diff --git a/.gitignore b/.gitignore index fd97a0b..18d88b3 100644 --- a/.gitignore +++ b/.gitignore @@ -8,3 +8,4 @@ demo.db-wal /iotDashboard/demo1.db **/__pycache__/ iotDashboard/db_create.py +.venv/ \ No newline at end of file diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/db_migrations/.env.example b/db_migrations/.env.example new file mode 100644 index 0000000..c775cf8 --- /dev/null +++ b/db_migrations/.env.example @@ -0,0 +1 @@ +CONNECTION_STRING=postgresql://user:password@localhost:5432/iotdashboard diff --git a/db_migrations/.gitignore b/db_migrations/.gitignore new file mode 100644 index 0000000..e3bb831 --- /dev/null +++ b/db_migrations/.gitignore @@ -0,0 +1,5 @@ +__pycache__/ +*.py[cod] +*.so +.Python +*.egg-info/ diff --git a/db_migrations/README.md b/db_migrations/README.md new file mode 100644 index 0000000..3778b0c --- /dev/null +++ b/db_migrations/README.md @@ -0,0 +1,111 @@ +# Database Migrations + +This directory contains all database schema definitions and migrations for the IoT Dashboard project. + +## Quick Start + +### 1. Install Dependencies + +```bash +pip install alembic sqlalchemy python-dotenv psycopg2-binary +``` + +### 2. Configure Database + +Set `CONNECTION_STRING` or `DATABASE_URL` in the root `.env` file: + +```bash +CONNECTION_STRING=postgresql://user:password@localhost:5432/iotdashboard +``` + +### 3. Create Initial Migration + +```bash +chmod +x migrate.sh +./migrate.sh create "initial schema" +``` + +### 4. Review Migration + +Check the generated file in `alembic/versions/` + +### 5. Apply Migration + +```bash +./migrate.sh upgrade +``` + +## Usage + +### Create a New Migration + +After editing `models.py`: + +```bash +./migrate.sh create "add new column" +``` + +### Apply Migrations + +```bash +./migrate.sh upgrade +``` + +### Check Current Version + +```bash +./migrate.sh current +``` + +### View History + +```bash +./migrate.sh history +``` + +### Rollback + +```bash +./migrate.sh downgrade 1 +``` + +## File Structure + +``` +db_migrations/ +├── models.py # SQLAlchemy models (schema definition) +├── alembic.ini # Alembic configuration +├── alembic/ +│ ├── env.py # Migration environment +│ ├── script.py.mako # Migration template +│ └── versions/ # Generated migrations +├── migrate.sh # Helper script +└── README.md # This file +``` + +## Modifying Schema + +1. Edit `models.py` to define your changes +2. Run `./migrate.sh create "description"` +3. Review the generated migration +4. Run `./migrate.sh upgrade` + +## Using Models in Services + +Services can import models from here: + +```python +# In services/db_write/db_writer.py or any other service +import sys +sys.path.insert(0, '/path/to/db_migrations') +from models import SensorReading +``` + +Or better, use relative imports if properly structured. + +## Notes + +- The `.env` file should be in the project root (`../.env`) +- Migrations are applied to whatever database is in `CONNECTION_STRING` +- Always review generated migrations before applying +- Keep `models.py` as the single source of truth for schema diff --git a/db_migrations/alembic.ini b/db_migrations/alembic.ini new file mode 100644 index 0000000..85d20f4 --- /dev/null +++ b/db_migrations/alembic.ini @@ -0,0 +1,40 @@ +# Alembic Configuration + +[alembic] +script_location = alembic +file_template = %%(year)d%%(month).2d%%(day).2d_%%(hour).2d%%(minute).2d_%%(rev)s_%%(slug)s +timezone = UTC + +[loggers] +keys = root,sqlalchemy,alembic + +[handlers] +keys = console + +[formatters] +keys = generic + +[logger_root] +level = WARN +handlers = console +qualname = + +[logger_sqlalchemy] +level = WARN +handlers = +qualname = sqlalchemy.engine + +[logger_alembic] +level = INFO +handlers = +qualname = alembic + +[handler_console] +class = StreamHandler +args = (sys.stderr,) +level = NOTSET +formatter = generic + +[formatter_generic] +format = %(levelname)-5.5s [%(name)s] %(message)s +datefmt = %H:%M:%S diff --git a/db_migrations/alembic/env.py b/db_migrations/alembic/env.py new file mode 100644 index 0000000..24523f5 --- /dev/null +++ b/db_migrations/alembic/env.py @@ -0,0 +1,90 @@ +from logging.config import fileConfig +from sqlalchemy import engine_from_config, pool +from alembic import context +import os +import sys + +# Add parent directory to path so we can import models +sys.path.insert(0, os.path.dirname(os.path.dirname(__file__))) + +# Load environment variables +from dotenv import load_dotenv +load_dotenv(os.path.join(os.path.dirname(__file__), '../.env')) + +# Import your models +from models import Base + +# this is the Alembic Config object, which provides +# access to the values within the .ini file in use. +config = context.config + +# Set database URL from environment +database_url = os.getenv('CONNECTION_STRING') or os.getenv('DATABASE_URL') +if database_url: + config.set_main_option('sqlalchemy.url', database_url) + +# Interpret the config file for Python logging. +# This line sets up loggers basically. +if config.config_file_name is not None: + fileConfig(config.config_file_name) + +# add your model's MetaData object here +# for 'autogenerate' support +target_metadata = Base.metadata + +# other values from the config, defined by the needs of env.py, +# can be acquired: +# my_important_option = config.get_main_option("my_important_option") +# ... etc. + + +def run_migrations_offline() -> None: + """Run migrations in 'offline' mode. + + This configures the context with just a URL + and not an Engine, though an Engine is acceptable + here as well. By skipping the Engine creation + we don't even need a DBAPI to be available. + + Calls to context.execute() here emit the given string to the + script output. + + """ + url = config.get_main_option("sqlalchemy.url") + context.configure( + url=url, + target_metadata=target_metadata, + literal_binds=True, + dialect_opts={"paramstyle": "named"}, + ) + + with context.begin_transaction(): + context.run_migrations() + + +def run_migrations_online() -> None: + """Run migrations in 'online' mode. + + In this scenario we need to create an Engine + and associate a connection with the context. + + """ + connectable = engine_from_config( + config.get_section(config.config_ini_section, {}), + prefix="sqlalchemy.", + poolclass=pool.NullPool, + ) + + with connectable.connect() as connection: + context.configure( + connection=connection, target_metadata=target_metadata + ) + + with context.begin_transaction(): + context.run_migrations() + + +if context.is_offline_mode(): + run_migrations_offline() +else: + run_migrations_online() diff --git a/db_migrations/alembic/script.py.mako b/db_migrations/alembic/script.py.mako new file mode 100644 index 0000000..1101630 --- /dev/null +++ b/db_migrations/alembic/script.py.mako @@ -0,0 +1,28 @@ +"""${message} + +Revision ID: ${up_revision} +Revises: ${down_revision | comma,n} +Create Date: ${create_date} + +""" +from typing import Sequence, Union + +from alembic import op +import sqlalchemy as sa +${imports if imports else ""} + +# revision identifiers, used by Alembic. +revision: str = ${repr(up_revision)} +down_revision: Union[str, Sequence[str], None] = ${repr(down_revision)} +branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)} +depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)} + + +def upgrade() -> None: + """Upgrade schema.""" + ${upgrades if upgrades else "pass"} + + +def downgrade() -> None: + """Downgrade schema.""" + ${downgrades if downgrades else "pass"} diff --git a/db_migrations/alembic/versions/20251028_2206_dae12d7f4ddf_initial.py b/db_migrations/alembic/versions/20251028_2206_dae12d7f4ddf_initial.py new file mode 100644 index 0000000..c591ffa --- /dev/null +++ b/db_migrations/alembic/versions/20251028_2206_dae12d7f4ddf_initial.py @@ -0,0 +1,50 @@ +"""Initial + +Revision ID: dae12d7f4ddf +Revises: +Create Date: 2025-10-28 22:06:45.637836+00:00 + +""" +from typing import Sequence, Union + +from alembic import op +import sqlalchemy as sa + + +# revision identifiers, used by Alembic. +revision: str = 'dae12d7f4ddf' +down_revision: Union[str, Sequence[str], None] = None +branch_labels: