mirror of
https://github.com/meta-llama/llama-stack.git
synced 2025-08-02 08:44:44 +00:00
add tracing back to the lib cli
This commit is contained in:
parent
e2054d53e4
commit
84904914c2
5 changed files with 106 additions and 61 deletions
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@ -24,6 +24,7 @@ from termcolor import cprint
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from llama_stack.distribution.build import print_pip_install_help
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from llama_stack.distribution.build import print_pip_install_help
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from llama_stack.distribution.configure import parse_and_maybe_upgrade_config
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from llama_stack.distribution.configure import parse_and_maybe_upgrade_config
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from llama_stack.distribution.datatypes import Api
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from llama_stack.distribution.resolver import ProviderRegistry
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from llama_stack.distribution.resolver import ProviderRegistry
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from llama_stack.distribution.server.endpoints import get_all_api_endpoints
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from llama_stack.distribution.server.endpoints import get_all_api_endpoints
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from llama_stack.distribution.stack import (
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from llama_stack.distribution.stack import (
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@ -32,6 +33,12 @@ from llama_stack.distribution.stack import (
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replace_env_vars,
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replace_env_vars,
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)
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)
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from llama_stack.providers.utils.telemetry.tracing import (
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end_trace,
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setup_logger,
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start_trace,
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)
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T = TypeVar("T")
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T = TypeVar("T")
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@ -240,6 +247,9 @@ class AsyncLlamaStackAsLibraryClient(AsyncLlamaStackClient):
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)
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)
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return False
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return False
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if Api.telemetry in self.impls:
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setup_logger(self.impls[Api.telemetry])
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console = Console()
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console = Console()
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console.print(f"Using config [blue]{self.config_path_or_template_name}[/blue]:")
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console.print(f"Using config [blue]{self.config_path_or_template_name}[/blue]:")
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console.print(yaml.dump(self.config.model_dump(), indent=2))
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console.print(yaml.dump(self.config.model_dump(), indent=2))
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@ -276,21 +286,29 @@ class AsyncLlamaStackAsLibraryClient(AsyncLlamaStackClient):
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async def _call_non_streaming(
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async def _call_non_streaming(
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self, path: str, body: dict = None, cast_to: Any = None
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self, path: str, body: dict = None, cast_to: Any = None
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):
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):
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func = self.endpoint_impls.get(path)
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await start_trace(path, {"__location__": "library_client"})
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if not func:
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try:
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raise ValueError(f"No endpoint found for {path}")
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func = self.endpoint_impls.get(path)
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if not func:
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raise ValueError(f"No endpoint found for {path}")
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body = self._convert_body(path, body)
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body = self._convert_body(path, body)
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return convert_pydantic_to_json_value(await func(**body), cast_to)
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return convert_pydantic_to_json_value(await func(**body), cast_to)
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finally:
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await end_trace()
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async def _call_streaming(self, path: str, body: dict = None, cast_to: Any = None):
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async def _call_streaming(self, path: str, body: dict = None, cast_to: Any = None):
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func = self.endpoint_impls.get(path)
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await start_trace(path, {"__location__": "library_client"})
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if not func:
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try:
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raise ValueError(f"No endpoint found for {path}")
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func = self.endpoint_impls.get(path)
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if not func:
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raise ValueError(f"No endpoint found for {path}")
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body = self._convert_body(path, body)
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body = self._convert_body(path, body)
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async for chunk in await func(**body):
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async for chunk in await func(**body):
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yield convert_pydantic_to_json_value(chunk, cast_to)
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yield convert_pydantic_to_json_value(chunk, cast_to)
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finally:
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await end_trace()
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def _convert_body(self, path: str, body: Optional[dict] = None) -> dict:
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def _convert_body(self, path: str, body: Optional[dict] = None) -> dict:
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if not body:
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if not body:
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@ -142,7 +142,7 @@ class ChatAgent(ShieldRunnerMixin):
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async def create_and_execute_turn(
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async def create_and_execute_turn(
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self, request: AgentTurnCreateRequest
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self, request: AgentTurnCreateRequest
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) -> AsyncGenerator:
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) -> AsyncGenerator:
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with tracing.span("create_and_execute_turn") as span:
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with tracing.SpanContextManager("create_and_execute_turn") as span:
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span.set_attribute("session_id", request.session_id)
