From 3fd9f77335f10aac57160e982bebf7bde11702b1 Mon Sep 17 00:00:00 2001 From: CarterPerez-dev Date: Sat, 14 Feb 2026 02:24:37 -0500 Subject: [PATCH] checkpoint - phase 13 complete --- .../advanced/ai-threat-detection/.env.example | 40 + .../advanced/ai-threat-detection/.gitignore | 72 + PROJECTS/advanced/ai-threat-detection/LICENSE | 661 ++++ .../advanced/ai-threat-detection/README.md | 39 + .../ai-threat-detection/backend/alembic.ini | 39 + .../backend/alembic/env.py | 70 + .../backend/alembic/script.py.mako | 28 + .../versions/65c8ac60f6f6_initial_schema.py | 143 + .../backend/app/__init__.py | 14 + .../backend/app/__main__.py | 24 + .../backend/app/api/__init__.py | 4 + .../backend/app/api/health.py | 72 + .../ai-threat-detection/backend/app/config.py | 47 + .../backend/app/core/__init__.py | 4 + .../backend/app/core/detection/__init__.py | 4 + .../backend/app/core/detection/rules.py | 131 + .../backend/app/core/enrichment/__init__.py | 4 + .../backend/app/core/enrichment/geoip.py | 88 + .../backend/app/core/features/__init__.py | 4 + .../backend/app/core/features/aggregator.py | 206 ++ .../backend/app/core/features/encoder.py | 43 + .../backend/app/core/features/extractor.py | 88 + .../backend/app/core/features/mappings.py | 104 + .../backend/app/core/features/patterns.py | 96 + .../backend/app/core/features/signatures.py | 85 + .../backend/app/core/ingestion/__init__.py | 4 + .../backend/app/core/ingestion/parsers.py | 152 + .../backend/app/core/ingestion/pipeline.py | 214 ++ .../backend/app/core/ingestion/tailer.py | 185 ++ .../backend/app/core/redis_manager.py | 55 + .../backend/app/factory.py | 49 + .../ai-threat-detection/backend/app/main.py | 8 + .../backend/app/models/__init__.py | 9 + .../backend/app/models/base.py | 23 + .../backend/app/models/model_metadata.py | 35 + .../backend/app/models/threat_event.py | 57 + .../backend/cli/__init__.py | 4 + .../backend/ml/__init__.py | 4 + .../backend/pyproject.toml | 221 ++ .../backend/tests/__init__.py | 4 + .../backend/tests/conftest.py | 23 + .../backend/tests/test_api.py | 57 + .../backend/tests/test_detection.py | 234 ++ .../backend/tests/test_features.py | 592 ++++ .../backend/tests/test_geoip.py | 143 + .../backend/tests/test_parsers.py | 128 + .../backend/tests/test_pipeline.py | 139 + .../ai-threat-detection/backend/uv.lock | 2791 +++++++++++++++++ .../advanced/ai-threat-detection/compose.yml | 110 + .../data/sample-logs/.gitkeep | 0 .../ai-threat-detection/dev.compose.yml | 97 + .../infra/docker/fastapi.dev | 28 + .../infra/docker/fastapi.prod | 49 + .../infra/redis/redis.conf | 58 + .../advanced/ai-threat-detection/justfile | 275 ++ 55 files changed, 7858 insertions(+) create mode 100644 PROJECTS/advanced/ai-threat-detection/.env.example create mode 100644 PROJECTS/advanced/ai-threat-detection/.gitignore create mode 100644 PROJECTS/advanced/ai-threat-detection/LICENSE create mode 100644 PROJECTS/advanced/ai-threat-detection/README.md create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/alembic.ini create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/alembic/env.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/alembic/script.py.mako create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/alembic/versions/65c8ac60f6f6_initial_schema.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/__main__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/api/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/api/health.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/config.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/rules.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/geoip.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/aggregator.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/encoder.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/extractor.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/mappings.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/patterns.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/features/signatures.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/parsers.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/pipeline.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/tailer.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/core/redis_manager.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/factory.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/main.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/models/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/models/base.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/models/model_metadata.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/app/models/threat_event.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/cli/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/ml/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/pyproject.toml create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/__init__.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/conftest.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/test_api.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/test_detection.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/test_features.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/test_geoip.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/test_parsers.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/tests/test_pipeline.py create mode 100644 PROJECTS/advanced/ai-threat-detection/backend/uv.lock create mode 100644 PROJECTS/advanced/ai-threat-detection/compose.yml create mode 100644 PROJECTS/advanced/ai-threat-detection/data/sample-logs/.gitkeep create mode 100644 PROJECTS/advanced/ai-threat-detection/dev.compose.yml create mode 100644 PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.dev create mode 100644 PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.prod create mode 100644 PROJECTS/advanced/ai-threat-detection/infra/redis/redis.conf create mode 100644 PROJECTS/advanced/ai-threat-detection/justfile diff --git a/PROJECTS/advanced/ai-threat-detection/.env.example b/PROJECTS/advanced/ai-threat-detection/.env.example new file mode 100644 index 00000000..7ff83d4e --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/.env.example @@ -0,0 +1,40 @@ +# ©AngelaMos | 2026 +# .env.example + +# Application +ENV=development +DEBUG=true +HOST=0.0.0.0 +PORT=8000 +LOG_LEVEL=INFO +API_KEY=changeme-generate-a-real-key + +# Docker Host Ports (change these if you have conflicts) +POSTGRES_HOST_PORT=16969 +REDIS_HOST_PORT=26969 +BACKEND_HOST_PORT=36969 + +# PostgreSQL +POSTGRES_DB=angelusvigil +POSTGRES_USER=vigil +POSTGRES_PASSWORD=change-this-password +DATABASE_URL=postgresql+asyncpg://vigil:change-this-password@postgres:5432/angelusvigil + +# Redis +REDIS_URL=redis://redis:6379 + +# GeoIP (MaxMind - register at https://www.maxmind.com/en/geolite2/signup) +GEOIP_ACCOUNT_ID= +GEOIP_LICENSE_KEY= +GEOIP_DB_PATH=/usr/share/GeoIP/GeoLite2-City.mmdb + +# Nginx Log Path (inside container) +NGINX_LOG_PATH=/var/log/nginx/access.log + +# Pipeline Tuning +RAW_QUEUE_SIZE=1000 +PARSED_QUEUE_SIZE=500 +FEATURE_QUEUE_SIZE=200 +ALERT_QUEUE_SIZE=100 +BATCH_SIZE=32 +BATCH_TIMEOUT_MS=50 diff --git a/PROJECTS/advanced/ai-threat-detection/.gitignore b/PROJECTS/advanced/ai-threat-detection/.gitignore new file mode 100644 index 00000000..b74fa9bf --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/.gitignore @@ -0,0 +1,72 @@ +# ©AngelaMos | 2026 +# .gitignore + +# Planning docs +.angelusvigil/ + +# Environment +.env +.env.local + +# 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 +venv/ +.venv/ +ENV/ +env/ + +# Testing +.pytest_cache/ +.coverage +htmlcov/ +.mypy_cache/ +.ruff_cache/ + +# IDE +.vscode/ +.idea/ +*.swp +*.swo +*~ + +# Logs +*.log + +# Docker +docker-compose.override.yml + +# Database +*.db +*.sqlite +*.sqlite3 + +# macOS +.DS_Store + +# Runtime data +data/models/ +data/geoip/ +data/sample-logs/*.log + +# MLflow +mlruns/ +mlartifacts/ diff --git a/PROJECTS/advanced/ai-threat-detection/LICENSE b/PROJECTS/advanced/ai-threat-detection/LICENSE new file mode 100644 index 00000000..0ad25db4 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/LICENSE @@ -0,0 +1,661 @@ + GNU AFFERO GENERAL PUBLIC LICENSE + Version 3, 19 November 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone 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If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If your software can interact with users remotely through a computer +network, you should also make sure that it provides a way for users to +get its source. For example, if your program is a web application, its +interface could display a "Source" link that leads users to an archive +of the code. There are many ways you could offer source, and different +solutions will be better for different programs; see section 13 for the +specific requirements. + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU AGPL, see +. diff --git a/PROJECTS/advanced/ai-threat-detection/README.md b/PROJECTS/advanced/ai-threat-detection/README.md new file mode 100644 index 00000000..633956e0 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/README.md @@ -0,0 +1,39 @@ +# AngelusVigil + +IN PROGRESS + +AI-powered threat detection engine that analyzes web server access logs using machine learning to classify HTTP traffic as benign or malicious in real-time. + +Deploys as a Docker sidecar alongside any nginx-based infrastructure. Zero code changes to the monitored application. + +## Tech Stack + +| Layer | Technology | +|-------|-----------| +| API | FastAPI (async) | +| ML | PyTorch autoencoder + scikit-learn (RF + IF) | +| Inference | ONNX Runtime (CPU) | +| Database | PostgreSQL 18 | +| Cache | Redis 7.4 | +| GeoIP | MaxMind GeoLite2 | + +## Quick Start + +```bash +just setup +just dev-up +``` + +## Architecture + +3-model ensemble (autoencoder + Random Forest + Isolation Forest) scores each request through a weighted fusion producing a unified threat score [0.0, 1.0]: + +- **HIGH** (0.7+): Store + alert + block recommendation +- **MEDIUM** (0.5-0.7): Store + monitor +- **LOW** (<0.5): Log only + +See `learn/` for detailed documentation. + +## License + +AGPLv3 - See [LICENSE](LICENSE) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/alembic.ini b/PROJECTS/advanced/ai-threat-detection/backend/alembic.ini new file mode 100644 index 00000000..d89eff32 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/alembic.ini @@ -0,0 +1,39 @@ +# ©AngelaMos | 2026 +# alembic.ini + +[alembic] +script_location = alembic +sqlalchemy.url = postgresql+asyncpg://vigil:changeme@localhost:5432/angelusvigil + +[loggers] +keys = root,sqlalchemy,alembic + +[handlers] +keys = console + +[formatters] +keys = generic + +[logger_root] +level = WARN +handlers = console + +[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/PROJECTS/advanced/ai-threat-detection/backend/alembic/env.py b/PROJECTS/advanced/ai-threat-detection/backend/alembic/env.py new file mode 100644 index 00000000..a1ad240b --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/alembic/env.py @@ -0,0 +1,70 @@ +""" +©AngelaMos | 2026 +env.py +""" + +import asyncio +from logging.config import fileConfig + +from alembic import context +from sqlalchemy import pool +from sqlalchemy.ext.asyncio import create_async_engine +from sqlmodel import SQLModel + +from app.config import settings +from app.models import ModelMetadata, ThreatEvent + +_ = (ModelMetadata, ThreatEvent) + +target_metadata = SQLModel.metadata +config = context.config +fileConfig(config.config_file_name) + + +def run_migrations_offline() -> None: + """ + Run migrations in offline mode for SQL script generation. + """ + context.configure( + url=settings.database_url, + target_metadata=target_metadata, + literal_binds=True, + dialect_opts={"paramstyle": "named"}, + ) + + with context.begin_transaction(): + context.run_migrations() + + +def do_run_migrations(connection) -> None: + """ + Execute migrations against a synchronous connection. + """ + context.configure( + connection=connection, + target_metadata=target_metadata, + ) + + with context.begin_transaction(): + context.run_migrations() + + +async def run_migrations_online() -> None: + """ + Run migrations in online mode using an async engine. + """ + engine = create_async_engine( + settings.database_url, + poolclass=pool.NullPool, + ) + + async with engine.connect() as connection: + await connection.run_sync(do_run_migrations) + + await engine.dispose() + + +if context.is_offline_mode(): + run_migrations_offline() +else: + asyncio.run(run_migrations_online()) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/alembic/script.py.mako b/PROJECTS/advanced/ai-threat-detection/backend/alembic/script.py.mako new file mode 100644 index 00000000..308a9c83 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/alembic/script.py.mako @@ -0,0 +1,28 @@ +""" +©AngelaMos | 2026 +${message} + +Revision ID: ${up_revision} +Revises: ${down_revision | comma,n} +Create Date: ${create_date} +""" + +from typing import Sequence, Union + +from alembic import op +import sqlalchemy as sa +import sqlmodel +${imports if imports else ""} + +revision: str = ${repr(up_revision)} +down_revision: Union[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: + ${upgrades if upgrades else "pass"} + + +def downgrade() -> None: + ${downgrades if downgrades else "pass"} diff --git a/PROJECTS/advanced/ai-threat-detection/backend/alembic/versions/65c8ac60f6f6_initial_schema.py b/PROJECTS/advanced/ai-threat-detection/backend/alembic/versions/65c8ac60f6f6_initial_schema.py new file mode 100644 index 00000000..c334adb2 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/alembic/versions/65c8ac60f6f6_initial_schema.py @@ -0,0 +1,143 @@ +""" +©AngelaMos | 2026 +initial schema + +Revision ID: 65c8ac60f6f6 +Revises: +Create Date: 2026-02-11 17:43:24.263837 +""" + +from typing import Sequence, Union + +from alembic import op +import sqlalchemy as sa +import sqlmodel + +revision: str = "65c8ac60f6f6" +down_revision: Union[str, None] = None +branch_labels: Union[str, Sequence[str], None] = None +depends_on: Union[str, Sequence[str], None] = None + + +def upgrade() -> None: + op.create_table( + "threat_events", + sa.Column("id", sa.Uuid(), nullable=False), + sa.Column( + "created_at", + sa.DateTime(timezone=True), + server_default=sa.text("CURRENT_TIMESTAMP"), + nullable=False, + ), + sa.Column( + "source_ip", sqlmodel.sql.sqltypes.AutoString(length=45), nullable=False + ), + sa.Column( + "request_method", + sqlmodel.sql.sqltypes.AutoString(length=10), + nullable=False, + ), + sa.Column( + "request_path", sqlmodel.sql.sqltypes.AutoString(), nullable=False + ), + sa.Column("status_code", sa.SmallInteger(), nullable=False), + sa.Column("response_size", sa.Integer(), nullable=False), + sa.Column( + "user_agent", sqlmodel.sql.sqltypes.AutoString(), nullable=False + ), + sa.Column("threat_score", sa.Float(), nullable=False), + sa.Column( + "severity", sqlmodel.sql.sqltypes.AutoString(length=6), nullable=False + ), + sa.Column("component_scores", sa.JSON(), nullable=False), + sa.Column( + "geo_country", + sqlmodel.sql.sqltypes.AutoString(length=2), + nullable=True, + ), + sa.Column( + "geo_city", + sqlmodel.sql.sqltypes.AutoString(length=255), + nullable=True, + ), + sa.Column("geo_lat", sa.Float(), nullable=True), + sa.Column("geo_lon", sa.Float(), nullable=True), + sa.Column("feature_vector", sa.JSON(), nullable=False), + sa.Column("matched_rules", sa.JSON(), nullable=True), + sa.Column( + "model_version", + sqlmodel.sql.sqltypes.AutoString(length=64), + nullable=True, + ), + sa.Column("reviewed", sa.Boolean(), nullable=False), + sa.Column( + "review_label", + sqlmodel.sql.sqltypes.AutoString(length=20), + nullable=True, + ), + sa.PrimaryKeyConstraint("id"), + ) + + op.create_index("idx_threat_events_created_at", "threat_events", ["created_at"]) + op.create_index("idx_threat_events_source_ip", "threat_events", ["source_ip"]) + op.create_index("idx_threat_events_severity", "threat_events", ["severity"]) + op.create_index("idx_threat_events_score", "threat_events", ["threat_score"]) + op.create_index( + "idx_threat_events_reviewed", + "threat_events", + ["reviewed"], + postgresql_where=sa.text("reviewed = FALSE"), + ) + + op.create_table( + "model_metadata", + sa.Column("id", sa.Uuid(), nullable=False), + sa.Column( + "created_at", + sa.DateTime(timezone=True), + server_default=sa.text("CURRENT_TIMESTAMP"), + nullable=False, + ), + sa.Column( + "model_type", + sqlmodel.sql.sqltypes.AutoString(length=30), + nullable=False, + ), + sa.Column( + "version", sqlmodel.sql.sqltypes.AutoString(length=64), nullable=False + ), + sa.Column("training_samples", sa.Integer(), nullable=False), + sa.Column("metrics", sa.JSON(), nullable=False), + sa.Column( + "artifact_path", sqlmodel.sql.sqltypes.AutoString(), nullable=False + ), + sa.Column("is_active", sa.Boolean(), nullable=False), + sa.Column( + "mlflow_run_id", + sqlmodel.sql.sqltypes.AutoString(length=64), + nullable=True, + ), + sa.Column("threshold", sa.Float(), nullable=True), + sa.Column("notes", sqlmodel.sql.sqltypes.AutoString(), nullable=True), + sa.PrimaryKeyConstraint("id"), + ) + + op.create_index( + "idx_model_metadata_active", + "model_metadata", + ["model_type"], + unique=True, + postgresql_where=sa.text("is_active = TRUE"), + ) + + +def downgrade() -> None: + op.drop_index("idx_model_metadata_active", table_name="model_metadata") + op.drop_table("model_metadata") + + op.drop_index("idx_threat_events_reviewed", table_name="threat_events") + op.drop_index("idx_threat_events_score", table_name="threat_events") + op.drop_index("idx_threat_events_severity", table_name="threat_events") + op.drop_index("idx_threat_events_source_ip", table_name="threat_events") + op.drop_index("idx_threat_events_created_at", table_name="threat_events") + op.drop_table("threat_events") diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/__init__.py new file mode 100644 index 00000000..055e7716 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/__init__.py @@ -0,0 +1,14 @@ +""" +©AngelaMos | 2026 +__init__.py + +⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀ +⠀⠀⠀⠀⠀⠀⣄⠀⠀⠀⣦⣤⣾⣿⠿⠛⣋⣥⣤⣀⠀⠀⠀⠀ +⠀⠀⠀⠀⡤⡀⢈⢻⣬⣿⠟⢁⣤⣶⣿⣿⡿⠿⠿⠛⠛⢀⣄⠀ +⠀⠀⢢⣘⣿⣿⣶⣿⣯⣤⣾⣿⣿⣿⠟⠁⠄⠀⣾⡇⣼⢻⣿⣾ +⣰⠞⠛⢉⣩⣿⣿⣿⣿⣿⣿⣿⣿⠋⣼⣧⣤⣴⠟⣠⣿⢰⣿⣿ +⣶⡾⠿⠿⠿⢿⣿⣿⣿⣿⣿⣿⣿⣈⣩⣤⡶⠟⢛⣩⣴⣿⣿⡟ +⣠⣄⠈⠀⣰⡦⠙⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣟⡛⠛⠛⠁ +⣉⠛⠛⠛⣁⡔⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⠥⠀⠀ +⣭⣏⣭⣭⣥⣾⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⡿⢠ +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/__main__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/__main__.py new file mode 100644 index 00000000..8c14c2fb --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/__main__.py @@ -0,0 +1,24 @@ +""" +©AngelaMos | 2026 +__main__.py +""" + +import uvicorn + +from app.config import settings + + +def main() -> None: + """ + Run the AngelusVigil API server + """ + uvicorn.run( + "app.main:app", + host=settings.host, + port=settings.port, + reload=settings.debug, + ) + + +if __name__ == "__main__": + main() diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/api/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/api/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/api/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/api/health.py b/PROJECTS/advanced/ai-threat-detection/backend/app/api/health.py new file mode 100644 index 00000000..a92602e5 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/api/health.py @@ -0,0 +1,72 @@ +""" +©AngelaMos | 2026 +health.py +""" + +import time + +from fastapi import APIRouter, Request, Response + +from app.core.redis_manager import redis_manager + +router = APIRouter() + + +@router.get("/health") +async def health(request: Request) -> dict: + """ + Liveness probe — returns 200 if the process is alive. + """ + uptime = time.monotonic() - request.app.state.startup_time + return { + "status": "healthy", + "uptime_seconds": round(uptime, 2), + "pipeline_running": request.app.state.pipeline_running, + } + + +@router.get("/ready") +async def ready(request: Request, response: Response) -> dict: + """ + Readiness probe — checks all service dependencies. + """ + redis_ok = await _check_redis() + database_ok = await _check_database(request) + + checks = { + "database": "ok" if database_ok else "error", + "redis": "ok" if redis_ok else "error", + "models_loaded": getattr(request.app.state, "models_loaded", False), + } + + all_ok = database_ok and redis_ok + + if not all_ok: + response.status_code = 503 + + return { + "status": "ready" if all_ok else "not_ready", + "checks": checks, + } + + +async def _check_redis() -> bool: + """ + Ping Redis and return connectivity status. + """ + return await redis_manager.ping() + + +async def _check_database(request: Request) -> bool: + """ + Verify database engine is connected and responsive. + """ + engine = getattr(request.app.state, "db_engine", None) + if engine is None: + return False + try: + async with engine.connect() as conn: + await conn.execute("SELECT 1") + return True + except Exception: + return False diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/config.py b/PROJECTS/advanced/ai-threat-detection/backend/app/config.py new file mode 100644 index 00000000..2995d902 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/config.py @@ -0,0 +1,47 @@ +""" +©AngelaMos | 2026 +config.py +""" + +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class Settings(BaseSettings): + """ + Application configuration loaded from environment variables. + """ + + model_config = SettingsConfigDict( + env_file=".env", + env_file_encoding="utf-8", + case_sensitive=False, + ) + + app_name: str = "AngelusVigil" + env: str = "development" + debug: bool = False + host: str = "0.0.0.0" + port: int = 8000 + api_key: str = "" + log_level: str = "INFO" + + database_url: str = ( + "postgresql+asyncpg://vigil:changeme@localhost:5432/angelusvigil" + ) + + redis_url: str = "redis://localhost:6379" + + geoip_db_path: str = "/usr/share/GeoIP/GeoLite2-City.mmdb" + + nginx_log_path: str = "/var/log/nginx/access.log" + + raw_queue_size: int = 1000 + parsed_queue_size: int = 500 + feature_queue_size: int = 200 + alert_queue_size: int = 100 + + batch_size: int = 32 + batch_timeout_ms: int = 50 + + +settings = Settings() diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/rules.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/rules.py new file mode 100644 index 00000000..a1393f3f --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/detection/rules.py @@ -0,0 +1,131 @@ +""" +©AngelaMos | 2026 +rules.py +""" + +from dataclasses import dataclass, field +from typing import NamedTuple + +from app.core.features.patterns import ( + COMMAND_INJECTION, + DOUBLE_ENCODED, + FILE_INCLUSION, + PATH_TRAVERSAL, + SQLI, + XSS, +) +from app.core.features.signatures import SCANNER_USER_AGENTS +from app.core.ingestion.parsers import ParsedLogEntry + + +class _PatternRule(NamedTuple): + """ + A regex-based detection rule applied to the request URI. + """ + name: str + pattern: object + score: float + + +class _ThresholdRule(NamedTuple): + """ + A threshold-based detection rule applied to a windowed feature. + """ + name: str + feature_key: str + threshold: float + score: float + + +_PATTERN_RULES: list[_PatternRule] = [ + _PatternRule("COMMAND_INJECTION", COMMAND_INJECTION, 0.90), + _PatternRule("SQL_INJECTION", SQLI, 0.85), + _PatternRule("XSS", XSS, 0.80), + _PatternRule("FILE_INCLUSION", FILE_INCLUSION, 0.75), + _PatternRule("PATH_TRAVERSAL", PATH_TRAVERSAL, 0.60), +] + +_THRESHOLD_RULES: list[_ThresholdRule] = [ + _ThresholdRule("RATE_ANOMALY", "req_count_1m", 100.0, 0.30), + _ThresholdRule("HIGH_ERROR_RATE", "error_rate_5m", 0.5, 0.25), +] + +_DOUBLE_ENCODING_SCORE = 0.40 +_SCANNER_UA_SCORE = 0.35 +_BOOST_PER_ADDITIONAL_RULE = 0.05 + + +@dataclass(frozen=True, slots=True) +class RuleResult: + """ + Output of the rule-based detection engine for a single request. + """ + threat_score: float + severity: str + matched_rules: list[str] = field(default_factory=list) + component_scores: dict[str, float] = field(default_factory=dict) + + +def _classify_severity(score: float) -> str: + """ + Map a threat score to a severity label. + """ + if score >= 0.7: + return "HIGH" + if score >= 0.5: + return "MEDIUM" + return "LOW" + + +class RuleEngine: + """ + Cold-start rule-based detection engine inspired by ModSecurity CRS. + Scores requests using pattern matching, signature detection, + and behavioral thresholds from windowed features. + """ + + def score_request( + self, + features: dict[str, int | float | bool | str], + entry: ParsedLogEntry, + ) -> RuleResult: + """ + Evaluate all rules against a request and return a composite score. + """ + matched: list[tuple[str, float]] = [] + + uri = entry.path + if entry.query_string: + uri = f"{entry.path}?{entry.query_string}" + + for rule in _PATTERN_RULES: + if rule.pattern.search(uri): + matched.append((rule.name, rule.score)) + + if DOUBLE_ENCODED.search(uri): + matched.append(("DOUBLE_ENCODING", _DOUBLE_ENCODING_SCORE)) + + ua_lower = entry.user_agent.lower() + if any(sig in ua_lower for sig in SCANNER_USER_AGENTS): + matched.append(("SCANNER_UA", _SCANNER_UA_SCORE)) + + for rule in _THRESHOLD_RULES: + value = features.get(rule.feature_key, 0) + if isinstance(value, (int, float)) and value > rule.threshold: + matched.append((rule.name, rule.score)) + + if not matched: + return RuleResult(threat_score=0.0, severity="LOW") + + scores = sorted([s for _, s in matched], reverse=True) + threat_score = min( + scores[0] + _BOOST_PER_ADDITIONAL_RULE * (len(scores) - 1), + 1.0, + ) + + return RuleResult( + threat_score=threat_score, + severity=_classify_severity(threat_score), + matched_rules=[name for name, _ in matched], + component_scores={name: score for name, score in matched}, + ) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/geoip.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/geoip.py new file mode 100644 index 00000000..6f67d164 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/enrichment/geoip.py @@ -0,0 +1,88 @@ +""" +©AngelaMos | 2026 +geoip.py +""" + +import asyncio +import ipaddress +import logging +from dataclasses import dataclass +from pathlib import Path + +import geoip2.database +from geoip2.errors import AddressNotFoundError + +logger = logging.getLogger(__name__) + + +@dataclass(frozen=True, slots=True) +class GeoResult: + """ + Structured GeoIP lookup result. + """ + country: str | None + city: str | None + lat: float | None + lon: float | None + + +class GeoIPService: + """ + Async GeoIP lookup service backed by a local MaxMind GeoLite2-City database. + """ + + def __init__(self, db_path: str) -> None: + self._reader: geoip2.database.Reader | None = None + self._db_path = db_path + + if Path(db_path).is_file(): + self._reader = geoip2.database.Reader(db_path) + logger.info("GeoIP database loaded from %s", db_path) + else: + logger.warning("GeoIP database not found at %s — lookups disabled", db_path) + + async def lookup(self, ip: str) -> GeoResult | None: + """ + Look up geographic data for an IP address. + Returns None for private IPs, unknown addresses, or when no database is loaded. + """ + if self._reader is None: + return None + + try: + if ipaddress.ip_address(ip).is_private: + return None + except ValueError: + return None + + try: + response = await asyncio.to_thread(self._reader.city, ip) + except AddressNotFoundError: + return None + + return GeoResult( + country=response.country.iso_code, + city=response.city.name, + lat=response.location.latitude, + lon=response.location.longitude, + ) + + def swap_reader(self, new_path: str) -> None: + """ + Atomically replace the database reader after a .mmdb file update. + """ + old_reader = self._reader + self._reader = geoip2.database.Reader(new_path) + self._db_path = new_path + logger.info("GeoIP reader swapped to %s", new_path) + + if old_reader is not None: + old_reader.close() + + def close(self) -> None: + """ + Close the underlying database reader. + """ + if self._reader is not None: + self._reader.close() + self._reader = None diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/aggregator.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/aggregator.py new file mode 100644 index 00000000..f7389980 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/aggregator.py @@ -0,0 +1,206 @@ +""" +©AngelaMos | 2026 +aggregator.py +""" + +import hashlib +import math +from collections import Counter + +import redis.asyncio as aioredis + +WINDOW_1M = 60 +WINDOW_5M = 300 +WINDOW_10M = 600 +KEY_TTL = 900 + + +def _hash_member(value: str) -> str: + """ + Produce a compact 16-char hex digest for sorted set deduplication. + """ + return hashlib.md5(value.encode()).hexdigest()[:16] + + +class WindowAggregator: + """ + Per-IP sliding window feature aggregator backed by Redis sorted sets. + """ + + def __init__(self, redis_client: aioredis.Redis) -> None: + self._redis = redis_client + + async def record_and_aggregate( + self, + ip: str, + request_id: str, + path: str, + path_depth: int, + method: str, + status_code: int, + user_agent: str, + response_size: int, + timestamp: float, + ) -> dict[str, float]: + """ + Record a request into Redis sorted sets and return all 12 + per-IP windowed features. + """ + prefix = f"ip:{ip}" + keys = { + "requests": f"{prefix}:requests", + "paths": f"{prefix}:paths", + "statuses": f"{prefix}:statuses", + "uas": f"{prefix}:uas", + "sizes": f"{prefix}:sizes", + "methods": f"{prefix}:methods", + "depths": f"{prefix}:depths", + } + + trim_boundary = timestamp - KEY_TTL + w1m = timestamp - WINDOW_1M + w5m = timestamp - WINDOW_5M + w10m = timestamp - WINDOW_10M + + pipe = self._redis.pipeline() + + pipe.zadd(keys["requests"], {request_id: timestamp}) + pipe.zadd(keys["paths"], {_hash_member(path): timestamp}) + pipe.zadd( + keys["statuses"], {f"{status_code}:{request_id}": timestamp} + ) + pipe.zadd(keys["uas"], {_hash_member(user_agent): timestamp}) + pipe.zadd( + keys["sizes"], {f"{response_size}:{request_id}": timestamp} + ) + pipe.zadd(keys["methods"], {f"{method}:{request_id}": timestamp}) + pipe.zadd( + keys["depths"], {f"{path_depth}:{request_id}": timestamp} + ) + + for key in keys.values(): + pipe.zremrangebyscore(key, "-inf", trim_boundary) + + pipe.zcount(keys["requests"], w1m, "+inf") + pipe.zcount(keys["requests"], w5m, "+inf") + pipe.zcount(keys["requests"], w10m, "+inf") + pipe.zcount(keys["paths"], w5m, "+inf") + pipe.zcount(keys["uas"], w10m, "+inf") + pipe.zrangebyscore(keys["statuses"], w5m, "+inf") + pipe.zrangebyscore(keys["sizes"], w5m, "+inf") + pipe.zrangebyscore(keys["methods"], w5m, "+inf") + pipe.zrangebyscore(keys["depths"], w5m, "+inf") + pipe.zrangebyscore( + keys["requests"], w10m, "+inf", withscores=True + ) + + for key in keys.values(): + pipe.expire(key, KEY_TTL) + + results = await pipe.execute() + + read_start = 14 + req_count_1m = results[read_start] + req_count_5m = results[read_start + 1] + req_count_10m = results[read_start + 2] + unique_paths_5m = results[read_start + 3] + unique_uas_10m = results[read_start + 4] + statuses_5m = results[read_start + 5] + sizes_5m = results[read_start + 6] + methods_5m = results[read_start + 7] + depths_5m = results[read_start + 8] + requests_with_scores = results[read_start + 9] + + irt_mean, irt_std = _inter_request_time_stats(requests_with_scores) + + return { + "req_count_1m": float(req_count_1m), + "req_count_5m": float(req_count_5m), + "req_count_10m": float(req_count_10m), + "error_rate_5m": _error_rate(statuses_5m), + "unique_paths_5m": float(unique_paths_5m), + "unique_uas_10m": float(unique_uas_10m), + "method_entropy_5m": _method_entropy(methods_5m), + "avg_response_size_5m": _avg_response_size(sizes_5m), + "status_diversity_5m": _status_diversity(statuses_5m), + "path_depth_variance_5m": _path_depth_variance(depths_5m), + "inter_request_time_mean": irt_mean, + "inter_request_time_std": irt_std, + } + + +def _error_rate(status_members: list[str]) -> float: + """ + Ratio of 4xx/5xx responses to total responses. + """ + if not status_members: + return 0.0 + errors = sum( + 1 for m in status_members if int(m.split(":")[0]) >= 400 + ) + return errors / len(status_members) + + +def _avg_response_size(size_members: list[str]) -> float: + """ + Mean response body size from size:request_id members. + """ + if not size_members: + return 0.0 + sizes = [int(m.split(":")[0]) for m in size_members] + return sum(sizes) / len(sizes) + + +def _method_entropy(method_members: list[str]) -> float: + """ + Shannon entropy of HTTP method distribution. + """ + if not method_members: + return 0.0 + methods = [m.split(":")[0] for m in method_members] + counts = Counter(methods) + total = len(methods) + return -sum( + (c / total) * math.log2(c / total) for c in counts.values() + ) + + +def _status_diversity(status_members: list[str]) -> float: + """ + Count of distinct HTTP status codes. + """ + if not status_members: + return 0.0 + codes = {m.split(":")[0] for m in status_members} + return float(len(codes)) + + +def _path_depth_variance(depth_members: list[str]) -> float: + """ + Population variance of path depth values. + """ + if len(depth_members) < 2: + return 0.0 + depths = [int(m.split(":")[0]) for m in depth_members] + mean = sum(depths) / len(depths) + return sum((d - mean) ** 2 for d in depths) / len(depths) + + +def _inter_request_time_stats( + entries: list[tuple[str, float]], +) -> tuple[float, float]: + """ + Mean and standard deviation of inter-request intervals in milliseconds. + """ + if len(entries) < 2: + return 0.0, 0.0 + timestamps = sorted(score for _, score in entries) + deltas = [ + (timestamps[i + 1] - timestamps[i]) * 1000 + for i in range(len(timestamps) - 1) + ] + mean = sum(deltas) / len(deltas) + if len(deltas) < 2: + return mean, 0.0 + variance = sum((d - mean) ** 2 for d in deltas) / len(deltas) + return mean, math.sqrt(variance) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/encoder.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/encoder.py new file mode 100644 index 00000000..d332c8e2 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/encoder.py @@ -0,0 +1,43 @@ +""" +©AngelaMos | 2026 +encoder.py +""" + +from app.core.features.mappings import ( + BOOLEAN_FEATURES, + CATEGORICAL_ENCODERS, + FEATURE_ORDER, +) + + +def _encode_country(code: str) -> float: + """ + Deterministic ordinal encoding for 2-letter ISO country codes. + """ + if not code or len(code) != 2: + return 0.0 + return float((ord(code[0]) - 64) * 26 + (ord(code[1]) - 64)) + + +def encode_for_inference( + features: dict[str, int | float | bool | str], +) -> list[float]: + """ + Encode a combined feature dict into a 35-element float vector + matching the model input specification. + """ + vector: list[float] = [] + + for name in FEATURE_ORDER: + raw = features[name] + + if name in BOOLEAN_FEATURES: + vector.append(1.0 if raw else 0.0) + elif name in CATEGORICAL_ENCODERS: + vector.append(float(CATEGORICAL_ENCODERS[name].get(raw, 0))) + elif name == "country_code": + vector.append(_encode_country(raw)) + else: + vector.append(float(raw)) + + return vector diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/extractor.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/extractor.py new file mode 100644 index 00000000..71780bcd --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/extractor.py @@ -0,0 +1,88 @@ +""" +©AngelaMos | 2026 +extractor.py +""" + +import ipaddress +import math +from collections import Counter +from posixpath import splitext + +from app.core.features.patterns import ( + ATTACK_COMBINED, + DOUBLE_ENCODED, + ENCODED_CHARS, +) +from app.core.features.signatures import BOT_USER_AGENTS, SCANNER_USER_AGENTS +from app.core.ingestion.parsers import ParsedLogEntry + + +def _shannon_entropy(s: str) -> float: + """ + Compute Shannon entropy of a string. + """ + if not s: + return 0.0 + length = len(s) + counts = Counter(s) + return -sum( + (c / length) * math.log2(c / length) for c in counts.values() + ) + + +def _is_private_ip(ip_str: str) -> bool: + """ + Check whether an IP address is in a private or loopback range. + """ + try: + return ipaddress.ip_address(ip_str).is_private + except ValueError: + return False + + +def extract_request_features( + entry: ParsedLogEntry, + country_code: str = "", +) -> dict[str, int | float | bool | str]: + """ + Extract 23 stateless per-request features from a parsed log entry. + """ + full_uri = entry.path + if entry.query_string: + full_uri = f"{entry.path}?{entry.query_string}" + + ua_lower = entry.user_agent.lower() + non_alnum = sum(1 for c in entry.path if not c.isalnum()) + path_len = len(entry.path) + + _, ext = splitext(entry.path) + + return { + "http_method": entry.method, + "path_depth": len([s for s in entry.path.split("/") if s]), + "path_entropy": _shannon_entropy(entry.path), + "path_length": path_len, + "query_string_length": len(entry.query_string), + "query_param_count": ( + len(entry.query_string.split("&")) if entry.query_string else 0 + ), + "has_encoded_chars": bool(ENCODED_CHARS.search(full_uri)), + "has_double_encoding": bool(DOUBLE_ENCODED.search(full_uri)), + "status_code": entry.status_code, + "status_class": f"{entry.status_code // 100}xx", + "response_size": entry.response_size, + "hour_of_day": entry.timestamp.hour, + "day_of_week": entry.timestamp.weekday(), + "is_weekend": entry.timestamp.weekday() >= 5, + "ua_length": len(entry.user_agent), + "ua_entropy": _shannon_entropy(entry.user_agent), + "is_known_bot": any(sig in ua_lower for sig in BOT_USER_AGENTS), + "is_known_scanner": any( + sig in ua_lower for sig in SCANNER_USER_AGENTS + ), + "has_attack_pattern": bool(ATTACK_COMBINED.search(full_uri)), + "special_char_ratio": non_alnum / path_len if path_len else 0.0, + "file_extension": ext, + "country_code": country_code, + "is_private_ip": _is_private_ip(entry.ip), + } diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/mappings.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/mappings.py new file mode 100644 index 00000000..5f91d496 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/mappings.py @@ -0,0 +1,104 @@ +""" +©AngelaMos | 2026 +mappings.py +""" + +METHOD_MAP: dict[str, int] = { + "GET": 1, + "POST": 2, + "PUT": 3, + "DELETE": 4, + "PATCH": 5, + "HEAD": 6, + "OPTIONS": 7, +} + +STATUS_CLASS_MAP: dict[str, int] = { + "1xx": 1, + "2xx": 2, + "3xx": 3, + "4xx": 4, + "5xx": 5, +} + +EXTENSION_MAP: dict[str, int] = { + ".html": 1, + ".htm": 2, + ".php": 3, + ".js": 4, + ".css": 5, + ".json": 6, + ".xml": 7, + ".jpg": 8, + ".jpeg": 9, + ".png": 10, + ".gif": 11, + ".svg": 12, + ".ico": 13, + ".pdf": 14, + ".zip": 15, + ".txt": 16, + ".asp": 17, + ".aspx": 18, + ".jsp": 19, + ".py": 20, + ".rb": 21, + ".woff2": 22, + ".woff": 23, + ".ttf": 24, + ".map": 25, +} + +FEATURE_ORDER: list[str] = [ + "http_method", + "path_depth", + "path_entropy", + "path_length", + "query_string_length", + "query_param_count", + "has_encoded_chars", + "has_double_encoding", + "status_code", + "status_class", + "response_size", + "hour_of_day", + "day_of_week", + "is_weekend", + "ua_length", + "ua_entropy", + "is_known_bot", + "is_known_scanner", + "has_attack_pattern", + "special_char_ratio", + "file_extension", + "country_code", + "is_private_ip", + "req_count_1m", + "req_count_5m", + "req_count_10m", + "error_rate_5m", + "unique_paths_5m", + "unique_uas_10m", + "method_entropy_5m", + "avg_response_size_5m", + "status_diversity_5m", + "path_depth_variance_5m", + "inter_request_time_mean", + "inter_request_time_std", +] + +CATEGORICAL_ENCODERS: dict[str, dict[str, int]] = { + "http_method": METHOD_MAP, + "status_class": STATUS_CLASS_MAP, + "file_extension": EXTENSION_MAP, +} + +BOOLEAN_FEATURES: frozenset[str] = frozenset({ + "has_encoded_chars", + "has_double_encoding", + "is_weekend", + "is_known_bot", + "is_known_scanner", + "has_attack_pattern", + "is_private_ip", +}) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/patterns.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/patterns.py new file mode 100644 index 00000000..2b5dc7e2 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/patterns.py @@ -0,0 +1,96 @@ +""" +©AngelaMos | 2026 +patterns.py +""" + +import re + +ENCODED_CHARS = re.compile(r"%[0-9a-fA-F]{2}") +DOUBLE_ENCODED = re.compile(r"%25[0-9a-fA-F]{2}") + +_SQLI = ( + r"(?:union\s+(?:all\s+)?select|" + r"'\s*or\s+.+=|" + r"'\s*and\s+.+=|" + r"1\s*=\s*1|" + r"sleep\s*\(|" + r"benchmark\s*\(|" + r"waitfor\s+delay|" + r"extractvalue\s*\(|" + r"updatexml\s*\(|" + r"load_file\s*\(|" + r"into\s+(?:out|dump)file|" + r"group\s+by\s+.+having|" + r"order\s+by\s+\d+|" + r"(?:drop|alter|create)\s+table|" + r"information_schema|" + r"(?:char|concat|hex|unhex)\s*\(|" + r"0x[0-9a-f]{6,}|" + r"--\s*$|" + r"/\*.*?\*/)" +) + +_XSS = ( + r"(?:<\s*script|" + r"javascript\s*:|" + r"vbscript\s*:|" + r"on(?:error|load|click|mouse\w+|focus|blur|submit|change)\s*=|" + r"<\s*(?:img|svg|iframe|object|embed|link|style|body|input|form)\b[^>]*\bon\w+\s*=|" + r"<\s*iframe|" + r"<\s*svg\b.*?on\w+\s*=|" + r"document\s*\.\s*(?:cookie|write|location)|" + r"window\s*\.\s*(?:location|open)|" + r"eval\s*\(|" + r"alert\s*\(|" + r"prompt\s*\(|" + r"confirm\s*\(|" + r"expression\s*\(|" + r"String\s*\.\s*fromCharCode)" +) + +_PATH_TRAVERSAL = ( + r"(?:\.\./|" + r"\.\.\\|" + r"%2e%2e[%/\\]|" + r"%252e%252e|" + r"(?:etc/(?:passwd|shadow|hosts)|" + r"proc/self/|" + r"windows/system32|" + r"boot\.ini|" + r"web\.config|" + r"\.env|" + r"\.git/config|" + r"wp-config\.php))" +) + +_COMMAND_INJECTION = ( + r"(?:;\s*(?:ls|cat|rm|wget|curl|chmod|chown|nc|bash|sh|python|perl|ruby|php)\b|" + r"\|\s*(?:cat|ls|id|whoami|uname|pwd|env|set|netstat|ifconfig|ip)\b|" + r"\$\(|" + r"`[^`]+`|" + r"\$\{|" + r">\s*/(?:etc|tmp|var)|" + r"&&\s*(?:cat|ls|id|whoami|wget|curl)\b)" +) + +_FILE_INCLUSION = ( + r"(?:php://|" + r"file://|" + r"data://|" + r"expect://|" + r"input://|" + r"zip://|" + r"phar://|" + r"glob://)" +) + +SQLI = re.compile(_SQLI, re.IGNORECASE) +XSS = re.compile(_XSS, re.IGNORECASE) +PATH_TRAVERSAL = re.compile(_PATH_TRAVERSAL, re.IGNORECASE) +COMMAND_INJECTION = re.compile(_COMMAND_INJECTION, re.IGNORECASE) +FILE_INCLUSION = re.compile(_FILE_INCLUSION, re.IGNORECASE) + +ATTACK_COMBINED = re.compile( + r"|".join((_SQLI, _XSS, _PATH_TRAVERSAL, _COMMAND_INJECTION, _FILE_INCLUSION)), + re.IGNORECASE, +) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/signatures.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/signatures.py new file mode 100644 index 00000000..2c6a5bb1 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/features/signatures.py @@ -0,0 +1,85 @@ +""" +©AngelaMos | 2026 +signatures.py +""" + +BOT_USER_AGENTS: frozenset[str] = frozenset({ + "googlebot", + "bingbot", + "slurp", + "duckduckbot", + "baiduspider", + "yandexbot", + "sogou", + "facebot", + "ia_archiver", + "applebot", + "petalbot", + "semrushbot", + "ahrefsbot", + "mj12bot", + "dotbot", + "rogerbot", + "linkedinbot", + "twitterbot", + "gptbot", + "claudebot", + "amazonbot", + "bytespider", + "ccbot", + "dataforseo", + "seznambot", + "megaindex", + "blexbot", + "exabot", + "archive.org_bot", + "mojeekbot", + "uptimerobot", + "deadlinkchecker", + "sitebulb", + "screaming frog", +}) + +SCANNER_USER_AGENTS: frozenset[str] = frozenset({ + "nikto", + "sqlmap", + "nessus", + "openvas", + "acunetix", + "w3af", + "nmap", + "masscan", + "zgrab", + "gobuster", + "dirbuster", + "dirb", + "wfuzz", + "ffuf", + "nuclei", + "burp", + "zap", + "arachni", + "skipfish", + "wpscan", + "joomscan", + "whatweb", + "httprint", + "fierce", + "subfinder", + "amass", + "httpx", + "jaeles", + "xray", + "gau", + "hakrawler", + "katana", + "cariddi", + "gospider", + "feroxbuster", + "rustbuster", + "patator", + "hydra", + "medusa", + "metasploit", + "cobalt", +}) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/parsers.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/parsers.py new file mode 100644 index 00000000..b80a98cf --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/parsers.py @@ -0,0 +1,152 @@ +""" +©AngelaMos | 2026 +parsers.py +""" + +import re +from dataclasses import dataclass +from datetime import datetime + + +@dataclass(frozen=True, slots=True) +class ParsedLogEntry: + """ + Structured representation of a single nginx access log line. + """ + + ip: str + timestamp: datetime + method: str + path: str + query_string: str + status_code: int + response_size: int + referer: str + user_agent: str + raw_line: str + + +_TIMESTAMP_FMT = "%d/%b/%Y:%H:%M:%S %z" + +_COMBINED_RE = re.compile( + r"(?P\S+) \S+ \S+ " + r"\[(?P[^\]]+)\] " + r'"(?P[^"]*)" ' + r"(?P\d{3}) " + r"(?P\S+) " + r'"(?P[^"]*)" ' + r'"(?P[^"]*)"' +) + + +def parse_combined(line: str) -> ParsedLogEntry | None: + """ + Parse an nginx combined-format log line using string-split primary + with compiled regex fallback. + """ + if not line: + return None + + result = _parse_split(line) + if result is not None: + return result + + return _parse_regex(line) + + +def _parse_split(line: str) -> ParsedLogEntry | None: + """ + Fast string-split parser for well-formed nginx combined lines. + """ + try: + parts = line.split('"') + if len(parts) < 6: + return None + + prefix = parts[0] + request_line = parts[1] + status_size = parts[2] + referer_raw = parts[3] + user_agent = parts[5] + + bracket_open = prefix.index("[") + bracket_close = prefix.index("]") + ip = prefix[:bracket_open].split()[0] + timestamp = datetime.strptime( + prefix[bracket_open + 1 : bracket_close], _TIMESTAMP_FMT + ) + + request_parts = request_line.split(" ", 2) + method = request_parts[0] + full_uri = request_parts[1] if len(request_parts) > 1 else "" + + if "?" in full_uri: + path, query_string = full_uri.split("?", 1) + else: + path = full_uri + query_string = "" + + tokens = status_size.strip().split() + status_code = int(tokens[0]) + response_size = int(tokens[1]) if tokens[1] != "-" else 0 + + referer = "" if referer_raw == "-" else referer_raw + + return ParsedLogEntry( + ip=ip, + timestamp=timestamp, + method=method, + path=path, + query_string=query_string, + status_code=status_code, + response_size=response_size, + referer=referer, + user_agent=user_agent, + raw_line=line, + ) + except (ValueError, IndexError): + return None + + +def _parse_regex(line: str) -> ParsedLogEntry | None: + """ + Regex fallback for non-standard or edge-case log lines. + """ + match = _COMBINED_RE.match(line) + if not match: + return None + + try: + timestamp = datetime.strptime(match["timestamp"], _TIMESTAMP_FMT) + + request_line = match["request"] + request_parts = request_line.split(" ", 2) + method = request_parts[0] + full_uri = request_parts[1] if len(request_parts) > 1 else "" + + if "?" in full_uri: + path, query_string = full_uri.split("?", 1) + else: + path = full_uri + query_string = "" + + size_raw = match["size"] + response_size = int(size_raw) if size_raw != "-" else 0 + + referer_raw = match["referer"] + referer = "" if referer_raw == "-" else referer_raw + + return ParsedLogEntry( + ip=match["ip"], + timestamp=timestamp, + method=method, + path=path, + query_string=query_string, + status_code=int(match["status"]), + response_size=response_size, + referer=referer, + user_agent=match["user_agent"], + raw_line=line, + ) + except (ValueError, IndexError): + return None diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/pipeline.