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5 changes: 5 additions & 0 deletions .chloggen/add_gen_ai_client_latency_metrics.yaml
Comment thread
kamphaus marked this conversation as resolved.
Original file line number Diff line number Diff line change
@@ -0,0 +1,5 @@
change_logs:
- description: |
Add `gen_ai.client.operation.time_to_first_chunk` and `gen_ai.client.operation.time_per_output_chunk` metrics.
issues: [3113]
link: https://github.com/open-telemetry/semantic-conventions/issues/3113
199 changes: 199 additions & 0 deletions docs/gen-ai/gen-ai-metrics.md
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,8 @@ linkTitle: Metrics
- [Generative AI client metrics](#generative-ai-client-metrics)
- [Metric: `gen_ai.client.token.usage`](#metric-gen_aiclienttokenusage)
- [Metric: `gen_ai.client.operation.duration`](#metric-gen_aiclientoperationduration)
- [Metric: `gen_ai.client.operation.time_to_first_chunk`](#metric-gen_aiclientoperationtime_to_first_chunk)
- [Metric: `gen_ai.client.operation.time_per_output_chunk`](#metric-gen_aiclientoperationtime_per_output_chunk)
- [Generative AI model server metrics](#generative-ai-model-server-metrics)
- [Metric: `gen_ai.server.request.duration`](#metric-gen_aiserverrequestduration)
- [Metric: `gen_ai.server.time_per_output_token`](#metric-gen_aiservertime_per_output_token)
Expand Down Expand Up @@ -280,6 +282,203 @@ Instrumentations SHOULD document the list of errors they report.
<!-- END AUTOGENERATED TEXT -->
<!-- endsemconv -->


### Metric: `gen_ai.client.operation.time_to_first_chunk`
Comment thread
castlenthesky marked this conversation as resolved.

This metric is [recommended][MetricRecommended].

This metric SHOULD be specified with [ExplicitBucketBoundaries] of [0.01, 0.02, 0.04, 0.08, 0.16, 0.32, 0.64, 1.28, 2.56, 5.12, 10.24, 20.48, 40.96, 81.92].
Comment thread
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<!-- semconv metric.gen_ai.client.operation.time_to_first_chunk -->
<!-- NOTE: THIS TEXT IS AUTOGENERATED. DO NOT EDIT BY HAND. -->
<!-- see templates/registry/markdown/snippet.md.j2 -->
<!-- prettier-ignore-start -->

| Name | Instrument Type | Unit (UCUM) | Description | Stability | Entity Associations |
| -------- | --------------- | ----------- | -------------- | --------- | ------ |
| `gen_ai.client.operation.time_to_first_chunk` | Histogram | `s` | Time to receive the first chunk. | ![Development](https://img.shields.io/badge/-development-blue) | |

**Attributes:**

| Key | Stability | [Requirement Level](https://opentelemetry.io/docs/specs/semconv/general/attribute-requirement-level/) | Value Type | Description | Example Values |
| --- | --- | --- | --- | --- | --- |
| [`gen_ai.operation.name`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Required` | string | The name of the operation being performed. [1] | `chat`; `generate_content`; `text_completion` |
| [`gen_ai.provider.name`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Required` | string | The Generative AI provider as identified by the client or server instrumentation. [2] | `openai`; `gcp.gen_ai`; `gcp.vertex_ai` |
| [`gen_ai.request.model`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Conditionally Required` If available. | string | The name of the GenAI model a request is being made to. | `gpt-4` |
| [`server.port`](/docs/registry/attributes/server.md) | ![Stable](https://img.shields.io/badge/-stable-lightgreen) | `Conditionally Required` If `server.address` is set. | int | GenAI server port. [3] | `80`; `8080`; `443` |
| [`gen_ai.response.model`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Recommended` | string | The name of the model that generated the response. | `gpt-4-0613` |
| [`server.address`](/docs/registry/attributes/server.md) | ![Stable](https://img.shields.io/badge/-stable-lightgreen) | `Recommended` | string | GenAI server address. [4] | `example.com`; `10.1.2.80`; `/tmp/my.sock` |

**[1] `gen_ai.operation.name`:** 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] `gen_ai.provider.name`:** The attribute SHOULD be set based on the instrumentation's best
knowledge and may differ from the actual model provider.

Multiple providers, including Azure OpenAI, Gemini, and AI hosting platforms
are accessible using the OpenAI REST API and corresponding client libraries,
but may proxy or host models from different providers.

The `gen_ai.request.model`, `gen_ai.response.model`, and `server.address`
attributes may help identify the actual system in use.

The `gen_ai.provider.name` attribute acts as a discriminator that
identifies the GenAI telemetry format flavor specific to that provider
within GenAI semantic conventions.
It SHOULD be set consistently with provider-specific attributes and signals.
For example, GenAI spans, metrics, and events related to AWS Bedrock
should have the `gen_ai.provider.name` set to `aws.bedrock` and include
applicable `aws.bedrock.*` attributes and are not expected to include
`openai.*` attributes.