Union[str, Sequence[str], None] = None +depends_on: Union[str, Sequence[str], None] = None + + +def upgrade() -> None: + """Upgrade schema.""" + # ### commands auto generated by Alembic - please adjust! ### + op.create_table('devices', + sa.Column('id', sa.Text(), nullable=False), + sa.Column('name', sa.Text(), nullable=False), + sa.Column('location', sa.Text(), nullable=True), + sa.Column('is_active', sa.Boolean(), nullable=True), + sa.PrimaryKeyConstraint('id') + ) + op.create_table('telemetry', + sa.Column('time', sa.DateTime(timezone=True), nullable=False), + sa.Column('device_id', sa.Text(), nullable=False), + sa.Column('metric', sa.Text(), nullable=False), + sa.Column('value', sa.Float(), nullable=False), + sa.Column('unit', sa.Text(), nullable=True), + sa.ForeignKeyConstraint(['device_id'], ['devices.id'], ), + sa.PrimaryKeyConstraint('time', 'device_id', 'metric') + ) + op.create_index('idx_telemetry_device_time', 'telemetry', ['device_id', 'time'], unique=False) + # ### end Alembic commands ### + + +def downgrade() -> None: + """Downgrade schema.""" + # ### commands auto generated by Alembic - please adjust! ### + op.drop_index('idx_telemetry_device_time', table_name='telemetry') + op.drop_table('telemetry') + op.drop_table('devices') + # ### end Alembic commands ### diff --git a/db_migrations/models.py b/db_migrations/models.py new file mode 100644 index 0000000..dbacebf --- /dev/null +++ b/db_migrations/models.py @@ -0,0 +1,48 @@ +""" +Database models for the IoT Dashboard. + +To modify schema: +1. Edit models here +2. Run: alembic revision --autogenerate -m "description" +3. Review the generated migration in alembic/versions/ +4. Run: alembic upgrade head +""" +from sqlalchemy import Boolean, Column, Float, ForeignKey, Index,Text, DateTime +from sqlalchemy.ext.declarative import declarative_base + +Base = declarative_base() + + +class Device(Base): + """IoT devices registered in the system.""" + __tablename__ = 'devices' + + id = Column(Text, primary_key=True) + name = Column(Text, nullable=False) + location = Column(Text) + is_active = Column(Boolean, default=True) + + def __repr__(self): + return f"" + + +class Telemetry(Base): + """ + Time-series telemetry data from devices. + This will be converted to a TimescaleDB hypertable. + """ + __tablename__ = 'telemetry' + + time = Column(DateTime(timezone=True), primary_key=True, nullable=False) + device_id = Column(Text, ForeignKey('devices.id'), primary_key=True, nullable=False) + metric = Column(Text, primary_key=True, nullable=False) # e.g., 'light', 'temperature' + value = Column(Float, nullable=False) + unit = Column(Text) + + __table_args__ = ( + Index('idx_telemetry_device_time', 'device_id', 'time'), + ) + + def __repr__(self): + return f"" + diff --git a/docs/introduction.md b/docs/introduction.md new file mode 100644 index 0000000..c5ade3f --- /dev/null +++ b/docs/introduction.md @@ -0,0 +1,9 @@ +# Introduction + +## Overview + +This is a bachelor's thesis project combining IoT, AI and much more. +It presents a smart IoT system designed to ingset, store and visualize telemetry data from distributed devices. +The project leverages microservices for modularity and good scalability, Redis as a message queue / buffer, and TimescaleDB +for fast and efficient time-series data storage. + diff --git a/infrastrcture/compose.yml b/infrastrcture/compose.yml deleted file mode 100644 index b5d6c16..0000000 --- a/infrastrcture/compose.yml +++ /dev/null @@ -1,21 +0,0 @@ -services: - - redis: - image: redis:8 - ports: - - "6379:6379" - volumes: - - redis-data:/data - restart: unless-stopped - - mqtt: - image: eclipse-mosquitto:2.0 - ports: - - "1883:1883" - - "9001:9001" - volumes: - - ./mosquitto/mosquitto.conf:/mosquitto/config/mosquitto.conf - restart: unless-stopped - -volumes: - redis-data: \ No newline at end of file diff --git a/infrastructure/compose.yml b/infrastructure/compose.yml new file mode 100644 index 0000000..42d0b10 --- /dev/null +++ b/infrastructure/compose.yml @@ -0,0 +1,34 @@ +services: + + redis: + image: redis:8 + ports: + - "6379:6379" + volumes: + - redis-data:/data + restart: unless-stopped + + mqtt: + image: eclipse-mosquitto:2.0 + ports: + - "1883:1883" + - "9001:9001" + volumes: + - ./mosquitto/mosquitto.conf:/mosquitto/config/mosquitto.conf + restart: unless-stopped + + timescaledb: + image: timescale/timescaledb:latest-pg17 + environment: + POSTGRES_USER: ${POSTGRES_USER:-postgres} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-example} + POSTGRES_DB: ${POSTGRES_DB:-iot_data} + ports: + - "5432:5432" + volumes: + - timescaledb-data:/var/lib/postgresql/data + restart: unless-stopped + +volumes: + redis-data: + timescaledb-data: \ No newline at end of file diff --git a/infrastructure/mosquitto/mosquitto.conf b/infrastructure/mosquitto/mosquitto.conf new file mode 100644 index 0000000..72c044d --- /dev/null +++ b/infrastructure/mosquitto/mosquitto.conf @@ -0,0 +1,2 @@ +allow_anonymous true +listener 1883 0.0.0.0 diff --git a/iotDashboard/migrations/0001_initial.py b/iotDashboard/migrations/0001_initial.py new file mode 100644 index 0000000..237c7cd --- /dev/null +++ b/iotDashboard/migrations/0001_initial.py @@ -0,0 +1,44 @@ +# Generated by Django 5.1.7 on 2025-03-27 10:47 + +import django.db.models.deletion +from django.db import migrations, models + + +class Migration(migrations.Migration): + + initial = True + + dependencies = [ + ] + + operations = [ + migrations.CreateModel( + name='Device', + fields=[ + ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=50)), + ('ip', models.CharField(max_length=20)), + ('protocol', models.CharField(choices=[('mqtt', 'MQTT'), ('http', 'HTTP')], max_length=20)), + ], + ), + migrations.CreateModel( + name='SensorType', + fields=[ + ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('name', models.CharField(max_length=50, unique=True)), + ('unit', models.CharField(max_length=20)), + ('protocol', models.CharField(choices=[('mqtt', 'MQTT'), ('http', 'HTTP')], max_length=20)), + ('topic', models.CharField(blank=True, max_length=100, null=True)), + ('endpoint', models.CharField(blank=True, max_length=100, null=True)), + ], + ), + migrations.CreateModel( + name='Sensor', + fields=[ + ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), + ('enabled', models.BooleanField(default=True)), + ('device', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='sensors', to='iotDashboard.device')), + ('type', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='iotDashboard.sensortype')), + ], + ), + ] diff --git a/infrastrcture/mosquitto/mosquitto.conf b/iotDashboard/migrations/__init__.py similarity index 100% rename from infrastrcture/mosquitto/mosquitto.conf rename to iotDashboard/migrations/__init__.py diff --git a/iotDashboard/settings.py b/iotDashboard/settings.py index e0f318a..79c47e8 100644 --- a/iotDashboard/settings.py +++ b/iotDashboard/settings.py @@ -12,7 +12,7 @@ https://docs.djangoproject.com/en/4.2/ref/settings/ from dotenv import load_dotenv from pathlib import Path import os -from huey import SqliteHuey +# from huey import SqliteHuey # Build paths inside the project like this: BASE_DIR / 'subdir'. @@ -46,7 +46,7 @@ INSTALLED_APPS = [ 'django.contrib.messages', 'django.contrib.staticfiles', 'iotDashboard', - 'huey.contrib.djhuey', + # 'huey.contrib.djhuey', ] @@ -142,11 +142,11 @@ STATIC_URL = 'static/' DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField' -HUEY = { - 'huey_class': 'huey.SqliteHuey', # Or 'huey.RedisHuey' for Redis - 'filename': 'demo.db', # SQLite file for task storage - 'results': True, - 'store_none': False, - 'immediate': False, - 'utc': True, -} \ No newline at end of file +# HUEY = { +# 'huey_class': 'huey.SqliteHuey', # Or 'huey.RedisHuey' for Redis +# 'filename': 'demo.db', # SQLite file for task storage +# 'results': True, +# 'store_none': False, +# 'immediate': False, +# 'utc': True, +# } \ No newline at end of file diff --git a/main.py b/main.py new file mode 100644 index 0000000..979affc --- /dev/null +++ b/main.py @@ -0,0 +1,6 @@ +def main(): + print("Hello from iotdashboard!") + + +if __name__ == "__main__": + main() diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..6a95a88 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,16 @@ +[project] +name = "iotdashboard" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.13" +dependencies = [ + "alembic>=1.17.0", + "django>=5.2.7", + "openai>=2.6.1", + "paho-mqtt>=2.1.0", + "psycopg2-binary>=2.9.11", + "python-dotenv>=1.2.1", + "redis>=7.0.1", + "requests>=2.32.5", +] diff --git a/requirements.txt b/requirements.txt index 8dee5c0..b285312 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,7 @@ -Django==4.2.5 -redis==4.5.4 -paho-mqtt==1.6.1 -psycopg2-binary==2.9.7 -huey==2.4.5 -python-dotenv==1.0.0 -requests==2.31.0 -openai==1.3.0 \ No newline at end of file +Django +redis +paho-mqtt +psycopg2-binary +python-dotenv +requests +openai \ No newline at end of file diff --git a/services/db_write/.env.example b/services/db_write/.env.example new file mode 100644 index 0000000..49bde26 --- /dev/null +++ b/services/db_write/.env.example @@ -0,0 +1,26 @@ +# Redis Configuration +REDIS_HOST=localhost +REDIS_PORT=6379 +REDIS_DB=0 +REDIS_PASSWORD= + +# Database Configuration (PostgreSQL/TimescaleDB) +DATABASE_URL=postgresql://user:password@localhost:5432/iot_dashboard + +# Consumer Configuration +CONSUMER_GROUP_NAME=db_writer +CONSUMER_NAME=worker-01 +BATCH_SIZE=100 +BATCH_TIMEOUT_SEC=5 +PROCESSING_INTERVAL_SEC=1 + +# Stream Configuration +STREAM_PATTERN=mqtt_stream:* +DEAD_LETTER_STREAM=mqtt_stream:failed + +# Database Table Configuration +TABLE_NAME=sensor_readings +ENABLE_TIMESCALE=false + +# Logging Configuration +LOG_LEVEL=INFO diff --git a/services/db_write/.gitignore b/services/db_write/.gitignore new file mode 100644 index 0000000..99e8105 --- /dev/null +++ b/services/db_write/.gitignore @@ -0,0 +1,54 @@ +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +*.egg-info/ +.installed.cfg +*.egg + +# Virtual environments +.venv/ +venv/ +ENV/ +env/ + +# Environment variables +.env +.env.local + +# IDE +.vscode/ +.idea/ +*.swp +*.swo +*~ + +# Logs +*.log + +# Database +*.db +*.sqlite +*.sqlite3 + +# OS +.DS_Store +Thumbs.db + +# uv +.uv/ +uv.lock diff --git a/services/db_write/.python-version b/services/db_write/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/services/db_write/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/services/db_write/README.md b/services/db_write/README.md new file mode 100644 index 0000000..2feed80 --- /dev/null +++ b/services/db_write/README.md @@ -0,0 +1,406 @@ +# Database Writer Service + +A robust, production-ready service that reads sensor data from Redis streams and writes it to PostgreSQL/TimescaleDB. Part of the IoT Dashboard project. + +## Features + +- ✅ **Reliable consumption** from Redis streams using consumer groups +- ✅ **Batch processing** for high throughput +- ✅ **At-least-once delivery** with message acknowledgments +- ✅ **Dead letter queue** for failed messages +- ✅ **Connection pooling** for database efficiency +- ✅ **Graceful shutdown** handling +- ✅ **Flexible schema** that adapts to changes +- ✅ **Structured logging** with JSON output +- ✅ **Health checks** for monitoring +- ✅ **TimescaleDB support** for time-series optimization + +## Architecture + +``` +Redis Streams → Consumer Group → Transform → Database → Acknowledge + ↓ + Failed messages + ↓ + Dead Letter Queue +``` + +### Components + +- **`main.py`**: Service orchestration and processing loop +- **`redis_reader.py`**: Redis stream consumer with fault tolerance +- **`db_writer.py`**: Database operations with connection pooling +- **`schema.py`**: Data transformation and validation +- **`config.py`**: Configuration management + +## Quick Start + +### Prerequisites + +- Python 3.13+ +- [uv](https://github.com/astral-sh/uv) package manager +- Redis server with streams +- PostgreSQL or TimescaleDB + +### Installation + +1. **Navigate to the service directory**: + ```bash + cd services/db_write + ``` + +2. **Copy and configure environment variables**: + ```bash + cp .env.example .env + # Edit .env with your DATABASE_URL and other settings + ``` + +3. **Install dependencies**: + ```bash + uv sync + ``` + +4. **Setup database schema** (IMPORTANT - do this before running): + ```bash + # Review the schema in models.py first + cat models.py + + # Create initial migration + chmod +x migrate.sh + ./migrate.sh create "initial schema" + + # Review the generated migration + ls -lt alembic/versions/ + + # Apply migrations + ./migrate.sh upgrade + ``` + +5. **Run the service**: + ```bash + uv run main.py + ``` + + Or use the standalone script: + ```bash + chmod +x run-standalone.sh + ./run-standalone.sh + ``` + +### ⚠️ Important: Schema Management + +This service uses **Alembic** for database migrations. The service will NOT create tables automatically. + +- Schema is defined in `models.py` +- Migrations are managed with `./migrate.sh` or `alembic` commands +- See `SCHEMA_MANAGEMENT.md` for detailed guide + +## Schema Management + +This service uses **SQLAlchemy** for models and **Alembic** for migrations. + +### Key Files + +- **`models.py`**: Define your database schema here (SQLAlchemy models) +- **`alembic/`**: Migration scripts directory +- **`migrate.sh`**: Helper script for common migration tasks +- **`SCHEMA_MANAGEMENT.md`**: Comprehensive migration guide + +### Quick Migration Commands + +```bash +# Create a new migration after editing models.py +./migrate.sh create "add new column" + +# Apply pending migrations +./migrate.sh upgrade + +# Check migration status +./migrate.sh check + +# View migration history +./migrate.sh history + +# Rollback last migration +./migrate.sh downgrade 1 +``` + +**See `SCHEMA_MANAGEMENT.md` for detailed documentation.** + +## Configuration + +All configuration is done via environment variables. See `.env.example` for all available options. + +### Required Settings + +```bash +# Redis connection +REDIS_HOST=localhost +REDIS_PORT=6379 + +# Database connection +DATABASE_URL=postgresql://user:password@localhost:5432/iot_dashboard +``` + +### Optional Settings + +```bash +# Consumer configuration +CONSUMER_GROUP_NAME=db_writer # Consumer group name +CONSUMER_NAME=worker-01 # Unique consumer name +BATCH_SIZE=100 # Messages per batch +BATCH_TIMEOUT_SEC=5 # Read timeout +PROCESSING_INTERVAL_SEC=1 # Delay between batches + +# Stream configuration +STREAM_PATTERN=mqtt_stream:* # Stream name pattern +DEAD_LETTER_STREAM=mqtt_stream:failed + +# Database +TABLE_NAME=sensor_readings # Target table name +ENABLE_TIMESCALE=false # Use TimescaleDB features + +# Logging +LOG_LEVEL=INFO # DEBUG, INFO, WARNING, ERROR +LOG_FORMAT=json # json or console +``` + +## Data Flow + +### Input (Redis Streams) + +The service reads from Redis streams with the format: +``` +mqtt_stream:{device_id}:{sensor_type} +``` + +Each message contains: +``` +{ + "value": "23.5", + "timestamp": "2023-10-18T14:30:00Z", + "metadata": "{...}" (optional) +} +``` + +### Output (Database) + +Data is written to the `sensor_readings` table: + +```sql +CREATE TABLE sensor_readings ( + id BIGSERIAL PRIMARY KEY, + timestamp TIMESTAMPTZ NOT NULL, + device_id VARCHAR(100) NOT NULL, + sensor_type VARCHAR(100) NOT NULL, + value DOUBLE PRECISION NOT NULL, + metadata JSONB, + created_at TIMESTAMPTZ DEFAULT NOW() +); +``` + +**Note**: The table is automatically created if it doesn't exist. + +## Running with Docker + +### Build the image + +```bash +docker build -t db-writer:latest . +``` + +### Run the container + +```bash +docker run -d \ + --name db-writer \ + -e REDIS_HOST=redis \ + -e DATABASE_URL=postgresql://user:pass@postgres:5432/iot \ + db-writer:latest +``` + +## Consumer Groups + +The service uses Redis consumer groups for reliable, distributed processing: + +- **Multiple instances**: Run multiple workers for load balancing +- **Fault tolerance**: Messages are not lost if a consumer crashes +- **Acknowledgments**: Messages are only removed after successful processing +- **Pending messages**: Unacknowledged messages can be reclaimed + +### Running Multiple Workers + +```bash +# Terminal 1 +CONSUMER_NAME=worker-01 uv run main.py + +# Terminal 2 +CONSUMER_NAME=worker-02 uv run main.py +``` + +All workers in the same consumer group will share the load. + +## Error Handling + +### Dead Letter Queue + +Failed messages are sent to the dead letter stream (`mqtt_stream:failed`) with error information: + +``` +{ + "original_stream": "mqtt_stream:esp32:temperature", + "original_id": "1634567890123-0", + "device_id": "esp32", + "sensor_type": "temperature", + "value": "23.5", + "error": "Database connection failed", + "failed_at": "1634567890.123" +} +``` + +### Retry Strategy + +- **Transient errors**: Automatic retry with backoff +- **Data errors**: Immediate send to DLQ +- **Connection errors**: Reconnection attempts + +## Monitoring + +### Health Checks + +Check service health programmatically: + +```python +from main import DatabaseWriterService + +service = DatabaseWriterService() +health = service.health_check() +print(health) +# { +# 'running': True, +# 'redis': True, +# 'database': True, +# 'stats': {...