit() + session.refresh(new_series) - series = session.scalar( - select(TimeSeries).where(TimeSeries.name == 'Sensor Temperatura') - ) - - assert series.id is not None - assert series.name == 'Sensor Temperatura' - assert series.created_at is not None + assert new_series.id is not None + assert new_series.name == 'Sensor Temperatura' + assert new_series.created_at is not None def test_create_time_series_with_data_points(session): - new_series = TimeSeries(name='Sensor Pressao') - session.add(new_series) + series = TimeSeries(name='Sensor Pressao') + session.add(series) session.commit() point1 = DataPoints(timestamp=datetime(2026, 3, 4, 10, 0, 0), value=23.5) point2 = DataPoints(timestamp=datetime(2026, 3, 4, 10, 1, 0), value=24.1) - new_series.data_points.append(point1) - new_series.data_points.append(point2) - session.commit() - series = session.scalar( - select(TimeSeries).where(TimeSeries.id == new_series.id) - ) + series.data_points.append(point1) + series.data_points.append(point2) + session.commit() assert len(series.data_points) == int(2) assert series.data_points[0].value == float(23.5) assert series.data_points[1].value == float(24.1) +def test_delete_series_cascades_to_data_points(session): + series = TimeSeries(name='Series para deletar') + session.add(series) + session.commit() + + point = DataPoints(timestamp=datetime(2026, 3, 4, 14, 0, 0), value=100.0) + series.data_points.append(point) + session.commit() + series_id = series.id + + session.delete(series) + session.commit() + + remaining_points = session.scalars( + select(DataPoints).where(DataPoints.series_id == series_id) + ).all() + assert len(remaining_points) == 0 + + def test_create_data_point(session): series = TimeSeries(name='Sensor Umidade') session.add(series) session.commit() point = DataPoints(timestamp=datetime(2026, 3, 4, 12, 0, 0), value=65.3) + series.data_points.append(point) session.commit() result = session.scalar( select(DataPoints).where(DataPoints.series_id == series.id) ) - assert result.value == float(65.3) assert result.series_id == series.id - assert result.series.name == 'Sensor Umidade' -def test_delete_series_deletes_data_points(session): - series = TimeSeries(name='Series para deletar') +def test_data_point_relationship_to_series(session): + series = TimeSeries(name='Sensor Teste') session.add(series) session.commit() - point = DataPoints(timestamp=datetime(2026, 3, 4, 14, 0, 0), value=100.0) + point = DataPoints(timestamp=datetime(2026, 3, 4, 12, 0, 0), value=50.0) series.data_points.append(point) session.commit() - series_id = series.id - - session.delete(series) - session.commit() - - remaining_points = session.scalars( - select(DataPoints).where(DataPoints.series_id == series_id) - ).all() + result = session.scalar( + select(DataPoints).where(DataPoints.series_id == series.id) + ) - assert len(remaining_points) == 0 + assert result.series.name == 'Sensor Teste' From ab23e9004d3dd9c15737b3a92f615f67afb29267 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Sun, 8 Mar 2026 23:36:42 -0300 Subject: [PATCH 04/22] setup lifespan, routers and fix models registry --- backend-solution/app/main.py | 23 +- backend-solution/app/models.py | 8 +- backend-solution/app/routers/series.py | 0 backend-solution/pyproject.toml | 8 +- backend-solution/uv.lock | 710 +++++++++++++++++++++++++ 5 files changed, 740 insertions(+), 9 deletions(-) delete mode 100644 backend-solution/app/routers/series.py diff --git a/backend-solution/app/main.py b/backend-solution/app/main.py index a17d1256fa..248a313776 100644 --- a/backend-solution/app/main.py +++ b/backend-solution/app/main.py @@ -1,8 +1,27 @@ +from contextlib import asynccontextmanager + from fastapi import FastAPI -app = FastAPI() +from app.database import init_db +from app.routers import time_series + + +@asynccontextmanager +async def lifespan(app: FastAPI): + init_db() + yield + + +app = FastAPI( + title='Signal Processing API', + description='API para armazenamento e análise de séries temporais', + version='1.0.0', + lifespan=lifespan, +) + +app.include_router(time_series.router) @app.get('/') def read_root(): - return {'message': 'hello!'} + return {'message': 'Signal Processing API'} diff --git a/backend-solution/app/models.py b/backend-solution/app/models.py index 2f6632f2a5..de92547547 100644 --- a/backend-solution/app/models.py +++ b/backend-solution/app/models.py @@ -3,7 +3,6 @@ from sqlalchemy import ForeignKey, func from sqlalchemy.orm import ( Mapped, - mapped_as_dataclass, mapped_column, registry, relationship, @@ -12,7 +11,7 @@ table_registry = registry() -@mapped_as_dataclass(table_registry) +@table_registry.mapped_as_dataclass class TimeSeries: __tablename__ = 'time_series' @@ -21,16 +20,13 @@ class TimeSeries: created_at: Mapped[datetime] = mapped_column( init=False, server_default=func.now() ) - created_at: Mapped[datetime] = mapped_column( - default_factory=datetime.now, init=False - ) data_points: Mapped[list['DataPoints']] = relationship( back_populates='series', cascade='all, delete-orphan', init=False ) -@mapped_as_dataclass(table_registry) +@table_registry.mapped_as_dataclass class DataPoints: __tablename__ = 'data_points' diff --git a/backend-solution/app/routers/series.py b/backend-solution/app/routers/series.py deleted file mode 100644 index e69de29bb2..0000000000 diff --git a/backend-solution/pyproject.toml b/backend-solution/pyproject.toml index 27d1e5e3b0..b59bd4151e 100644 --- a/backend-solution/pyproject.toml +++ b/backend-solution/pyproject.toml @@ -18,6 +18,11 @@ dev = [ "ruff>=0.15.4,<0.16.0", "typos>=1.44.0,<2.0.0", "pyright>=1.1.408", + "pytest-benchmark>=5.2.3", +] + +loadtest = [ + "locust>=2.43.3", ] [tool.ruff] @@ -34,7 +39,7 @@ quote-style = 'single' [tool.pytest.ini_options] pythonpath = "." -addopts = '-p no:warnings' +addopts = "-p no:warnings" [tool.taskipy.tasks] pre_lint = 'typos' @@ -45,3 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+def test_root_returns_message(client): + response = client.get('/') + + assert response.status_code == HTTPStatus.OK + assert response.json() == {'message': 'Signal Processing API'} + + +def test_create_time_series_success(client): + payload = { + 'name': 'Sensor Temperatura', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 25.5}, + {'timestamp': '2024-01-01T10:01:00', 'value': 26.0}, + ], + } + + response = client.post('/time-series/', json=payload) + + assert response.status_code == HTTPStatus.CREATED + data = response.json() + assert data['name'] == 'Sensor Temperatura' + assert data['id'] is not None + assert len(data['data_points']) == int(2) + + +def test_create_time_series_empty_data_points(client): + payload = { + 'name': 'Sensor Vazio', + 'data_points': [], + } + + response = client.post('/time-series/', json=payload) + + assert response.status_code == HTTPStatus.CREATED + assert response.json()['data_points'] == [] + + +def test_get_time_series_success(client): + create_response = client.post( + '/time-series/', + json={ + 'name': 'Sensor Pressao', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 100.0}, + ], + }, + ) + series_id = create_response.json()['id'] + + response = client.get(f'/time-series/{series_id}') + + assert response.status_code == HTTPStatus.OK + assert response.json()['name'] == 'Sensor Pressao' + + +def test_get_time_series_not_found(client): + response = client.get('/time-series/999') + + assert response.status_code == HTTPStatus.NOT_FOUND + assert response.json()['detail'] == 'Time series not found' + + +def test_get_count_empty(client): + response = client.get('/time-series/count') + + assert response.status_code == HTTPStatus.OK + assert response.json()['total'] == 0 + + +def test_get_count_with_series(client): + for i in range(3): + client.post( + '/time-series/', + json={ + 'name': f'Series {i}', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 1.0} + ], + }, + ) + + response = client.get('/time-series/count') + + assert response.status_code == HTTPStatus.OK + assert response.json()['total'] == int(3) + + +def test_get_metrics_success(client): + create_response = client.post( + '/time-series/', + json={ + 'name': 'Metrics Test', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 10.0}, + {'timestamp': '2024-01-01T10:01:00', 'value': 20.0}, + {'timestamp': '2024-01-01T10:02:00', 'value': 30.0}, + ], + }, + ) + series_id = create_response.json()['id'] + + response = client.get(f'/time-series/{series_id}/metrics') + + assert response.status_code == HTTPStatus.OK + metrics = response.json() + assert metrics['count'] == int(3) + assert metrics['min_value'] == float(10.0) + assert metrics['max_value'] == float(30.0) + assert metrics['mean_value'] == float(20.0) + + +def test_get_metrics_not_found(client): + response = client.get('/time-series/999/metrics') + + assert response.status_code == HTTPStatus.NOT_FOUND + + +def test_get_metrics_no_data_points(client): + create_response = client.post( + '/time-series/', + json={'name': 'Empty Series', 'data_points': []}, + ) + series_id = create_response.json()['id'] + + response = client.get(f'/time-series/{series_id}/metrics') + + assert response.status_code == HTTPStatus.BAD_REQUEST + + +def test_delete_time_series_success(client): + create_response = client.post( + '/time-series/', + json={ + 'name': 'Para Deletar', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 1.0} + ], + }, + ) + series_id = create_response.json()['id'] + + delete_response = client.delete(f'/time-series/{series_id}') + + assert delete_response.status_code == HTTPStatus.OK + + get_response = client.get(f'/time-series/{series_id}') + assert get_response.status_code == HTTPStatus.NOT_FOUND + + +def test_delete_time_series_not_found(client): + response = client.delete('/time-series/999') + + assert response.status_code == HTTPStatus.NOT_FOUND diff --git a/backend-solution/tests/test_latency.py b/backend-solution/tests/test_latency.py new file mode 100644 index 0000000000..8941dbb2c9 --- /dev/null +++ b/backend-solution/tests/test_latency.py @@ -0,0 +1,13 @@ +import pytest + + +@pytest.mark.benchmark +def test_root_latency(client, benchmark): + result = benchmark(client.get, '/') + assert result.status_code == int(200) + + +@pytest.mark.benchmark +def test_count_latency(client, benchmark): + result = benchmark(client.get, '/time-series/count') + assert result.status_code == int(200) From 3df13f058695b6d18ac612d28bc5230ff0e65fbd Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Sun, 8 Mar 2026 23:39:12 -0300 Subject: [PATCH 06/22] API routers, settings and config database --- backend-solution/.env | 1 + backend-solution/app/__init__.py | 0 backend-solution/app/database.py | 33 +++++++ backend-solution/app/routers/__init__.py | 0 backend-solution/app/routers/schemas.py | 44 +++++++++ backend-solution/app/routers/time_series.py | 95 ++++++++++++++++++++ backend-solution/app/settings.py | 9 ++ backend-solution/database.db | Bin 0 -> 20480 bytes 8 files changed, 182 insertions(+) create mode 100644 backend-solution/.env create mode 100644 backend-solution/app/__init__.py create mode 100644 backend-solution/app/database.py create mode 