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WIP

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Brandon Hancock
2024-10-17 09:55:03 -04:00
parent 296965b51d
commit 9b8b37c9f4
3 changed files with 102 additions and 194 deletions
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31
src/crewai/crew.py
View File

@@ -40,7 +40,11 @@ from crewai.utilities.constants import (
)
from crewai.utilities.evaluators.crew_evaluator_handler import CrewEvaluator
from crewai.utilities.evaluators.task_evaluator import TaskEvaluator
from crewai.utilities.event_helpers import emit_crew_start
from crewai.utilities.event_helpers import (
emit_crew_start,
emit_task_finish,
emit_task_start,
)
from crewai.utilities.formatter import (
aggregate_raw_outputs_from_task_outputs,
aggregate_raw_outputs_from_tasks,
@@ -87,9 +91,9 @@ class Crew(BaseModel):
"""
__hash__ = object.__hash__ # type: ignore
_execution_span: Any = PrivateAttr()
_rpm_controller: RPMController = PrivateAttr()
_logger: Logger = PrivateAttr()
# TODO: MAKE THIS ALSO USE EVENT EMITTER
_file_handler: FileHandler = PrivateAttr()
_cache_handler: InstanceOf[CacheHandler] = PrivateAttr(default=CacheHandler())
_short_term_memory: Optional[InstanceOf[ShortTermMemory]] = PrivateAttr()
@@ -101,6 +105,7 @@ class Crew(BaseModel):
_logging_color: str = PrivateAttr(
default="bold_purple",
)
# TODO: Figure out how to make this reference event emitter.
_task_output_handler: TaskOutputStorageHandler = PrivateAttr(
default_factory=TaskOutputStorageHandler
)
@@ -458,8 +463,7 @@ class Crew(BaseModel):
inputs: Optional[Dict[str, Any]] = None,
) -> CrewOutput:
"""Starts the crew to work on its assigned tasks."""
emit_crew_start(self)
self._execution_span = self._telemetry.crew_execution_span(self, inputs)
emit_crew_start(self, inputs)
self._task_output_handler.reset()
self._logging_color = "bold_purple"
@@ -506,6 +510,8 @@ class Crew(BaseModel):
for metric in metrics:
self.usage_metrics.add_usage_metrics(metric)
# TODO: ADD CREW FINISH EVENT
return result
def kickoff_for_each(self, inputs: List[Dict[str, Any]]) -> List[CrewOutput]:
@@ -669,7 +675,9 @@ class Crew(BaseModel):
)
self._prepare_agent_tools(task)
self._log_task_start(task, agent_to_use.role)
emit_task_start(task, agent_to_use.role)
# TODO: ADD ELSEWHERE
# self._log_task_start(task, agent_to_use.role)
if isinstance(task, ConditionalTask):
skipped_task_output = self._handle_conditional_task(
@@ -700,8 +708,17 @@ class Crew(BaseModel):
tools=agent_to_use.tools,
)
task_outputs = [task_output]
self._process_task_result(task, task_output)
self._store_execution_log(task, task_output, task_index, was_replayed)
emit_task_finish(
task,
self._inputs if self._inputs else {},
task_output,
task_index,
was_replayed,
)
# TODO: ADD ELSEWHERE
# self._process_task_result(task, task_output)
# self._store_execution_log(task, task_output, task_index, was_replayed)
if futures:
task_outputs = self._process_async_tasks(futures, was_replayed)

