feat/#63 - cleverswarm unidirectional command
This commit is contained in:
@@ -78,6 +78,7 @@ class BackpressureHandler:
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self.current_availability = 1
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self.current_availability = 1
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self.max_load = 1
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self.max_load = 1
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self.current_load = 0
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self.current_load = 0
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self.idle_state_detected_time = 0
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def increase_current_load(self):
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def increase_current_load(self):
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"""Increase the number of parallel executions, or current_availability load"""
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"""Increase the number of parallel executions, or current_availability load"""
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@@ -146,12 +147,12 @@ class BackpressureHandler:
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current_time = time.time()
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current_time = time.time()
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last_event_delta: float = current_time - self.last_backpressure_event_time
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last_event_delta: float = current_time - self.last_backpressure_event_time
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logging_info(
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# logging_info(
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"Backpressure: Check conditions, current_availability=%s, max=%s, last_activity=%s",
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# "Backpressure: Check conditions, current_availability=%s, max=%s, last_activity=%s",
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self.current_availability,
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# self.current_availability,
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self.max_availability,
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# self.max_availability,
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last_event_delta,
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# last_event_delta,
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)
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# )
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# Check for OVERLOAD condition - low availability (less than 20% of maximum)
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# Check for OVERLOAD condition - low availability (less than 20% of maximum)
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if self.current_availability <= round(0.1 * self.max_availability):
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if self.current_availability <= round(0.1 * self.max_availability):
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@@ -171,7 +172,7 @@ class BackpressureHandler:
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idle_duration = self.config.backpressure.idle_duration
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idle_duration = self.config.backpressure.idle_duration
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# Check if service has been idle for longer than the configured duration
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# Check if service has been idle for longer than the configured duration
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if (
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if (
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last_event_delta > idle_duration
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current_time - self.idle_state_detected_time > idle_duration
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and self.last_backpressure_event == ScalingRequestAlert.IDLE
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and self.last_backpressure_event == ScalingRequestAlert.IDLE
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):
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):
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logging_info(
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logging_info(
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@@ -184,19 +185,25 @@ class BackpressureHandler:
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await self._handle_backpressure_idle_event()
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await self._handle_backpressure_idle_event()
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# update / reset time-window so that the IDLE is not sent too often
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# update / reset time-window so that the IDLE is not sent too often
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self.last_backpressure_event_time = current_time
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self.last_backpressure_event_time = current_time
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self.idle_state_detected_time = current_time
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# send IDLE even only once
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self.last_backpressure_event = ScalingRequestAlert.UPDATE
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else:
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else:
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# Don't send IDLE right away when the availability increases, but wait for a while, send UPDATE instead
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# Don't send IDLE right away when the availability increases, but wait for a while, send UPDATE instead
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self.last_backpressure_event = ScalingRequestAlert.IDLE
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self.last_backpressure_event = ScalingRequestAlert.IDLE
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_scaling_request: ScaleRequestV1 = ScaleRequestV1(
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if current_time - self.idle_state_detected_time > idle_duration:
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self.swarm_service_id,
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self.idle_state_detected_time = current_time
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self.swarm_task_id,
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if last_event_delta > self.config.backpressure.time_window:
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self.max_availability,
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_scaling_request: ScaleRequestV1 = ScaleRequestV1(
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self.current_availability, # Current availability is passed directly
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self.swarm_service_id,
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ScalingRequestAlert.UPDATE,
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self.swarm_task_id,
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)
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self.max_availability,
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# Address the message to any adapter capable of supporting BACKPRESSURE request
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self.current_availability, # Current availability is passed directly
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await self.publish_backpressure_request(_scaling_request)
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ScalingRequestAlert.UPDATE,
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self.last_backpressure_event_time = current_time