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span.set_attribute("session_id", request.session_id)
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span.set_attribute("agent_id", self.agent_id)
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span.set_attribute("agent_id", self.agent_id)
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span.set_attribute("request", request.model_dump_json())
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span.set_attribute("request", request.model_dump_json())
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@ -185,9 +185,9 @@ class ChatAgent(ShieldRunnerMixin):
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stream=request.stream,
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stream=request.stream,
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):
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):
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if isinstance(chunk, CompletionMessage):
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if isinstance(chunk, CompletionMessage):
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# log.info(
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log.info(
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# f"{chunk.role.capitalize()}: {chunk.content}",
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f"{chunk.role.capitalize()}: {chunk.content}",
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# )
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)
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output_message = chunk
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output_message = chunk
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continue
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continue
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@ -279,8 +279,7 @@ class ChatAgent(ShieldRunnerMixin):
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shields: List[str],
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shields: List[str],
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touchpoint: str,
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touchpoint: str,
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) -> AsyncGenerator:
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) -> AsyncGenerator:
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with tracing.span("run_shields") as span:
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with tracing.SpanContextManager("run_shields") as span:
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span.set_attribute("turn_id", turn_id)
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span.set_attribute("input", [m.model_dump_json() for m in messages])
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span.set_attribute("input", [m.model_dump_json() for m in messages])
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if len(shields) == 0:
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if len(shields) == 0:
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span.set_attribute("output", "no shields")
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span.set_attribute("output", "no shields")
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@ -360,7 +359,7 @@ class ChatAgent(ShieldRunnerMixin):
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# TODO: find older context from the session and either replace it
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# TODO: find older context from the session and either replace it
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# or append with a sliding window. this is really a very simplistic implementation
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# or append with a sliding window. this is really a very simplistic implementation
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with tracing.span("retrieve_rag_context") as span:
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with tracing.SpanContextManager("retrieve_rag_context") as span:
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rag_context, bank_ids = await self._retrieve_context(
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rag_context, bank_ids = await self._retrieve_context(
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session_id, input_messages, attachments
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session_id, input_messages, attachments
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)
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)
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@ -405,11 +404,11 @@ class ChatAgent(ShieldRunnerMixin):
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n_iter = 0
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n_iter = 0
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while True:
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while True:
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msg = input_messages[-1]
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msg = input_messages[-1]
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# if len(str(msg)) > 1000:
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if len(str(msg)) > 1000:
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# msg_str = f"{str(msg)[:500]}...<more>...{str(msg)[-500:]}"
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msg_str = f"{str(msg)[:500]}...<more>...{str(msg)[-500:]}"
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# else:
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else:
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# msg_str = str(msg)
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msg_str = str(msg)
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# log.info(f"{msg_str}")
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log.info(f"{msg_str}")
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step_id = str(uuid.uuid4())
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step_id = str(uuid.uuid4())
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yield AgentTurnResponseStreamChunk(
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yield AgentTurnResponseStreamChunk(
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@ -425,7 +424,7 @@ class ChatAgent(ShieldRunnerMixin):
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content = ""
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content = ""
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stop_reason = None
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stop_reason = None
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with tracing.span("inference") as span:
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with tracing.SpanContextManager("inference") as span:
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async for chunk in await self.inference_api.chat_completion(
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async for chunk in await self.inference_api.chat_completion(
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self.agent_config.model,
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self.agent_config.model,
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input_messages,
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input_messages,
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@ -514,12 +513,12 @@ class ChatAgent(ShieldRunnerMixin):
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)
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)
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if n_iter >= self.agent_config.max_infer_iters:
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if n_iter >= self.agent_config.max_infer_iters:
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# log.info("Done with MAX iterations, exiting.")
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log.info("Done with MAX iterations, exiting.")
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yield message
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yield message
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break
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break
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if stop_reason == StopReason.out_of_tokens:
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if stop_reason == StopReason.out_of_tokens:
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# log.info("Out of token budget, exiting.")
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log.info("Out of token budget, exiting.")
