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Original file line number Diff line number Diff line change
Expand Up @@ -42,6 +42,7 @@
"MILVUS": "Milvus",
"GRAPHLIT": "Graphlit",
"PHIDATA": "Phidata",
"AGNO": "Agno",
}

LANGTRACE_ADDITIONAL_SPAN_ATTRIBUTES_KEY = "langtrace_additional_attributes"
2 changes: 2 additions & 0 deletions src/langtrace_python_sdk/instrumentation/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -31,6 +31,7 @@
from .google_genai import GoogleGenaiInstrumentation
from .graphlit import GraphlitInstrumentation
from .phidata import PhiDataInstrumentation
from .agno import AgnoInstrumentation

__all__ = [
"AnthropicInstrumentation",
Expand Down Expand Up @@ -63,4 +64,5 @@
"CrewaiToolsInstrumentation",
"GraphlitInstrumentation",
"PhiDataInstrumentation",
"AgnoInstrumentation",
]
5 changes: 5 additions & 0 deletions src/langtrace_python_sdk/instrumentation/agno/__init__.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,5 @@
from .instrumentation import AgnoInstrumentation

__all__ = [
"AgnoInstrumentation",
]
80 changes: 80 additions & 0 deletions src/langtrace_python_sdk/instrumentation/agno/instrumentation.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,80 @@
"""
Copyright (c) 2024 Scale3 Labs

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
"""

from opentelemetry.instrumentation.instrumentor import BaseInstrumentor
from opentelemetry.trace import get_tracer
from wrapt import wrap_function_wrapper as _W
from typing import Collection
from importlib_metadata import version as v
from .patch import patch_agent, patch_memory

class AgnoInstrumentation(BaseInstrumentor):
def instrumentation_dependencies(self) -> Collection[str]:
return ["agno >= 1.1.4"]

def _instrument(self, **kwargs):
tracer_provider = kwargs.get("tracer_provider")
tracer = get_tracer(__name__, "", tracer_provider)
version = v("agno")

try:
_W(
"agno.agent.agent",
"Agent.run",
patch_agent("Agent.run", version, tracer),
)
_W(
"agno.agent.agent",
"Agent.arun",
patch_agent("Agent.arun", version, tracer),
)
_W(
"agno.agent.agent",
"Agent._run",
patch_agent("Agent._run", version, tracer),
)
_W(
"agno.agent.agent",
"Agent._arun",
patch_agent("Agent._arun", version, tracer),
)

_W(
"agno.memory.agent",
"AgentMemory.update_memory",
patch_memory("AgentMemory.update_memory", version, tracer),
)
_W(
"agno.memory.agent",
"AgentMemory.aupdate_memory",
patch_memory("AgentMemory.aupdate_memory", version, tracer),
)
_W(
"agno.memory.agent",
"AgentMemory.update_summary",
patch_memory("AgentMemory.update_summary", version, tracer),
)
_W(
"agno.memory.agent",
"AgentMemory.aupdate_summary",
patch_memory("AgentMemory.aupdate_summary", version, tracer),
)

except Exception:
pass

def _uninstrument(self, **kwargs):
pass
261 changes: 261 additions & 0 deletions src/langtrace_python_sdk/instrumentation/agno/patch.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,261 @@
import json
from importlib_metadata import version as v
from langtrace.trace_attributes import FrameworkSpanAttributes
from opentelemetry import baggage
from opentelemetry.trace import Span, SpanKind, Tracer
from opentelemetry.trace.status import Status, StatusCode
from typing import Dict, Any, Optional

from langtrace_python_sdk.constants import LANGTRACE_SDK_NAME
from langtrace_python_sdk.constants.instrumentation.common import (
LANGTRACE_ADDITIONAL_SPAN_ATTRIBUTES_KEY,
SERVICE_PROVIDERS,
)
from langtrace_python_sdk.utils import set_span_attribute
from langtrace_python_sdk.utils.llm import get_span_name, set_span_attributes
from langtrace_python_sdk.utils.misc import serialize_args, serialize_kwargs

def _extract_metrics(metrics: Dict[str, Any]) -> Dict[str, Any]:
"""Helper function to extract and format metrics"""
formatted_metrics = {}

# Extract basic metrics
for key in ['time', 'time_to_first_token', 'input_tokens', 'output_tokens',
'prompt_tokens', 'completion_tokens', 'total_tokens']:
if key in metrics:
formatted_metrics[key] = metrics[key]