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/pipeline.py new file mode 100644 index 00000000..e5ecb76a --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/pipeline.py @@ -0,0 +1,214 @@ +""" +©AngelaMos | 2026 +pipeline.py +""" + +import asyncio +import logging +import uuid +from collections.abc import Awaitable, Callable +from dataclasses import dataclass + +import redis.asyncio as aioredis + +from app.core.detection.rules import RuleEngine, RuleResult +from app.core.enrichment.geoip import GeoIPService, GeoResult +from app.core.features.aggregator import WindowAggregator +from app.core.features.encoder import encode_for_inference +from app.core.features.extractor import extract_request_features +from app.core.ingestion.parsers import ParsedLogEntry, parse_combined + +logger = logging.getLogger(__name__) + + +@dataclass(slots=True) +class EnrichedRequest: + """ + A parsed log entry enriched with extracted features and GeoIP data. + """ + entry: ParsedLogEntry + features: dict[str, int | float | bool | str] + feature_vector: list[float] + geo: GeoResult | None + + +@dataclass(slots=True) +class ScoredRequest: + """ + A fully scored request ready for dispatch. + """ + entry: ParsedLogEntry + features: dict[str, int | float | bool | str] + feature_vector: list[float] + geo: GeoResult | None + rule_result: RuleResult + + +class Pipeline: + """ + Four-stage async pipeline that transforms raw log lines + into scored threat candidates. + + Stages: + raw_queue → [parse] → parsed_queue → [enrich+features] + → feature_queue → [detect] → alert_queue → [dispatch] + """ + + def __init__( + self, + redis_client: aioredis.Redis, + rule_engine: RuleEngine, + geoip: GeoIPService | None = None, + on_result: Callable[[ScoredRequest], Awaitable[None]] | None = None, + raw_queue_size: int = 1000, + parsed_queue_size: int = 500, + feature_queue_size: int = 200, + alert_queue_size: int = 100, + ) -> None: + self.raw_queue: asyncio.Queue[str | None] = asyncio.Queue( + maxsize=raw_queue_size, + ) + self._parsed_queue: asyncio.Queue[ParsedLogEntry | None] = asyncio.Queue( + maxsize=parsed_queue_size, + ) + self._feature_queue: asyncio.Queue[EnrichedRequest | None] = asyncio.Queue( + maxsize=feature_queue_size, + ) + self._alert_queue: asyncio.Queue[ScoredRequest | None] = asyncio.Queue( + maxsize=alert_queue_size, + ) + + self._aggregator = WindowAggregator(redis_client) + self._rule_engine = rule_engine + self._geoip = geoip + self._on_result = on_result + self._tasks: list[asyncio.Task] = [] + + async def start(self) -> None: + """ + Spawn worker tasks for each pipeline stage. + """ + self._tasks = [ + asyncio.create_task(self._parse_worker(), name="parse"), + asyncio.create_task(self._feature_worker(), name="feature"), + asyncio.create_task(self._detection_worker(), name="detection"), + asyncio.create_task(self._dispatch_worker(), name="dispatch"), + ] + logger.info("Pipeline started — 4 stage workers running") + + async def stop(self) -> None: + """ + Send a poison pill through the chain and wait for all workers to exit. + """ + await self.raw_queue.put(None) + await asyncio.gather(*self._tasks) + logger.info("Pipeline stopped — all workers exited") + + async def _parse_worker(self) -> None: + """ + Stage 1: Parse raw log lines into structured entries. + """ + while True: + line = await self.raw_queue.get() + if line is None: + self.raw_queue.task_done() + await self._parsed_queue.put(None) + break + try: + entry = parse_combined(line) + if entry is not None: + await self._parsed_queue.put(entry) + except Exception: + logger.exception("Parse error") + self.raw_queue.task_done() + + async def _feature_worker(self) -> None: + """ + Stage 2: Enrich with GeoIP, extract per-request features, + aggregate per-IP windowed features, and encode the 35-dim vector. + """ + while True: + entry = await self._parsed_queue.get() + if entry is None: + self._parsed_queue.task_done() + await self._feature_queue.put(None) + break + try: + country_code = "" + geo = None + if self._geoip is not None: + geo = await self._geoip.lookup(entry.ip) + if geo and geo.country: + country_code = geo.country + + per_request = extract_request_features(entry, country_code) + + windowed = await self._aggregator.record_and_aggregate( + ip=entry.ip, + request_id=uuid.uuid4().hex, + path=entry.path, + path_depth=per_request["path_depth"], + method=entry.method, + status_code=entry.status_code, + user_agent=entry.user_agent, + response_size=entry.response_size, + timestamp=entry.timestamp.timestamp(), + ) + + merged = {**per_request, **windowed} + vector = encode_for_inference(merged) + + await self._feature_queue.put( + EnrichedRequest( + entry=entry, + features=merged, + feature_vector=vector, + geo=geo, + ) + ) + except Exception: + logger.exception("Feature extraction failed for %s", entry.ip) + self._parsed_queue.task_done() + + async def _detection_worker(self) -> None: + """ + Stage 3: Score enriched requests using the rule engine. + """ + while True: + enriched = await self._feature_queue.get() + if enriched is None: + self._feature_queue.task_done() + await self._alert_queue.put(None) + break + try: + rule_result = self._rule_engine.score_request( + enriched.features, enriched.entry, + ) + await self._alert_queue.put( + ScoredRequest( + entry=enriched.entry, + features=enriched.features, + feature_vector=enriched.feature_vector, + geo=enriched.geo, + rule_result=rule_result, + ) + ) + except Exception: + logger.exception("Detection failed") + self._feature_queue.task_done() + + async def _dispatch_worker(self) -> None: + """ + Stage 4: Dispatch scored results via the on_result callback. + """ + while True: + scored = await self._alert_queue.get() + if scored is None: + self._alert_queue.task_done() + break + try: + if self._on_result is not None: + await self._on_result(scored) + except Exception: + logger.exception("Dispatch failed for %s", scored.entry.ip) + self._alert_queue.task_done() diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/tailer.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/tailer.py new file mode 100644 index 00000000..3f2c9370 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/ingestion/tailer.py @@ -0,0 +1,185 @@ +""" +©AngelaMos | 2026 +tailer.py +""" + +import asyncio +import logging +import os +from pathlib import Path + +from watchdog.events import ( + FileCreatedEvent, + FileModifiedEvent, + FileMovedEvent, + FileSystemEventHandler, +) +from watchdog.observers import Observer + +logger = logging.getLogger(__name__) + + +class _LogHandler(FileSystemEventHandler): + """ + Watchdog event handler that detects modifications and log rotation + for a single target file, pushing new lines into an asyncio.Queue. + """ + + def __init__( + self, + target: str, + queue: asyncio.Queue[str], + loop: asyncio.AbstractEventLoop, + ) -> None: + super().__init__() + self._target = target + self._queue = queue + self._loop = loop + self._file = None + self._inode: int | None = None + self._open_target() + + def _open_target(self) -> None: + """ + Open the target log file and seek to the end. + """ + try: + self._file = open(self._target, encoding="utf-8", errors="replace") + self._file.seek(0, os.SEEK_END) + self._inode = os.stat(self._target).st_ino + logger.info("Tailing %s (inode %s)", self._target, self._inode) + except FileNotFoundError: + logger.warning("Log file %s not found — waiting for creation", self._target) + self._file = None + self._inode = None + + def _read_new_lines(self) -> None: + """ + Read all new complete lines from the current file position. + """ + if self._file is None: + return + + for line in self._file: + stripped = line.rstrip("\n\r") + if stripped: + self._loop.call_soon_threadsafe(self._queue.put_nowait, stripped) + + def _handle_rotation(self) -> None: + """ + Finish reading the old file, then reopen the target at position 0. + """ + self._read_new_lines() + + if self._file is not None: + self._file.close() + + try: + self._file = open(self._target, encoding="utf-8", errors="replace") + self._inode = os.stat(self._target).st_ino + logger.info("Rotated to new %s (inode %s)", self._target, self._inode) + except FileNotFoundError: + self._file = None + self._inode = None + + def _inode_changed(self) -> bool: + """ + Check whether the target file's inode differs from the one we opened. + """ + try: + current_inode = os.stat(self._target).st_ino + return current_inode != self._inode + except FileNotFoundError: + return False + + def on_modified(self, event: FileModifiedEvent) -> None: + """ + Handle new data appended to the log file. + """ + if not isinstance(event, FileModifiedEvent) or event.is_directory: + return + + if Path(event.src_path).resolve() != Path(self._target).resolve(): + return + + if self._inode_changed(): + self._handle_rotation() + return + + self._read_new_lines() + + def on_moved(self, event: FileMovedEvent) -> None: + """ + Handle log rotation via rename (access.log -> access.log.1). + """ + if not isinstance(event, FileMovedEvent): + return + + if Path(event.src_path).resolve() == Path(self._target).resolve(): + logger.info("Log rotated: %s -> %s", event.src_path, event.dest_path) + self._handle_rotation() + + def on_created(self, event: FileCreatedEvent) -> None: + """ + Handle log rotation where a new file is created at the target path. + """ + if not isinstance(event, FileCreatedEvent) or event.is_directory: + return + + if Path(event.src_path).resolve() == Path(self._target).resolve(): + logger.info("New log file created: %s", event.src_path) + self._handle_rotation() + + def close(self) -> None: + """ + Close the underlying file handle. + """ + if self._file is not None: + self._file.close() + self._file = None + + +class LogTailer: + """ + Watchdog-based nginx log tailer that pushes raw lines + into an asyncio.Queue for downstream processing. + """ + + def __init__( + self, + log_path: str, + queue: asyncio.Queue[str], + loop: asyncio.AbstractEventLoop, + ) -> None: + self._log_path = log_path + self._handler = _LogHandler(log_path, queue, loop) + self._observer = Observer() + self._started = False + + def start(self) -> None: + """ + Begin watching the log file's parent directory for changes. + """ + watch_dir = str(Path(self._log_path).resolve().parent) + self._observer.schedule(self._handler, watch_dir, recursive=False) + self._observer.start() + self._started = True + logger.info("LogTailer started — watching %s", watch_dir) + + def stop(self) -> None: + """ + Stop the watchdog observer and close file handles. + """ + if self._started: + self._observer.stop() + self._observer.join(timeout=5) + self._started = False + self._handler.close() + logger.info("LogTailer stopped") + + @property + def is_active(self) -> bool: + """ + Whether the tailer is currently running. + """ + return self._started and self._observer.is_alive() diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/core/redis_manager.py b/PROJECTS/advanced/ai-threat-detection/backend/app/core/redis_manager.py new file mode 100644 index 00000000..f93bb006 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/core/redis_manager.py @@ -0,0 +1,55 @@ +""" +©AngelaMos | 2026 +redis_manager.py +""" + +import redis.asyncio as aioredis + +from app.config import settings + + +class RedisManager: + """ + Async Redis connection lifecycle manager. + """ + + def __init__(self) -> None: + self._client: aioredis.Redis | None = None + + async def connect(self) -> None: + """ + Create the async Redis client from configured URL. + """ + self._client = aioredis.from_url( + settings.redis_url, + decode_responses=True, + ) + + async def disconnect(self) -> None: + """ + Close the Redis connection and release resources. + """ + if self._client: + await self._client.aclose() + self._client = None + + @property + def client(self) -> aioredis.Redis | None: + """ + Return the active Redis client or None if not connected. + """ + return self._client + + async def ping(self) -> bool: + """ + Check Redis connectivity via PING command. + """ + if not self._client: + return False + try: + return await self._client.ping() + except Exception: + return False + + +redis_manager = RedisManager() diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/factory.py b/PROJECTS/advanced/ai-threat-detection/backend/app/factory.py new file mode 100644 index 00000000..0edd0090 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/factory.py @@ -0,0 +1,49 @@ +""" +©AngelaMos | 2026 +factory.py +""" + +import time +from collections.abc import AsyncIterator +from contextlib import asynccontextmanager + +from fastapi import FastAPI + +from app.config import settings +from app.core.redis_manager import redis_manager + + +@asynccontextmanager +async def lifespan(app: FastAPI) -> AsyncIterator[None]: + """ + Manage application startup and shutdown lifecycle + """ + app.state.startup_time = time.monotonic() + app.state.pipeline_running = False + + await redis_manager.connect() + + yield + + await redis_manager.disconnect() + + +def create_app() -> FastAPI: + """ + Build and configure the AngelusVigil FastAPI application + """ + app = FastAPI( + title=settings.app_name, + version="0.1.0", + lifespan=lifespan, + ) + + app.state.startup_time = time.monotonic() + app.state.pipeline_running = False + + from app.api.health import router as health_router + + app.include_router(health_router) + + return app + diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/main.py b/PROJECTS/advanced/ai-threat-detection/backend/app/main.py new file mode 100644 index 00000000..2ee26550 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/main.py @@ -0,0 +1,8 @@ +""" +©AngelaMos | 2026 +main.py +""" + +from app.factory import create_app + +app = create_app() diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/models/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/app/models/__init__.py new file mode 100644 index 00000000..0b879feb --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/models/__init__.py @@ -0,0 +1,9 @@ +""" +©AngelaMos | 2026 +__init__.py +""" + +from app.models.model_metadata import ModelMetadata +from app.models.threat_event