-
Notifications
You must be signed in to change notification settings - Fork 783
Telemetry for openai agents #3762
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
base: main
Are you sure you want to change the base?
Changes from 5 commits
e414c1e
b42aeba
475c23b
939c015
4bfbcd3
51bd178
327acf8
69262d6
d8b67f1
61f01cb
7137cab
a14881a
2f62564
2f59dd7
a38ebc8
5c47332
303c1ff
1c4ced3
746c934
353fdb0
8a90db1
91ee492
dd2fd58
a6cd2b0
935f7dc
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,2 @@ | ||
examples/.env | ||
examples/openai_agents_multi_agent_travel/.env |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,20 @@ | ||
# Changelog | ||
|
||
## Unreleased | ||
|
||
### Added | ||
|
||
- Initial implementation of OpenAI Agents instrumentation | ||
nagkumar91 marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
- Support for OpenAI API client tracing in agent frameworks | ||
- Capture of request/response content and metrics | ||
- Configuration options for content capture and metrics collection | ||
|
||
### Changed | ||
|
||
### Deprecated | ||
|
||
### Removed | ||
|
||
### Fixed | ||
|
||
### Security |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,201 @@ | ||
Apache License | ||
Version 2.0, January 2004 | ||
http://www.apache.org/licenses/ | ||
|
||
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION | ||
|
||
1. Definitions. | ||
|
||
"License" shall mean the terms and conditions for use, reproduction, | ||
and distribution as defined by Sections 1 through 9 of this document. | ||
|
||
"Licensor" shall mean the copyright owner or entity granting the License. | ||
|
||
"Legal Entity" shall mean the union of the acting entity and all | ||
other entities that control, are controlled by, or are under common | ||
control with that entity. For the purposes of this definition, | ||
"control" means (i) the power, direct or indirect, to cause the | ||
direction or management of such entity, whether by contract or | ||
otherwise, or (ii) ownership of fifty percent (50%) or more of the | ||
outstanding shares, or (iii) beneficial ownership of such entity. | ||
|
||
"You" (or "Your") shall mean an individual or Legal Entity | ||
exercising permissions granted by this License. | ||
|
||
"Source" form shall mean the preferred form for making modifications, | ||
including but not limited to software source code, documentation | ||
source, and configuration files. | ||
|
||
"Object" form shall mean any form resulting from mechanical | ||
transformation or translation of a Source form, including but | ||
not limited to compiled object code, generated documentation, | ||
and conversions to other media types. | ||
|
||
"Work" shall mean the work of authorship, whether in Source or | ||
Object form, made available under the License, as indicated by a | ||
copyright notice that is included in or attached to the work | ||
(which shall not include communication that is clearly marked or | ||
otherwise designated in writing by the copyright owner as "Not a Work"). | ||
|
||
"Derivative Works" shall mean any work, whether in Source or Object | ||
form, that is based upon (or derived from) the Work and for which the | ||
editorial revisions, annotations, elaborations, or other modifications | ||
represent, as a whole, an original work of authorship. For the purposes | ||
of this License, Derivative Works shall not include works that remain | ||
separable from, or merely link (or bind by name) to the interfaces of, | ||
the Work and derivative works thereof. | ||
|
||
"Contribution" shall mean any work of authorship, including | ||
the original version of the Work and any modifications or additions | ||
to that Work or Derivative Works thereof, that is intentionally | ||
submitted to Licensor for inclusion in the Work by the copyright owner | ||
or by an individual or Legal Entity authorized to submit on behalf of | ||
the copyright owner. For the purposes of this definition, "submitted" | ||
means any form of electronic, verbal, or written communication sent | ||
to the Licensor or its representatives, including but not limited to | ||
communication on electronic mailing lists, source code control | ||
systems, and issue tracking systems that are managed by, or on behalf | ||
of, the Licensor for the purpose of discussing and improving the Work, | ||