# Extract nested metric details if present
if 'prompt_tokens_details' in metrics:
formatted_metrics['prompt_tokens_details'] = metrics['prompt_tokens_details']
if 'completion_tokens_details' in metrics:
formatted_metrics['completion_tokens_details'] = metrics['completion_tokens_details']
if 'tool_call_times' in metrics:
formatted_metrics['tool_call_times'] = metrics['tool_call_times']

return formatted_metrics

def patch_memory(operation_name, version, tracer: Tracer):
def traced_method(wrapped, instance, args, kwargs):
service_provider = SERVICE_PROVIDERS["AGNO"]
extra_attributes = baggage.get_baggage(LANGTRACE_ADDITIONAL_SPAN_ATTRIBUTES_KEY)
span_attributes = {
"langtrace.sdk.name": "langtrace-python-sdk",
"langtrace.service.name": service_provider,
"langtrace.service.type": "framework",
"langtrace.service.version": version,
"langtrace.version": v(LANGTRACE_SDK_NAME),
**(extra_attributes if extra_attributes is not None else {}),
}

span_attributes.update({
"agno.memory.type": type(instance).__name__,
"agno.memory.create_session_summary": str(instance.create_session_summary),
"agno.memory.create_user_memories": str(instance.create_user_memories),
"agno.memory.retrieval": str(instance.retrieval)
})

inputs = {}
if len(args) > 0:
inputs["args"] = serialize_args(*args)
if len(kwargs) > 0:
inputs["kwargs"] = serialize_kwargs(**kwargs)
span_attributes["agno.memory.inputs"] = json.dumps(inputs)

attributes = FrameworkSpanAttributes(**span_attributes)

with tracer.start_as_current_span(
get_span_name(operation_name), kind=SpanKind.CLIENT
) as span:
try:
set_span_attributes(span, attributes)
result = wrapped(*args, **kwargs)

if result is not None:
set_span_attribute(span, "agno.memory.output", str(result))

if instance.summary is not None:
set_span_attribute(span, "agno.memory.summary", str(instance.summary))
if instance.memories is not None:
set_span_attribute(span, "agno.memory.memories_count", str(len(instance.memories)))

span.set_status(Status(StatusCode.OK))
return result

except Exception as err:
span.record_exception(err)
span.set_status(Status(StatusCode.ERROR, str(err)))
raise

return traced_method

def patch_agent(operation_name, version, tracer: Tracer):
def traced_method(wrapped, instance, args, kwargs):
service_provider = SERVICE_PROVIDERS["AGNO"]
extra_attributes = baggage.get_baggage(LANGTRACE_ADDITIONAL_SPAN_ATTRIBUTES_KEY)
span_attributes = {
"langtrace.sdk.name": "langtrace-python-sdk",
"langtrace.service.name": service_provider,
"langtrace.service.type": "framework",
"langtrace.service.version": version,
"langtrace.version": v(LANGTRACE_SDK_NAME),
**(extra_attributes if extra_attributes is not None else {}),
}

attributes = FrameworkSpanAttributes(**span_attributes)

with tracer.start_as_current_span(
get_span_name(operation_name), kind=SpanKind.CLIENT
) as span:
try:
set_span_attributes(span, attributes)
AgnoSpanAttributes(span=span, instance=instance)
result_generator = wrapped(*args, **kwargs)

accumulated_content = ""
current_tool_call = None
response_metadata = None
seen_tool_calls = set()

try:
for response in result_generator:
if not hasattr(response, 'to_dict'):
yield response
continue

if not response_metadata:
response_metadata = {
"run_id": response.run_id,
"agent_id": response.agent_id,
"session_id": response.session_id,
"model": response.model,
"content_type": response.content_type,
}
for key, value in response_metadata.items():
if value is not None:
set_span_attribute(span, f"agno.agent.{key}", str(value))

if response.content:
accumulated_content += response.content
set_span_attribute(span, "agno.agent.response", accumulated_content)

if response.messages:
for msg in response.messages:
if msg.tool_calls:
for tool_call in msg.tool_calls:
tool_id = tool_call.get('id')
if tool_id and tool_id not in seen_tool_calls:
seen_tool_calls.add(tool_id)
tool_info = {
'id': tool_id,
'name': tool_call.get('function', {}).get('name'),
'arguments': tool_call.get('function', {}).get('arguments'),
'start_time': msg.created_at,
}
current_tool_call = tool_info
set_span_attribute(span, f"agno.agent.tool_call.{tool_id}", json.dumps(tool_info))