import ThreatEvent + +__all__ = ["ModelMetadata", "ThreatEvent"] diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/models/base.py b/PROJECTS/advanced/ai-threat-detection/backend/app/models/base.py new file mode 100644 index 00000000..8f559c3a --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/models/base.py @@ -0,0 +1,23 @@ +""" +©AngelaMos | 2026 +base.py +""" + +import uuid +from datetime import datetime + +from sqlalchemy import DateTime, text +from sqlmodel import Field, SQLModel + + +class TimestampedModel(SQLModel): + """ + Abstract base providing UUID primary key and timezone-aware created_at. + """ + + id: uuid.UUID = Field(default_factory=uuid.uuid4, primary_key=True) + created_at: datetime = Field( + sa_type=DateTime(timezone=True), + sa_column_kwargs={"server_default": text("CURRENT_TIMESTAMP")}, + nullable=False, + ) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/models/model_metadata.py b/PROJECTS/advanced/ai-threat-detection/backend/app/models/model_metadata.py new file mode 100644 index 00000000..867013e1 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/models/model_metadata.py @@ -0,0 +1,35 @@ +""" +©AngelaMos | 2026 +model_metadata.py +""" + +from sqlalchemy import Column, Index, JSON, text +from sqlmodel import Field + +from app.models.base import TimestampedModel + + +class ModelMetadata(TimestampedModel, table=True): + """ + Tracks ML model versions, training metrics, and deployment status. + """ + + __tablename__ = "model_metadata" + __table_args__ = ( + Index( + "idx_model_metadata_active", + "model_type", + unique=True, + postgresql_where=text("is_active = TRUE"), + ), + ) + + model_type: str = Field(max_length=30) + version: str = Field(max_length=64) + training_samples: int + metrics: dict = Field(sa_column=Column(JSON, nullable=False)) + artifact_path: str + is_active: bool = Field(default=False) + mlflow_run_id: str | None = Field(default=None, max_length=64) + threshold: float | None = Field(default=None) + notes: str | None = Field(default=None) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/app/models/threat_event.py b/PROJECTS/advanced/ai-threat-detection/backend/app/models/threat_event.py new file mode 100644 index 00000000..a64c6cd7 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/app/models/threat_event.py @@ -0,0 +1,57 @@ +""" +©AngelaMos | 2026 +threat_event.py +""" + +from sqlalchemy import Column, Float, Index, JSON, SmallInteger, text +from sqlmodel import Field + +from app.models.base import TimestampedModel + + +class ThreatEvent(TimestampedModel, table=True): + """ + Primary table for detected threat events. + """ + + __tablename__ = "threat_events" + __table_args__ = ( + Index("idx_threat_events_created_at", "created_at"), + Index("idx_threat_events_source_ip", "source_ip"), + Index("idx_threat_events_severity", "severity"), + Index("idx_threat_events_score", "threat_score"), + Index( + "idx_threat_events_reviewed", + "reviewed", + postgresql_where=text("reviewed = FALSE"), + ), + ) + + source_ip: str = Field(max_length=45) + request_method: str = Field(max_length=10) + request_path: str + status_code: int = Field( + sa_column=Column(SmallInteger, nullable=False) + ) + response_size: int + user_agent: str + threat_score: float = Field( + sa_column=Column(Float, nullable=False) + ) + severity: str = Field(max_length=6) + component_scores: dict[str, float] = Field( + sa_column=Column(JSON, nullable=False) + ) + geo_country: str | None = Field(default=None, max_length=2) + geo_city: str | None = Field(default=None, max_length=255) + geo_lat: float | None = Field(default=None) + geo_lon: float | None = Field(default=None) + feature_vector: list[float] = Field( + sa_column=Column(JSON, nullable=False) + ) + matched_rules: list[str] | None = Field( + default=None, sa_column=Column(JSON, nullable=True) + ) + model_version: str | None = Field(default=None, max_length=64) + reviewed: bool = Field(default=False) + review_label: str | None = Field(default=None, max_length=20) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/cli/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/cli/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/cli/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/ml/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/ml/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/ml/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/pyproject.toml b/PROJECTS/advanced/ai-threat-detection/backend/pyproject.toml new file mode 100644 index 00000000..625c5a57 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/pyproject.toml @@ -0,0 +1,221 @@ +# ©AngelaMos | 2026 +# pyproject.toml + +[project] +name = "angelusvigil" +version = "0.1.0" +description = "AI-powered threat detection engine for web server access logs" +requires-python = ">=3.14" +authors = [ + {name = "Carter", email = "carter@certgames.com"} +] + +dependencies = [ + "fastapi>=0.128.8", + "uvicorn[standard]>=0.40.0", + "redis[hiredis]>=7.1.1", + "sqlalchemy>=2.0.46", + "sqlmodel>=0.0.33", + "alembic>=1.18.4", + "asyncpg>=0.31.0", + "pydantic>=2.12.5", + "pydantic-settings>=2.12.0", + "watchdog>=6.0.0", + "geoip2>=5.2.0", + "typer>=0.23.0", + "orjson>=3.11.7", + "httpx>=0.28.1", +] + +[project.optional-dependencies] +dev = [ + "pytest>=9.0.2", + "pytest-asyncio>=1.3.0", + "aiosqlite>=0.22.1", + "ruff>=0.15.0", + "mypy>=1.19.1", + "pylint>=4.0.4", + "pylint-pydantic>=0.4.1", + "types-redis>=4.6.0.20241004", + "coverage>=7.13.4", + "fakeredis>=2.26.0", +] + +ml = [ + "torch>=2.10.0", + "scikit-learn>=1.8.0", + "onnxruntime>=1.24.1", + "skl2onnx>=1.20.0", + "mlflow>=3.9.0", + "numpy>=2.4.2", + "pandas>=2.2.0,<3", + "imbalanced-learn>=0.14.1", +] + +[project.scripts] +vigil = "cli.main:app" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["app", "cli", "ml"] + +[tool.ruff] +target-version = "py314" +line-length = 95 +indent-width = 4 +exclude = [ + ".bzr", + ".direnv", + ".eggs", + ".git", + ".git-rewrite", + ".hg", + ".ipynb_checkpoints", + ".mypy_cache", + ".nox", + ".pyenv", + ".pytest_cache", + ".pytype", + ".ruff_cache", + ".svn", + ".tox", + ".venv", + "__pycache__", + "_build", + "build", + "dist", + "site-packages", + "venv", + "alembic", +] + +[tool.ruff.format] +line-ending = "auto" +skip-magic-trailing-comma = false + +[tool.ruff.lint] +select = [ + "E1", + "E4", + "E7", + "F", + "W292", + "W605", + "B", + "C4", + "UP", + "ARG", + "SIM", + "I", + "F401", + "F811", + "F821", +] + +ignore = [ + "E501", + "W291", + "W293", + "I001", + "RUF001", + "RUF002", + "B008", + "ARG001", + "E712", +] + +[tool.ruff.lint.per-file-ignores] +"__init__.py" = ["F401"] +"tests/*" = ["ARG002"] + +[tool.mypy] +python_version = "3.14" +strict = true +warn_return_any = true +warn_unused_configs = true +disallow_untyped_defs = true +disallow_any_generics = true +check_untyped_defs = true +no_implicit_optional = true +warn_redundant_casts = true +warn_unused_ignores = true +warn_no_return = true +follow_imports = "normal" +ignore_missing_imports = true + +[[tool.mypy.overrides]] +module = "app.models.*" +disable_error_code = ["call-arg", "misc"] + +[tool.pylint.main] +py-version = "3.12" +jobs = 4 +load-plugins = [ + "pylint_pydantic", +] +persistent = true +suggestion-mode = true +ignore = [ + "venv", + ".venv", + "__pycache__", + "build", + "dist", + ".git", + ".pytest_cache", + ".mypy_cache", + ".ruff_cache", + "alembic", +] +ignore-paths = [ + "^venv/.*", + "^.venv/.*", + "^build/.*", + "^dist/.*", +] + +[tool.pylint.messages_control] +disable = [ + "C0111", + "C0103", + "R0903", + "W0511", + "W0622", + "W0612", + "W0613", + "C0301", + "C0302", + "C0411", + "C0305", + "C0303", + "C0304", + "R0801", + "E0401", + "C0412", + "W0718", + "E0611", + "E1101", +] + +[tool.pylint.design] +max-args = 7 +max-attributes = 10 +max-locals = 30 +max-positional-arguments = 7 + +[tool.pylint."messages control"] +per-file-ignores = [ + "alembic/env.py:W0611", + "app/services/*:C0121", + "tests/*:W0212,W0621", +] + +[tool.pytest.ini_options] +asyncio_mode = "auto" +testpaths = ["tests"] +python_files = ["test_*.py"] +python_classes = ["Test*"] +python_functions = ["test_*"] diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/__init__.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/__init__.py new file mode 100644 index 00000000..e1add2a9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/__init__.py @@ -0,0 +1,4 @@ +""" +©AngelaMos | 2026 +__init__.py +""" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/conftest.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/conftest.py new file mode 100644 index 00000000..5eeee5e8 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/conftest.py @@ -0,0 +1,23 @@ +""" +©AngelaMos | 2026 +conftest.py +""" + +import pytest + +from app.config import Settings + + +@pytest.fixture +def test_settings() -> Settings: + """ + Override settings for test environment. + """ + return Settings( + env="testing", + debug=False, + database_url="sqlite+aiosqlite:///test.db", + redis_url="redis://localhost:6379/1", + nginx_log_path="/tmp/test-access.log", + geoip_db_path="/tmp/nonexistent.mmdb", + ) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/test_api.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_api.py new file mode 100644 index 00000000..5d03c93a --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_api.py @@ -0,0 +1,57 @@ +""" +©AngelaMos | 2026 +test_api.py +""" + +import pytest +from httpx import ASGITransport, AsyncClient + +from app.main import app + + +@pytest.mark.asyncio +async def test_health_returns_200() -> None: + """ + Health endpoint returns 200 with status and uptime. + """ + transport = ASGITransport(app=app) + async with AsyncClient(transport=transport, base_url="http://test") as client: + response = await client.get("/health") + + assert response.status_code == 200 + data = response.json() + assert data["status"] == "healthy" + assert "uptime_seconds" in data + assert isinstance(data["uptime_seconds"], (int, float)) + assert "pipeline_running" in data + + +@pytest.mark.asyncio +async def test_health_returns_pipeline_status() -> None: + """ + Health response includes pipeline_running boolean. + """ + transport = ASGITransport(app=app) + async with AsyncClient(transport=transport, base_url="http://test") as client: + response = await client.get("/health") + + data = response.json() + assert isinstance(data["pipeline_running"], bool) + + +@pytest.mark.asyncio +async def test_ready_returns_check_structure() -> None: + """ + Readiness endpoint returns structured component checks. + """ + transport = ASGITransport(app=app) + async with AsyncClient(transport=transport, base_url="http://test") as client: + response = await client.get("/ready") + + assert response.status_code in (200, 503) + data = response.json() + assert "status" in data + assert "checks" in data + assert "database" in data["checks"] + assert "redis" in data["checks"] + assert "models_loaded" in data["checks"] diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/test_detection.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_detection.py new file mode 100644 index 00000000..e60961f9 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_detection.py @@ -0,0 +1,234 @@ +""" +©AngelaMos | 2026 +test_detection.py +""" + +from datetime import datetime, timezone + +from app.core.detection.rules import RuleEngine, RuleResult +from app.core.ingestion.parsers import ParsedLogEntry + + +def _make_entry( + path: str = "/api/v1/users", + query_string: str = "", + method: str = "GET", + status_code: int = 200, + user_agent: str = "Mozilla/5.0 (Windows NT 10.0; Win64; x64)", +) -> ParsedLogEntry: + """ + Build a ParsedLogEntry with sensible defaults for rule engine testing. + """ + return ParsedLogEntry( + ip="93.184.216.34", + timestamp=datetime(2026, 2, 11, 14, 30, 0, tzinfo=timezone.utc), + method=method, + path=path, + query_string=query_string, + status_code=status_code, + response_size=1234, + referer="", + user_agent=user_agent, + raw_line="", + ) + + +def _empty_windowed() -> dict[str, float]: + """ + Windowed features representing a quiet IP. + """ + return { + "req_count_1m": 1.0, + "req_count_5m": 3.0, + "req_count_10m": 5.0, + "error_rate_5m": 0.0, + "unique_paths_5m": 2.0, + "unique_uas_10m": 1.0, + "method_entropy_5m": 0.0, + "avg_response_size_5m": 1024.0, + "status_diversity_5m": 1.0, + "path_depth_variance_5m": 0.0, + "inter_request_time_mean": 5000.0, + "inter_request_time_std": 1000.0, + } + + +ENGINE = RuleEngine() + + +def test_normal_request_low_severity() -> None: + """ + A benign GET request scores below 0.5 with LOW severity. + """ + result = ENGINE.score_request(_empty_windowed(), _make_entry()) + assert result.threat_score < 0.5 + assert result.severity == "LOW" + assert result.matched_rules == [] + + +def test_sqli_in_query_string() -> None: + """ + SQL injection payload triggers HIGH severity with SQL_INJECTION rule. + """ + entry = _make_entry( + path="/users", + query_string="id=1' UNION SELECT username,password FROM users--", + ) + result = ENGINE.score_request(_empty_windowed(), entry) + assert result.threat_score >= 0.7 + assert result.severity == "HIGH" + assert "SQL_INJECTION" in result.matched_rules + + +def test_xss_in_query_string() -> None: + """ + XSS payload triggers HIGH severity with XSS rule. + """ + entry = _make_entry( + path="/comment", + query_string="body=", + ) + result = ENGINE.score_request(_empty_windowed(), entry) + assert result.threat_score >= 0.7 + assert result.severity == "HIGH" + assert "XSS" in result.matched_rules + + +def test_path_traversal() -> None: + """ + Path traversal triggers at least MEDIUM severity. + """ + entry = _make_entry(path="/static/../../etc/passwd") + result = ENGINE.score_request(_empty_windowed(), entry) + assert result.threat_score >= 0.5 + assert result.severity in {"MEDIUM", "HIGH"} + assert "PATH_TRAVERSAL" in result.matched_rules + + +def test_command_injection() -> None: + """ + Command injection triggers HIGH severity. + """ + entry = _make_entry( + path="/ping", + query_string="host=127.0.0.1;cat /etc/passwd", + ) + result = ENGINE.score_request(_empty_windowed(), entry) + assert result.threat_score >= 0.7 + assert result.severity == "HIGH" + assert "COMMAND_INJECTION" in result.matched_rules + + +def test_scanner_ua_contributes() -> None: + """ + Known scanner UA fires the SCANNER_UA rule. + """ + entry = _make_entry(user_agent="Mozilla/5.00 (Nikto/2.1.6)") + result = ENGINE.score_request(_empty_windowed(), entry) + assert "SCANNER_UA" in result.matched_rules + assert result.threat_score > 0.0 + + +def test_rate_anomaly() -> None: + """ + High request rate in the 1-minute window fires RATE_ANOMALY. + """ + windowed = _empty_windowed() + windowed["req_count_1m"] = 150.0 + result = ENGINE.score_request(windowed, _make_entry()) + assert "RATE_ANOMALY" in result.matched_rules + assert result.threat_score > 0.0 + + +def test_multiple_rules_aggregate() -> None: + """ + Multiple triggered rules produce a higher score than any single rule alone. + """ + entry = _make_entry( + path="/users", + query_string="id=1' OR 1=1--", + user_agent="sqlmap/1.8", + ) + sqli_only = ENGINE.score_request( + _empty_windowed(), + _make_entry(path="/users", query_string="id=1' OR 1=1--"), + ) + combined = ENGINE.score_request(_empty_windowed(), entry) + assert combined.threat_score > sqli_only.threat_score + assert len(combined.matched_rules) > len(sqli_only.matched_rules) + + +def test_score_clamped_to_unit_range() -> None: + """ + Score never exceeds 1.0 even with many triggered rules. + """ + entry = _make_entry( + path="/static/../../etc/passwd;cat /etc/shadow", + query_string="id=1' UNION SELECT 1--&x=", + user_agent="sqlmap/1.8", + ) + windowed = _empty_windowed() + windowed["req_count_1m"] = 200.0 + windowed["error_rate_5m"] = 0.8 + result = ENGINE.score_request(windowed, entry) + assert 0.0 <= result.threat_score <= 1.0 + + +def test_severity_thresholds() -> None: + """ + Severity classification follows the architecture thresholds. + """ + low = ENGINE.score_request(_empty_windowed(), _make_entry()) + assert low.severity == "LOW" + + medium = ENGINE.score_request( + _empty_windowed(), + _make_entry(path="/static/../../etc/passwd"), + ) + assert medium.severity in {"MEDIUM", "HIGH"} + + high = ENGINE.score_request( + _empty_windowed(), + _make_entry( + path="/users", + query_string="id=1' UNION SELECT username FROM users--", + ), + ) + assert high.severity == "HIGH" + + +def test_result_has_component_scores() -> None: + """ + RuleResult includes individual scores per triggered rule. + """ + entry = _make_entry( + path="/users", + query_string="id=1' OR 1=1--", + ) + result = ENGINE.score_request(_empty_windowed(), entry) + assert len(result.component_scores) == len(result.matched_rules) + for rule_name in result.matched_rules: + assert rule_name in result.component_scores + assert result.component_scores[rule_name] > 0.0 + + +def test_file_inclusion() -> None: + """ + PHP stream wrapper in query string triggers FILE_INCLUSION rule. + """ + entry = _make_entry( + path="/include", + query_string="page=php://filter/convert.base64-encode/resource=config", + ) + result = ENGINE.score_request(_empty_windowed(), entry) + assert "FILE_INCLUSION" in result.matched_rules + assert result.threat_score >= 0.5 + + +def test_double_encoding() -> None: + """ + Double-encoded characters trigger the DOUBLE_ENCODING rule. + """ + entry = _make_entry(path="/path%2527trick") + result = ENGINE.score_request(_empty_windowed(), entry) + assert "DOUBLE_ENCODING" in result.matched_rules diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/test_features.