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)
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# Address the message to any adapter capable of supporting BACKPRESSURE request
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await self.publish_backpressure_request(_scaling_request)
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self.last_backpressure_event_time = current_time
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# If neither OVERLOAD nor IDLE, and it's time for an update, send UPDATE event
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# If neither OVERLOAD nor IDLE, and it's time for an update, send UPDATE event
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elif last_event_delta > self.config.backpressure.time_window:
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elif last_event_delta > self.config.backpressure.time_window:
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@@ -212,8 +219,6 @@ class BackpressureHandler:
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self.last_backpressure_event_time = current_time
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self.last_backpressure_event_time = current_time
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self.last_backpressure_event = ScalingRequestAlert.UPDATE
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self.last_backpressure_event = ScalingRequestAlert.UPDATE
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self.update_last_backpressure_event_time()
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async def _backpressure_monitor(self):
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async def _backpressure_monitor(self):
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"""Periodically monitor the backpressure conditions and trigger events accordingly"""
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"""Periodically monitor the backpressure conditions and trigger events accordingly"""
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_monitor_interval = 0.5 # Monitor every 500ms
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_monitor_interval = 0.5 # Monitor every 500ms
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@@ -128,6 +128,11 @@ class DataMessageFactory:
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package, class_name, method = fq_method_name.rsplit(".", 2)
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package, class_name, method = fq_method_name.rsplit(".", 2)
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headers = {"Content-Type": ["application/octet-stream"], "Return-Address": [swarm_id]}
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headers = {"Content-Type": ["application/octet-stream"], "Return-Address": [swarm_id]}
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trace_info = {}
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trace_info = {}
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body = python_type_to_json(args).encode(encoding="utf-8") if args else b""
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print(
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f"Creating RPC message for method: {fq_method_name}, args: {args} body: {body.decode('utf-8') if body else 'None'}"
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)
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return DataMessage(
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return DataMessage(
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DataMessageMagicByte.RPC_REQUEST.value,
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DataMessageMagicByte.RPC_REQUEST.value,
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self.generate_snowflake_id(),
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self.generate_snowflake_id(),
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@@ -136,7 +141,7 @@ class DataMessageFactory:
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method,
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method,
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headers,
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headers,
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trace_info,
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trace_info,
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python_type_to_json(args) if args else b"",
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body,
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)
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)
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@staticmethod
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@staticmethod
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@@ -195,13 +200,13 @@ class DataMessageFactory:
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header_length = 1 + len(id_bytes) + len(prolog)
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header_length = 1 + len(id_bytes) + len(prolog)
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prolog_len = header_length.to_bytes(2, byteorder="big")
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prolog_len = header_length.to_bytes(2, byteorder="big")
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msg_length = 2 + header_length + len(message.base64body())
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msg_length = 2 + header_length + len(message.base64body())
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with BytesIO(bytearray(msg_length)) as baos:
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baos = BytesIO(bytearray(msg_length))
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baos.write(prolog_len)
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baos.write(prolog_len)
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baos.write(DataMessageMagicByte.HTTP_REQUEST.value.encode("utf-8"))
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baos.write(message.magic().encode("utf-8"))
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baos.write(id_bytes)
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baos.write(id_bytes)
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baos.write(prolog)
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baos.write(prolog)
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baos.write(message.base64body())
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baos.write(message.base64body())
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return baos.getvalue()
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return baos.getvalue()
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@staticmethod
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@staticmethod
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def from_bytes(input_bytes: bytes) -> DataMessage:
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def from_bytes(input_bytes: bytes) -> DataMessage:
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@@ -214,7 +219,7 @@ class DataMessageFactory:
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metadata = input_bytes[2 : prolog_len + 2].decode()
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metadata = input_bytes[2 : prolog_len + 2].decode()
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pattern = re.compile(
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pattern = re.compile(
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f"{DataMessageMagicByte.HTTP_REQUEST.value}"
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r"([AR])"
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r"([0-9A-Fa-f]+)\|"
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r"([0-9A-Fa-f]+)\|"
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r"m=([^|]*)\|"
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r"m=([^|]*)\|"
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r"d=([^|]*)\|"
