<p align="center">
<a target="_blank" href="https://phoenix.arize.com" style="background:none">
<img alt="arize banner" src="https://storage.googleapis.com/arize-assets/arize-logo-white.jpg" width="auto" height="auto"></img>
</a>
<br/>
<br/>
<a href="https://docs.arize.com/">
<img src="https://img.shields.io/static/v1?message=Docs&logo=data:image/png;base64,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&labelColor=grey&color=blue&logoColor=white&label=%20"/>
</a>
<a target="_blank" href="https://join.slack.com/t/arize-ai/shared_invite/zt-1px8dcmlf-fmThhDFD_V_48oU7ALan4Q">
<img src="https://img.shields.io/static/v1?message=Community&logo=slack&labelColor=grey&color=blue&logoColor=white&label=%20"/>
</a>
<br/>
<a target="_blank" href="https://pypi.org/project/arize-otel/">
<img src="https://img.shields.io/pypi/v/arize-otel">
</a>
<a target="_blank" href="https://pypi.org/project/arize-otel/">
<img src="https://img.shields.io/pypi/status/arize-otel?style=flat&logo=ticktick&logoColor=white"/>
</a>
<a target="_blank" href="https://pypi.org/project/arize-otel/">
<img src="https://img.shields.io/pypi/pyversions/arize-otel?logo=python&logoColor=white">
</a>
<a target="_blank" href="https://github.com/Arize-ai/arize-otel-python/blob/main/LICENSE">
<img src="https://img.shields.io/pypi/l/arize-otel">
</a>
</p>
---
## Overview
The `arize-otel` package is meant to be a very lightweight convenience package to help set up OpenTelemetry for tracing LLM applications
and send the traces to [Arize](https://arize.com/), [Phoenix](https://phoenix.arize.com/), or custom collectors.
## Installation
Install `arize-otel` using `pip`
```bash
pip install arize-otel
```
## Quickstart
You only need one import to use this package:
```python
from arize_otel import register_otel, Endpoints
```
The following examples showcase how to use `register_otel` to setup Opentelemetry in order to send traces to a collector. However,
this is **NOT** the same as [instrumenting](https://docs.arize.com/phoenix/tracing/concepts-tracing/how-does-tracing-work)
your application. For instance, you can use any of our [OpenInference AutoInstrumentators](https://github.com/Arize-ai/openinference).
Assuming we use the OpenAI AutoInstrumentation, we need to run `instrument()` _after_ using `register_otel`:
```python
# Setup OTEL via our convenience function
register_otel(
# See details in examples below...
)
# Instrument your application using OpenInference AutoInstrumentators
from openinference.instrumentation.openai import OpenAIInstrumentor
OpenAIInstrumentor().instrument()
```
The above code snippet will yield a fully setup and instrumented application. It is worth noting that this is completely **optional**. The usage of this
package is for convenience only, you can set up OpenTelemetry and send traces to Arize and Phoenix without installing this or any other package from Arize.
In the following sections we have examples on how to use the `register_otel` function:
### Send traces to Arize
To send traces to Arize you need to authenticate via the space and API keys. You can find them in the Space Settings page in the Arize platform. In addition,
you'll need to specify the model ID, an unique name to identify your model in the Arize platform. Optionally, you can set the model version, which serves to
to group a subset of data, given the same model ID, to compare and track changes.
```python
register_otel(
endpoints = Endpoints.ARIZE,
space_key = "your-space-key",
api_key = "your-api-key",
model_id = "your-model-id",
model_version = "your-model-version", # OPTIONAL
)
```
### Send traces to Phoenix
To send traces to your local Phoenix server you just need to provide the correct endpoint. In the example below we have specified the default Phoenix endpoint,
but you can specify your own (see next example). Optionally, you can specify a project to send the traces to. A project is a collection of traces that
are related to a single application or service. You can have multiple projects, each with multiple traces.
```python
register_otel(
endpoints = Endpoints.PHOENIX_LOCAL,
project_name = "your-project-name", # OPTIONAL
)
```
### Send traces to Custom Endpoint
Sending traces to a collector on a custom endpoint is simple, you just need to provide the endpoint. If this endpoint corresponds to an Arize or Phoenix deployment,
you can add any of the options described in the examples above.
```python
register_otel(
endpoints = "https://my-custom-endpoint"
# any other options...
)
```
### Send traces to Multiple Endpoints
In this example we send traces to the default Arize and Phoenix endpoints, as well as to a third custom one. We also set all the options mentioned until now.
```python
register_otel(
endpoints = [
Endpoints.ARIZE,
Endpoints.PHOENIX_LOCAL,
"https://my-custom-endpoint",
]
space_key = "your-space-key",
api_key = "your-api-key",
model_id = "your-model-id",
model_version = "your-model-version", # OPTIONAL
project_name = "your-project-name", # OPTIONAL
)
```
### Debug
As you're setting up your tracing, it is helpful to print to console the spans created. You can achieve this by setting `log_to_console=True`.