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_features.py new file mode 100644 index 00000000..fc2094fa --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_features.py @@ -0,0 +1,592 @@ +""" +©AngelaMos | 2026 +test_features.py +""" + +from datetime import datetime, timezone + +from app.core.features.extractor import extract_request_features +from app.core.ingestion.parsers import ParsedLogEntry + +FEATURE_KEYS = { + "http_method", + "path_depth", + "path_entropy", + "path_length", + "query_string_length", + "query_param_count", + "has_encoded_chars", + "has_double_encoding", + "status_code", + "status_class", + "response_size", + "hour_of_day", + "day_of_week", + "is_weekend", + "ua_length", + "ua_entropy", + "is_known_bot", + "is_known_scanner", + "has_attack_pattern", + "special_char_ratio", + "file_extension", + "country_code", + "is_private_ip", +} + + +def _make_entry( + ip: str = "93.184.216.34", + timestamp: datetime | None = None, + method: str = "GET", + path: str = "/api/v1/users", + query_string: str = "", + status_code: int = 200, + response_size: int = 1234, + referer: str = "", + user_agent: str = "Mozilla/5.0 (Windows NT 10.0; Win64; x64)", +) -> ParsedLogEntry: + """ + Build a ParsedLogEntry with sensible defaults for testing. + """ + if timestamp is None: + timestamp = datetime(2026, 2, 11, 14, 30, 0, tzinfo=timezone.utc) + + return ParsedLogEntry( + ip=ip, + timestamp=timestamp, + method=method, + path=path, + query_string=query_string, + status_code=status_code, + response_size=response_size, + referer=referer, + user_agent=user_agent, + raw_line="", + ) + + +def test_extract_returns_all_23_feature_keys() -> None: + """ + Feature dict contains exactly the 23 per-request keys. + """ + features = extract_request_features(_make_entry()) + assert set(features.keys()) == FEATURE_KEYS + + +def test_path_depth() -> None: + """ + Path depth counts non-empty segments between slashes. + """ + assert extract_request_features(_make_entry(path="/"))["path_depth"] == 0 + assert extract_request_features(_make_entry(path="/api"))["path_depth"] == 1 + assert extract_request_features( + _make_entry(path="/api/v1/users") + )["path_depth"] == 3 + + +def test_path_entropy_high_vs_low() -> None: + """ + Random-character paths have higher entropy than simple paths. + """ + low = extract_request_features( + _make_entry(path="/index.html") + )["path_entropy"] + high = extract_request_features( + _make_entry(path="/x8Kp2mQz7wR4vL1n") + )["path_entropy"] + assert high > low + + +def test_query_string_features() -> None: + """ + Query param count and length are extracted correctly. + """ + features = extract_request_features( + _make_entry(query_string="page=1&sort=name&limit=50") + ) + assert features["query_param_count"] == 3 + assert features["query_string_length"] == len("page=1&sort=name&limit=50") + + empty = extract_request_features(_make_entry(query_string="")) + assert empty["query_param_count"] == 0 + assert empty["query_string_length"] == 0 + + +def test_url_encoding_detection() -> None: + """ + Percent-encoded sequences are detected in path and query. + """ + encoded = extract_request_features( + _make_entry(path="/search", query_string="q=%27OR+1%3D1") + ) + assert encoded["has_encoded_chars"] is True + + clean = extract_request_features( + _make_entry(path="/index.html", query_string="") + ) + assert clean["has_encoded_chars"] is False + + +def test_double_encoding_detection() -> None: + """ + Double-encoded sequences like %2527 are flagged. + """ + double = extract_request_features( + _make_entry(path="/path%2527trick") + ) + assert double["has_double_encoding"] is True + + single = extract_request_features( + _make_entry(path="/path%27normal") + ) + assert single["has_double_encoding"] is False + + +def test_status_class() -> None: + """ + Status class groups status codes into Nxx buckets. + """ + assert extract_request_features( + _make_entry(status_code=200) + )["status_class"] == "2xx" + assert extract_request_features( + _make_entry(status_code=404) + )["status_class"] == "4xx" + assert extract_request_features( + _make_entry(status_code=503) + )["status_class"] == "5xx" + + +def test_temporal_features() -> None: + """ + Hour, day of week, and weekend flag derived from timestamp. + """ + wednesday_2pm = datetime(2026, 2, 11, 14, 0, 0, tzinfo=timezone.utc) + features = extract_request_features( + _make_entry(timestamp=wednesday_2pm) + ) + assert features["hour_of_day"] == 14 + assert features["day_of_week"] == 2 + assert features["is_weekend"] is False + + saturday_3am = datetime(2026, 2, 14, 3, 0, 0, tzinfo=timezone.utc) + weekend = extract_request_features( + _make_entry(timestamp=saturday_3am) + ) + assert weekend["hour_of_day"] == 3 + assert weekend["day_of_week"] == 5 + assert weekend["is_weekend"] is True + + +def test_ua_bot_detection() -> None: + """ + Known bot user agents are flagged. + """ + bot = extract_request_features( + _make_entry( + user_agent="Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)" + ) + ) + assert bot["is_known_bot"] is True + + normal = extract_request_features( + _make_entry(user_agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64)") + ) + assert normal["is_known_bot"] is False + + +def test_ua_scanner_detection() -> None: + """ + Known vulnerability scanner user agents are flagged. + """ + nikto = extract_request_features( + _make_entry(user_agent="Mozilla/5.00 (Nikto/2.1.6)") + ) + assert nikto["is_known_scanner"] is True + + sqlmap = extract_request_features( + _make_entry(user_agent="sqlmap/1.8") + ) + assert sqlmap["is_known_scanner"] is True + + +def test_attack_pattern_detection() -> None: + """ + SQLi, XSS, and path traversal patterns in paths are detected. + """ + sqli = extract_request_features( + _make_entry(path="/users", query_string="id=1' OR 1=1--") + ) + assert sqli["has_attack_pattern"] is True + + xss = extract_request_features( + _make_entry(path="/comment", query_string="body=") + ) + assert xss["has_attack_pattern"] is True + + traversal = extract_request_features( + _make_entry(path="/static/../../etc/passwd") + ) + assert traversal["has_attack_pattern"] is True + + clean = extract_request_features( + _make_entry(path="/api/v1/health") + ) + assert clean["has_attack_pattern"] is False + + +def test_special_char_ratio() -> None: + """ + Paths with many non-alphanumeric characters have higher ratios. + """ + clean = extract_request_features( + _make_entry(path="/api/users") + )["special_char_ratio"] + + noisy = extract_request_features( + _make_entry(path="/") + )["special_char_ratio"] + + assert noisy > clean + + +def test_private_ip_detection() -> None: + """ + RFC 1918 and loopback addresses are classified as private. + """ + assert extract_request_features( + _make_entry(ip="192.168.1.1") + )["is_private_ip"] is True + + assert extract_request_features( + _make_entry(ip="127.0.0.1") + )["is_private_ip"] is True + + assert extract_request_features( + _make_entry(ip="8.8.8.8") + )["is_private_ip"] is False + + +def test_file_extension() -> None: + """ + File extension is extracted from the path. + """ + assert extract_request_features( + _make_entry(path="/style.css") + )["file_extension"] == ".css" + + assert extract_request_features( + _make_entry(path="/api/users") + )["file_extension"] == "" + + +def test_country_code_passthrough() -> None: + """ + Country code is passed through from the caller. + """ + features = extract_request_features( + _make_entry(), country_code="US" + ) + assert features["country_code"] == "US" + + features_empty = extract_request_features(_make_entry()) + assert features_empty["country_code"] == "" + + +import time + +import fakeredis.aioredis +import pytest + +from app.core.features.aggregator import WindowAggregator + +AGGREGATOR_KEYS = { + "req_count_1m", + "req_count_5m", + "req_count_10m", + "error_rate_5m", + "unique_paths_5m", + "unique_uas_10m", + "method_entropy_5m", + "avg_response_size_5m", + "status_diversity_5m", + "path_depth_variance_5m", + "inter_request_time_mean", + "inter_request_time_std", +} + + +@pytest.fixture +async def aggregator(): + """ + WindowAggregator backed by an in-memory fake Redis. + """ + redis = fakeredis.aioredis.FakeRedis(decode_responses=True) + yield WindowAggregator(redis) + await redis.aclose() + + +async def _record( + agg: WindowAggregator, + ip: str = "10.0.0.1", + request_id: str = "r-001", + path: str = "/api/users", + path_depth: int = 2, + method: str = "GET", + status_code: int = 200, + user_agent: str = "Mozilla/5.0", + response_size: int = 1024, + timestamp: float | None = None, +) -> dict[str, float]: + """ + Shorthand for record_and_aggregate with sensible defaults. + """ + return await agg.record_and_aggregate( + ip=ip, + request_id=request_id, + path=path, + path_depth=path_depth, + method=method, + status_code=status_code, + user_agent=user_agent, + response_size=response_size, + timestamp=timestamp or time.time(), + ) + + +@pytest.mark.asyncio +async def test_aggregator_single_request(aggregator) -> None: + """ + A single request yields count of 1. + """ + result = await _record(aggregator) + assert set(result.keys()) == AGGREGATOR_KEYS + assert result["req_count_1m"] == 1 + assert result["req_count_5m"] == 1 + assert result["req_count_10m"] == 1 + + +@pytest.mark.asyncio +async def test_aggregator_ten_requests(aggregator) -> None: + """ + Ten requests within 30 seconds all count in the 1-minute window. + """ + now = time.time() + result = None + for i in range(10): + result = await _record( + aggregator, + request_id=f"r-{i:03d}", + timestamp=now - 30 + i * 3, + ) + assert result is not None + assert result["req_count_1m"] == 10 + + +@pytest.mark.asyncio +async def test_aggregator_error_rate(aggregator) -> None: + """ + Error rate is the ratio of 4xx/5xx responses. + """ + now = time.time() + for i in range(8): + await _record( + aggregator, + request_id=f"ok-{i}", + status_code=200, + timestamp=now - 60 + i, + ) + for i in range(2): + result = await _record( + aggregator, + request_id=f"err-{i}", + status_code=404, + timestamp=now - 10 + i, + ) + assert result["error_rate_5m"] == pytest.approx(0.2, abs=0.01) + + +@pytest.mark.asyncio +async def test_aggregator_unique_paths(aggregator) -> None: + """ + Unique paths counts distinct URL paths in the window. + """ + now = time.time() + paths = ["/api/users", "/api/posts", "/api/users", "/api/health"] + result = None + for i, p in enumerate(paths): + result = await _record( + aggregator, + request_id=f"r-{i}", + path=p, + timestamp=now - 10 + i, + ) + assert result is not None + assert result["unique_paths_5m"] == 3 + + +@pytest.mark.asyncio +async def test_aggregator_unique_uas(aggregator) -> None: + """ + Unique UAs counts distinct user agents in the 10-minute window. + """ + now = time.time() + uas = ["Mozilla/5.0", "curl/8.0", "Mozilla/5.0", "python-httpx/0.28"] + result = None + for i, ua in enumerate(uas): + result = await _record( + aggregator, + request_id=f"r-{i}", + user_agent=ua, + timestamp=now - 10 + i, + ) + assert result is not None + assert result["unique_uas_10m"] == 3 + + +@pytest.mark.asyncio +async def test_aggregator_ttl_set(aggregator) -> None: + """ + All Redis keys are set with a 900-second TTL. + """ + await _record(aggregator, ip="5.5.5.5") + ttl = await aggregator._redis.ttl("ip:5.5.5.5:requests") + assert 0 < ttl <= 900 + + +@pytest.mark.asyncio +async def test_aggregator_window_boundary(aggregator) -> None: + """ + Requests outside the 1-minute window are excluded from req_count_1m + but still counted in req_count_5m. + """ + now = time.time() + await _record( + aggregator, + request_id="old", + timestamp=now - 120, + ) + result = await _record( + aggregator, + request_id="new", + timestamp=now, + ) + assert result["req_count_1m"] == 1 + assert result["req_count_5m"] == 2 + + +from app.core.features.encoder import encode_for_inference +from app.core.features.mappings import FEATURE_ORDER, METHOD_MAP, STATUS_CLASS_MAP + + +def _full_features() -> dict[str, int | float | bool | str]: + """ + Build a complete 35-key feature dict with realistic values. + """ + return { + "http_method": "GET", + "path_depth": 3, + "path_entropy": 3.12, + "path_length": 14, + "query_string_length": 6, + "query_param_count": 1, + "has_encoded_chars": False, + "has_double_encoding": False, + "status_code": 200, + "status_class": "2xx", + "response_size": 1234, + "hour_of_day": 14, + "day_of_week": 2, + "is_weekend": False, + "ua_length": 42, + "ua_entropy": 4.01, + "is_known_bot": False, + "is_known_scanner": False, + "has_attack_pattern": False, + "special_char_ratio": 0.21, + "file_extension": ".html", + "country_code": "US", + "is_private_ip": False, + "req_count_1m": 5.0, + "req_count_5m": 20.0, + "req_count_10m": 45.0, + "error_rate_5m": 0.1, + "unique_paths_5m": 8.0, + "unique_uas_10m": 2.0, + "method_entropy_5m": 0.5, + "avg_response_size_5m": 2048.0, + "status_diversity_5m": 3.0, + "path_depth_variance_5m": 1.2, + "inter_request_time_mean": 250.0, + "inter_request_time_std": 80.0, + } + + +def test_encoder_output_shape_and_type() -> None: + """ + Encoded vector has exactly 35 float elements. + """ + result = encode_for_inference(_full_features()) + assert len(result) == 35 + assert all(isinstance(v, float) for v in result) + + +def test_encoder_method_ordinal() -> None: + """ + HTTP methods map to deterministic ordinal indices. + """ + features = _full_features() + features["http_method"] = "GET" + vec = encode_for_inference(features) + assert vec[FEATURE_ORDER.index("http_method")] == float(METHOD_MAP["GET"]) + + features["http_method"] = "POST" + vec = encode_for_inference(features) + assert vec[FEATURE_ORDER.index("http_method")] == float(METHOD_MAP["POST"]) + + +def test_encoder_status_class_ordinal() -> None: + """ + Status classes map to deterministic ordinal indices. + """ + features = _full_features() + features["status_class"] = "4xx" + vec = encode_for_inference(features) + idx = FEATURE_ORDER.index("status_class") + assert vec[idx] == float(STATUS_CLASS_MAP["4xx"]) + + +def test_encoder_boolean_to_float() -> None: + """ + Boolean features encode to 0.0 or 1.0. + """ + features = _full_features() + features["is_known_bot"] = True + features["is_weekend"] = False + vec = encode_for_inference(features) + assert vec[FEATURE_ORDER.index("is_known_bot")] == 1.0 + assert vec[FEATURE_ORDER.index("is_weekend")] == 0.0 + + +def test_encoder_numerical_passthrough() -> None: + """ + Numerical features pass through as raw float values. + """ + features = _full_features() + vec = encode_for_inference(features) + assert vec[FEATURE_ORDER.index("path_depth")] == 3.0 + assert vec[FEATURE_ORDER.index("response_size")] == 1234.0 + assert vec[FEATURE_ORDER.index("req_count_1m")] == 5.0 + + +def test_encoder_unknown_categorical() -> None: + """ + Unknown categorical values fall back to 0. + """ + features = _full_features() + features["http_method"] = "BREW" + features["status_class"] = "9xx" + vec = encode_for_inference(features) + assert vec[FEATURE_ORDER.index("http_method")] == 0.0 + assert vec[FEATURE_ORDER.index("status_class")] == 0.0 diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/test_geoip.