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r"d=([^|]*)\|"
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@@ -230,19 +235,19 @@ class DataMessageFactory:
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f"Input string [{metadata}] does not match pattern: {pattern.pattern}"
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f"Input string [{metadata}] does not match pattern: {pattern.pattern}"
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)
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)
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id_str = match.group(1)
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id_str = match.group(2)
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method = match.group(2)
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method = match.group(3)
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domain = match.group(3)
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domain = match.group(4)
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path = match.group(4)
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path = match.group(5)
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headers_str = match.group(5)
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headers_str = match.group(6)
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trace_info_str = match.group(6)
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trace_info_str = match.group(7)
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body_b64 = input_bytes[prolog_len + 2 :]
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body_b64 = input_bytes[prolog_len + 2 :]
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headers = parse_map_list_string(headers_str)
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headers = parse_map_list_string(headers_str)
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trace_info = parse_map_string(trace_info_str)
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trace_info = parse_map_string(trace_info_str)
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return DataMessage(
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return DataMessage(
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DataMessageMagicByte.HTTP_REQUEST.value,
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match.group(1), # Magic byte (R for RPC, A for HTTP)
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SnowflakeId.from_hex(id_str),
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SnowflakeId.from_hex(id_str),
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method,
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method,
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domain,
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domain,
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@@ -39,10 +39,14 @@ def map_with_list_as_string(map_: Dict[str, List[str]]) -> str:
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def parse_map_string(input_str: str) -> Dict[str, str]:
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def parse_map_string(input_str: str) -> Dict[str, str]:
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map_ = {}
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map_ = {}
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if input_str.startswith("{") and input_str.endswith("}"):
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if input_str.startswith("{") and input_str.endswith("}"):
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for entry in input_str[1:-1].split(","):
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for entry in str(input_str[1:-1]).replace("\n", "").split(","):
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if len(entry) > 1:
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if len(entry) > 1:
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key, value = entry.split("=")
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if entry.startswith('"'):
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map_[key] = value
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key, value = entry.split(":")
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map_[key.strip('"')] = value.strip('"')
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else:
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key, value = entry.split("=")
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map_[key] = value
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return map_
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return map_
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@@ -50,7 +50,12 @@ class RouterBase:
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return self.route_database.find_route(message.domain(), message.path())
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return self.route_database.find_route(message.domain(), message.path())
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def find_route_by_service(self, service_name: str) -> Optional[AMQRoute]:
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def find_route_by_service(self, service_name: str) -> Optional[AMQRoute]:
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return self.route_database.find_route_by_service(service_name)
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_route: Optional[AMQRoute] = self.route_database.find_route_by_service(service_name)
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if _route is None:
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for route in self.own_routes:
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if route.component_name == service_name:
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_route = route
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return _route
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def add_routes(self, message: str) -> None:
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def add_routes(self, message: str) -> None:
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try:
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try:
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@@ -256,7 +256,7 @@ class DataMessageHandler:
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try:
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try:
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_a_message = AMQMessage(amq_message, self.rabbit_mq_client.connection)
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_a_message = AMQMessage(amq_message, self.rabbit_mq_client.connection)
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_response: DataResponse = await self.service_adapter.on_rpc(_a_message)
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_response: DataResponse = await self.on_rpc(_a_message)
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logging_debug(f"Result in thread: {_response}")
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logging_debug(f"Result in thread: {_response}")
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try:
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try:
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await self.send_reply(message.reply_to, _response)
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await self.send_reply(message.reply_to, _response)
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@@ -301,10 +301,10 @@ class DataMessageHandler:
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AttributeError: If the specified class or function/method does not exist.
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AttributeError: If the specified class or function/method does not exist.
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Exception: For any other errors during invocation.
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Exception: For any other errors during invocation.