```python
register_otel(
# other options...
log_to_console=True
)
```
## Questions?
Find us in our [Slack Community](https://join.slack.com/t/arize-ai/shared_invite/zt-1px8dcmlf-fmThhDFD_V_48oU7ALan4Q) or email support@arize.com
## Copyright, Patent, and License
Copyright 2024 Arize AI, Inc. All Rights Reserved.
This software is licensed under the terms of the 3-Clause BSD License. See [LICENSE](https://github.com/Arize-ai/arize-otel-python/blob/main/LICENSE).
Raw data
{
"_id": null,
"home_page": null,
"name": "arize-otel",
"maintainer": null,
"docs_url": null,
"requires_python": "<3.13,>=3.8",
"maintainer_email": "Arize AI <support@arize.com>",
"keywords": "Explainability, Monitoring, Observability, Tracing",
"author": null,
"author_email": "Arize AI <support@arize.com>",
"download_url": "https://files.pythonhosted.org/packages/d3/a2/67be49822476ab5176baae86f422a67e66734b2b16c7a6f293f2e9f42932/arize_otel-0.1.1.tar.gz",
"platform": null,
"description": "<p align=\"center\">\n <a target=\"_blank\" href=\"https://phoenix.arize.com\" style=\"background:none\">\n <img alt=\"arize banner\" src=\"https://storage.googleapis.com/arize-assets/arize-logo-white.jpg\" width=\"auto\" height=\"auto\"></img>\n </a>\n <br/>\n <br/>\n <a href=\"https://docs.arize.com/\">\n <img src=\"https://img.shields.io/static/v1?message=Docs&logo=data:image/png;base64,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&labelColor=grey&color=blue&logoColor=white&label=%20\"/>\n </a>\n <a target=\"_blank\" href=\"https://join.slack.com/t/arize-ai/shared_invite/zt-1px8dcmlf-fmThhDFD_V_48oU7ALan4Q\">\n <img src=\"https://img.shields.io/static/v1?message=Community&logo=slack&labelColor=grey&color=blue&logoColor=white&label=%20\"/>\n </a>\n <br/>\n <a target=\"_blank\" href=\"https://pypi.org/project/arize-otel/\">\n <img src=\"https://img.shields.io/pypi/v/arize-otel\">\n </a>\n <a target=\"_blank\" href=\"https://pypi.org/project/arize-otel/\">\n <img src=\"https://img.shields.io/pypi/status/arize-otel?style=flat&logo=ticktick&logoColor=white\"/>\n </a>\n <a target=\"_blank\" href=\"https://pypi.org/project/arize-otel/\">\n <img src=\"https://img.shields.io/pypi/pyversions/arize-otel?logo=python&logoColor=white\">\n </a>\n <a target=\"_blank\" href=\"https://github.com/Arize-ai/arize-otel-python/blob/main/LICENSE\">\n <img src=\"https://img.shields.io/pypi/l/arize-otel\">\n </a>\n\n</p>\n\n---\n\n## Overview\n\nThe `arize-otel` package is meant to be a very lightweight convenience package to help set up OpenTelemetry for tracing LLM applications\nand send the traces to [Arize](https://arize.com/), [Phoenix](https://phoenix.arize.com/), or custom collectors.\n\n## Installation\n\nInstall `arize-otel` using `pip`\n\n```bash\npip install arize-otel\n```\n\n## Quickstart\n\nYou only need one import to use this package:\n\n```python\nfrom arize_otel import register_otel, Endpoints\n```\n\nThe following examples showcase how to use `register_otel` to setup Opentelemetry in order to send traces to a collector. However,\nthis is **NOT** the same as [instrumenting](https://docs.arize.com/phoenix/tracing/concepts-tracing/how-does-tracing-work)\nyour application. For instance, you can use any of our [OpenInference AutoInstrumentators](https://github.com/Arize-ai/openinference).\nAssuming we use the OpenAI AutoInstrumentation, we need to run `instrument()` _after_ using `register_otel`:\n\n```python\n# Setup OTEL via our convenience function\nregister_otel(\n # See details in examples below...\n)\n\n# Instrument your application using OpenInference AutoInstrumentators\nfrom openinference.instrumentation.openai import OpenAIInstrumentor\nOpenAIInstrumentor().instrument()\n\n```\n\nThe above code snippet will yield a fully setup and instrumented application. It is worth noting that this is completely **optional**. The usage of this\npackage is for convenience only, you can set up OpenTelemetry and send traces to Arize and Phoenix without installing this or any other package from Arize.\n\nIn the following sections we have examples on how to use the `register_otel` function:\n\n### Send traces to Arize\n\nTo send traces to Arize you need to authenticate via the space and API keys. You can find them in the Space Settings page in the Arize platform. In addition,\nyou'll need to specify the model ID, an unique name to identify your model in the Arize platform. Optionally, you can set the model version, which serves to\nto group a subset of data, given the same model ID, to compare and track changes.