-
Notifications
You must be signed in to change notification settings - Fork 169
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Add genai system-specific conventions for Azure AI Inference (#1393)
Co-authored-by: Joao Grassi <5938087+joaopgrassi@users.noreply.github.com>
- Loading branch information
1 parent
f336f0e
commit 7abcbcb
Showing
11 changed files
with
190 additions
and
67 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,4 @@ | ||
| change_type: enhancement | ||
| component: gen_ai | ||
| note: Add system-specific conventions for Azure AI Inference. | ||
| issues: [1393] |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,87 @@ | ||
| <!--- Hugo front matter used to generate the website version of this page: | ||
| linkTitle: Azure AI Inference | ||
| ---> | ||
|
|
||
| # Semantic Conventions for Azure AI Inference | ||
|
|
||
| **Status**: [Experimental][DocumentStatus] | ||
|
|
||
| The Semantic Conventions for [Azure AI Inference](https://learn.microsoft.com/azure/ai-studio) extend and override the [GenAI Semantic Conventions](README.md). | ||
|
|
||
| ## Azure AI Inference Spans | ||
|
|
||
| `gen_ai.system` MUST be set to `"az.ai.inference"` and SHOULD be provided **at span creation time**. | ||
|
|
||
| ### Attributes | ||
|
|
||
| <!-- semconv trace.gen_ai.az.ai.inference.client --> | ||
| <!-- NOTE: THIS TEXT IS AUTOGENERATED. DO NOT EDIT BY HAND. --> | ||
| <!-- see templates/registry/markdown/snippet.md.j2 --> | ||
| <!-- prettier-ignore-start --> | ||
| <!-- markdownlint-capture --> | ||
| <!-- markdownlint-disable --> | ||
|
|
||
| | Attribute | Type | Description | Examples | [Requirement Level](https://opentelemetry.io/docs/specs/semconv/general/attribute-requirement-level/) | Stability | | ||
| |---|---|---|---|---|---| | ||
| | [`gen_ai.operation.name`](/docs/attributes-registry/gen-ai.md) | string | The name of the operation being performed. [1] | `chat`; `text_completion` | `Required` |  | | ||
| | [`error.type`](/docs/attributes-registry/error.md) | string | Describes a class of error the operation ended with. [2] | `timeout`; `java.net.UnknownHostException`; `server_certificate_invalid`; `500` | `Conditionally Required` if the operation ended in an error |  | | ||
| | [`gen_ai.request.model`](/docs/attributes-registry/gen-ai.md) | string | The name of the GenAI model a request is being made to. [3] | `gpt-4` | `Conditionally Required` If available. |  | | ||
| | [`server.port`](/docs/attributes-registry/server.md) | int | GenAI server port. [4] | `80`; `8080`; `443` | `Conditionally Required` If not default (443). |  | | ||
| | [`az.namespace`](/docs/attributes-registry/azure.md) | string | [Azure Resource Provider Namespace](https://learn.microsoft.com/azure/azure-resource-manager/management/azure-services-resource-providers) as recognized by the client. [5] | `Microsoft.CognitiveServices` | `Recommended` |  | | ||
| | [`gen_ai.request.frequency_penalty`](/docs/attributes-registry/gen-ai.md) | double | The frequency penalty setting for the GenAI request. | `0.1` | `Recommended` |  | | ||
| | [`gen_ai.request.max_tokens`](/docs/attributes-registry/gen-ai.md) | int | The maximum number of tokens the model generates for a request. | `100` | `Recommended` |  | | ||
| | [`gen_ai.request.presence_penalty`](/docs/attributes-registry/gen-ai.md) | double | The presence penalty setting for the GenAI request. | `0.1` | `Recommended` |  | | ||
| | [`gen_ai.request.stop_sequences`](/docs/attributes-registry/gen-ai.md) | string[] | List of sequences that the model will use to stop generating further tokens. | `["forest", "lived"]` | `Recommended` |  | | ||
| | [`gen_ai.request.temperature`](/docs/attributes-registry/gen-ai.md) | double | The temperature setting for the GenAI request. | `0.0` | `Recommended` |  | | ||
| | [`gen_ai.request.top_p`](/docs/attributes-registry/gen-ai.md) | double | The top_p sampling setting for the GenAI request. | `1.0` | `Recommended` |  | | ||
| | [`gen_ai.response.finish_reasons`](/docs/attributes-registry/gen-ai.md) | string[] | Array of reasons the model stopped generating tokens, corresponding to each generation received. | `["stop"]`; `["stop", "length"]` | `Recommended` |  | | ||