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yield message
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yield message
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break
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break
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@ -533,10 +532,10 @@ class ChatAgent(ShieldRunnerMixin):
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message.content = [message.content] + attachments
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message.content = [message.content] + attachments
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yield message
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yield message
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else:
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else:
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# log.info(f"Partial message: {str(message)}")
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log.info(f"Partial message: {str(message)}")
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input_messages = input_messages + [message]
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input_messages = input_messages + [message]
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else:
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else:
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# log.info(f"{str(message)}")
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log.info(f"{str(message)}")
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try:
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try:
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tool_call = message.tool_calls[0]
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tool_call = message.tool_calls[0]
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@ -564,7 +563,7 @@ class ChatAgent(ShieldRunnerMixin):
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)
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)
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)
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)
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with tracing.span(
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with tracing.SpanContextManager(
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"tool_execution",
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"tool_execution",
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{
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{
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"tool_name": tool_call.tool_name,
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"tool_name": tool_call.tool_name,
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@ -713,7 +712,7 @@ class ChatAgent(ShieldRunnerMixin):
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)
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)
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for a in attachments
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for a in attachments
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]
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]
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with tracing.span("insert_documents"):
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with tracing.SpanContextManager("insert_documents"):
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await self.memory_api.insert_documents(bank_id, documents)
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await self.memory_api.insert_documents(bank_id, documents)
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else:
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else:
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session_info = await self.storage.get_session_info(session_id)
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session_info = await self.storage.get_session_info(session_id)
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@ -800,7 +799,7 @@ async def attachment_message(tempdir: str, urls: List[URL]) -> ToolResponseMessa
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path = urlparse(uri).path
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path = urlparse(uri).path
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basename = os.path.basename(path)
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basename = os.path.basename(path)
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filepath = f"{tempdir}/{make_random_string() + basename}"
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filepath = f"{tempdir}/{make_random_string() + basename}"
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# log.info(f"Downloading {url} -> {filepath}")
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log.info(f"Downloading {url} -> {filepath}")
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async with httpx.AsyncClient() as client:
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async with httpx.AsyncClient() as client:
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r = await client.get(uri)
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r = await client.get(uri)
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@ -20,6 +20,7 @@ class SQLiteSpanProcessor(SpanProcessor):
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"""Initialize the SQLite span processor with a connection string."""
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"""Initialize the SQLite span processor with a connection string."""
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self.conn_string = conn_string
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self.conn_string = conn_string
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self.ttl_days = ttl_days
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self.ttl_days = ttl_days
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self._shutdown_event = threading.Event()
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self.cleanup_task = None
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self.cleanup_task = None
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self._thread_local = threading.local()
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self._thread_local = threading.local()
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self._connections: Dict[int, sqlite3.Connection] = {}
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self._connections: Dict[int, sqlite3.Connection] = {}
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@ -144,9 +145,10 @@ class SQLiteSpanProcessor(SpanProcessor):
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"""Run cleanup periodically."""
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"""Run cleanup periodically."""
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import time
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import time
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while True:
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while not self._shutdown_event.is_set():
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time.sleep(3600) # Sleep for 1 hour
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time.sleep(3600) # Sleep for 1 hour
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self._cleanup_old_data()
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if not self._shutdown_event.is_set():
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self._cleanup_old_data()
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def on_start(self, span: Span, parent_context=None):
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def on_start(self, span: Span, parent_context=None):
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"""Called when a span starts."""
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"""Called when a span starts."""
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@ -231,11 +233,23 @@ class SQLiteSpanProcessor(SpanProcessor):
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def shutdown(self):
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def shutdown(self):
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"""Cleanup any resources."""
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"""Cleanup any resources."""
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self._shutdown_event.set()
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# Wait for cleanup thread to finish if it exists
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if self.cleanup_task and self.cleanup_task.is_alive():
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self.cleanup_task.join(timeout=5.0)
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current_thread_id = threading.get_ident()
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with self._lock:
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with self._lock:
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for conn in self._connections.values():
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# Close all connections from the current thread
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if conn:
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for thread_id, conn in list(self._connections.items()):
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conn.close()
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if thread_id == current_thread_id:
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self._connections.clear()
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try:
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if conn:
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conn.close()
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del self._connections[thread_id]
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except sqlite3.Error:
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pass # Ignore errors during shutdown
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def force_flush(self, timeout_millis=30000):
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def force_flush(self, timeout_millis=30000):
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"""Force export of spans."""
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"""Force export of spans."""
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@ -6,29 +6,31 @@
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import asyncio
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import asyncio
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import inspect
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import inspect
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import json
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from datetime import datetime
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from functools import wraps
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from functools import wraps
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from typing import Any, AsyncGenerator, Callable, Type, TypeVar
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from typing import Any, AsyncGenerator, Callable, Type, TypeVar
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from uuid import UUID
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from pydantic import BaseModel
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from pydantic import BaseModel
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T = TypeVar("T")
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T = TypeVar("T")
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def serialize_value(value: Any) -> str:
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def serialize_value(value: Any) -> Any:
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"""Helper function to serialize values to string representation."""
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"""Serialize a single value into JSON-compatible format."""