} +# } +``` + +### Logs + +The service outputs structured logs: + +```json +{ + "event": "Processed batch", + "rows_written": 100, + "messages_acknowledged": 100, + "timestamp": "2023-10-18T14:30:00Z", + "level": "info" +} +``` + +### Statistics + +Runtime statistics are tracked: +- `messages_read`: Total messages consumed +- `messages_written`: Total rows inserted +- `messages_failed`: Failed messages sent to DLQ +- `batches_processed`: Number of successful batches +- `errors`: Total errors encountered + +## Development + +### Project Structure + +``` +db_write/ +├── config.py # Configuration management +├── db_writer.py # Database operations +├── redis_reader.py # Redis stream consumer +├── schema.py # Data models and transformation +├── main.py # Service entry point +├── pyproject.toml # Dependencies +├── .env.example # Configuration template +└── README.md # This file +``` + +### Adding Dependencies + +```bash +uv add package-name +``` + +### Running Tests + +```bash +uv run pytest +``` + +## Troubleshooting + +### Service won't start + +1. **Check configuration**: Verify all required environment variables are set +2. **Test connections**: Ensure Redis and PostgreSQL are accessible +3. **Check logs**: Look for specific error messages + +### No messages being processed + +1. **Check streams exist**: `redis-cli KEYS "mqtt_stream:*"` +2. **Verify consumer group**: The service creates it automatically, but check Redis logs +3. **Check stream pattern**: Ensure `STREAM_PATTERN` matches your stream names + +### Messages going to dead letter queue + +1. **Check DLQ**: `redis-cli XRANGE mqtt_stream:failed - + COUNT 10` +2. **Review error messages**: Each DLQ entry contains the error reason +3. **Validate data format**: Ensure messages match expected schema + +### High memory usage + +1. **Reduce batch size**: Lower `BATCH_SIZE` in configuration +2. **Check connection pool**: May need to adjust pool size +3. **Monitor pending messages**: Use `XPENDING` to check backlog + +## Performance Tuning + +### Throughput Optimization + +- **Increase batch size**: Process more messages per batch +- **Multiple workers**: Run multiple consumer instances +- **Connection pooling**: Adjust pool size based on load +- **Processing interval**: Reduce delay between batches + +### Latency Optimization + +- **Decrease batch size**: Process smaller batches more frequently +- **Reduce timeout**: Lower `BATCH_TIMEOUT_SEC` +- **Single worker**: Avoid consumer group coordination overhead + +## Production Deployment + +### Recommended Settings + +```bash +BATCH_SIZE=500 +PROCESSING_INTERVAL_SEC=0.1 +LOG_LEVEL=INFO +LOG_FORMAT=json +ENABLE_TIMESCALE=true +``` + +### Monitoring + +- Monitor consumer lag using Redis `XPENDING` +- Track database insert latency +- Alert on error rate > 5% +- Monitor DLQ depth + +### Scaling + +1. **Horizontal**: Add more consumer instances with unique `CONSUMER_NAME` +2. **Vertical**: Increase resources for database writes +3. **Database**: Use TimescaleDB for better time-series performance + +## License + +Part of the IoT Dashboard project. diff --git a/services/db_write/config.py b/services/db_write/config.py new file mode 100644 index 0000000..afd518d --- /dev/null +++ b/services/db_write/config.py @@ -0,0 +1,140 @@ +""" +Configuration management for the database writer service. +Loads settings from environment variables with sensible defaults. +""" +import os +from dataclasses import dataclass +from typing import Optional +import dotenv + +dotenv.load_dotenv() + + +@dataclass +class RedisConfig: + """Redis connection configuration""" + host: str + port: int = 6379 + db: int = 0 + password: Optional[str] = None + + +@dataclass +class DatabaseConfig: + """Database connection configuration""" + url: Optional[str] = None + host: Optional[str] = None + port: int = 5432 + name: Optional[str] = None + user: Optional[str] = None + password: Optional[str] = None + table_name: str = "sensor_readings" + enable_timescale: bool = False + + def get_connection_string(self) -> str: + """Build connection string from components or return URL""" + if self.url: + return self.url + + if not all([self.host, self.name, self.user, self.password]): + raise ValueError("Either DATABASE_URL or all DB_* variables must be set") + + return f"postgresql://{self.user}:{self.password}@{self.host}:{self.port}/{self.name}" + + +@dataclass +class ConsumerConfig: + """Redis consumer group configuration""" + group_name: str = "db_writer" + consumer_name: str = "worker-01" + batch_size: int = 100 + batch_timeout_sec: int = 5 + processing_interval_sec: float = 1.0 + block_time_ms: int = 5000 + + +@dataclass +class StreamConfig: + """Redis stream configuration""" + pattern: str = "mqtt_stream:*" + dead_letter_stream: str = "mqtt_stream:failed" + max_retries: int = 3 + trim_maxlen: int = 10000 # Keep last N messages in each stream + + +@dataclass +class LogConfig: + """Logging configuration""" + level: str = "INFO" + format: str = "json" # json or console + + +class Config: + """Main configuration class""" + + def __init__(self): + self.redis = RedisConfig( + host=os.getenv('REDIS_HOST', 'localhost'), + port=int(os.getenv('REDIS_PORT', 6379)), + db=int(os.getenv('REDIS_DB', 0)), + password=os.getenv('REDIS_PASSWORD', None) or None + ) + + self.database = DatabaseConfig( + url=os.getenv('DATABASE_URL', None), + host=os.getenv('DB_HOST', None), + port=int(os.getenv('DB_PORT', 5432)), + name=os.getenv('DB_NAME', None), + user=os.getenv('DB_USER', None), + password=os.getenv('DB_PASSWORD', None), + table_name=os.getenv('TABLE_NAME', 'sensor_readings'), + enable_timescale=os.getenv('ENABLE_TIMESCALE', 'false').lower() == 'true' + ) + + self.consumer = ConsumerConfig( + group_name=os.getenv('CONSUMER_GROUP_NAME', 'db_writer'), + consumer_name=os.getenv('CONSUMER_NAME', 'worker-01'), + batch_size=int(os.getenv('BATCH_SIZE', 100)), + batch_timeout_sec=int(os.getenv('BATCH_TIMEOUT_SEC', 5)), + processing_interval_sec=float(os.getenv('PROCESSING_INTERVAL_SEC', 1.0)), + block_time_ms=int(os.getenv('BLOCK_TIME_MS', 5000)) + ) + + self.stream = StreamConfig( + pattern=os.getenv('STREAM_PATTERN', 'mqtt_stream:*'), + dead_letter_stream=os.getenv('DEAD_LETTER_STREAM', 'mqtt_stream:failed'), + max_retries=int(os.getenv('MAX_RETRIES', 3)), + trim_maxlen=int(os.getenv('TRIM_MAXLEN', 10000)) + ) + + self.log = LogConfig( + level=os.getenv('LOG_LEVEL', 'INFO'), + format=os.getenv('LOG_FORMAT', 'json') + ) + + def validate(self): + """Validate configuration""" + errors = [] + + # Validate Redis config + if not self.redis.host: + errors.append("REDIS_HOST is required") + + # Validate database config + try: + self.database.get_connection_string() + except ValueError as e: + errors.append(str(e)) + + # Validate consumer config + if self.consumer.batch_size < 1: + errors.append("BATCH_SIZE must be >= 1") + + if errors: + raise ValueError(f"Configuration errors: {', '.join(errors)}") + + return True + + +# Global config instance +config = Config() diff --git a/services/db_write/db_writer.py b/services/db_write/db_writer.py new file mode 