\n\n```python\nregister_otel(\n endpoints = Endpoints.ARIZE,\n space_key = \"your-space-key\",\n api_key = \"your-api-key\",\n model_id = \"your-model-id\",\n model_version = \"your-model-version\", # OPTIONAL\n)\n```\n\n### Send traces to Phoenix\n\nTo send traces to your local Phoenix server you just need to provide the correct endpoint. In the example below we have specified the default Phoenix endpoint,\nbut you can specify your own (see next example). Optionally, you can specify a project to send the traces to. A project is a collection of traces that\nare related to a single application or service. You can have multiple projects, each with multiple traces.\n\n```python\nregister_otel(\n endpoints = Endpoints.PHOENIX_LOCAL,\n project_name = \"your-project-name\", # OPTIONAL\n)\n```\n\n### Send traces to Custom Endpoint\n\nSending traces to a collector on a custom endpoint is simple, you just need to provide the endpoint. If this endpoint corresponds to an Arize or Phoenix deployment,\nyou can add any of the options described in the examples above.\n\n```python\nregister_otel(\n endpoints = \"https://my-custom-endpoint\"\n # any other options...\n)\n```\n\n### Send traces to Multiple Endpoints\n\nIn this example we send traces to the default Arize and Phoenix endpoints, as well as to a third custom one. We also set all the options mentioned until now.\n\n```python\nregister_otel(\n endpoints = [\n Endpoints.ARIZE,\n Endpoints.PHOENIX_LOCAL,\n \"https://my-custom-endpoint\",\n ]\n space_key = \"your-space-key\",\n api_key = \"your-api-key\",\n model_id = \"your-model-id\",\n model_version = \"your-model-version\", # OPTIONAL\n project_name = \"your-project-name\", # OPTIONAL\n)\n```\n\n### Debug\n\nAs you're setting up your tracing, it is helpful to print to console the spans created. You can achieve this by setting `log_to_console=True`.\n\n```python\nregister_otel(\n # other options...\n log_to_console=True\n)\n```\n\n## Questions?\n\nFind us in our [Slack Community](https://join.slack.com/t/arize-ai/shared_invite/zt-1px8dcmlf-fmThhDFD_V_48oU7ALan4Q) or email support@arize.com\n\n## Copyright, Patent, and License\n\nCopyright 2024 Arize AI, Inc. All Rights Reserved.\n\nThis software is licensed under the terms of the 3-Clause BSD License. See [LICENSE](https://github.com/Arize-ai/arize-otel-python/blob/main/LICENSE).\n",
"bugtrack_url": null,
"license": "BSD",
"summary": "Helper package for OTEL setup to send traces to Arize & Phoenix",
"version": "0.1.1",
"project_urls": {
"Changelog": "https://github.com/Arize-ai/arize-otel-python/blob/main/CHANGELOG.md",
"Documentation": "https://docs.arize.com/arize/large-language-models/tracing",
"Issues": "https://github.com/Arize-ai/arize-otel-python/issues",
"Source": "https://github.com/Arize-ai/arize-otel-python"
},
"split_keywords": [
"explainability",
" monitoring",
" observability",
" tracing"
],
"urls": [
{
"comment_text": "",
"digests": {
"blake2b_256": "9582169d3a7d9e79de944f1ffec381c406a5e5de48fcf60159fd7ee445be9eac",
"md5": "7d7beff31873801687521aeba1997328",
"sha256": "775382660a5fbdaecfca7f58d5d3732962c644faea67211c3d0e1e37dbb95bbe"
},
"downloads": -1,
"filename": "arize_otel-0.1.1-py3-none-any.whl",
"has_sig": false,
"md5_digest": "7d7beff31873801687521aeba1997328",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": "<3.13,>=3.8",
"size": 8392,
"upload_time": "2024-06-10T23:39:28",
"upload_time_iso_8601": "2024-06-10T23:39:28.416068Z",
"url": "https://files.pythonhosted.org/packages/95/82/169d3a7d9e79de944f1ffec381c406a5e5de48fcf60159fd7ee445be9eac/arize_otel-0.1.1-py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "d3a267be49822476ab5176baae86f422a67e66734b2b16c7a6f293f2e9f42932",
"md5": "4e356b27bc1ddc527690915d02066767",
"sha256": "cc786a04db45bbe2de795747ed881cc69b0ed36df567f6e40e32250a435322b1"
},
"downloads": -1,
"filename": "arize_otel-0.1.1.tar.gz",
"has_sig": false,
"md5_digest": "4e356b27bc1ddc527690915d02066767",
"packagetype": "sdist",
"python_version": "source",
"requires_python": "<3.13,>=3.8",
"size": 7716,
"upload_time": "2024-06-10T23:39:29",
"upload_time_iso_8601": "2024-06-10T23:39:29.922070Z",
"url": "https://files.pythonhosted.org/packages/d3/a2/67be49822476ab5176baae86f422a67e66734b2b16c7a6f293f2e9f42932/arize_otel-0.1.1.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"upload_time": "2024-06-10 23:39:29",
"github": true,
"gitlab": false,
"bitbucket": false,
"codeberg": false,
"github_user": "Arize-ai",
"github_project": "arize-otel-python",
"github_not_found": true,
"lcname": "arize-otel"
}
JSON