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"""
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"""
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package_name: str = a_message.domain()
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package_name: str = a_message.method()
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class_name: str = a_message.path()
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class_name: str = a_message.domain()
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function_name: str = a_message.method()
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function_name: str = a_message.path()
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kwargs: Dict[str, Any] = parse_map_string(a_message.body().decode("utf-8"))
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kwargs: Dict[str, Any] = parse_map_string(a_message._base64body.decode("utf-8"))
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return await invoke_command(
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return await invoke_command(
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package_name, class_name, function_name, a_message.id().as_string(), kwargs
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package_name, class_name, function_name, a_message.id().as_string(), kwargs
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@@ -490,16 +490,23 @@ class DataMessageHandler:
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:param message: DataMessage to be sent
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:param message: DataMessage to be sent
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:return: Future that will be completed with the response payload
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:return: Future that will be completed with the response payload
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"""
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"""
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rmq_body = DataMessageFactory.serialize(message)
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cid = message.id().as_string()
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ctype = (
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message.content_type()[0]
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if isinstance(message.content_type(), list)
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else message.content_type()
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)
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print(
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f"Sending RPC command to route: {route}, message ID: {cid} with body: {rmq_body} correlation ID: {cid}, content type: {ctype}"
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)
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# Create a Pika message with the correlation ID set to the message ID
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# Create a Pika message with the correlation ID set to the message ID
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pika_message = Message(
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pika_message = Message(
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body=DataMessageFactory.serialize(message),
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body=rmq_body,
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correlation_id=message.id().as_string(),
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correlation_id=cid,
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content_type=(
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content_type=ctype,
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message.content_type()[0]
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if isinstance(message.content_type(), list)
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else message.content_type()
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),
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)
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)
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print(f"SENDING RPC COMMAND: {pika_message.body} with ID: {message.id().as_string()}")
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# Get the exchange from the route
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# Get the exchange from the route
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rpc_exchange_name = route.exchange
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rpc_exchange_name = route.exchange
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@@ -509,7 +516,7 @@ class DataMessageHandler:
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# Publish the message to the exchange with the component name as the routing key
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# Publish the message to the exchange with the component name as the routing key
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await exchange.publish(message=pika_message, routing_key=route.component_name)
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await exchange.publish(message=pika_message, routing_key=route.component_name)
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logging_debug(
|
logging_info(
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"###### RPC Request Published to exchg:(%s) routing_key=%s, msgId=%s",
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"###### RPC Request Published to exchg:(%s) routing_key=%s, msgId=%s",
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rpc_exchange_name,
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rpc_exchange_name,
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route.component_name,
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route.component_name,
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@@ -151,13 +151,13 @@ class AMQService:
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"""
|
"""
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route: Optional[AMQRoute] = self.router.find_route_by_service(service_name)
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route: Optional[AMQRoute] = self.router.find_route_by_service(service_name)
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if route is not None:
|
if route is not None:
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message: DataMessage = self.data_message_factory.create_rpc_message(
|
m: DataMessage = self.data_message_factory.create_rpc_message(
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fq_method_name=fq_method_name,
|
fq_method_name=fq_method_name,
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swarm_id=self.amq_configuration.amq_adapter.swarm_task_id,
|
swarm_id=self.amq_configuration.amq_adapter.swarm_task_id,
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**kwargs,
|
args=kwargs,
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)
|
)
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asyncio.run_coroutine_threadsafe(
|
asyncio.run_coroutine_threadsafe(
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self.amq_data_message_handler.send_command(route, message),
|
self.amq_data_message_handler.send_command(route, m),
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loop=self.backpressure_handler.loop,
|
loop=self.backpressure_handler.loop,
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)
|
)
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return True
|
return True
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@@ -110,8 +110,8 @@ class CleverBragAmqpAdapter(CleverThisServiceAdapter):
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amq_configuration, routes, None, "auth_user", extra_init_data=extra_init_data
|
amq_configuration, routes, None, "auth_user", extra_init_data=extra_init_data
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)
|
)
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self.auth_provider = auth_provider
|
self.auth_provider = auth_provider
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_amq_service: AMQService = AMQService(amq_configuration, self)
|
self.amq_service: AMQService = AMQService(amq_configuration, self)
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self.thread = Thread(target=_amq_service.run)
|
self.thread = Thread(target=self.amq_service.run)
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self.thread.start()
|
self.thread.start()
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|
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async def get_current_user(self, token: str) -> User:
|
async def get_current_user(self, token: str) -> User:
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@@ -50,8 +50,8 @@ class CleverSwarmAmqpAdapter(CleverThisServiceAdapter):
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|
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def __init__(self, amq_configuration: AMQConfiguration, routes: List[APIRoute]):
|
def __init__(self, amq_configuration: AMQConfiguration, routes: List[APIRoute]):
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super().__init__(amq_configuration, routes=routes, session=None)
|
super().__init__(amq_configuration, routes=routes, session=None)
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_amq_service: AMQService = AMQService(amq_configuration, self)
|
self.amq_service: AMQService = AMQService(amq_configuration, self)