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try:
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if value is None:
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if isinstance(value, BaseModel):
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return None
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return value.model_dump_json()
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elif isinstance(value, (str, int, float, bool)):
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elif isinstance(value, list) and value and isinstance(value[0], BaseModel):
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return value
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return json.dumps([item.model_dump_json() for item in value])
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elif isinstance(value, BaseModel):
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elif hasattr(value, "to_dict"):
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return value.model_dump()
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return json.dumps(value.to_dict())
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elif isinstance(value, (list, tuple, set)):
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elif isinstance(value, (dict, list, int, float, str, bool)):
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return [serialize_value(item) for item in value]
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return json.dumps(value)
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elif isinstance(value, dict):
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else:
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return {str(k): serialize_value(v) for k, v in value.items()}
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return str(value)
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elif isinstance(value, (datetime, UUID)):
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except Exception:
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return str(value)
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else:
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return str(value)
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return str(value)
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@ -47,16 +49,26 @@ def trace_protocol(cls: Type[T]) -> Type[T]:
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def create_span_context(self: Any, *args: Any, **kwargs: Any) -> tuple:
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def create_span_context(self: Any, *args: Any, **kwargs: Any) -> tuple:
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class_name = self.__class__.__name__
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class_name = self.__class__.__name__
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method_name = method.__name__
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method_name = method.__name__
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|
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span_type = (
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span_type = (
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"async_generator" if is_async_gen else "async" if is_async else "sync"
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"async_generator" if is_async_gen else "async" if is_async else "sync"
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)
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)
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sig = inspect.signature(method)
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param_names = list(sig.parameters.keys())[1:] # Skip 'self'
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combined_args = {}
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for i, arg in enumerate(args):
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param_name = (
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param_names[i] if i < len(param_names) else f"position_{i+1}"
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)
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combined_args[param_name] = serialize_value(arg)
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for k, v in kwargs.items():
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combined_args[str(k)] = serialize_value(v)
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|
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span_attributes = {
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span_attributes = {
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"__autotraced__": True,
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"__autotraced__": True,
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"__class__": class_name,
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"__class__": class_name,
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"__method__": method_name,
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"__method__": method_name,
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"__type__": span_type,
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"__type__": span_type,
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"__args__": serialize_value(args),
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"__args__": str(combined_args),
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}
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}
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|
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return class_name, method_name, span_attributes
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return class_name, method_name, span_attributes
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|
@ -69,7 +81,9 @@ def trace_protocol(cls: Type[T]) -> Type[T]:
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self, *args, **kwargs
|
self, *args, **kwargs
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)
|
)
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|
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with tracing.span(f"{class_name}.{method_name}", span_attributes) as span:
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with tracing.SpanContextManager(
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|
f"{class_name}.{method_name}", span_attributes
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|
) as span:
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try:
|
try:
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count = 0
|
count = 0
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async for item in method(self, *args, **kwargs):
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async for item in method(self, *args, **kwargs):
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@ -84,7 +98,9 @@ def trace_protocol(cls: Type[T]) -> Type[T]:
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self, *args, **kwargs
|
self, *args, **kwargs
|
||||||
)
|
)
|
||||||
|
|
||||||
with tracing.span(f"{class_name}.{method_name}", span_attributes) as span:
|
with tracing.SpanContextManager(
|
||||||
|
f"{class_name}.{method_name}", span_attributes
|
||||||
|
) as span:
|
||||||
try:
|
try:
|
||||||
result = await method(self, *args, **kwargs)
|
result = await method(self, *args, **kwargs)
|
||||||
span.set_attribute("output", serialize_value(result))
|
span.set_attribute("output", serialize_value(result))
|
||||||
|
@ -99,7 +115,9 @@ def trace_protocol(cls: Type[T]) -> Type[T]:
|
||||||
self, *args, **kwargs
|
self, *args, **kwargs
|
||||||
)
|
)
|
||||||
|
|
||||||
with tracing.span(f"{class_name}.{method_name}", span_attributes) as span:
|
with tracing.SpanContextManager(
|
||||||
|
f"{class_name}.{method_name}", span_attributes
|
||||||
|
) as span:
|
||||||
try:
|
try:
|
||||||
result = method(self, *args, **kwargs)
|
result = method(self, *args, **kwargs)
|
||||||
span.set_attribute("output", serialize_value(result))
|
span.set_attribute("output", serialize_value(result))
|
||||||
|
|
|
@ -259,10 +259,6 @@ class SpanContextManager:
|
||||||
return wrapper
|
return wrapper
|
||||||
|
|
||||||
|
|
||||||
def span(name: str, attributes: Dict[str, Any] = None):
|
|
||||||
return SpanContextManager(name, attributes)
|
|
||||||
|
|
||||||
|
|
||||||
def get_current_span() -> Optional[Span]:
|
def get_current_span() -> Optional[Span]:
|
||||||
global CURRENT_TRACE_CONTEXT
|
global CURRENT_TRACE_CONTEXT
|
||||||
context = CURRENT_TRACE_CONTEXT
|
context = CURRENT_TRACE_CONTEXT
|
||||||
|
|
Loading…
Add table
Add a link
Reference in a new issue