100644 index 0000000..4b1eb31 --- /dev/null +++ b/services/db_write/db_writer.py @@ -0,0 +1,91 @@ +import logging +from typing import List +from sqlalchemy import create_engine, select +from sqlalchemy.orm import sessionmaker +from sqlalchemy.pool import QueuePool + +from config import config +from schema import SensorReading +from models import SensorReading as SensorReadingModel + + +class DatabaseWriter: + """ + Database writer using SQLAlchemy. + + Schema is defined in models.py and should be managed using Alembic migrations. + This class only handles data insertion, NOT schema creation. + + To manage schema: + 1. Edit models.py to define your schema + 2. Generate migration: alembic revision --autogenerate -m "description" + 3. Apply migration: alembic upgrade head + """ + + def __init__(self): + self.logger = logging.getLogger(__name__) + + # Initialize SQLAlchemy engine with connection pooling + connection_string = config.database.get_connection_string() + + self.engine = create_engine( + connection_string, + poolclass=QueuePool, + pool_size=5, + max_overflow=10, + pool_pre_ping=True + ) + + # Create session factory + self.SessionLocal = sessionmaker(bind=self.engine) + + self.logger.info("Database writer initialized") + + def write_batch(self, readings: List[SensorReading]) -> bool: + """Write a batch of sensor readings to the database""" + if not readings: + return True + + session = self.SessionLocal() + try: + # Convert to database objects + db_objects = [ + SensorReadingModel( + timestamp=reading.timestamp, + device_id=reading.device_id, + sensor_type=reading.sensor_type, + value=reading.value, + metadata=reading.metadata + ) + for reading in readings + ] + + # Bulk insert + session.bulk_save_objects(db_objects) + session.commit() + + self.logger.debug(f"Wrote {len(readings)} readings to database") + return True + + except Exception as e: + self.logger.error(f"Failed to write batch: {e}") + session.rollback() + return False + finally: + session.close() + + def health_check(self) -> bool: + """Check if database connection is healthy""" + try: + with self.engine.connect() as conn: + result = conn.execute(select(1)) + return result.fetchone()[0] == 1 + except Exception as e: + self.logger.error(f"Database health check failed: {e}") + return False + + def close(self): + """Close database engine and all connections""" + if hasattr(self, 'engine') and self.engine: + self.engine.dispose() + self.logger.info("Database engine closed") diff --git a/services/db_write/main.py b/services/db_write/main.py new file mode 100644 index 0000000..5d1673d --- /dev/null +++ b/services/db_write/main.py @@ -0,0 +1,281 @@ +""" +Main entry point for the database writer service. +Orchestrates the read → transform → write cycle with error handling. +""" +import logging +import signal +import sys +import time +import structlog +from typing import List + +from config import config +from redis_reader import RedisReader +from db_writer import DatabaseWriter +from schema import SchemaHandler, StreamMessage, SensorReading + + +def configure_logging(): + """Configure structured logging""" + if config.log.format == 'json': + structlog.configure( + processors=[ + structlog.stdlib.filter_by_level, + structlog.stdlib.add_logger_name, + structlog.stdlib.add_log_level, + structlog.stdlib.PositionalArgumentsFormatter(), + structlog.processors.TimeStamper(fmt="iso"), + structlog.processors.StackInfoRenderer(), + structlog.processors.format_exc_info, + structlog.processors.JSONRenderer() + ], + wrapper_class=structlog.stdlib.BoundLogger, + context_class=dict, + logger_factory=structlog.stdlib.LoggerFactory(), + cache_logger_on_first_use=True, + ) + + # Configure standard logging + logging.basicConfig( + level=getattr(logging, config.log.level.upper(), logging.INFO), + format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' + ) + + +class DatabaseWriterService: + """Main service class that orchestrates the data pipeline""" + + def __init__(self): + self.running = False + self.redis_reader: RedisReader = None + self.db_writer: DatabaseWriter = None + self.schema_handler: SchemaHandler = None + self.logger = logging.getLogger(__name__) + + # Setup signal handlers for graceful shutdown + signal.signal(signal.SIGTERM, self._signal_handler) + signal.signal(signal.SIGINT, self._signal_handler) + + # Statistics + self.stats = { + 'messages_read': 0, + 'messages_written': 0, + 'messages_failed': 0, + 'batches_processed': 0, + 'errors': 0 + } + + def _signal_handler(self, signum, frame): + """Handle shutdown signals""" + self.logger.info(f"Received signal {signum}, initiating graceful shutdown...") + self.stop() + + def start(self) -> bool: + """Start the service""" + self.logger.info("Starting Database Writer Service...") + + try: + # Validate configuration + config.validate() + self.logger.info("Configuration validated successfully") + + # Initialize components + self.schema_handler = SchemaHandler() + self.logger.info("Schema handler initialized") + + self.redis_reader = RedisReader() + self.logger.info("Redis reader initialized") + + self.db_writer = DatabaseWriter() + self.logger.info("Database writer initialized") + + # Start the processing loop + self.running = True + self.logger.info("Service started successfully, entering processing loop") + + self._processing_loop() + + return True + + except Exception as e: + self.logger.error(f"Service startup failed: {e}", exc_info=True) + return False + + def _processing_loop(self): + """Main processing loop""" + consecutive_errors = 0 + max_consecutive_errors = 5 + + while self.running: + try: + # Read batch from Redis + messages = self.redis_reader.read_batch() + + if not messages: + # No messages, sleep briefly + time.sleep(config.consumer.processing_interval_sec) + continue + + self.stats['messages_read'] += len(messages) + self.logger.debug(f"Read {len(messages)} messages from Redis") + + # Transform messages to sensor readings + readings = self._transform_messages(messages) + + if not readings: + self.logger.warning("No valid readings after transformation") + # Acknowledge the messages anyway (they were invalid) + self.redis_reader.acknowledge_batch(messages) + continue + + # Write to database + result = self.db_writer.write_batch(readings) + + if result.success: + # Successfully written, acknowledge the messages + ack_count = self.redis_reader.acknowledge_batch(messages) + self.stats['messages_written'] += result.rows_written + self.stats['batches_processed'] += 1 + consecutive_errors = 0 + + self.logger.info( + f"Processed batch: {result.rows_written} readings written, " + f"{ack_count} messages acknowledged" + ) + else: + # Write failed, send to dead letter queue + self.logger.error(f"Failed to write batch: {result.error}") + self._handle_failed_batch(messages, result.error) + self.stats['messages_failed'] += len(messages) + self.stats['errors'] += 1 + consecutive_errors += 1 + + # Check for too many consecutive errors + if consecutive_errors >= max_consecutive_errors: + self.logger.error( + f"Too many consecutive errors ({consecutive_errors}), " + "pausing for 30 seconds" + ) + time.sleep(30) + consecutive_errors = 0 + + # Brief pause between batches + if config.consumer.processing_interval_sec > 0: + time.sleep(config.consumer.processing_interval_sec) + + except KeyboardInterrupt: + self.logger.info("Keyboard interrupt received") + break + except Exception as e: + self.logger.error(f"Error in processing loop: {e}", exc_info=True) + self.stats['errors'] += 1 + consecutive_errors += 1 + time.sleep(5) # Back off on errors + + self.logger.info("Processing loop terminated") + + def _transform_messages(self, messages: List[StreamMessage]) -> List[SensorReading]: + """Transform stream messages to sensor readings""" + readings = [] + + for msg in messages: + reading = self.schema_handler.transform_message(msg) + if reading: + readings.append(reading) + else: + self.logger.warning( + f"Failed to transform message {msg.message_id} from {msg.stream_key}" + ) + + return readings + + def _handle_failed_batch(self, messages: List[StreamMessage], error: str): + """Handle a batch that failed to write to database""" + # Send all messages to dead letter queue + for msg in messages: + self.redis_reader.send_to_dead_letter(msg, error) + + # Acknowledge them so they don't block the consumer group + self.redis_reader.acknowledge_batch(messages) + + self.logger.warning(f"Sent {len(messages)} messages to dead letter queue") + + def stop(self): + """Stop the service gracefully""" + if not self.running: + return + + self.logger.info("Stopping service...") + self.running = False + + # Print final statistics + self.logger.info( + f"Final statistics: " + f"messages_read={self.stats['messages_read']}, " + f"messages_written={self.stats['messages_written']}, " + f"messages_failed={self.stats['messages_failed']}, " + f"batches_processed={self.stats['batches_processed']}, " + f"errors={self.stats['errors']}" + ) + + # Close connections + if self.redis_reader: + self.redis_reader.close() + + if self.db_writer: + self.db_writer.close() + + self.logger.info("Service stopped") + + def health_check(self) -> dict: + """Check service health""" + health = { + 'running': self.running, + 'redis': False, + 'database': False, + 'stats': self.stats + } + + if self.redis_reader: + health['redis'] = self.redis_reader.health_check() + + if self.db_writer: + health['database'] = self.db_writer.health_check() + + return health + + +def main(): + """Entry point""" + # Configure logging + configure_logging() + logger = logging.getLogger(__name__) + + logger.info("=" * 60) + logger.info("Database Writer Service") + logger.info(f"Consumer Group: {config.consumer.group_name}") + logger.info(f"Consumer Name: {config.consumer.consumer_name}") + logger.info(f"Batch Size: {config.consumer.batch_size}") + logger.info(f"Stream Pattern: {config.stream.pattern}") + logger.info("=" * 60) + + service = DatabaseWriterService() + + try: + success = service.start() + if not success: + logger.error("Service failed to start") + sys.exit(1) + except KeyboardInterrupt: + logger.info("Received keyboard interrupt") + except Exception as e: + logger.error(f"Unexpected error: {e}", exc_info=True) + sys.exit(1) + finally: + service.stop() + + logger.info("Service exited") + + +if __name__ == '__main__': + main() diff --git a/services/db_write/pyproject.toml b/services/db_write/pyproject.toml new file mode 100644 index 0000000..776e739 --- /dev/null +++ b/services/db_write/pyproject.toml @@ -0,0 +1,22 @@ +[project] +name = "db-write" +version = "0.1.0" +description = "Database writer service that reads from Redis streams and writes to PostgreSQL/TimescaleDB" +readme = "README.md" +requires-python = ">=3.13" +dependencies = [ + "redis>=6.4.0", + "psycopg2-binary>=2.9.0", + "python-dotenv>=1.0.0", + "pydantic>=2.0.0", + "structlog>=24.0.0", + "alembic>=1.13.0", + "sqlalchemy>=2.0.0", +] + +[project.optional-dependencies] +dev = [ + "pytest>=7.0.0", + "fakeredis>=2.0.0", + "pytest-asyncio>=0.21.0", +] diff --git a/services/db_write/redis_reader.py b/services/db_write/redis_reader.py new file mode 100644 index 0000000..94c3d91 --- /dev/null +++ b/services/db_write/redis_reader.py @@ -0,0 +1,142 @@ + +import redis +import logging +from typing import List, Optional, Dict +from config import config +from schema import SchemaHandler, StreamMessage + + +class RedisReader: + """Redis stream consumer with consumer groups for reliability""" + + def __init__(self, streams: Optional[List[str]] = None): + self.logger = logging.getLogger(__name__) + self.schema_handler = SchemaHandler() + + self.redis_client = redis.StrictRedis( + host=config.redis.host, + port=config.redis.port, + db=config.redis.db, + password=config.redis.password, + decode_responses=False + ) + + self.redis_client.ping() + self.logger.info(f"Connected to Redis at {config.redis.host}:{config.redis.port}") + + if streams: + self.streams = streams + else: + pattern = config.stream.pattern + keys = self.redis_client.keys(pattern) + self.streams = [k.decode('utf-8') if isinstance(k, bytes) else k for k in keys] + + self.logger.info(f"Monitoring {len(self.streams)} streams") + + # Initialize consumer groups + self._setup_consumer_groups() + + def _setup_consumer_groups(self): + """Create consumer groups for streams""" + group_name = config.consumer.group_name + + for stream in self.streams: + try: + self.redis_client.xgroup_create(stream, group_name, id='0', mkstream=True) + self.logger.info(f"Created consumer group '{group_name}' for '{stream}'") + except redis.exceptions.ResponseError as e: + if 'BUSYGROUP' in str(e): + self.logger.debug(f"Consumer group '{group_name}' already exists for '{stream}'") + else: + self.logger.error(f"Error creating consumer group for {stream}: {e}") + + def read_batch(self, batch_size: Optional[int] = None, + timeout_ms: Optional[int] = None) -> List[StreamMessage]: + """Read a batch of messages from streams using consumer group""" + if batch_size is None: + batch_size = config.consumer.batch_size + if timeout_ms is None: + timeout_ms = config.consumer.block_time_ms + + if not self.streams: + return [] + + # Prepare stream dict for XREADGROUP + stream_dict = {stream: '>' for stream in self.streams} + + try: + results = self.redis_client.xreadgroup( + groupname=config.consumer.group_name, + consumername=config.consumer.consumer_name, + streams=stream_dict, + count=batch_size, + block=timeout_ms + ) + + if not results: + return [] + + # Parse results into StreamMessage objects + messages = [] + for stream_key, entries in results: + stream_name = stream_key.decode('utf-8') if isinstance(stream_key, bytes) else stream_key + + for message_id, fields in entries: + msg_id = message_id.decode('utf-8') if isinstance(message_id, bytes) else message_id + + stream_msg = self.schema_handler.parse_stream_entry(stream_name, msg_id, fields) + if stream_msg: + messages.append(stream_msg) + + if messages: + self.logger.debug(f"Read {len(messages)} messages") + + return messages + + except Exception as e: + self.logger.error(f"Error reading from Redis: {e}") + return [] + + def acknowledge_batch(self, messages: List[StreamMessage]) -> int: + """Acknowledge multiple messages at once""" + ack_count = 0 + + # Group messages by stream + by_stream: Dict[str, List[str]] = {} + for msg in messages: + if msg.stream_key not in by_stream: + by_stream[msg.stream_key] = [] + by_stream[msg.stream_key].append(msg.message_id) + + # Acknowledge each stream's messages + for stream_key, message_ids in by_stream.items(): + try: + result = self.redis_client.xack( + stream_key, + config.consumer.group_name, + *message_ids + ) + ack_count += result + except Exception as e: + self.logger.error(f"Failed to acknowledge messages from {stream_key}: {e}") + + if ack_count > 0: + self.logger.debug(f"Acknowledged {ack_count} messages") + + return ack_count + + def health_check(self) -> bool: + """Check if Redis connection is healthy""" + try: + self.redis_client.ping() + return True + except redis.RedisError: + return False + + def close(self): + """Close Redis connection""" + try: + self.redis_client.close() + self.logger.info("Redis connection closed") + except Exception as e: + self.logger.error(f"Error closing Redis connection: {e}") diff --git a/services/db_write/schema.py b/services/db_write/schema.py new file mode 100644 index 0000000..721c63e --- /dev/null +++ b/services/db_write/schema.py @@ -0,0 +1,198 @@ +""" +Schema definitions and data transformation logic. +Handles conversion between Redis stream messages and database records. +""" +from dataclasses import dataclass +from datetime import datetime +from typing import Optional, Dict, Any +import json + + +@dataclass +class StreamMessage: + """Represents a message from Redis stream""" + stream_key: str + message_id: str + device_id: str + sensor_type: str + value: float + timestamp: str + metadata: Optional[Dict[str, Any]] = None + + @property + def stream_name(self) -> str: + """Return the stream name without prefix""" + return self.stream_key + + +@dataclass +class SensorReading: + """Represents a sensor reading ready for database insertion""" + timestamp: datetime + device_id: str + sensor_type: str + value: float + metadata: Optional[Dict[str, Any]] = None + + def to_dict(self) -> Dict[str, Any]: + """Convert to dictionary for database insertion""" + return { + 'timestamp': self.timestamp, + 'device_id': self.device_id, + 'sensor_type': self.sensor_type, + 'value': self.value, + 'metadata': json.dumps(self.metadata) if self.metadata else None + } + + +@dataclass +class ValidationResult: + """Result of data validation""" + valid: bool + error: Optional[str] = None + + +class SchemaHandler: + """Handles schema transformation and validation""" + + def __init__(self): + self.logger = self._get_logger() + + def _get_logger(self): + """Get logger instance""" + import logging + return logging.getLogger(__name__) + + def transform_message(self, stream_message: StreamMessage) -> Optional[SensorReading]: + """ + Transform a Redis stream message into a SensorReading. + Returns None if transformation fails. + """ + try: + # Parse timestamp + timestamp = self._parse_timestamp(stream_message.timestamp) + + # Create sensor reading + reading = SensorReading( + timestamp=timestamp, + device_id=stream_message.device_id, + sensor_type=stream_message.sensor_type, + value=float(stream_message.value), + metadata=stream_message.metadata + ) + + # Validate the reading + validation = self.validate_reading(reading) + if not validation.valid: + self.logger.error(f"Invalid reading: {validation.error}") + return None + + return reading + + except Exception as e: + self.logger.error(f"Failed to transform message: {e}", exc_info=True) + return None + + def validate_reading(self, reading: SensorReading) -> ValidationResult: + """Validate a sensor reading""" + try: + # Check required fields + if not reading.device_id: + return ValidationResult(False, "device_id is required") + + if not reading.sensor_type: + return ValidationResult(False, "sensor_type is required") + + if reading.value is None: + return ValidationResult(False, "value is required") + + # Validate timestamp + if not isinstance(reading.timestamp, datetime): + return ValidationResult(False, "timestamp must be a datetime object") + + # Validate value is numeric + if not isinstance(reading.value, (int, float)): + return ValidationResult(False, "value must be numeric") + + # Check for reasonable value ranges (can be customized) + if reading.value < -1000000 or reading.value > 1000000: + self.logger.warning(f"Value {reading.value} is outside typical range") + + return ValidationResult(True) + + except Exception as e: + return ValidationResult(False, f"Validation error: {str(e)}") + + def _parse_timestamp(self, timestamp_str: str) -> datetime: + """Parse timestamp string into datetime object""" + # Try ISO format first + try: + return datetime.fromisoformat(timestamp_str.replace('Z', '+00:00')) + except ValueError: + pass + + # Try common formats + formats = [ + '%Y-%m-%dT%H:%M:%S.%fZ', + '%Y-%m-%dT%H:%M:%SZ', + '%Y-%m-%d %H:%M:%S.%f', + '%Y-%m-%d %H:%M:%S', + ] + + for fmt in formats: + try: + return datetime.strptime(timestamp_str, fmt) + except ValueError: + continue + + # If all else fails, use current time and log warning + self.logger.warning(f"Could not parse timestamp '{timestamp_str}', using current time") + return datetime.utcnow() + + def parse_stream_entry(self, stream_key: str, message_id: str, fields: Dict[bytes, bytes]) -> Optional[StreamMessage]: + """ + Parse a raw Redis stream entry into a StreamMessage. + Expected stream key format: mqtt_stream:{device_id}:{sensor_type} + Expected fields: value, timestamp (and optionally metadata) + """ + try: + # Extract device_id and sensor_type from stream key + # Format: mqtt_stream:{device_id}:{sensor_type} + parts = stream_key.split(':') + if len(parts) < 3: + self.logger.error(f"Invalid stream key format: {stream_key}") + return None + + device_id = parts[1] + sensor_type = ':'.join(parts[2:]) # Handle sensor types with colons + + # Extract fields from message + value_bytes = fields.get(b'value') + timestamp_bytes = fields.get(b'timestamp') or fields.get(b'time') + + if not value_bytes or not timestamp_bytes: + self.logger.error(f"Missing required fields in message: {fields}") + return None + + # Parse metadata if present + metadata = None + metadata_bytes = fields.get(b'metadata') + if metadata_bytes: + try: + metadata = json.loads(metadata_bytes.decode('utf-8')) + except json.JSONDecodeError: + self.logger.warning(f"Could not parse metadata: {metadata_bytes}") + + return StreamMessage( + stream_key=stream_key, + message_id=message_id, + device_id=device_id, + sensor_type=sensor_type, + value=float(value_bytes.decode('utf-8')), + timestamp=timestamp_bytes.decode('utf-8'), + metadata=metadata + ) + + except Exception as e: + self.logger.error(f"Failed to parse stream entry: {e}", exc_info=True) + return None diff --git a/services/device_manager/.python-version b/services/device_manager/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/services/device_manager/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/services/device_manager/README.md b/services/device_manager/README.md new file mode 100644 index 0000000..1d3592b --- /dev/null +++ b/services/device_manager/README.md @@ -0,0 +1,3 @@ +# Device Manager + +This is a service that has a key role in devices and their management. It is used to provision, create, manage the lifecycle of devices and everything connected to it. diff --git a/services/device_manager/main.py b/services/device_manager/main.py new file mode 100644 index 0000000..ccf40f3 --- /dev/null +++ b/services/device_manager/main.py @@ -0,0 +1,6 @@ +def main(): + print("Hello from device-manager!") + + +if __name__ == "__main__": + main() diff --git a/services/device_manager/pyproject.toml b/services/device_manager/pyproject.toml new file mode 100644 index 0000000..85eac51 --- /dev/null +++ b/services/device_manager/pyproject.toml @@ -0,0 +1,7 @@ +[project] +name = "device-manager" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.13" +dependencies = [] diff --git a/services/mqtt_ingestion/.dockerignore b/services/mqtt_ingestion/.dockerignore new file mode 100644 index 0000000..a8b55ce --- /dev/null +++ b/services/mqtt_ingestion/.dockerignore @@ -0,0 +1,6 @@ +.env +.venv/ +__pycache__/ +*.pyc +*.pyo +*.pyd diff --git a/services/mqtt_ingestion/.env.example b/services/mqtt_ingestion/.env.example new file mode 100644 index 0000000..94b1059 --- /dev/null +++ b/services/mqtt_ingestion/.env.example @@ -0,0 +1,13 @@ +# Redis Configuration +REDIS_HOST=localhost +REDIS_PORT=6379 +REDIS_DB=0 +REDIS_PASSWORD= + +# MQTT Configuration +MQTT_BROKER=localhost +MQTT_PORT=1883 +MQTT_USERNAME= +MQTT_PASSWORD= +MQTT_TOPIC_PATTERN=devices/# +MQTT_KEEPALIVE=60 diff --git a/services/mqtt_ingestion/.python-version b/services/mqtt_ingestion/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/services/mqtt_ingestion/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/services/mqtt_ingestion/Dockerfile b/services/mqtt_ingestion/Dockerfile new file mode 100644 index 0000000..bd1fcb2 --- /dev/null +++ b/services/mqtt_ingestion/Dockerfile @@ -0,0 +1,32 @@ +# Stage 1: Builder - Install dependencies with uv +FROM ghcr.io/astral-sh/uv:python3.13-alpine AS builder + +WORKDIR /app + +ENV UV_COMPILE_BYTECODE=1 + +COPY pyproject.toml uv.lock ./ + +RUN uv sync --frozen --no-dev --no-install-project + +COPY . . + +RUN uv sync --frozen --no-dev + + +FROM python:3.13-alpine + +WORKDIR /app + +COPY --from=builder /app/.venv /app/.venv + +COPY --from=builder /app/*.py /app/ + +RUN adduser -D -u 1000 appuser && \ + chown -R appuser:appuser /app + +USER appuser + +ENV PATH="/app/.venv/bin:$PATH" + +CMD ["python", "main.py"] diff --git a/services/mqtt_ingestion/README.md b/services/mqtt_ingestion/README.md new file mode 100644 index 0000000..c149913 --- /dev/null +++ b/services/mqtt_ingestion/README.md @@ -0,0 +1,3 @@ +# MQTT Ingestion service + +This service ingests all the data from the MQTT topics and sends the data to Redis \ No newline at end of file diff --git a/services/mqtt_ingestion/config.py b/services/mqtt_ingestion/config.py index