221
src/crewai/telemetry/telemetry.py
View File

@@ -6,7 +6,7 @@ import os
import platform
import warnings
from contextlib import contextmanager
from typing import TYPE_CHECKING, Any, Optional
from typing import TYPE_CHECKING, Any, Dict, Optional
@contextmanager
@@ -21,12 +21,16 @@ with suppress_warnings():
from opentelemetry import trace # noqa: E402
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter # noqa: E402
from opentelemetry.exporter.otlp.proto.http.trace_exporter import (
OTLPSpanExporter, # noqa: E402
)
from opentelemetry.sdk.resources import SERVICE_NAME, Resource # noqa: E402
from opentelemetry.sdk.trace import TracerProvider # noqa: E402
from opentelemetry.sdk.trace.export import BatchSpanProcessor # noqa: E402
from opentelemetry.trace import Span, Status, StatusCode # noqa: E402
from crewai.utilities.event_emitter import CrewEvents, crew_events
if TYPE_CHECKING:
from crewai.crew import Crew
from crewai.task import Task
@@ -83,87 +87,37 @@ class Telemetry:
self.ready = False
self.trace_set = False
def crew_creation(self, crew: Crew, inputs: dict[str, Any] | None):
def crew_creation(
self, crew_data: Dict[str, Any], inputs: Optional[Dict[str, Any]] = None
):
"""Records the creation of a crew."""
if self.ready:
try:
tracer = trace.get_tracer("crewai.telemetry")
span = tracer.start_span("Crew Created")
# Accessing data from the serialized crew dictionary
self._add_attribute(
span,
"crewai_version",
pkg_resources.get_distribution("crewai").version,
span, "crewai_version", crew_data.get("crewai_version")
)
self._add_attribute(span, "python_version", platform.python_version())
self._add_attribute(span, "crew_key", crew.key)
self._add_attribute(span, "crew_id", str(crew.id))
self._add_attribute(span, "crew_process", crew.process)
self._add_attribute(span, "crew_memory", crew.memory)
self._add_attribute(span, "crew_number_of_tasks", len(crew.tasks))
self._add_attribute(span, "crew_number_of_agents", len(crew.agents))
if crew.share_crew:
self._add_attribute(span, "crew_key", crew_data.get("key"))
self._add_attribute(span, "crew_id", crew_data.get("id"))
self._add_attribute(span, "crew_process", crew_data.get("process"))
self._add_attribute(span, "crew_memory", crew_data.get("memory"))
self._add_attribute(
span, "crew_number_of_tasks", len(crew_data.get("tasks", []))
)
self._add_attribute(
span, "crew_number_of_agents", len(crew_data.get("agents", []))
)
if crew_data.get("share_crew"):
self._add_attribute(
span,
"crew_agents",
json.dumps(
[
{
"key": agent.key,
"id": str(agent.id),
"role": agent.role,
"goal": agent.goal,
"backstory": agent.backstory,
"verbose?": agent.verbose,
"max_iter": agent.max_iter,
"max_rpm": agent.max_rpm,
"i18n": agent.i18n.prompt_file,
"function_calling_llm": (
agent.function_calling_llm.model
if agent.function_calling_llm
else ""
),
"llm": agent.llm.model,
"delegation_enabled?": agent.allow_delegation,
"allow_code_execution?": agent.allow_code_execution,
"max_retry_limit": agent.max_retry_limit,
"tools_names": [
tool.name.casefold()
for tool in agent.tools or []
],
}
for agent in crew.agents
]
),
span, "crew_agents", json.dumps(crew_data.get("agents", []))
)
self._add_attribute(
span,
"crew_tasks",
json.dumps(
[
{
"key": task.key,
"id": str(task.id),
"description": task.description,
"expected_output": task.expected_output,
"async_execution?": task.async_execution,
"human_input?": task.human_input,
"agent_role": (
task.agent.role if task.agent else "None"
),
"agent_key": task.agent.key if task.agent else None,
"context": (
[task.description for task in task.context]
if task.context
else None
),
"tools_names": [
tool.name.casefold()
for tool in task.tools or []
],
}
for task in crew.tasks
]
),
span, "crew_tasks", json.dumps(crew_data.get("tasks", []))
)
self._add_attribute(span, "platform", platform.platform())
self._add_attribute(span, "platform_release", platform.release())
@@ -174,59 +128,10 @@ class Telemetry:
span, "crew_inputs", json.dumps(inputs) if inputs else None
)
else:
self._add_attribute(
span,
"crew_agents",
json.dumps(
[
{
"key": agent.key,
"id": str(agent.id),
"role": agent.role,
"verbose?": agent.verbose,
"max_iter": agent.max_iter,
"max_rpm": agent.max_rpm,
"function_calling_llm": (
agent.function_calling_llm.model
if agent.function_calling_llm
else ""
),
"llm": agent.llm.model,
"delegation_enabled?": agent.allow_delegation,
"allow_code_execution?": agent.allow_code_execution,
"max_retry_limit": agent.max_retry_limit,
"tools_names": [
tool.name.casefold()
for tool in agent.tools or []
],
}
for agent in crew.agents
]
),
)
self._add_attribute(
span,
"crew_tasks",
json.dumps(
[
{
"key": task.key,
"id": str(task.id),
"async_execution?": task.async_execution,
"human_input?": task.human_input,
"agent_role": (
task.agent.role if task.agent else "None"
),
"agent_key": task.agent.key if task.agent else None,
"tools_names": [
tool.name.casefold()
for tool in task.tools or []
],
}
for task in crew.tasks
]
),
)
# Handle the case where share_crew is False
# You might want to add limited data here
pass
span.set_status(Status(StatusCode.OK))
span.end()
except Exception:
@@ -461,77 +366,39 @@ class Telemetry:
except Exception:
pass
def crew_execution_span(self, crew: Crew, inputs: dict[str, Any] | None):
def crew_execution_span(
self, crew_data: Dict[str, Any], inputs: Optional[Dict[str, Any]] = None
):
"""Records the complete execution of a crew.
This is only collected if the user has opted-in to share the crew.
"""
self.crew_creation(crew, inputs)
if (self.ready) and (crew.share_crew):
if self.ready and crew_data.get("share_crew"):
try:
tracer = trace.get_tracer("crewai.telemetry")
span = tracer.start_span("Crew Execution")
self._add_attribute(
span,
"crewai_version",
pkg_resources.get_distribution("crewai").version,
)
self._add_attribute(span, "crew_key", crew.key)
self._add_attribute(span, "crew_id", str(crew.id))
self._add_attribute(span, "crew_key", crew_data.get("key"))
self._add_attribute(span, "crew_id", crew_data.get("id"))
self._add_attribute(
span, "crew_inputs", json.dumps(inputs) if inputs else None
)
self._add_attribute(
span,
"crew_agents",
json.dumps(
[
{
"key": agent.key,
"id": str(agent.id),
"role": agent.role,
"goal": agent.goal,
"backstory": agent.backstory,
"verbose?": agent.verbose,
"max_iter": agent.max_iter,
"max_rpm": agent.max_rpm,
"i18n": agent.i18n.prompt_file,
"llm": agent.llm.model,
"delegation_enabled?": agent.allow_delegation,
"tools_names": [
tool.name.casefold() for tool in agent.tools or []
],
}
for agent in crew.agents
]
),
json.dumps(crew_data.get("agents", [])),
)
self._add_attribute(
span,
"crew_tasks",
json.dumps(
[
{
"id": str(task.id),
"description": task.description,
"expected_output": task.expected_output,
"async_execution?": task.async_execution,
"human_input?": task.human_input,
"agent_role": task.agent.role if task.agent else "None",
"agent_key": task.agent.key if task.agent else None,
"context": (
[task.description for task in task.context]
if task.context
else None
),
"tools_names": [
tool.name.casefold() for tool in task.tools or []
],
}
for task in crew.tasks
]
),
json.dumps(crew_data.get("tasks", [])),
)
span.set_status(Status(StatusCode.OK))
span.end()
return span
except Exception:
pass
@@ -607,3 +474,9 @@ class Telemetry:
span.end()
except Exception:
pass
telemetry = Telemetry()
crew_events.on(CrewEvents.CREW_START, telemetry.crew_execution_span)