if msg.metrics:
metrics = _extract_metrics(msg.metrics)
role_prefix = f"agno.agent.metrics.{msg.role}"
for key, value in metrics.items():
set_span_attribute(span, f"{role_prefix}.{key}", str(value))

if response.tools:
for tool in response.tools:
tool_id = tool.get('tool_call_id')
if tool_id and current_tool_call and current_tool_call['id'] == tool_id:
tool_result = {
**current_tool_call,
'result': tool.get('content'),
'error': tool.get('tool_call_error'),
'end_time': tool.get('created_at'),
'metrics': tool.get('metrics'),
}
set_span_attribute(span, f"agno.agent.tool_call.{tool_id}", json.dumps(tool_result))
current_tool_call = None

yield response

except Exception as err:
span.record_exception(err)
span.set_status(Status(StatusCode.ERROR, str(err)))
raise
finally:
span.set_status(Status(StatusCode.OK))
if len(seen_tool_calls) > 0:
span.set_attribute("agno.agent.total_tool_calls", len(seen_tool_calls))
except Exception as err:
span.record_exception(err)
span.set_status(Status(StatusCode.ERROR, str(err)))
raise

return traced_method

class AgnoSpanAttributes:
span: Span
agent_data: dict

def __init__(self, span: Span, instance) -> None:
self.span = span
self.instance = instance
self.agent_data = {
"memory": {},
"model": {},
"tools": [],
}

self.run()

def run(self):
instance_attrs = {
"agent_id": self.instance.agent_id,
"session_id": self.instance.session_id,
"name": self.instance.name,
"markdown": self.instance.markdown,
"reasoning": self.instance.reasoning,
"add_references": self.instance.add_references,
"show_tool_calls": self.instance.show_tool_calls,
"stream": self.instance.stream,
"stream_intermediate_steps": self.instance.stream_intermediate_steps,
}

for key, value in instance_attrs.items():
if value is not None:
set_span_attribute(self.span, f"agno.agent.{key}", str(value))

if self.instance.model:
model_attrs = {
"id": self.instance.model.id,
"name": self.instance.model.name,
"provider": self.instance.model.provider,
"structured_outputs": self.instance.model.structured_outputs,
"supports_structured_outputs": self.instance.model.supports_structured_outputs,
}
for key, value in model_attrs.items():
if value is not None:
set_span_attribute(self.span, f"agno.agent.model.{key}", str(value))

if hasattr(self.instance.model, 'metrics') and self.instance.model.metrics:
metrics = _extract_metrics(self.instance.model.metrics)
set_span_attribute(self.span, "agno.agent.model.metrics", json.dumps(metrics))

if self.instance.tools:
tool_list = []
for tool in self.instance.tools:
if hasattr(tool, "name"):
tool_list.append(tool.name)
elif hasattr(tool, "__name__"):
tool_list.append(tool.__name__)
set_span_attribute(self.span, "agno.agent.tools", str(tool_list))

if self.instance.memory:
memory_attrs = {
"create_session_summary": self.instance.memory.create_session_summary,
"create_user_memories": self.instance.memory.create_user_memories,
"update_session_summary_after_run": self.instance.memory.update_session_summary_after_run,
"update_user_memories_after_run": self.instance.memory.update_user_memories_after_run,
}
for key, value in memory_attrs.items():
if value is not None:
set_span_attribute(self.span, f"agno.agent.memory.{key}", str(value))
2 changes: 2 additions & 0 deletions src/langtrace_python_sdk/langtrace.py
Original file line number Diff line number Diff line change
Expand Up @@ -75,6 +75,7 @@
GoogleGenaiInstrumentation,
GraphlitInstrumentation,
PhiDataInstrumentation,
AgnoInstrumentation,
)
from opentelemetry.util.re import parse_env_headers
from sentry_sdk.types import Event, Hint
Expand Down Expand Up @@ -325,6 +326,7 @@ def init(
"google-genai": GoogleGenaiInstrumentation(),
"graphlit-client": GraphlitInstrumentation(),
"phidata": PhiDataInstrumentation(),
"agno": AgnoInstrumentation(),
"mistralai": MistralInstrumentation(),
"boto3": AWSBedrockInstrumentation(),
"autogen": AutogenInstrumentation(),
Expand Down
2 changes: 1 addition & 1 deletion src/langtrace_python_sdk/version.py
Original file line number Diff line number Diff line change
@@ -1 +1 @@
__version__ = "3.7.0"
__version__ = "3.8.0"