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self.thread = Thread(target=_amq_service.run)
|
self.thread = Thread(target=self.amq_service.run)
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self.thread.start()
|
self.thread.start()
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|
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async def get_current_user(self, token: str) -> UserSchema:
|
async def get_current_user(self, token: str) -> UserSchema:
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@@ -1,4 +1,5 @@
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import json
|
import json
|
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|
import logging
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import os
|
import os
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import random
|
import random
|
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import shutil
|
import shutil
|
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@@ -194,32 +195,42 @@ async def process_document_metadata(metadata: dict):
|
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return {"status": "metadata processed", "received_data": metadata}
|
return {"status": "metadata processed", "received_data": metadata}
|
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|
|
||||||
|
|
||||||
@app.get("/api/v3/documents")
|
@app.get("/api/v4/documents")
|
||||||
async def get_documents():
|
async def get_documents():
|
||||||
# Create a custom span for the logic within this endpoint
|
# Create a custom span for the logic within this endpoint
|
||||||
with tracer.start_as_current_span("get_documents_endpoint_logic"):
|
documents = []
|
||||||
documents = []
|
try:
|
||||||
# Generate several random documents to emulate a list
|
with tracer.start_as_current_span("get_documents_endpoint_logic"):
|
||||||
for i in range(random.randint(2, 5)):
|
documents = []
|
||||||
documents.append(
|
# Generate several random documents to emulate a list
|
||||||
{
|
for i in range(random.randint(2, 5)):
|
||||||
"id": f"doc-{random.randint(1000, 9999)}",
|
did = f"doc-{random.randint(1000, 9999)}"
|
||||||
"name": f"Document {random.randint(1, 100)}",
|
documents.append(
|
||||||
"description": f"Description for document {random.randint(1, 1000)}",
|
{
|
||||||
"uploaded_at": time.strftime(
|
"id": did,
|
||||||
"%Y-%m-%dT%H:%M:%SZ",
|
"name": f"Document {random.randint(1, 100)}",
|
||||||
time.gmtime(time.time() - random.randint(0, 86400 * 30)),
|
"description": f"Description for document {random.randint(1, 1000)}",
|
||||||
),
|
"uploaded_at": time.strftime(
|
||||||
}
|
"%Y-%m-%dT%H:%M:%SZ",
|
||||||
)
|
time.gmtime(time.time() - random.randint(0, 86400 * 30)),
|
||||||
|
),
|
||||||
|
}
|
||||||
|
)
|
||||||
|
otadapter.amq_service.command(
|
||||||
|
"otdemo-2",
|
||||||
|
"otdemo.otdemo_backend.__global__.print_document_id_static",
|
||||||
|
document_id=did,
|
||||||
|
)
|
||||||
|
|
||||||
# Increment the documents_retrieved_total metric
|
# Increment the documents_retrieved_total metric
|
||||||
documents_retrieved_counter.add(1)
|
documents_retrieved_counter.add(1)
|
||||||
|
except Exception as e:
|
||||||
|
logging.error(f"Error retrieving documents: {e}")
|
||||||
|
|
||||||
# Simulate some processing time
|
# Simulate some processing time
|
||||||
time.sleep(random.uniform(0.01, 0.1))
|
time.sleep(random.uniform(0.01, 0.1))
|
||||||
|
|
||||||
return {"documents": documents}
|
return {"documents": documents}
|
||||||
|
|
||||||
|
|
||||||
# Need to place below all route methods, otherwise the routes are incomplete
|
# Need to place below all route methods, otherwise the routes are incomplete
|
||||||
|
|||||||
@@ -5,14 +5,14 @@
|
|||||||
# CleverMicro AMQ Adapter settings that identify this AMQ Adapter instance to other adapters
|
# CleverMicro AMQ Adapter settings that identify this AMQ Adapter instance to other adapters
|
||||||
|
|
||||||
# A name to identify this service for the AMQ Adapter
|
# A name to identify this service for the AMQ Adapter
|
||||||
cm.amq-adapter.service-name=cleverswarm
|
cm.amq-adapter.service-name=otdemo
|
||||||
# The CleverMicro AMQ Adapter instance ID, used to identify this instance in the CleverMicro AMQ Adapter cluster
|
# The CleverMicro AMQ Adapter instance ID, used to identify this instance in the CleverMicro AMQ Adapter cluster
|
||||||
cm.amq-adapter.generator-id=1
|
cm.amq-adapter.generator-id=1
|
||||||
# Route mapping. For route detail description see section 3.1 in Onboarding Guide for Python:
|
# Route mapping. For route detail description see section 3.1 in Onboarding Guide for Python:
|
||||||
# https://docs.cleverthis.com/en/architecture/microservices/onboarding/python
|
# https://docs.cleverthis.com/en/architecture/microservices/onboarding/python
|
