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https://huggingface.co/metarm/QMetaRam/resolve/main/backend/qkernel/core.py
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hf download hf://metarm/QMetaRam/backend/qkernel/core.py
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curl -L -o core.py https://huggingface.co/metarm/QMetaRam/resolve/main/backend/qkernel/core.py
5.76 kB
| import time | |
| import logging | |
| from typing import Any | |
| from .event_bus import EventBus | |
| from .memory import MemoryEngine | |
| from .policy import PolicyEngine, PolicyContext | |
| from .observability import ObservabilityBrain | |
| from .healing import SelfHealingEngine | |
| logger = logging.getLogger("qkernel.core") | |
| EVENT_TYPES = { | |
| "USER_MESSAGE", | |
| "POLICY_DECISION", | |
| "MEMORY_READ", | |
| "MEMORY_WRITE", | |
| "TRACE_EVENT", | |
| "SERVICE_CALL", | |
| "RESPONSE_READY", | |
| "NODE_FAILURE", | |
| "HEALING_EVENT", | |
| } | |
| class BaseService: | |
| name: str = "base" | |
| async def process(self, event: dict) -> dict: | |
| raise NotImplementedError | |
| class QKernel: | |
| def __init__( | |
| self, | |
| memory: MemoryEngine | None = None, | |
| policy: PolicyEngine | None = None, | |
| obs: ObservabilityBrain | None = None, | |
| event_bus: EventBus | None = None, | |
| healer: SelfHealingEngine | None = None, | |
| ): | |
| self.memory = memory or MemoryEngine() | |
| self.policy = policy or PolicyEngine() | |
| self.obs = obs or ObservabilityBrain() | |
| self.bus = event_bus or EventBus() | |
| self.healer = healer or SelfHealingEngine() | |
| self._services: dict[str, BaseService] = {} | |
| def register_service(self, name: str, service: BaseService) -> None: | |
| service.name = name | |
| self._services[name] = service | |
| logger.info("Service registered: %s", name) | |
| def _route(self, event: dict) -> str: | |
| msg_type = event.get("type", "chat") | |
| if msg_type == "voice": | |
| return "voice" | |
| if msg_type == "network": | |
| return "network" | |
| return "brain" | |
| async def handle(self, event: dict) -> dict: | |
| start = time.time() | |
| trace_id = self.obs.start_trace(event) | |
| await self.bus.publish("USER_MESSAGE", event) | |
| policy_start = time.time() | |
| policy_ctx: PolicyContext = self.policy.evaluate(event) | |
| self.obs.record_latency("policy_latency", time.time() - policy_start) | |
| await self.bus.publish("POLICY_DECISION", { | |
| "trace_id": trace_id, | |
| "allowed": policy_ctx.allowed, | |
| "route_override": policy_ctx.route_override, | |
| "priority_boost": policy_ctx.priority_boost, | |
| }) | |
| if not policy_ctx.allowed: | |
| self.obs.add_step(trace_id, "blocked_by_policy", { | |
| "reason": "policy_denied", | |
| }) | |
| self.obs.end_trace(trace_id, success=False) | |
| await self._check_healing({ | |
| "latency": (time.time() - start) * 1000, | |
| "error_rate": self.obs.get_metrics().get("error_rate", 0), | |
| }) | |
| return {"error": "blocked_by_policy", "trace_id": trace_id} | |
| service_name = policy_ctx.route_override or self._route(event) | |
| service = self._services.get(service_name) | |
| if service is None: | |
| self.obs.add_step(trace_id, "service_not_found", { | |
| "service": service_name, | |
| }) | |
| self.obs.end_trace(trace_id, success=False) | |
| return {"error": f"service_not_found: {service_name}", "trace_id": trace_id} | |
| memory_start = time.time() | |
| context = self.memory.read( | |
| event.get("user_id", "anonymous"), | |
| event.get("session_id", "default"), | |
| ) | |
| self.obs.record_latency("memory_latency", time.time() - memory_start) | |
| self.obs.add_step(trace_id, "memory_loaded", {"context_size": len(context)}) | |
| await self.bus.publish("MEMORY_READ", { | |
| "trace_id": trace_id, | |
| "user_id": event.get("user_id"), | |
| "session_id": event.get("session_id"), | |
| "context_size": len(context), | |
| }) | |
| enriched = { | |
| **event, | |
| "context": context, | |
| "trace_id": trace_id, | |
| } | |
| await self.bus.publish("SERVICE_CALL", { | |
| "trace_id": trace_id, | |
| "service": service_name, | |
| }) | |
| service_start = time.time() | |
| result = await service.process(enriched) | |
| self.obs.record_latency("service_latency", time.time() - service_start) | |
| self.obs.add_step(trace_id, "service_completed", { | |
| "service": service_name, | |
| "latency": time.time() - service_start, | |
| }) | |
| response_text = result.get("response", "") | |
| memory_write_start = time.time() | |
| self.memory.write( | |
| event.get("user_id", "anonymous"), | |
| event.get("session_id", "default"), | |
| "assistant", | |
| response_text, | |
| ) | |
| self.obs.record_latency("memory_latency", time.time() - memory_write_start) | |
| await self.bus.publish("MEMORY_WRITE", { | |
| "trace_id": trace_id, | |
| "response_length": len(response_text), | |
| }) | |
| self.obs.end_trace(trace_id, success=True) | |
| await self.bus.publish("RESPONSE_READY", { | |
| "trace_id": trace_id, | |
| "response_length": len(response_text), | |
| }) | |
| total_time = time.time() - start | |
| await self._check_healing({ | |
| "latency": total_time * 1000, | |
| "error_rate": self.obs.get_metrics().get("error_rate", 0), | |
| }) | |
| return { | |
| **result, | |
| "trace_id": trace_id, | |
| "processing_time_ms": round(total_time * 1000, 2), | |
| } | |
| async def _check_healing(self, metrics: dict) -> None: | |
| if self.healer.detect(metrics): | |
| await self.bus.publish("HEALING_EVENT", metrics) | |
| def get_stats(self) -> dict: | |
| return { | |
| "memory": self.memory.get_stats(), | |
| "metrics": self.obs.get_metrics(), | |
| "services": list(self._services.keys()), | |
| "healing_history": len(self.healer.get_history()), | |
| } | |