but excluding communication that is clearly marked or otherwise | ||
designated in writing by the copyright owner as "Not a Contribution." | ||
|
||
"Contributor" shall mean Licensor and any individual or Legal Entity | ||
on behalf of whom a Contribution has been received by Licensor and | ||
subsequently incorporated within the Work. | ||
|
||
2. Grant of Copyright License. Subject to the terms and conditions of | ||
this License, each Contributor hereby grants to You a perpetual, | ||
worldwide, non-exclusive, no-charge, royalty-free, irrevocable | ||
copyright license to use, reproduce, modify, distribute, and prepare | ||
Derivative Works of, publicly display, publicly perform, sublicense, | ||
and distribute the Work and such Derivative Works in Source or Object | ||
form. | ||
|
||
3. Grant of Patent License. Subject to the terms and conditions of | ||
this License, each Contributor hereby grants to You a perpetual, | ||
worldwide, non-exclusive, no-charge, royalty-free, irrevocable | ||
(except as stated in this section) patent license to make, have made, | ||
use, offer to sell, sell, import, and otherwise transfer the Work, | ||
where such license applies only to those patent claims licensable | ||
by such Contributor that are necessarily infringed by their | ||
Contribution(s) alone or by combination of their Contribution(s) | ||
with the Work to which such Contribution(s) was submitted. If You | ||
institute patent litigation against any entity (including a | ||
cross-claim or counterclaim in a lawsuit) alleging that the Work | ||
or a Contribution incorporated within the Work constitutes direct | ||
or contributory patent infringement, then any patent licenses | ||
granted to You under this License for that Work shall terminate | ||
as of the date such litigation is filed. | ||
|
||
4. Redistribution. You may reproduce and distribute copies of the | ||
Work or Derivative Works thereof in any medium, with or without | ||
modifications, and in Source or Object form, provided that You | ||
meet the following conditions: | ||
|
||
(a) You must give any other recipients of the Work or | ||
Derivative Works a copy of this License; and | ||
|
||
(b) You must cause any modified files to carry prominent notices | ||
stating that You changed the files; and | ||
|
||
(c) You must retain, in the Source form of any Derivative Works | ||
that You distribute, all copyright, trademark, patent, | ||
attribution and other notices from the Source form of the Work, | ||
excluding those notices that do not pertain to any part of | ||
the Derivative Works; and | ||
|
||
(d) If the Work includes a "NOTICE" text file as part of its | ||
distribution, then any Derivative Works that You distribute must | ||
include a readable copy of the attribution notices contained | ||
within such NOTICE file, excluding those notices that do not | ||
pertain to any part of the Derivative Works, in at least one | ||
of the following places: within a NOTICE text file distributed | ||
as part of the Derivative Works; within the Source form or | ||
documentation, if provided along with the Derivative Works; or, | ||
within a display generated by the Derivative Works, if and | ||
wherever such third-party notices normally appear. The contents | ||
of the NOTICE file are for informational purposes only and | ||
do not modify the License. You may add Your own attribution | ||
notices within Derivative Works that You distribute, alongside | ||
or as an addendum to the NOTICE text from the Work, provided | ||
that such additional attribution notices cannot be construed | ||
as modifying the License. | ||
|
||
You may add Your own copyright notice to Your modifications and | ||
may provide additional or different license terms and conditions | ||
for use, reproduction, or distribution of Your modifications, or | ||
for any such Derivative Works as a whole, provided Your use, | ||
reproduction, and distribution of the Work otherwise complies with | ||
the conditions stated in this License. | ||
|
||
5. Submission of Contributions. Unless You explicitly state otherwise, | ||
any Contribution intentionally submitted for inclusion in the Work | ||
by You to the Licensor shall be under the terms and conditions of | ||
this License, without any additional terms or conditions. | ||
Notwithstanding the above, nothing herein shall supersede or modify | ||