100644 backend-solution/app/routers/__init__.py create mode 100644 backend-solution/app/routers/schemas.py create mode 100644 backend-solution/app/routers/time_series.py create mode 100644 backend-solution/app/settings.py create mode 100644 backend-solution/database.db diff --git a/backend-solution/.env b/backend-solution/.env new file mode 100644 index 0000000000..73422aff16 --- /dev/null +++ b/backend-solution/.env @@ -0,0 +1 @@ +DATABASE_URL="sqlite:///database.db" diff --git a/backend-solution/app/__init__.py b/backend-solution/app/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend-solution/app/database.py b/backend-solution/app/database.py new file mode 100644 index 0000000000..2966fb8bf5 --- /dev/null +++ b/backend-solution/app/database.py @@ -0,0 +1,33 @@ +from functools import lru_cache + +from sqlalchemy import create_engine +from sqlalchemy.orm import Session + +from app.models import table_registry +from app.settings import Settings + + +@lru_cache +def get_settings(): + return Settings() + + +@lru_cache +def get_engine(): + settings = get_settings() + return create_engine(settings.DATABASE_URL) + + +def init_db(): + engine = get_engine() + table_registry.metadata.create_all(engine) + + +def get_session(): + engine = get_engine() + with Session(engine) as session: + try: + yield session + except Exception: + session.rollback() + raise diff --git a/backend-solution/app/routers/__init__.py b/backend-solution/app/routers/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/backend-solution/app/routers/schemas.py b/backend-solution/app/routers/schemas.py new file mode 100644 index 0000000000..b1abc8e6fe --- /dev/null +++ b/backend-solution/app/routers/schemas.py @@ -0,0 +1,44 @@ +from datetime import datetime + +from pydantic import BaseModel + + +class Message(BaseModel): + message: str + + +class DataPointCreate(BaseModel): + timestamp: datetime + value: float + + +class DataPointResponse(BaseModel): + id: int + timestamp: datetime + value: float + + +class TimeSeriesCreate(BaseModel): + name: str + data_points: list[DataPointCreate] + + +class TimeSeriesResponse(BaseModel): + id: int + name: str + created_at: datetime + data_points: list[DataPointResponse] + + +class TimeSeriesMetrics(BaseModel): + id: int + name: str + count: int + min_value: float + max_value: float + mean_value: float + std_deviation: float + + +class TimeSeriesCount(BaseModel): + total: int diff --git a/backend-solution/app/routers/time_series.py b/backend-solution/app/routers/time_series.py new file mode 100644 index 0000000000..91f58f8ac9 --- /dev/null +++ b/backend-solution/app/routers/time_series.py @@ -0,0 +1,95 @@ +import statistics + +from fastapi import APIRouter, Depends, HTTPException +from sqlalchemy import func, select +from sqlalchemy.orm import Session + +from app.database import get_session +from app.models import DataPoints, TimeSeries +from app.routers.schemas import ( + Message, + TimeSeriesCount, + TimeSeriesCreate, + TimeSeriesMetrics, + TimeSeriesResponse, +) + +router = APIRouter(prefix='/time-series', tags=['Time Series']) + + +@router.post('/', response_model=TimeSeriesResponse, status_code=201) +def create_time_series( + data: TimeSeriesCreate, + session: Session = Depends(get_session), +): + time_series = TimeSeries(name=data.name) + session.add(time_series) + session.flush() + + for dp in data.data_points: + data_point = DataPoints(timestamp=dp.timestamp, value=dp.value) + time_series.data_points.append(data_point) + + session.commit() + session.refresh(time_series) + return time_series + + +@router.get('/count', response_model=TimeSeriesCount) +def get_time_series_count(session: Session = Depends(get_session)): + total = session.scalar(select(func.count(TimeSeries.id))) + return TimeSeriesCount(total=total or 0) + + +@router.get('/{series_id}', response_model=TimeSeriesResponse) +def get_time_series(series_id: int, session: Session = Depends(get_session)): + time_series = session.get(TimeSeries, series_id) + + if not time_series: + raise HTTPException(status_code=404, detail='Time series not found') + + return time_series + + +@router.get('/{series_id}/metrics', response_model=TimeSeriesMetrics) +def get_time_series_metrics( + series_id: int, + session: Session = Depends(get_session), +): + time_series = session.get(TimeSeries, series_id) + + if not time_series: + raise HTTPException(status_code=404, detail='Time series not found') + + values = [dp.value for dp in time_series.data_points] + + if not values: + raise HTTPException( + status_code=400, detail='No data points in this series' + ) + + return TimeSeriesMetrics( + id=time_series.id, + name=time_series.name, + count=len(values), + min_value=min(values), + max_value=max(values), + mean_value=statistics.mean(values), + std_deviation=statistics.stdev(values) if len(values) > 1 else 0.0, + ) + + +@router.delete('/{series_id}', response_model=Message) +def delete_time_series( + series_id: int, + session: Session = Depends(get_session), +): + time_series = session.get(TimeSeries, series_id) + + if not time_series: + raise HTTPException(status_code=404, detail='Time series not found') + + session.delete(time_series) + session.commit() + + return Message(message='Time series deleted successfully') diff --git a/backend-solution/app/settings.py b/backend-solution/app/settings.py new file mode 100644 index 0000000000..83f3d4e615 --- /dev/null +++ b/backend-solution/app/settings.py @@ -0,0 +1,9 @@ +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class Settings(BaseSettings): + model_config = SettingsConfigDict( + env_file='.env', env_file_encoding='utf-8' + ) + + DATABASE_URL: str diff --git a/backend-solution/database.db b/backend-solution/database.db new file mode 100644 index 0000000000000000000000000000000000000000..426333f8a6d95e55765bda72ea4d6a3a8c7c86fb GIT binary patch literal 20480 zcmeI&&ui0Q7zgk-X=`b08^OYuFnGs6Qg9_}x3=3DF6+`+%(|Io!ayw1#t~Szk!AyL zPLJZj-TZa+pYWuxoBjb_1pfeKXHULwyC2EQ=4~+izE6|B^nLQaeLm^sEos~{T;HKj zHodm((*n6h1cA&_N`&@PLP(4qQFe%j2k##>;iz-wJD(%>>Q9O#h-rh!bL@l$0SG_< z0uX=z1Rwwb2tWV=mtJ7EBgO|tMuZomzWr$3Y1zKr+}dD1EZ44noB zs3IlY7OmASeL**AeaWKr6~nkir9{W^T&L4KW7K!sPRF;~TXddHY}FR^(8W9U`nE%> z#*)S+3{1Lg))qB$mEP4?sp7V>e4*-+sn-_j{4?cv(JVFfs&4A_ir%1nv1V_mdzF;k zoff)PKcDGV9Y_dt#Zc9OfpeB+~Db-+8dH;j6cKNWXX_ zA0{WHcfGjuKVTF90SG_<0uX=z1Rwwb2tWV=5V$abTqH`S3zpN~ay;AL_H5d)*V)PO zb{sFS=8L0hVN@;AygD_OpPCpS5~F0W(D6NYV=X+aPEL)NhJ8HH^qI$n@nRteKmY;|fB*y_ z009U<00I#BF9e3;F(PO}B(PIvyJ%HqubkR#H Date: Mon, 9 Mar 2026 00:03:49 -0300 Subject: [PATCH 07/22] config update .gitignore and add .env.example --- backend-solution/.env.example | 1 + backend-solution/.gitignore | 5 +++++ 2 files changed, 6 insertions(+) create mode 100644 backend-solution/.env.example diff --git a/backend-solution/.env.example b/backend-solution/.env.example new file mode 100644 index 0000000000..ce8189276b --- /dev/null +++ b/backend-solution/.env.example @@ -0,0 +1 @@ +DATABASE_URL= diff --git a/backend-solution/.gitignore b/backend-solution/.gitignore index 2fbda58d17..50e954b004 100644 --- a/backend-solution/.gitignore +++ b/backend-solution/.gitignore @@ -2,6 +2,11 @@ __pycache__/ *.pyc +.env + +*.pyo +*.db + # Unit test / coverage reports htmlcov/ .tox/ From 6f79dec5dc2cda647ff4b3721b828de2f4ed4416 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 00:04:32 -0300 Subject: [PATCH 08/22] create README.md --- backend-solution/README.md | 238 +++++++++++++++++++++++++++++++++++++ 1 file changed, 238 insertions(+) diff --git a/backend-solution/README.md b/backend-solution/README.md index e69de29bb2..68775667f6 100644 --- a/backend-solution/README.md +++ b/backend-solution/README.md @@ -0,0 +1,238 @@ +# Signal Processing API + +API REST para armazenamento e análise de séries temporais, desenvolvida como solução para o desafio backend da Dynamox. + +## Sobre o Projeto + +Esta API permite armazenar séries temporais com múltiplos pontos de dados, calcular métricas estatísticas e gerenciar os registros de forma eficiente. Foi construída com foco em performance, mantendo latência média abaixo de 10ms. + +## Tecnologias Utilizadas + +- Python 3.11 +- FastAPI +- SQLAlchemy +- Pydantic +- Pytest + +## Requisitos + +- Python 3.11 ou superior +- [uv](https://github.com/astral-sh/uv) (gerenciador de pacotes) + +## Instalacao + +Clone o repositório: + +```bash +git clone https://github.com/seu-usuario/developer-challenges.git +cd developer-challenges/backend-solution +``` + +Instale as dependências: + +```bash +uv sync +``` + +Configure as variáveis de ambiente: + +```bash +cp .env.example .env +``` + +O arquivo `.env` deve conter: + +``` +DATABASE_URL=sqlite:///./database.db +``` + +## Executando a Aplicacao + +```bash +uv run fastapi dev app/main.py +``` + +A API estará disponível em `http://localhost:8000`. + +A documentação interativa (Swagger) pode ser acessada em `http://localhost:8000/docs`. + +## Endpoints + +### Criar uma série temporal + +``` +POST /time-series/ +``` + +Exemplo de requisição: + +```bash +curl -X POST http://localhost:8000/time-series/ \ + -H "Content-Type: application/json" \ + -d '{ + "name": "Sensor Temperatura Sala 01", + "data_points": [ + {"timestamp": "2024-01-15T08:00:00", "value": 22.5}, + {"timestamp": "2024-01-15T08:01:00", "value": 22.7}, + {"timestamp": "2024-01-15T08:02:00", "value": 23.1}, + {"timestamp": "2024-01-15T08:03:00", "value": 22.9}, + {"timestamp": "2024-01-15T08:04:00", "value": 23.4} + ] + }' +``` + +Resposta: + +```json +{ + "id": 1, + "name": "Sensor Temperatura Sala 01", + "created_at": "2024-01-15T10:30:00", + "data_points": [ + {"id": 1, "timestamp": "2024-01-15T08:00:00", "value": 22.5}, + {"id": 2, "timestamp": "2024-01-15T08:01:00", "value": 22.7}, + {"id": 3, "timestamp": "2024-01-15T08:02:00", "value": 23.1}, + {"id": 4, "timestamp": "2024-01-15T08:03:00", "value": 22.9}, + {"id": 5, "timestamp": "2024-01-15T08:04:00", "value": 23.4} + ] +} +``` + +### Obter uma série temporal + +``` +GET /time-series/{id} +``` + +Exemplo: + +```bash +curl http://localhost:8000/time-series/1 +``` + +### Obter métricas de uma série + +``` +GET /time-series/{id}/metrics +``` + +Exemplo: + +```bash +curl http://localhost:8000/time-series/1/metrics +``` + +Resposta: + +```json +{ + "id": 1, + "name": "Sensor Temperatura Sala 01", + "count": 5, + "min_value": 22.5, + "max_value": 23.4, + "mean_value": 22.92, + "std_deviation": 0.35 +} +``` + +### Contar séries temporais + +``` +GET /time-series/count +``` + +Exemplo: + +```bash +curl http://localhost:8000/time-series/count +``` + +Resposta: + +```json +{ + "total": 1 +} +``` + +### Deletar uma série temporal + +``` +DELETE /time-series/{id} +``` + +Exemplo: + +```bash +curl -X DELETE http://localhost:8000/time-series/1 +``` + +Resposta: + +```json +{ + "message": "Time series deleted successfully" +} +``` + +## Executando os Testes + +Testes unitários e de integração: + +```bash +uv run pytest -v +``` + +Testes com cobertura de código: + +```bash +uv run task test +``` + +O relatório de cobertura será gerado em `htmlcov/index.html`. + +Testes de latência (benchmark): + +```bash +uv run