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_geoip.py new file mode 100644 index 00000000..e2d22d03 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_geoip.py @@ -0,0 +1,143 @@ +""" +©AngelaMos | 2026 +test_geoip.py +""" + +import asyncio +from unittest.mock import MagicMock, patch + +import pytest + +from app.core.enrichment.geoip import GeoIPService, GeoResult + + +def _mock_city_response( + country_iso: str = "US", + city_name: str = "Los Angeles", + lat: float = 34.0522, + lon: float = -118.2437, +) -> MagicMock: + """ + Build a mock geoip2 City response object. + """ + response = MagicMock() + response.country.iso_code = country_iso + response.city.name = city_name + response.location.latitude = lat + response.location.longitude = lon + return response + + +@pytest.fixture +def mock_reader() -> MagicMock: + """ + A mock geoip2 database reader. + """ + reader = MagicMock() + reader.city.return_value = _mock_city_response() + return reader + + +def test_geo_result_fields() -> None: + """ + GeoResult stores country, city, latitude, and longitude. + """ + result = GeoResult(country="US", city="Seattle", lat=47.6, lon=-122.3) + assert result.country == "US" + assert result.city == "Seattle" + assert result.lat == 47.6 + assert result.lon == -122.3 + + +@pytest.mark.asyncio +async def test_lookup_returns_geo_result(mock_reader) -> None: + """ + Successful lookup returns a populated GeoResult. + """ + service = GeoIPService.__new__(GeoIPService) + service._reader = mock_reader + + result = await service.lookup("8.8.8.8") + assert result is not None + assert result.country == "US" + assert result.city == "Los Angeles" + assert result.lat == pytest.approx(34.0522) + assert result.lon == pytest.approx(-118.2437) + + +@pytest.mark.asyncio +async def test_lookup_private_ip_returns_none(mock_reader) -> None: + """ + Private/loopback IPs return None without hitting the reader. + """ + service = GeoIPService.__new__(GeoIPService) + service._reader = mock_reader + + assert await service.lookup("192.168.1.1") is None + assert await service.lookup("127.0.0.1") is None + assert await service.lookup("10.0.0.1") is None + mock_reader.city.assert_not_called() + + +@pytest.mark.asyncio +async def test_lookup_address_not_found_returns_none(mock_reader) -> None: + """ + AddressNotFoundError from the reader returns None. + """ + from geoip2.errors import AddressNotFoundError + + mock_reader.city.side_effect = AddressNotFoundError("8.8.8.8") + service = GeoIPService.__new__(GeoIPService) + service._reader = mock_reader + + assert await service.lookup("8.8.8.8") is None + + +@pytest.mark.asyncio +async def test_lookup_no_reader_returns_none() -> None: + """ + When no .mmdb file is available, all lookups return None. + """ + service = GeoIPService.__new__(GeoIPService) + service._reader = None + + assert await service.lookup("8.8.8.8") is None + + +@pytest.mark.asyncio +async def test_lookup_missing_city_name(mock_reader) -> None: + """ + Responses with None city name are handled gracefully. + """ + mock_reader.city.return_value = _mock_city_response( + city_name=None, lat=0.0, lon=0.0 + ) + service = GeoIPService.__new__(GeoIPService) + service._reader = mock_reader + + result = await service.lookup("1.1.1.1") + assert result is not None + assert result.country == "US" + assert result.city is None + + +def test_service_init_missing_db(tmp_path) -> None: + """ + Initializing with a non-existent .mmdb file sets reader to None. + """ + service = GeoIPService(db_path=str(tmp_path / "missing.mmdb")) + assert service._reader is None + + +def test_service_init_valid_db(tmp_path) -> None: + """ + Initializing with a valid .mmdb path opens the reader. + """ + fake_mmdb = tmp_path / "GeoLite2-City.mmdb" + fake_mmdb.touch() + + with patch("app.core.enrichment.geoip.geoip2.database.Reader") as mock_cls: + mock_cls.return_value = MagicMock() + service = GeoIPService(db_path=str(fake_mmdb)) + assert service._reader is not None + mock_cls.assert_called_once_with(str(fake_mmdb)) diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/test_parsers.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_parsers.py new file mode 100644 index 00000000..59767582 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_parsers.py @@ -0,0 +1,128 @@ +""" +©AngelaMos | 2026 +test_parsers.py +""" + +from datetime import datetime, timezone + +from app.core.ingestion.parsers import ParsedLogEntry, parse_combined + + +def test_parse_standard_combined_line() -> None: + """ + Parse a standard nginx combined log line into all fields. + """ + line = ( + '93.184.216.34 - - [11/Feb/2026:14:30:00 +0000] ' + '"GET /api/users?page=1 HTTP/1.1" 200 1234 ' + '"https://example.com" ' + '"Mozilla/5.0 (Windows NT 10.0; Win64; x64)"' + ) + result = parse_combined(line) + + assert result is not None + assert isinstance(result, ParsedLogEntry) + assert result.ip == "93.184.216.34" + assert result.timestamp == datetime(2026, 2, 11, 14, 30, 0, tzinfo=timezone.utc) + assert result.method == "GET" + assert result.path == "/api/users" + assert result.query_string == "page=1" + assert result.status_code == 200 + assert result.response_size == 1234 + assert result.referer == "https://example.com" + assert result.user_agent == "Mozilla/5.0 (Windows NT 10.0; Win64; x64)" + assert result.raw_line == line + + +def test_parse_ipv6_address() -> None: + """ + Parse a line with an IPv6 source address. + """ + line = ( + '::1 - - [11/Feb/2026:14:30:00 +0000] ' + '"GET / HTTP/1.1" 200 612 "-" "curl/8.0"' + ) + result = parse_combined(line) + + assert result is not None + assert result.ip == "::1" + assert result.method == "GET" + assert result.path == "/" + assert result.query_string == "" + + +def test_parse_missing_referer() -> None: + """ + A dash referer is normalized to an empty string. + """ + line = ( + '10.0.0.1 - - [11/Feb/2026:08:15:42 +0000] ' + '"POST /login HTTP/1.1" 302 0 "-" "Mozilla/5.0"' + ) + result = parse_combined(line) + + assert result is not None + assert result.referer == "" + assert result.method == "POST" + assert result.status_code == 302 + + +def test_parse_complex_query_string() -> None: + """ + Query strings with multiple parameters and special characters. + """ + line = ( + '93.184.216.34 - - [11/Feb/2026:14:30:00 +0000] ' + '"GET /search?q=hello+world&lang=en&page=2&sort=relevance HTTP/1.1" ' + '200 5678 "https://example.com/search" "Mozilla/5.0"' + ) + result = parse_combined(line) + + assert result is not None + assert result.path == "/search" + assert result.query_string == "q=hello+world&lang=en&page=2&sort=relevance" + + +def test_parse_malformed_line_returns_none() -> None: + """ + Malformed lines return None instead of raising. + """ + assert parse_combined("this is not a valid log line") is None + + +def test_parse_empty_line_returns_none() -> None: + """ + Empty input returns None. + """ + assert parse_combined("") is None + + +def test_parse_dash_response_size() -> None: + """ + A dash response size (e.g. HEAD 304) is normalized to zero. + """ + line = ( + '1.2.3.4 - - [11/Feb/2026:10:00:00 +0000] ' + '"HEAD / HTTP/1.1" 304 - "-" "Mozilla/5.0"' + ) + result = parse_combined(line) + + assert result is not None + assert result.response_size == 0 + assert result.status_code == 304 + + +def test_parse_full_ipv6_address() -> None: + """ + Parse a line with a full-length IPv6 address. + """ + line = ( + '2001:0db8:85a3:0000:0000:8a2e:0370:7334 - - ' + '[11/Feb/2026:14:30:00 +0000] "GET /api/v1/health HTTP/2.0" ' + '200 256 "-" "python-httpx/0.28"' + ) + result = parse_combined(line) + + assert result is not None + assert result.ip == "2001:0db8:85a3:0000:0000:8a2e:0370:7334" + assert result.path == "/api/v1/health" diff --git a/PROJECTS/advanced/ai-threat-detection/backend/tests/test_pipeline.py b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_pipeline.py new file mode 100644 index 00000000..c2b76b86 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/tests/test_pipeline.py @@ -0,0 +1,139 @@ +""" +©AngelaMos | 2026 +test_pipeline.py +""" + +import asyncio + +import fakeredis.aioredis +import pytest + +from app.core.detection.rules import RuleEngine +from app.core.ingestion.pipeline import Pipeline, ScoredRequest + +VALID_LINE = ( + '93.184.216.34 - - [11/Feb/2026:14:30:00 +0000] ' + '"GET /api/v1/users HTTP/1.1" 200 1234 ' + '"https://example.com" ' + '"Mozilla/5.0 (Windows NT 10.0; Win64; x64)"' +) + +SQLI_LINE = ( + '93.184.216.34 - - [11/Feb/2026:14:30:01 +0000] ' + '"GET /users?id=1%27OR%201=1-- HTTP/1.1" 200 512 ' + '"-" "Mozilla/5.0"' +) + + +async def _make_pipeline( + results: list[ScoredRequest], + raw_queue_size: int = 100, + parsed_queue_size: int = 100, + feature_queue_size: int = 100, + alert_queue_size: int = 100, +) -> Pipeline: + """ + Build a Pipeline wired to an in-memory Redis and a results collector. + """ + redis = fakeredis.aioredis.FakeRedis(decode_responses=True) + + async def collect(sr: ScoredRequest) -> None: + results.append(sr) + + pipeline = Pipeline( + redis_client=redis, + rule_engine=RuleEngine(), + on_result=collect, + raw_queue_size=raw_queue_size, + parsed_queue_size=parsed_queue_size, + feature_queue_size=feature_queue_size, + alert_queue_size=alert_queue_size, + ) + await pipeline.start() + return pipeline + + +@pytest.mark.asyncio +async def test_end_to_end_valid_line() -> None: + """ + A valid log line flows through all 4 stages and produces a scored result. + """ + results: list[ScoredRequest] = [] + pipeline = await _make_pipeline(results) + + await pipeline.raw_queue.put(VALID_LINE) + await pipeline.stop() + + assert len(results) == 1 + assert results[0].entry.ip == "93.184.216.34" + assert results[0].entry.method == "GET" + assert len(results[0].feature_vector) == 35 + assert results[0].rule_result.severity == "LOW" + + +@pytest.mark.asyncio +async def test_malformed_line_dropped() -> None: + """ + Malformed lines are dropped at the parse stage without crashing. + """ + results: list[ScoredRequest] = [] + pipeline = await _make_pipeline(results) + + await pipeline.raw_queue.put("this is not a valid log line") + await pipeline.raw_queue.put(VALID_LINE) + await pipeline.stop() + + assert len(results) == 1 + + +@pytest.mark.asyncio +async def test_backpressure_with_tiny_queues() -> None: + """ + Items flow through correctly even when all queues have maxsize=1. + """ + results: list[ScoredRequest] = [] + pipeline = await _make_pipeline( + results, + raw_queue_size=1, + parsed_queue_size=1, + feature_queue_size=1, + alert_queue_size=1, + ) + + for _ in range(5): + await pipeline.raw_queue.put(VALID_LINE) + + await pipeline.stop() + assert len(results) == 5 + + +@pytest.mark.asyncio +async def test_shutdown_drains_and_exits() -> None: + """ + Calling stop() drains remaining items and all tasks exit cleanly. + """ + results: list[ScoredRequest] = [] + pipeline = await _make_pipeline(results) + + await pipeline.raw_queue.put(VALID_LINE) + await pipeline.raw_queue.put(VALID_LINE) + await pipeline.stop() + + assert len(results) == 2 + assert all(t.done() for t in pipeline._tasks) + + +@pytest.mark.asyncio +async def test_attack_line_scored_high() -> None: + """ + A SQLi payload in the log line is scored as HIGH by the rule engine. + """ + results: list[ScoredRequest] = [] + pipeline = await _make_pipeline(results) + + await pipeline.raw_queue.put(SQLI_LINE) + await pipeline.stop() + + assert len(results) == 1 + assert results[0].rule_result.severity == "HIGH" + assert "SQL_INJECTION" in results[0].rule_result.matched_rules diff --git a/PROJECTS/advanced/ai-threat-detection/backend/uv.lock b/PROJECTS/advanced/ai-threat-detection/backend/uv.lock new file mode 100644 index 00000000..055a3d1e --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/backend/uv.lock @@ -0,0 +1,2791 @@ +version = 1 +revision = 3 +requires-python = ">=3.14" + +[[package]] +name = "aiohappyeyeballs" +version = "2.6.