the terms of any separate license agreement you may have executed | ||
with Licensor regarding such Contributions. | ||
|
||
6. Trademarks. This License does not grant permission to use the trade | ||
names, trademarks, service marks, or product names of the Licensor, | ||
except as required for reasonable and customary use in describing the | ||
origin of the Work and reproducing the content of the NOTICE file. | ||
|
||
7. Disclaimer of Warranty. Unless required by applicable law or | ||
agreed to in writing, Licensor provides the Work (and each | ||
Contributor provides its Contributions) on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or | ||
implied, including, without limitation, any warranties or conditions | ||
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A | ||
PARTICULAR PURPOSE. You are solely responsible for determining the | ||
appropriateness of using or redistributing the Work and assume any | ||
risks associated with Your exercise of permissions under this License. | ||
|
||
8. Limitation of Liability. In no event and under no legal theory, | ||
whether in tort (including negligence), contract, or otherwise, | ||
unless required by applicable law (such as deliberate and grossly | ||
negligent acts) or agreed to in writing, shall any Contributor be | ||
liable to You for damages, including any direct, indirect, special, | ||
incidental, or consequential damages of any character arising as a | ||
result of this License or out of the use or inability to use the | ||
Work (including but not limited to damages for loss of goodwill, | ||
work stoppage, computer failure or malfunction, or any and all | ||
other commercial damages or losses), even if such Contributor | ||
has been advised of the possibility of such damages. | ||
|
||
9. Accepting Warranty or Support. When redistributing the Work or | ||
Derivative Works thereof, You may choose to offer, and charge a fee | ||
for, acceptance of support, warranty, indemnity, or other liability | ||
obligations and/or rights consistent with this License. However, in | ||
accepting such obligations, You may act only on Your own behalf and on | ||
Your sole responsibility, not on behalf of any other Contributor, and | ||
only if You agree to indemnify, defend, and hold each Contributor | ||
harmless for any liability incurred by, or claims asserted against, | ||
such Contributor by reason of your accepting any such warranty or support. | ||
|
||
END OF TERMS AND CONDITIONS | ||
|
||
APPENDIX: How to apply the Apache License to your work. | ||
|
||
To apply the Apache License to your work, attach the following | ||
boilerplate notice, with the fields enclosed by brackets "[]" | ||
replaced with your own identifying information. (Don't include | ||
the brackets!) The text should be enclosed in the appropriate | ||
comment syntax for the file format. We also recommend that a | ||
file or class name and description of purpose be included on the | ||
same "printed page" as the copyright notice for easier | ||
identification within third-party archives. | ||
|
||
Copyright [yyyy] [name of copyright owner] | ||
|
||
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. |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,58 @@ | ||
OpenTelemetry OpenAI Agents Instrumentation | ||
========================================== | ||
|
||
|pypi| | ||
|
||
.. |pypi| image:: https://badge.fury.io/py/opentelemetry-instrumentation-openai-agents.svg | ||
:target: https://pypi.org/project/opentelemetry-instrumentation-openai-agents/ | ||
|
||
This library allows tracing OpenAI Agents framework requests and logging of messages made by the | ||
`OpenAI Python API library <https://pypi.org/project/openai/>`_ when used with agent frameworks. | ||
|
||
It also captures the duration of the operations and the number of tokens used as metrics. | ||
|
||
Installation | ||
------------ | ||
|
||
:: | ||
|
||
pip install opentelemetry-instrumentation-openai-agents | ||
|
||
Dependency note | ||
--------------- | ||
|
||
This instrumentation integrates with the OpenAI Agents framework via the | ||
`openai-agent <https://pypi.org/project/openai-agent/>`_ package. Ensure | ||
``openai-agent>=0.1.0`` is installed in environments where agent events are | ||
emitted; otherwise, the instrumentor will load but skip processor setup. | ||
|
||
Usage | ||