| | [`gen_ai.response.id`](/docs/attributes-registry/gen-ai.md) | string | The unique identifier for the completion. | `chatcmpl-123` | `Recommended` |  | | ||
| | [`gen_ai.response.model`](/docs/attributes-registry/gen-ai.md) | string | The name of the model that generated the response. [6] | `gpt-4-0613` | `Recommended` |  | | ||
| | [`gen_ai.usage.input_tokens`](/docs/attributes-registry/gen-ai.md) | int | The number of prompt tokens as reported in the usage prompt_tokens property of the response. | `100` | `Recommended` |  | | ||
| | [`gen_ai.usage.output_tokens`](/docs/attributes-registry/gen-ai.md) | int | The number of completion tokens as reported in the usage completion_tokens property of the response. | `180` | `Recommended` |  | | ||
| | [`server.address`](/docs/attributes-registry/server.md) | string | GenAI server address. [7] | `example.com`; `10.1.2.80`; `/tmp/my.sock` | `Recommended` |  | | ||
|
|
||
| **[1]:** If one of the predefined values applies, but specific system uses a different name it's RECOMMENDED to document it in the semantic conventions for specific GenAI system and use system-specific name in the instrumentation. If a different name is not documented, instrumentation libraries SHOULD use applicable predefined value. | ||
|
|
||
| **[2]:** The `error.type` SHOULD match the error code returned by the Generative AI 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. | ||
|
|
||
| **[3]:** The name of the GenAI model a request is being made to. If the model is supplied by a vendor, then the value must be the exact name of the model requested. If the model is a fine-tuned custom model, the value should have a more specific name than the base model that's been fine-tuned. | ||
|
|
||
| **[4]:** When observed from the client side, and when communicating through an intermediary, `server.port` SHOULD represent the server port behind any intermediaries, for example proxies, if it's available. | ||
|
|
||
| **[5]:** When `az.namespace` attribute is populated, it MUST be set to `Microsoft.CognitiveServices` for all operations performed by Azure AI Inference clients. | ||
|
|
||
| **[6]:** If available. The name of the GenAI model that provided the response. If the model is supplied by a vendor, then the value must be the exact name of the model actually used. If the model is a fine-tuned custom model, the value should have a more specific name than the base model that's been fine-tuned. | ||
|
|
||
| **[7]:** When observed from the client side, and when communicating through an intermediary, `server.address` SHOULD represent the server address behind any intermediaries, for example proxies, if it's available. | ||
|
|
||
|
|
||
|
|
||
| `error.type` has the following list of well-known values. If one of them applies, then the respective value MUST be used; otherwise, a custom value MAY be used. | ||
|
|
||
| | Value | Description | Stability | | ||
| |---|---|---| | ||
| | `_OTHER` | A fallback error value to be used when the instrumentation doesn't define a custom value. |  | | ||
|
|
||
|
|
||
| `gen_ai.operation.name` has the following list of well-known values. If one of them applies, then the respective value MUST be used; otherwise, a custom value MAY be used. | ||
|
|
||
| | Value | Description | Stability | | ||
| |---|---|---| | ||
| | `chat` | Chat completion operation such as [OpenAI Chat API](https://platform.openai.com/docs/api-reference/chat) |  | | ||
| | `text_completion` | Text completions operation such as [OpenAI Completions API (Legacy)](https://platform.openai.com/docs/api-reference/completions) |  | | ||
|
|
||
|
|
||
|
|
||
| <!-- markdownlint-restore --> | ||
| <!-- prettier-ignore-end --> | ||
| <!-- END AUTOGENERATED TEXT --> | ||
| <!-- endsemconv --> | ||
|
|
||
| ## Azure AI Inference Metrics | ||
|
|
||
| Azure AI Inference metrics follow generic [Generative AI metrics](gen-ai-metrics.md). | ||
|
|
||
| [DocumentStatus]: https://opentelemetry.io/docs/specs/otel/document-status |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.