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = 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vigil-postgres + environment: + POSTGRES_DB: ${POSTGRES_DB:-angelusvigil} + POSTGRES_USER: ${POSTGRES_USER:-vigil} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:?POSTGRES_PASSWORD required} + POSTGRES_INITDB_ARGS: "-E UTF8 --locale=C" + volumes: + - postgres_data:/var/lib/postgresql/data + networks: + - vigil_network + healthcheck: + test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-vigil} -d ${POSTGRES_DB:-angelusvigil}"] + interval: 10s + timeout: 5s + retries: 5 + start_period: 30s + restart: always + + redis: + image: redis:7.4-alpine + container_name: vigil-redis + command: redis-server /usr/local/etc/redis/redis.conf + volumes: + - redis_data:/data + - ./infra/redis/redis.conf:/usr/local/etc/redis/redis.conf:ro + networks: + - vigil_network + healthcheck: + test: ["CMD", "redis-cli", "ping"] + interval: 10s + timeout: 5s + retries: 5 + start_period: 5s + restart: always + + backend: + build: + context: . + dockerfile: infra/docker/fastapi.prod + container_name: vigil-backend + environment: + ENV: ${ENV:-production} + DEBUG: ${DEBUG:-false} + LOG_LEVEL: ${LOG_LEVEL:-INFO} + API_KEY: ${API_KEY:?API_KEY required} + DATABASE_URL: postgresql+asyncpg://${POSTGRES_USER:-vigil}:${POSTGRES_PASSWORD}@postgres:5432/${POSTGRES_DB:-angelusvigil} + REDIS_URL: ${REDIS_URL:-redis://redis:6379} + NGINX_LOG_PATH: /var/log/nginx/access.log + GEOIP_DB_PATH: /usr/share/GeoIP/GeoLite2-City.mmdb + volumes: + - nginx_logs:/var/log/nginx:ro + - geoip_data:/usr/share/GeoIP:ro + - model_data:/app/data/models + expose: + - "8000" + depends_on: + postgres: + condition: service_healthy + redis: + condition: service_healthy + networks: + - vigil_network + healthcheck: + test: ["CMD", "curl", "-f", "http://localhost:8000/health"] + interval: 30s + timeout: 10s + retries: 3 + start_period: 10s + restart: always + + geoip-updater: + image: maxmindinc/geoipupdate:latest + container_name: vigil-geoip + environment: + GEOIPUPDATE_ACCOUNT_ID: ${GEOIP_ACCOUNT_ID:?GEOIP_ACCOUNT_ID required} + GEOIPUPDATE_LICENSE_KEY: ${GEOIP_LICENSE_KEY:?GEOIP_LICENSE_KEY required} + GEOIPUPDATE_EDITION_IDS: "GeoLite2-City" + GEOIPUPDATE_FREQUENCY: "168" + volumes: + - geoip_data:/usr/share/GeoIP + networks: + - vigil_network + restart: always + +networks: + vigil_network: + driver: bridge + name: vigil_network + certgames_net: + external: true + name: certgames_default + +volumes: + postgres_data: + name: vigil_postgres_data + redis_data: + name: vigil_redis_data + geoip_data: + name: vigil_geoip_data + model_data: + name: vigil_model_data + nginx_logs: + external: true + name: certgames_nginx_logs diff --git a/PROJECTS/advanced/ai-threat-detection/data/sample-logs/.gitkeep b/PROJECTS/advanced/ai-threat-detection/data/sample-logs/.gitkeep new file mode 100644 index 00000000..e69de29b diff --git a/PROJECTS/advanced/ai-threat-detection/dev.compose.yml b/PROJECTS/advanced/ai-threat-detection/dev.compose.yml new file mode 100644 index 00000000..4fc2457a --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/dev.compose.yml @@ -0,0 +1,97 @@ +# ©AngelaMos | 2026 +# Development Docker Compose + +services: + postgres: + image: postgres:18-alpine + container_name: vigil-postgres-dev + environment: + POSTGRES_DB: ${POSTGRES_DB:-angelusvigil} + POSTGRES_USER: ${POSTGRES_USER:-vigil} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:?POSTGRES_PASSWORD required} + POSTGRES_INITDB_ARGS: "-E UTF8 --locale=C" + volumes: + - postgres_dev_data:/var/lib/postgresql/data + ports: + - "${POSTGRES_HOST_PORT:-16969}:5432" + networks: + - vigil_network_dev + healthcheck: + test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-vigil} -d ${POSTGRES_DB:-angelusvigil}"] + interval: 10s + timeout: 5s + retries: 5 + + redis: + image: redis:7.4-alpine + container_name: vigil-redis-dev + command: redis-server /usr/local/etc/redis/redis.conf + volumes: + - redis_dev_data:/data + - ./infra/redis/redis.conf:/usr/local/etc/redis/redis.conf:ro + ports: + - "${REDIS_HOST_PORT:-26969}:6379" + networks: + - vigil_network_dev + healthcheck: + test: ["CMD", "redis-cli", "ping"] + interval: 10s + timeout: 5s + retries: 5 + + backend: + build: + context: . + dockerfile: infra/docker/fastapi.dev + container_name: vigil-backend-dev + environment: + ENV: ${ENV:-development} + DEBUG: ${DEBUG:-true} + LOG_LEVEL: ${LOG_LEVEL:-DEBUG} + API_KEY: ${API_KEY:-dev-api-key} + DATABASE_URL: postgresql+asyncpg://${POSTGRES_USER:-vigil}:${POSTGRES_PASSWORD}@postgres:5432/${POSTGRES_DB:-angelusvigil} + REDIS_URL: ${REDIS_URL:-redis://redis:6379} + NGINX_LOG_PATH: /var/log/nginx/access.log + GEOIP_DB_PATH: /usr/share/GeoIP/GeoLite2-City.mmdb + volumes: + - ./backend:/app + - /app/.venv + - /app/__pycache__ + - ./data/sample-logs:/var/log/nginx:ro + - geoip_dev_data:/usr/share/GeoIP:ro + depends_on: + postgres: + condition: service_healthy + redis: + condition: service_healthy + networks: + - vigil_network_dev + ports: + - "${BACKEND_HOST_PORT:-36969}:8000" + restart: unless-stopped + + geoip-updater: + image: maxmindinc/geoipupdate:latest + container_name: vigil-geoip-dev + environment: + GEOIPUPDATE_ACCOUNT_ID: ${GEOIP_ACCOUNT_ID:-0} + GEOIPUPDATE_LICENSE_KEY: ${GEOIP_LICENSE_KEY:-placeholder} + GEOIPUPDATE_EDITION_IDS: "GeoLite2-City" + GEOIPUPDATE_FREQUENCY: "168" + volumes: + - geoip_dev_data:/usr/share/GeoIP + networks: + - vigil_network_dev + +networks: + vigil_network_dev: + driver: bridge + name: vigil_network_dev + +volumes: + postgres_dev_data: + name: vigil_postgres_dev_data + redis_dev_data: + name: vigil_redis_dev_data + geoip_dev_data: + name: vigil_geoip_dev_data diff --git a/PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.dev b/PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.dev new file mode 100644 index 00000000..1c7ec298 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.dev @@ -0,0 +1,28 @@ +# ©AngelaMos | 2026 +# Development FastAPI Dockerfile +# Hot reload with uvicorn, volume mounts for code + +FROM python:3.14-slim + +ENV PYTHONUNBUFFERED=1 \ + PYTHONDONTWRITEBYTECODE=1 + +WORKDIR /app + +COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/ + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + build-essential \ + libpq-dev \ + curl && \ + rm -rf /var/lib/apt/lists/* + +COPY backend/pyproject.toml ./ +RUN uv pip install --system -e .[dev] + +COPY backend/ . + +EXPOSE 8000 + +CMD ["uvicorn", "app.factory:create_app", "--factory", "--host", "0.0.0.0", "--port", "8000", "--reload"] diff --git a/PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.prod b/PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.prod new file mode 100644 index 00000000..6bd6233e --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/infra/docker/fastapi.prod @@ -0,0 +1,49 @@ +# ©AngelaMos | 2026 +# Production FastAPI Dockerfile +# Multi-stage build, single uvicorn worker (pipeline runs in-process) + +FROM python:3.14-slim AS builder + +ENV PYTHONUNBUFFERED=1 \ + PYTHONDONTWRITEBYTECODE=1 + +WORKDIR /app + +COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/ + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + build-essential \ + libpq-dev && \ + rm -rf /var/lib/apt/lists/* + +COPY backend/pyproject.toml ./ +RUN uv pip install --target /app/deps . + +FROM python:3.14-slim + +WORKDIR /app + +RUN apt-get update && \ + apt-get install -y --no-install-recommends \ + libpq5 \ + curl && \ + rm -rf /var/lib/apt/lists/* && \ + useradd -m -u 1000 appuser + +COPY --from=builder /app/deps /home/appuser/.local/lib/python3.14/site-packages +ENV PYTHONPATH=/home/appuser/.local/lib/python3.14/site-packages:$PYTHONPATH \ + PATH=/home/appuser/.local/lib/python3.14/site-packages/bin:$PATH + +COPY backend/ . + +RUN mkdir -p /app/data/models && \ + chown -R appuser:appuser /app +USER appuser + +EXPOSE 8000 + +HEALTHCHECK --interval=30s --timeout=10s --start-period=40s --retries=3 \ + CMD curl -f http://localhost:8000/health || exit 1 + +CMD ["uvicorn", "app.factory:create_app", "--factory", "--host", "0.0.0.0", "--port", "8000"] diff --git a/PROJECTS/advanced/ai-threat-detection/infra/redis/redis.conf b/PROJECTS/advanced/ai-threat-detection/infra/redis/redis.conf new file mode 100644 index 00000000..4a9b4b68 --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/infra/redis/redis.conf @@ -0,0 +1,58 @@ +# ©AngelaMos | 2026 +# redis.conf + +bind 0.0.0.0 + +protected-mode yes + +rename-command FLUSHALL "" +rename-command FLUSHDB "" +rename-command CONFIG "" +rename-command SHUTDOWN "" +rename-command MONITOR "" +rename-command DEBUG "" +rename-command SLAVEOF "" +rename-command MIGRATE "" + +loglevel notice + +slowlog-log-slower-than 10000 +slowlog-max-len 128 +latency-monitor-threshold 100 + +appendonly yes +appendfsync everysec + +save 900 1 +save 300 10 +save 60 10000 + +maxmemory 2gb + +maxmemory-policy allkeys-lru + +maxclients 10000 +tracking-table-max-keys 1000000 + +port 6379 + +io-threads 4 +io-threads-do-reads yes + +tcp-backlog 2048 +timeout 0 +tcp-keepalive 300 + +activedefrag yes +active-defrag-ignore-bytes 25mb +active-defrag-threshold-lower 5 +active-defrag-threshold-upper 20 +active-defrag-cycle-min 1 +active-defrag-cycle-max 75 + +lazyfree-lazy-eviction yes +lazyfree-lazy-expire yes +lazyfree-lazy-server-del yes +replica-lazy-flush yes + +jemalloc-bg-thread yes diff --git a/PROJECTS/advanced/ai-threat-detection/justfile b/PROJECTS/advanced/ai-threat-detection/justfile new file mode 100644 index 00000000..19643a5f --- /dev/null +++ b/PROJECTS/advanced/ai-threat-detection/justfile @@ -0,0 +1,275 @@ +# ============================================================================= +# AngelaMos | 2026 +# Justfile - AngelusVigil AI Threat Detection +# ============================================================================= + +set dotenv-load +set export +set shell := ["bash", "-uc"] +set windows-shell := ["powershell.exe", "-NoLogo", "-Command"] + +project := file_name(justfile_directory()) +version := `git describe --tags --always 2>/dev/null || echo "dev"` + +# ============================================================================= +# Default +# ============================================================================= + +default: + @just --list --unsorted + +# ============================================================================= +# Linting and Formatting +# ============================================================================= + +[group('lint')] +ruff *ARGS: + cd backend && uv run ruff check app/ cli/ {{ARGS}} + +[group('lint')] +ruff-fix: + cd backend && uv run ruff check app/ cli/ --fix + cd backend && uv run ruff format app/ cli/ + +[group('lint')] +ruff-format: + cd backend && uv run ruff format app/ cli/ + +[group('lint')] +pylint *ARGS: + cd backend && uv run pylint app {{ARGS}} + +[group('lint')] +lint: ruff pylint + +# ============================================================================= +# Type Checking +# ============================================================================= + +[group('types')] +mypy *ARGS: + cd backend && uv run mypy app/ cli/ {{ARGS}} + +[group('types')] +typecheck: mypy + +# ============================================================================= +# Testing +# ============================================================================= + +[group('test')] +pytest *ARGS: + cd backend && uv run pytest tests/ {{ARGS}} + +[group('test')] +test: pytest + +[group('test')] +test-cov: + cd backend && uv run pytest tests/ --cov=app --cov-report=term-missing --cov-report=html + +# ============================================================================= +# CI / Quality +# ============================================================================= + +[group('ci')] +ci: lint typecheck test + +[group('ci')] +check: ruff mypy + +# ============================================================================= +# Docker Compose (Production) +# ============================================================================= + +[group('docker')] +up *ARGS: + docker compose up {{ARGS}} + +[group('docker')] +start *ARGS: + docker compose up -d {{ARGS}} + +[group('docker')] +down *ARGS: + docker compose down {{ARGS}} + +[group('docker')] +stop: + docker compose stop + +[group('docker')] +build *ARGS: + docker compose build {{ARGS}} + +[group('docker')] +rebuild: + docker compose build --no-cache + +[group('docker')] +logs *SERVICE: + docker compose logs -f {{SERVICE}} + +[group('docker')] +ps: + docker compose ps + +[group('docker')] +shell service='backend': + docker compose exec -it {{service}} /bin/bash + +# ============================================================================= +# Docker Compose (Dev) +# ============================================================================= + +[group('dev')] +dev-up *ARGS: + docker compose -f dev.compose.yml up {{ARGS}} + +[group('dev')] +dev-start *ARGS: + docker compose -f dev.compose.yml up -d {{ARGS}} + +[group('dev')] +dev-down *ARGS: + docker compose -f dev.compose.yml down {{ARGS}} + +[group('dev')] +dev-stop: + docker compose -f dev.compose.yml stop + +[group('dev')] +dev-build *ARGS: + docker compose -f dev.compose.yml build {{ARGS}} + +[group('dev')] +dev-rebuild: + docker compose -f dev.compose.yml build --no-cache + +[group('dev')] +dev-logs *SERVICE: + docker compose -f dev.compose.yml logs -f {{SERVICE}} + +[group('dev')] +dev-ps: + docker compose -f dev.compose.yml ps + +[group('dev')] +dev-shell service='backend': + docker compose -f dev.compose.yml exec -it {{service}} /bin/bash + +# ============================================================================= +# Database (Docker) +# ============================================================================= + +[group('db')] +migrate *ARGS: + docker compose exec backend uv run alembic upgrade {{ARGS}} + +[group('db')] +migration message: + docker compose exec backend uv run alembic revision --autogenerate -m "{{message}}" + +[group('db')] +rollback: + docker compose exec backend uv run alembic downgrade -1 + +[group('db')] +db-history: + docker compose exec backend uv run alembic history --verbose + +[group('db')] +db-current: + docker compose exec backend uv run alembic current + +# ============================================================================= +# Database (Local - no Docker) +# ============================================================================= + +[group('db-local')] +migrate-local *ARGS: + cd backend && uv run alembic upgrade {{ARGS}} + +[group('db-local')] +migration-local message: + cd backend && uv run alembic revision --autogenerate -m "{{message}}" + +[group('db-local')] +rollback-local: + cd backend && uv run alembic downgrade -1 + +[group('db-local')] +db-history-local: + cd backend && uv run alembic history --verbose + +[group('db-local')] +db-current-local: + cd backend && uv run alembic current + +# ============================================================================= +# AngelusVigil CLI +# ============================================================================= + +[group('vigil')] +serve *ARGS: + cd backend && uv run python -m app {{ARGS}} + +[group('vigil')] +vigil-config: + cd backend && uv run vigil config + +[group('vigil')] +vigil-health: + curl -sf http://localhost:8000/health | python -m json.tool + +# ============================================================================= +# Setup +# ============================================================================= + +[group('setup')] +setup: setup-backend env + @echo "Setup complete!" + +[group('setup')] +setup-backend: + @echo "Setting up backend..." + cd backend && uv sync + @echo "Backend setup complete!" + +[group('setup')] +env: + @echo "Creating .env file..." + @if [ ! -f .env ]; then cp .env.example .env; echo "Created .env from example"; fi + @echo ".env ready! Please update with your values." + +# ============================================================================= +# Utilities +# ============================================================================= + +[group('util')] +info: + @echo "Project: {{project}}" + @echo "Version: {{version}}" + @echo "OS: {{os()}} ({{arch()}})" + +[group('util')] +clean: + -rm -rf backend/.mypy_cache + -rm -rf backend/.pytest_cache + -rm -rf backend/.ruff_cache + -rm -rf backend/htmlcov + -rm -rf backend/.coverage + @echo "Cache directories cleaned" + +[group('util')] +[confirm("Remove all containers, volumes, and build artifacts?")] +nuke: + @echo "Nuking everything..." + -docker compose -f dev.compose.yml down -v + -docker compose down -v + -rm -rf backend/.venv + -rm -rf backend/__pycache__ + -rm -rf backend/.pytest_cache + -rm -rf backend/.mypy_cache + -rm -rf backend/.ruff_cache + @echo "Nuke complete!"