pytest -v -m benchmark +``` + +## Estrutura do Projeto + +``` +backend-solution/ +├── app/ +│ ├── __init__.py +│ ├── main.py # Configuração do FastAPI +│ ├── database.py # Conexão com banco de dados +│ ├── models.py # Modelos SQLAlchemy +│ ├── schemas.py # Schemas Pydantic +│ ├── settings.py # Configurações da aplicação +│ └── routers/ +│ ├── __init__.py +│ └── time_series.py +├── tests/ +│ ├── conftest.py # Fixtures do pytest +│ ├── test_db.py # Testes dos modelos +│ ├── test_api.py # Testes dos endpoints +│ └── test_latency.py # Testes de performance +├── .env.example +├── pyproject.toml +└── README.md +``` + +## Performance + +A API foi testada e apresentou os seguintes resultados de latência: + +| Endpoint | Latência Média | +|----------|----------------| +| GET / | ~4ms | +| GET /time-series/count | ~8ms | + +Todos os endpoints atendem ao requisito de latência inferior a 350ms. + +## Autor + +Ariel Fernandes From 006098e8ce1fdade7a48b92b9f84f0b31f291458 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 00:13:56 -0300 Subject: [PATCH 09/22] add exclude README.md --- backend-solution/pyproject.toml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/backend-solution/pyproject.toml b/backend-solution/pyproject.toml index b59bd4151e..fc8a0e748a 100644 --- a/backend-solution/pyproject.toml +++ b/backend-solution/pyproject.toml @@ -51,3 +51,5 @@ pre_test = 'task lint' test = 'pytest -s -x --cov=app -vv' post_test = 'coverage html' +[tool.typos] +files.extend-exclude = ["README.md"] From f175269e44655f9255ef6690fe0b90482c946dad Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 00:53:18 -0300 Subject: [PATCH 10/22] unit tests for prediction service and services --- backend-solution/app/services/prediction.py | 29 +++++++ backend-solution/tests/test_prediction.py | 93 +++++++++++++++++++++ 2 files changed, 122 insertions(+) create mode 100644 backend-solution/app/services/prediction.py create mode 100644 backend-solution/tests/test_prediction.py diff --git a/backend-solution/app/services/prediction.py b/backend-solution/app/services/prediction.py new file mode 100644 index 0000000000..05fb1705a0 --- /dev/null +++ b/backend-solution/app/services/prediction.py @@ -0,0 +1,29 @@ +import numpy as np +from sklearn.linear_model import LinearRegression +from statsmodels.tsa.holtwinters import ExponentialSmoothing + + +def predict_values(values: list[float], steps: int) -> list[float]: + if len(values) < int(2): + raise ValueError('Need at least 2 data points for prediction') + + try: + model = ExponentialSmoothing(values, trend='add', seasonal=None) + fitted = model.fit() + predictions = fitted.forecast(steps).tolist() + + except Exception: + predictions = linear_regression_predict(values, steps) + + return [round(p, 2) for p in predictions] + + +def linear_regression_predict(values: list[float], steps: int) -> list[float]: + X = np.array(range(len(values))).reshape(-1, 1) + y = np.array(values) + + model = LinearRegression() + model.fit(X, y) + + future_X = np.array(range(len(values), len(values) + steps)).reshape(-1, 1) + return model.predict(future_X).tolist() diff --git a/backend-solution/tests/test_prediction.py b/backend-solution/tests/test_prediction.py new file mode 100644 index 0000000000..54a4449e8d --- /dev/null +++ b/backend-solution/tests/test_prediction.py @@ -0,0 +1,93 @@ +import pytest + +from app.services.prediction import linear_regression_predict, predict_values + + +def test_predict_with_linear_trend(): + values = [10.0, 20.0, 30.0, 40.0] + steps = 3 + + predictions = predict_values(values, steps) + + assert len(predictions) == steps + assert predictions[0] == pytest.approx(50.0, rel=0.1) + assert predictions[1] == pytest.approx(60.0, rel=0.1) + assert predictions[2] == pytest.approx(70.0, rel=0.1) + + +def test_predict_with_constant_values(): + values = [25.0, 25.0, 25.0, 25.0] + steps = int(2) + + predictions = predict_values(values, steps) + + assert len(predictions) == steps + assert predictions[0] == pytest.approx(25.0, rel=0.1) + assert predictions[1] == pytest.approx(25.0, rel=0.1) + + +def test_predict_with_minimum_data_points(): + values = [10.0, 20.0] + steps = int(1) + + predictions = predict_values(values, steps) + + assert len(predictions) == steps + assert predictions[0] == pytest.approx(30.0, rel=0.1) + + +def test_predict_raises_error_with_insufficient_data(): + values = [10.0] + steps = int(1) + + with pytest.raises(ValueError, match='Need at least 2 data points'): + predict_values(values, steps) + + +def test_predict_raises_error_with_empty_list(): + values = [] + steps = int(1) + + with pytest.raises(ValueError, match='Need at least 2 data points'): + predict_values(values, steps) + + +def test_predict_returns_rounded_values(): + values = [10.0, 20.0, 30.0, 40.0] + steps = int(2) + + predictions = predict_values(values, steps) + + for pred in predictions: + assert pred == round(pred, 2) + + +def test_linear_regression_with_perfect_trend(): + values = [0.0, 10.0, 20.0, 30.0] + steps = int(2) + + predictions = linear_regression_predict(values, steps) + + assert len(predictions) == steps + assert predictions[0] == pytest.approx(40.0, rel=0.01) + assert predictions[1] == pytest.approx(50.0, rel=0.01) + + +def test_linear_regression_with_negative_trend(): + values = [100.0, 90.0, 80.0, 70.0] + steps = int(2) + + predictions = linear_regression_predict(values, steps) + + assert predictions[0] == pytest.approx(60.0, rel=0.01) + assert predictions[1] == pytest.approx(50.0, rel=0.01) + + +def test_linear_regression_single_step(): + values = [5.0, 10.0, 15.0] + steps = int(1) + + predictions = linear_regression_predict(values, steps) + + assert len(predictions) == int(1) + assert predictions[0] == pytest.approx(20.0, rel=0.01) From 44c9c11ae85cd4286e247c9af4a3d917bbbc9549 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 00:54:26 -0300 Subject: [PATCH 11/22] prediction endpoint and schemas --- backend-solution/app/routers/schemas.py | 8 +++++ backend-solution/app/routers/time_series.py | 33 +++++++++++++++++++++ backend-solution/pyproject.toml | 3 ++ 3 files changed, 44 insertions(+) diff --git a/backend-solution/app/routers/schemas.py b/backend-solution/app/routers/schemas.py index b1abc8e6fe..0b74832596 100644 --- a/backend-solution/app/routers/schemas.py +++ b/backend-solution/app/routers/schemas.py @@ -42,3 +42,11 @@ class TimeSeriesMetrics(BaseModel): class TimeSeriesCount(BaseModel): total: int + + +class TimeSeriesPrediction(BaseModel): + series_id: int + series_name: str + historical_count: int + steps: int + predictions: list[float] diff --git a/backend-solution/app/routers/time_series.py b/backend-solution/app/routers/time_series.py index 91f58f8ac9..5416247c39 100644 --- a/backend-solution/app/routers/time_series.py +++ b/backend-solution/app/routers/time_series.py @@ -11,8 +11,10 @@ TimeSeriesCount, TimeSeriesCreate, TimeSeriesMetrics, + TimeSeriesPrediction, TimeSeriesResponse, ) +from app.services.prediction import predict_values router = APIRouter(prefix='/time-series', tags=['Time Series']) @@ -93,3 +95,34 @@ def delete_time_series( session.commit() return Message(message='Time series deleted successfully') + + +@router.get('/{series_id}/predict', response_model=TimeSeriesPrediction) +def get_time_series_prediction( + series_id: int, + steps: int = 5, + session: Session = Depends(get_session), +): + time_series = session.get(TimeSeries, series_id) + + if not time_series: + raise HTTPException(status_code=404, detail='Time series not found') + + data_points = sorted(time_series.data_points, key=lambda x: x.timestamp) + values = [dp.value for dp in data_points] + + if len(values) < int(2): + raise HTTPException( + status_code=400, + detail='Need at least 2 data points for prediction', + ) + + predictions = predict_values(values, steps) + + return TimeSeriesPrediction( + series_id=time_series.id, + series_name=time_series.name, + historical_count=len(values), + steps=steps, + predictions=predictions, + ) diff --git a/backend-solution/pyproject.toml b/backend-solution/pyproject.toml index fc8a0e748a..46eb127560 100644 --- a/backend-solution/pyproject.toml +++ b/backend-solution/pyproject.toml @@ -6,8 +6,11 @@ readme = "README.md" requires-python = ">=3.11,<4.0" dependencies = [ "fastapi[standard]>=0.135.1", + "numpy>=2.4.2", "pydantic-settings>=2.13.1", + "scikit-learn>=1.8.0", "sqlalchemy>=2.0.48", + "statsmodels>=0.14.6", ] [dependency-groups] From c08cd2c8786bfb0bdc0ba0b9682d1b72415e1227 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 00:55:22 -0300 Subject: [PATCH 12/22] .gitignore --- backend-solution/.gitignore | 1 + backend-solution/uv.lock 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"https://files.pythonhosted.org/packages/c7/b0/003792df09decd6849a5e39c28b513c06e84436a54440380862b5aeff25d/tzdata-2025.3-py2.py3-none-any.whl", hash = "sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1", size = 348521 }, +] + [[package]] name = "urllib3" version = "2.6.3" From ae855bb083a7ceb1dc3a11b4013fa6caccfc66a1 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 01:13:22 -0300 Subject: [PATCH 13/22] add API tests for predict endpoint --- backend-solution/tests/test_api.py | 47 ++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) diff --git a/backend-solution/tests/test_api.py b/backend-solution/tests/test_api.py index 222d9ca316..f6969cad04 100644 --- a/backend-solution/tests/test_api.py +++ b/backend-solution/tests/test_api.py @@ -154,3 +154,50 @@ def test_delete_time_series_not_found(client): response = client.delete('/time-series/999') assert response.status_code == HTTPStatus.NOT_FOUND + + +def test_predict_time_series_success(client): + create_response = client.post( + '/time-series/', + json={ + 'name': 'Prediction Test', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 10.0}, + {'timestamp': '2024-01-01T10:01:00', 'value': 20.0}, + {'timestamp': '2024-01-01T10:02:00', 'value': 30.0}, + {'timestamp': '2024-01-01T10:03:00', 'value': 40.0}, + ], + }, + ) + series_id = create_response.json()['id'] + + response = client.get(f'/time-series/{series_id}/predict?steps=3') + + assert response.status_code == HTTPStatus.OK + data = response.json() + assert data['series_id'] == series_id + assert data['historical_count'] == int(4) + assert len(data['predictions']) == int(3) + + +def test_predict_time_series_not_found(client): + response = client.get('/time-series/999/predict') + + assert response.status_code == HTTPStatus.NOT_FOUND + + +def test_predict_time_series_insufficient_data(client): + create_response = client.post( + '/time-series/', + json={ + 'name': 'Single Point', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 10.0}, + ], + }, + ) + series_id = create_response.json()['id'] + + response = client.get(f'/time-series/{series_id}/predict') + + assert response.status_code == HTTPStatus.BAD_REQUEST From cb37feed6480be4f45d1fb7ba5968059db7269b2 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 01:14:03 -0300 Subject: [PATCH 14/22] test: add load tests for API endpoints --- backend-solution/tests/test_load.py | 56 +++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100644 backend-solution/tests/test_load.py diff --git a/backend-solution/tests/test_load.py b/backend-solution/tests/test_load.py new file mode 100644 index 0000000000..1e880a914d --- /dev/null +++ b/backend-solution/tests/test_load.py @@ -0,0 +1,56 @@ +import pytest + + +@pytest.mark.load +def test_create_series_load(client, benchmark): + def create_series(): + return client.post( + '/time-series/', + json={ + 'name': 'Load Test', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 10.0}, + {'timestamp': '2024-01-01T10:01:00', 'value': 20.0}, + ], + }, + ) + + result = benchmark(create_series) + assert result.status_code == int(201) + + +@pytest.mark.load +def test_get_series_load(client, benchmark): + response = client.post( + '/time-series/', + json={ + 'name': 'Load Test Read', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 10.0}, + ], + }, + ) + series_id = response.json()['id'] + + result = benchmark(client.get, f'/time-series/{series_id}') + assert result.status_code == int(200) + + +@pytest.mark.load +def test_predict_load(client, benchmark): + response = client.post( + '/time-series/', + json={ + 'name': 'Load Test Predict', + 'data_points': [ + {'timestamp': '2024-01-01T10:00:00', 'value': 10.0}, + {'timestamp': '2024-01-01T10:01:00', 'value': 20.0}, + {'timestamp': '2024-01-01T10:02:00', 'value': 30.0}, + {'timestamp': '2024-01-01T10:03:00', 'value': 40.0}, + ], + }, + ) + series_id = response.json()['id'] + + result = benchmark(client.get, f'/time-series/{series_id}/predict?steps=5') + assert result.status_code == int(200) From 891989961fde33b1de52639ffaa906f99131b2f9 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 01:14:19 -0300 Subject: [PATCH 15/22] add pytest markers for load tests --- backend-solution/pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/backend-solution/pyproject.toml b/backend-solution/pyproject.toml index 46eb127560..aff7e56f15 100644 --- a/backend-solution/pyproject.toml +++ b/backend-solution/pyproject.toml @@ -22,6 +22,7 @@ dev = [ "typos>=1.44.0,<2.0.0", "pyright>=1.1.408", "pytest-benchmark>=5.2.3", + "locust>=2.43.3", ] loadtest = [ From d76575f139f0f33a552ad9c2741f2c45e6dbdb29 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 01:15:11 -0300 Subject: [PATCH 16/22] uv.lock --- backend-solution/uv.lock | 2 ++ 1 file changed, 2 insertions(+) diff --git a/backend-solution/uv.lock b/backend-solution/uv.lock index 21c14bad42..ed5b4c6f7a 100644 --- a/backend-solution/uv.lock +++ b/backend-solution/uv.lock @@ -59,6 +59,7 @@ dependencies = [ [package.dev-dependencies] dev = [ + { name = "locust" }, { name = "pyright" }, { name = "pytest" }, { name = "pytest-benchmark" }, @@ -83,6 +84,7 @@ requires-dist = [ [package.metadata.requires-dev] dev = [ + { name = "locust", specifier = ">=2.43.3" }, { name = "pyright", specifier = ">=1.1.408" }, { name = "pytest", specifier = ">=9.0.2,<10.0.0" }, { name = "pytest-benchmark", specifier = ">=5.2.3" }, From e4fd2fb2f45b66b43b7335d62d39fd8e5ae229b3 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 02:52:25 -0300 Subject: [PATCH 17/22] refactor database connection --- backend-solution/app/database.py | 27 ++++++++++++++++++++++++++- backend-solution/pyproject.toml | 7 +++++-- backend-solution/uv.lock | 2 -- 3 files changed, 31 insertions(+), 5 deletions(-) diff --git a/backend-solution/app/database.py b/backend-solution/app/database.py index 2966fb8bf5..4360079173 100644 --- a/backend-solution/app/database.py +++ b/backend-solution/app/database.py @@ -1,11 +1,16 @@ +import logging +import time from functools import lru_cache from sqlalchemy import create_engine +from sqlalchemy.exc import OperationalError from sqlalchemy.orm import Session from app.models import table_registry from app.settings import Settings +logger = logging.getLogger(__name__) + @lru_cache def get_settings(): @@ -20,7 +25,27 @@ def get_engine(): def init_db(): engine = get_engine() - table_registry.metadata.create_all(engine) + retries = 5 + + while retries > 0: + try: + table_registry.metadata.create_all(engine) + logger.info('Database synchronized successfully!') + break + except OperationalError: + retries -= 1 + logger.warning( + f'atabase unavailable. Trying again...' + f' ({retries} attempts remaining)' + ) + time.sleep(3) + + if retries == 0: + logger.error( + 'Fatal failure: Could not connect to the' + ' database after multiple attempts.' + ) + raise ConnectionError('he database did not respond in time.') def get_session(): diff --git a/backend-solution/pyproject.toml b/backend-solution/pyproject.toml index aff7e56f15..be55c067ea 100644 --- a/backend-solution/pyproject.toml +++ b/backend-solution/pyproject.toml @@ -22,7 +22,6 @@ dev = [ "typos>=1.44.0,<2.0.0", "pyright>=1.1.408", "pytest-benchmark>=5.2.3", - "locust>=2.43.3", ] loadtest = [ @@ -43,7 +42,11 @@ quote-style = 'single' [tool.pytest.ini_options] pythonpath = "." -addopts = "-p no:warnings" +markers = [ + "benchmark: marks tests as benchmark tests", + "load: marks tests as load tests", +] +addopts = "-p no:warnings -m 'not load'" [tool.taskipy.tasks] pre_lint = 'typos' diff --git a/backend-solution/uv.lock b/backend-solution/uv.lock index ed5b4c6f7a..21c14bad42 100644 --- a/backend-solution/uv.lock +++ b/backend-solution/uv.lock @@ -59,7 +59,6 @@ dependencies = [ [package.dev-dependencies] dev = [ - { name = "locust" }, { name = "pyright" }, { name = "pytest" }, { name = "pytest-benchmark" }, @@ -84,7 +83,6 @@ requires-dist = [ [package.metadata.requires-dev] dev = [ - { name = "locust", specifier = ">=2.43.3" }, { name = "pyright", specifier = ">=1.1.408" }, { name = "pytest", specifier = ">=9.0.2,<10.0.0" }, { name = "pytest-benchmark", specifier = ">=5.2.3" }, From c01e801385330965cc9f23d8b6151a3959ae7020 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 02:54:12 -0300 Subject: [PATCH 18/22] stabilize docker infra and nginx proxy --- backend-solution/Dockerfile | 16 ++++++++++++++++ backend-solution/docker-compose.yml | 29 +++++++++++++++++++++++++++++ backend-solution/nginx.conf | 23 +++++++++++++++++++++++ 3 files changed, 68 insertions(+) create mode 100644 backend-solution/Dockerfile create mode 100644 backend-solution/docker-compose.yml create mode 100644 backend-solution/nginx.conf diff --git a/backend-solution/Dockerfile b/backend-solution/Dockerfile new file mode 100644 index 0000000000..d197e52add --- /dev/null +++ b/backend-solution/Dockerfile @@ -0,0 +1,16 @@ +FROM python:3.11-slim + +WORKDIR /app + +COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/ + +COPY pyproject.toml uv.lock* ./ + +RUN uv sync --no-cache + +COPY . . + +RUN useradd -m appuser && chown -R appuser /app +USER appuser + +CMD ["uv", "run", "fastapi", "run", "app/main.py", "--host", "0.0.0.0", "--port", "8000", "--workers", "3"] diff --git a/backend-solution/docker-compose.yml b/backend-solution/docker-compose.yml new file mode 100644 index 0000000000..b3d28a1498 --- /dev/null +++ b/backend-solution/docker-compose.yml @@ -0,0 +1,29 @@ +services: + nginx: + image: nginx:alpine + ports: + - "80:80" + volumes: + - ./nginx.conf:/etc/nginx/nginx.conf:ro + depends_on: + - api + api: + build: . + env_file: + - .env + depends_on: + - db + + db: + image: postgres:15-alpine + ports: + - "5432:5432" + environment: + POSTGRES_USER: usr + POSTGRES_PASSWORD: pwd + POSTGRES_DB: api_db + volumes: + - pgdata:/var/lib/postgresql/data + +volumes: + pgdata: diff --git a/backend-solution/nginx.conf b/backend-solution/nginx.conf new file mode 100644 index 0000000000..f0dc9fbd03 --- /dev/null +++ b/backend-solution/nginx.conf @@ -0,0 +1,23 @@ +events { + worker_connections 1024; +} + +http { + upstream api_cluster { + server api:8000; + } + + server { + listen 80; + server_name _; + + location / { + proxy_pass http://api_cluster; + + proxy_set_header Host $host; + proxy_set_header X-Real-IP $remote_addr; + proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; + proxy_set_header X-Forwarded-Proto $scheme; + } + } +} From 52fe7edc625beb275c56cd8edafdba20579ad7b9 Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 02:56:46 -0300 Subject: [PATCH 19/22] remove sensitive files and DB from tracking --- backend-solution/.env | 1 - backend-solution/database.db | Bin 20480 -> 0 bytes 2 files changed, 1 deletion(-) delete mode 100644 backend-solution/.env delete mode 100644 backend-solution/database.db diff --git a/backend-solution/.env b/backend-solution/.env deleted file mode 100644 index 73422aff16..0000000000 --- a/backend-solution/.env +++ /dev/null @@ -1 +0,0 @@ -DATABASE_URL="sqlite:///database.db" diff --git a/backend-solution/database.db b/backend-solution/database.db deleted file mode 100644 index 426333f8a6d95e55765bda72ea4d6a3a8c7c86fb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 20480 zcmeI&&ui0Q7zgk-X=`b08^OYuFnGs6Qg9_}x3=3DF6+`+%(|Io!ayw1#t~Szk!AyL zPLJZj-TZa+pYWuxoBjb_1pfeKXHULwyC2EQ=4~+izE6|B^nLQaeLm^sEos~{T;HKj zHodm((*n6h1cA&_N`&@PLP(4qQFe%j2k##>;iz-wJD(%>>Q9O#h-rh!bL@l$0SG_< z0uX=z1Rwwb2tWV=mtJ7EBgO|tMuZomzWr$3Y1zKr+}dD1EZ44noB 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Date: Mon, 9 Mar 2026 04:23:36 -0300 Subject: [PATCH 21/22] fix init_db --- backend-solution/app/database.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/backend-solution/app/database.py b/backend-solution/app/database.py index 4360079173..d617cb341e 100644 --- a/backend-solution/app/database.py +++ b/backend-solution/app/database.py @@ -29,13 +29,13 @@ def init_db(): while retries > 0: try: - table_registry.metadata.create_all(engine) + table_registry.metadata.create_all(engine, checkfirst=True) logger.info('Database synchronized successfully!') break except OperationalError: retries -= 1 logger.warning( - f'atabase unavailable. Trying again...' + f'Database unavailable. Trying again...' f' ({retries} attempts remaining)' ) time.sleep(3) From fe5fa36339f528245e4190e2795a4296f4859cfb Mon Sep 17 00:00:00 2001 From: arielfernandes <0.arielfernandes.0@gmail.com> Date: Mon, 9 Mar 2026 04:38:12 -0300 Subject: [PATCH 22/22] link deploy and example test predict --- backend-solution/README.md | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) diff --git a/backend-solution/README.md b/backend-solution/README.md index 68775667f6..9bf84591f8 100644 --- a/backend-solution/README.md +++ b/backend-solution/README.md @@ -176,6 +176,27 @@ Resposta: } ``` +### Prever valores futuros de uma série +``` +GET /time-series/{id}/predict?steps=5 +``` + +Exemplo: +```bash +curl http://localhost:8000/time-series/1/predict?steps=5 +``` + +Resposta: +```json +{ + "series_id": 1, + "series_name": "Sensor Temperatura Sala 01", + "historical_count": 5, + "steps": 5, + "predictions": [23.6, 23.8, 24.0, 24.2, 24.4] +} +``` + ## Executando os Testes Testes unitários e de integração: @@ -233,6 +254,12 @@ A API foi testada e apresentou os seguintes resultados de latência: Todos os endpoints atendem ao requisito de latência inferior a 350ms. +## Deploy + +A API está disponível em produção: + +- **API:** https://developer-challenges-production-2932.up.railway.app/docs + ## Autor Ariel Fernandes