b928dcc..e357fcc 100644 --- a/services/mqtt_ingestion/config.py +++ b/services/mqtt_ingestion/config.py @@ -18,7 +18,8 @@ class MQTTConfig: port: int = 1883 username: Optional[str] = None password: Optional[str] = None - topic: str = "#" + topic_pattern: str = "devices/#" + keepalive: int = 60 @dataclass class Payload: @@ -40,8 +41,9 @@ class Config: broker=os.getenv('MQTT_BROKER', 'localhost'), port=int(os.getenv('MQTT_PORT', 1883)), username=os.getenv('MQTT_USERNAME', None), - password=None, - topic="#" + password=os.getenv('MQTT_PASSWORD', None), + topic_pattern=os.getenv('MQTT_TOPIC_PATTERN', 'devices/#'), + keepalive=int(os.getenv('MQTT_KEEPALIVE', 60)) ) config = Config() \ No newline at end of file diff --git a/services/mqtt_ingestion/main.py b/services/mqtt_ingestion/main.py index caf0fbd..be367b2 100644 --- a/services/mqtt_ingestion/main.py +++ b/services/mqtt_ingestion/main.py @@ -1,11 +1,9 @@ import logging import signal import sys -from config import config from mqtt_client import MQTTClient from redis_writer import RedisWriter -# Setup logging logging.basicConfig( level=getattr(logging,'INFO'), format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' @@ -18,7 +16,6 @@ class MQTTIngestionService: self.redis_writer = None self.mqtt_client = None - # Setup signal handlers for graceful shutdown signal.signal(signal.SIGTERM, self._signal_handler) signal.signal(signal.SIGINT, self._signal_handler) @@ -43,13 +40,10 @@ class MQTTIngestionService: logger.info("Starting MQTT Ingestion Service...") try: - # Initialize Redis writer self.redis_writer = RedisWriter() - # Initialize MQTT client with our message handler self.mqtt_client = MQTTClient(self._handle_sensor_data) - # Connect to MQTT if not self.mqtt_client.connect(): logger.error("Failed to connect to MQTT, exiting") return False @@ -57,7 +51,6 @@ class MQTTIngestionService: self.running = True logger.info("Service started successfully") - # Start MQTT loop (this blocks) self.mqtt_client.start_loop() except Exception as e: @@ -74,11 +67,9 @@ class MQTTIngestionService: logger.info("Stopping service...") self.running = False - # Stop MQTT client if self.mqtt_client: self.mqtt_client.stop() - # Close Redis connection if self.redis_writer: self.redis_writer.close() @@ -89,7 +80,6 @@ class MQTTIngestionService: if not self.running: return False - # Check Redis connection if not self.redis_writer or not self.redis_writer.health_check(): return False @@ -97,13 +87,9 @@ class MQTTIngestionService: def main(): """Entry point""" - service = MQTTIngestionService( - redis_config=config.redis, - mqtt_config=config.mqtt - ) + service = MQTTIngestionService() try: - # Start the service (blocks until shutdown) success = service.start() if not success: sys.exit(1) diff --git a/services/mqtt_ingestion/mqtt_client.py b/services/mqtt_ingestion/mqtt_client.py index 6d4c882..3bd8cac 100644 --- a/services/mqtt_ingestion/mqtt_client.py +++ b/services/mqtt_ingestion/mqtt_client.py @@ -20,7 +20,6 @@ class MQTTClient: self.client.on_message = self._on_message self.client.on_disconnect = self._on_disconnect - # Set credentials if provided if config.mqtt.username: self.client.username_pw_set( config.mqtt.username, @@ -30,7 +29,6 @@ class MQTTClient: def _on_connect(self, client, userdata, flags, rc): if rc == 0: logger.info(f"Connected to MQTT broker {config.mqtt.broker}") - # Subscribe to all device topics: devices/+/+ client.subscribe(config.mqtt.topic_pattern) logger.info(f"Subscribed to {config.mqtt.topic_pattern}") else: @@ -38,7 +36,6 @@ class MQTTClient: def _on_message(self, client, userdata, msg): try: - # Parse topic: devices/{device_id}/{sensor_type} topic_parts = msg.topic.split('/') if len(topic_parts) != 3 or topic_parts[0] != 'devices': logger.warning(f"Invalid topic format: {msg.topic}") @@ -47,14 +44,12 @@ class MQTTClient: device_id = topic_parts[1] sensor_type = topic_parts[2] - # Parse payload as float try: value = float(msg.payload.decode()) except ValueError: logger.error(f"Invalid payload for {msg.topic}: {msg.payload}") return - # Call the handler (this will be our Redis writer) self.message_handler(device_id, sensor_type, value) except Exception as e: diff --git a/services/mqtt_ingestion/pyproject.toml b/services/mqtt_ingestion/pyproject.toml new file mode 100644 index 0000000..e4a4bc6 --- /dev/null +++ b/services/mqtt_ingestion/pyproject.toml @@ -0,0 +1,11 @@ +[project] +name = "mqtt-ingestion" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.13" +dependencies = [ + "dotenv>=0.9.9", + "paho-mqtt>=2.1.0", + "redis>=6.4.0", +] diff --git a/services/mqtt_ingestion/redis_writer.py b/services/mqtt_ingestion/redis_writer.py index 1a58486..b7328c2 100644 --- a/services/mqtt_ingestion/redis_writer.py +++ b/services/mqtt_ingestion/redis_writer.py @@ -1,37 +1,67 @@ import redis import logging from datetime import datetime -from typing import Optional -from config import Payload +from config import config + +logger = logging.getLogger(__name__) class RedisWriter: - def __init__(self, host: str, port: int, db: int, password: Optional[str] = None): + def __init__(self): + """Initialize Redis writer with config from environment""" self.logger = logging.getLogger(__name__) - self.redis_client = redis.StrictRedis(host=host, port=port, db=db, password=password) + self.redis_client = redis.StrictRedis( + host=config.redis.host, + port=config.redis.port, + db=config.redis.db, + password=config.redis.password + ) try: self.redis_client.ping() - self.logger.info("Connected to Redis server successfully.") + self.logger.info(f"Connected to Redis at {config.redis.host}:{config.redis.port}") except redis.ConnectionError as e: self.logger.error(f"Failed to connect to Redis server: {e}") raise - def write_message(self, topic: str, payload: Payload): + def write_sensor_data(self, device_id: str, sensor_type: str, value: float) -> bool: """ - Write a message to a Redis stream with the topic and payload. - - Stream: mqtt_stream: {device_id}:{sensor_type} + Write sensor data to Redis streams and latest values hash. + - Stream: mqtt_stream:{device_id}:{sensor_type} + - Hash: mqtt_latest:{device_id} """ - device_id = payload.device_id - sensor_type = payload.sensor_type timestamp = datetime.utcnow().isoformat() - stream_key= f"mqtt_stream:{device_id}:{sensor_type}" + stream_key = f"mqtt_stream:{device_id}:{sensor_type}" + hash_key = f"mqtt_latest:{device_id}" + stream_data = { - "value": str(payload), - "source": "mqtt", + "value": str(value), "timestamp": timestamp } + try: - message_id = self.redis_client.xadd(stream_key, stream_data,maxlen=1000) - self.logger.info(f"Message written to Redis: {stream_data}") - return message_id + # Write to stream + self.redis_client.xadd(stream_key, stream_data, maxlen=1000) + + # Update latest value hash + self.redis_client.hset(hash_key, sensor_type, str(value)) + self.redis_client.hset(hash_key, f"{sensor_type}_time", timestamp) + + return True except redis.RedisError as e: - self.logger.error(f"Failed to write message to Redis: {e}") \ No newline at end of file + self.logger.error(f"Failed to write to Redis: {e}") + return False + + def health_check(self) -> bool: + """Check if Redis connection is healthy""" + try: + self.redis_client.ping() + return True + except redis.RedisError: + return False + + def close(self): + """Close Redis connection""" + try: + self.redis_client.close() + self.logger.info("Redis connection closed") + except Exception as e: + self.logger.error(f"Error closing Redis connection: {e}") \ No newline at end of file diff --git a/services/mqtt_ingestion/requirements.txt b/services/mqtt_ingestion/requirements.txt deleted file mode 100644 index d58eb8d..0000000 --- a/services/mqtt_ingestion/requirements.txt +++ /dev/null @@ -1,2 +0,0 @@ -redis -paho-mqtt diff --git a/services/mqtt_ingestion/uv.lock b/services/mqtt_ingestion/uv.lock new file mode 100644 index 0000000..b2c7e54 --- /dev/null +++ b/services/mqtt_ingestion/uv.lock @@ -0,0 +1,58 @@ +version = 1 +revision = 3 +requires-python = ">=3.13" + +[[package]] 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