44
src/crewai/utilities/event_helpers.py
View File

@@ -7,6 +7,8 @@ from crewai.utilities.event_emitter import CrewEvents, emit
if TYPE_CHECKING:
from crewai.crew import Crew
from crewai.task import Task
from crewai.tasks.task_output import TaskOutput
def emit_crew_start(
@@ -16,7 +18,10 @@ def emit_crew_start(
serialized_crew = crew.serialize()
emit(
CrewEvents.CREW_START,
{**serialized_crew, "inputs": inputs},
{
**serialized_crew,
},
inputs=inputs,
)
@@ -50,30 +55,43 @@ def emit_crew_failure(
)
def emit_task_start(crew_id: str, task_id: str, task_name: str) -> None:
def emit_task_start(
task: Task,
agent_role: str = "None",
) -> None:
serialized_task = task.serialize()
emit(
CrewEvents.TASK_START,
{
"crew_id": crew_id,
"task_id": task_id,
"task_name": task_name,
"start_time": datetime.now().isoformat(),
**serialized_task,
},
agent_role=agent_role,
)
def emit_task_finish(
crew_id: str, task_id: str, task_name: str, result: Any, duration: float
task: Task,
inputs: Dict[str, Any],
output: TaskOutput,
task_index: int,
was_replayed: bool = False,
) -> None:
emit(
CrewEvents.TASK_FINISH,
{
"crew_id": crew_id,
"task_id": task_id,
"task_name": task_name,
"finish_time": datetime.now().isoformat(),
"result": result,
"duration": duration,
"task": task.serialize(),
"output": {
"description": output.description,
"summary": output.summary,
"raw": output.raw,
"pydantic": output.pydantic,
"json_dict": output.json_dict,
"output_format": output.output_format,
"agent": output.agent,
},
"task_index": task_index,
"inputs": inputs,
"was_replayed": was_replayed,
},
)