----- | ||
|
||
.. code:: python | ||
|
||
from openai import OpenAI | ||
from opentelemetry.instrumentation.openai_agents import OpenAIAgentsInstrumentor | ||
|
||
OpenAIAgentsInstrumentor().instrument() | ||
|
||
# Your OpenAI agents code here | ||
client = OpenAI() | ||
|
||
API | ||
--- | ||
|
||
The `opentelemetry-instrumentation-openai-agents` package provides automatic instrumentation for the OpenAI Agents framework. | ||
|
||
Configuration | ||
------------- | ||
|
||
The following environment variables can be used to configure the instrumentation: | ||
|
||
- ``OTEL_INSTRUMENTATION_OPENAI_AGENTS_CAPTURE_CONTENT``: Set to ``true`` to capture the content of the requests and responses. Default is ``false``. | ||
nagkumar91 marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
- ``OTEL_INSTRUMENTATION_OPENAI_AGENTS_CAPTURE_METRICS``: Set to ``true`` to capture metrics. Default is ``true``. | ||
|
||
References | ||
---------- | ||
|
||
* `OpenTelemetry Project <https://opentelemetry.io/>`_ | ||
* `OpenAI Python API Library <https://pypi.org/project/openai/>`_ |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,46 @@ | ||
groups: | ||
nagkumar91 marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
- id: event.gen_ai.client.inference.operation.details | ||
name: gen_ai.client.inference.operation.details | ||
type: event | ||
stability: development | ||
brief: > | ||
Describes the details of a GenAI completion request including chat history | ||
and parameters. | ||
note: > | ||
This event is opt-in and could be used to store input and output details | ||
independently from traces. | ||
extends: attributes.gen_ai.inference.client | ||
|
||
- id: event.gen_ai.evaluation.result | ||
name: gen_ai.evaluation.result | ||
type: event | ||
stability: development | ||
brief: > | ||
This event captures the result of evaluating GenAI output for quality, accuracy, or other characteristics. | ||
This event SHOULD be parented to GenAI operation span being evaluated when possible | ||
or set `gen_ai.response.id` when span id is not available. | ||
attributes: | ||
- ref: gen_ai.evaluation.name | ||
requirement_level: required | ||
- ref: gen_ai.evaluation.score.value | ||
requirement_level: | ||
conditionally_required: if applicable | ||
- ref: gen_ai.evaluation.score.label | ||
requirement_level: | ||
conditionally_required: if applicable | ||
- ref: gen_ai.evaluation.explanation | ||
requirement_level: recommended | ||
- ref: gen_ai.response.id | ||
requirement_level: | ||
recommended: when available | ||
note: | | ||
The unique identifier assigned to the specific | ||
completion being evaluated. This attribute helps correlate the evaluation | ||
event with the corresponding operation when span id is not available. | ||
- ref: error.type | ||
requirement_level: | ||
conditionally_required: "if the operation ended in an error" | ||
note: | | ||
The `error.type` SHOULD match the error code returned by the Generative AI Evaluation provider or the client library, | ||
the canonical name of exception that occurred, or another low-cardinality error identifier. | ||
Instrumentations SHOULD document the list of errors they report. |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,31 @@ | ||
# OpenAI Agents Instrumentation Configuration Example | ||
# =================================================== | ||
|
||
# Copy this file to your project and modify as needed | ||
# Set these environment variables to configure the instrumentation | ||
|
||
# Enable/disable content capture (request/response bodies) | ||
# Default: false | ||
|
||
# Standard OpenTelemetry configuration | ||
# Set your service name | ||
OTEL_SERVICE_NAME=my-openai-agents-service | ||
|
||
# Set your service version | ||
OTEL_SERVICE_VERSION=1.0.0 | ||
|
||
# Set your resource attributes | ||
OTEL_RESOURCE_ATTRIBUTES=service.name=my-openai-agents-service,service.version=1.0.0 | ||
|
||
# Configure exporters (example for OTLP) | ||
# OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4317 | ||
# OTEL_EXPORTER_OTLP_HEADERS=api-key=your-api-key | ||
|
||
# Configure trace exporters | ||
# OTEL_TRACES_EXPORTER=otlp | ||
|
||
# Configure metrics exporters | ||
# OTEL_METRICS_EXPORTER=otlp | ||
|
||
# Configure logs exporters | ||
# OTEL_LOGS_EXPORTER=otlp |
Uh oh!
There was an error while loading. Please reload this page.