||||||
# NOTE: this is a comma-separated list of route mappings (multiple, comma-separated routes are allowed here)
|
# NOTE: this is a comma-separated list of route mappings (multiple, comma-separated routes are allowed here)
|
||||||
# cm-dev route
|
# cm-dev route
|
||||||
cm.amq-adapter.route-mapping=otdemo:otdemo-exchange:otdemo-queue:api.cm.dev.cleverthis.com.test.python.#:5:0
|
cm.amq-adapter.route-mapping=otdemo:otdemo-exchange:otdemo-queue-1:api.cm.dev.cleverthis.localhost.test.python.frontend.#:5:0,otdemo-2:otdemo-exchange:otdemo-queue-2:otdemo-2.#:5:0
|
||||||
# local route
|
# local route
|
||||||
#cm.amq-adapter.route-mapping=otdemo::otdemo:api.dev.localhost.otdemo.#:5:0
|
#cm.amq-adapter.route-mapping=otdemo::otdemo:api.dev.localhost.otdemo.#:5:0
|
||||||
# Indicate if AMQ Adapter should respond with HTTP 401 Unauthorized if the request does not contain valid JWT token
|
# Indicate if AMQ Adapter should respond with HTTP 401 Unauthorized if the request does not contain valid JWT token
|
||||||
@@ -20,7 +20,7 @@ cm.amq-adapter.require-authenticated-user=false
|
|||||||
|
|
||||||
# CleverMicro AMQ Adapter dispatcher, settings related to RabbitMQ connection and optional REST forwarding
|
# CleverMicro AMQ Adapter dispatcher, settings related to RabbitMQ connection and optional REST forwarding
|
||||||
cm.dispatch.use-dlq=true
|
cm.dispatch.use-dlq=true
|
||||||
cm.dispatch.amq-host=rabbitmq
|
cm.dispatch.amq-host=localhost
|
||||||
cm.dispatch.amq-port=5672
|
cm.dispatch.amq-port=5672
|
||||||
cm.dispatch.amq-port-tls=5671
|
cm.dispatch.amq-port-tls=5671
|
||||||
cm.dispatch.download-dir=/tmp/downloaded_files
|
cm.dispatch.download-dir=/tmp/downloaded_files
|
||||||
@@ -37,7 +37,7 @@ cm.backpressure.threshold-cpu-overload=90
|
|||||||
# Define maximum CPU usage (%) before triggering backpressure IDLE alert
|
# Define maximum CPU usage (%) before triggering backpressure IDLE alert
|
||||||
cm.backpressure.threshold-cpu-idle=10
|
cm.backpressure.threshold-cpu-idle=10
|
||||||
# Define the time window between the Backpressure reports, in seconds
|
# Define the time window between the Backpressure reports, in seconds
|
||||||
cm.backpressure.time-window=10
|
cm.backpressure.time-window=15
|
||||||
# Define the time window length, in seconds, during which, if CPU usage is consistently above the threshold, the system will trigger OVERLOAD alert
|
# Define the time window length, in seconds, during which, if CPU usage is consistently above the threshold, the system will trigger OVERLOAD alert
|
||||||
cm.backpressure.cpu-overload-duration=30
|
cm.backpressure.cpu-overload-duration=30
|
||||||
# Define the time window length, in seconds, during which, if no request is made to the Service, the system will trigger IDLE alert
|
# Define the time window length, in seconds, during which, if no request is made to the Service, the system will trigger IDLE alert
|
||||||
|
|||||||
@@ -32,8 +32,8 @@ class OTDemoAmqpAdapter(CleverThisServiceAdapter):
|
|||||||
|
|
||||||
def __init__(self, amq_configuration: AMQConfiguration, routes: List[APIRoute]):
|
def __init__(self, amq_configuration: AMQConfiguration, routes: List[APIRoute]):
|
||||||
super().__init__(amq_configuration, routes=routes, session=None)
|
super().__init__(amq_configuration, routes=routes, session=None)
|
||||||
_amq_service: AMQService = AMQService(amq_configuration, self)
|
self.amq_service: AMQService = AMQService(amq_configuration, self)
|
||||||
self.thread = Thread(target=_amq_service.run)
|
self.thread = Thread(target=self.amq_service.run)
|
||||||
self.thread.start()
|
self.thread.start()
|
||||||
|
|
||||||
async def get_current_user(self, token: str) -> str:
|
async def get_current_user(self, token: str) -> str:
|
||||||
|
|||||||
@@ -0,0 +1,25 @@
|
|||||||
|
def print_document_id_static(document_id: str) -> str:
|
||||||
|
print(f"STATIC Document ID: {document_id}")
|
||||||
|
return "STATIC PRINTED!"
|
||||||
|
|
||||||
|
|
||||||
|
class Backend:
|
||||||
|
|
||||||
|
def __init__(self, name: str, description: str):
|
||||||
|
self.name = name
|
||||||
|
self.description = description
|
||||||
|
|
||||||
|
def __repr__(self):
|
||||||
|
return f"Backend(name={self.name}, description={self.description})"
|
||||||
|
|
||||||
|
def __str__(self):
|
||||||
|
return f"{self.name}: {self.description}"
|
||||||
|
|
||||||
|
def __eq__(self, other):
|
||||||
|
if not isinstance(other, Backend):
|
||||||
|
return False
|
||||||
|
return self.name == other.name and self.description == other.description
|
||||||
|
|
||||||
|
def print_document_id(self, document_id: str) -> str:
|
||||||
|
print(f"CLASS Document ID: {document_id}")
|
||||||
|
return "CLASS PRINTED!"
|
||||||
Reference in New Issue
Block a user