**[3] `server.port`:** 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.

**[4] `server.address`:** 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.

---

`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) | ![Development](https://img.shields.io/badge/-development-blue) |
| `create_agent` | Create GenAI agent | ![Development](https://img.shields.io/badge/-development-blue) |
| `embeddings` | Embeddings operation such as [OpenAI Create embeddings API](https://platform.openai.com/docs/api-reference/embeddings/create) | ![Development](https://img.shields.io/badge/-development-blue) |
| `execute_tool` | Execute a tool | ![Development](https://img.shields.io/badge/-development-blue) |
| `generate_content` | Multimodal content generation operation such as [Gemini Generate Content](https://ai.google.dev/api/generate-content) | ![Development](https://img.shields.io/badge/-development-blue) |
| `invoke_agent` | Invoke GenAI agent | ![Development](https://img.shields.io/badge/-development-blue) |
| `retrieval` | Retrieval operation such as [OpenAI Search Vector Store API](https://platform.openai.com/docs/api-reference/vector-stores/search) | ![Development](https://img.shields.io/badge/-development-blue) |
| `text_completion` | Text completions operation such as [OpenAI Completions API (Legacy)](https://platform.openai.com/docs/api-reference/completions) | ![Development](https://img.shields.io/badge/-development-blue) |

---

`gen_ai.provider.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 |
| --- | --- | --- |
| `anthropic` | [Anthropic](https://www.anthropic.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `aws.bedrock` | [AWS Bedrock](https://aws.amazon.com/bedrock) | ![Development](https://img.shields.io/badge/-development-blue) |
| `azure.ai.inference` | Azure AI Inference | ![Development](https://img.shields.io/badge/-development-blue) |
| `azure.ai.openai` | [Azure OpenAI](https://azure.microsoft.com/products/ai-services/openai-service/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `cohere` | [Cohere](https://cohere.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `deepseek` | [DeepSeek](https://www.deepseek.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `gcp.gemini` | [Gemini](https://cloud.google.com/products/gemini) [5] | ![Development](https://img.shields.io/badge/-development-blue) |
| `gcp.gen_ai` | Any Google generative AI endpoint [6] | ![Development](https://img.shields.io/badge/-development-blue) |
| `gcp.vertex_ai` | [Vertex AI](https://cloud.google.com/vertex-ai) [7] | ![Development](https://img.shields.io/badge/-development-blue) |
| `groq` | [Groq](https://groq.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `ibm.watsonx.ai` | [IBM Watsonx AI](https://www.ibm.com/products/watsonx-ai) | ![Development](https://img.shields.io/badge/-development-blue) |
| `mistral_ai` | [Mistral AI](https://mistral.ai/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `openai` | [OpenAI](https://openai.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `perplexity` | [Perplexity](https://www.perplexity.ai/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `x_ai` | [xAI](https://x.ai/) | ![Development](https://img.shields.io/badge/-development-blue) |

**[5]:** Used when accessing the 'generativelanguage.googleapis.com' endpoint. Also known as the AI Studio API.

**[6]:** May be used when specific backend is unknown.

**[7]:** Used when accessing the 'aiplatform.googleapis.com' endpoint.

<!-- prettier-ignore-end -->
<!-- END AUTOGENERATED TEXT -->
<!-- endsemconv -->

### Metric: `gen_ai.client.operation.time_per_output_chunk`

This metric is [recommended][MetricRecommended].
Comment thread
castlenthesky marked this conversation as resolved.

This metric SHOULD be specified with [ExplicitBucketBoundaries] of [0.01, 0.02, 0.04, 0.08, 0.16, 0.32, 0.64, 1.28, 2.56, 5.12, 10.24, 20.48, 40.96, 81.92].
Comment thread
castlenthesky marked this conversation as resolved.

<!-- semconv metric.gen_ai.client.operation.time_per_output_chunk -->
<!-- NOTE: THIS TEXT IS AUTOGENERATED. DO NOT EDIT BY HAND. -->
<!-- see templates/registry/markdown/snippet.md.j2 -->
<!-- prettier-ignore-start -->

| Name | Instrument Type | Unit (UCUM) | Description | Stability | Entity Associations |
| -------- | --------------- | ----------- | -------------- | --------- | ------ |
| `gen_ai.client.operation.time_per_output_chunk` | Histogram | `s` | Time per output chunk generated after the first chunk. | ![Development](https://img.shields.io/badge/-development-blue) | |

**Attributes:**

| Key | Stability | [Requirement Level](https://opentelemetry.io/docs/specs/semconv/general/attribute-requirement-level/) | Value Type | Description | Example Values |
| --- | --- | --- | --- | --- | --- |
| [`gen_ai.operation.name`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Required` | string | The name of the operation being performed. [1] | `chat`; `generate_content`; `text_completion` |
| [`gen_ai.provider.name`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Required` | string | The Generative AI provider as identified by the client or server instrumentation. [2] | `openai`; `gcp.gen_ai`; `gcp.vertex_ai` |
| [`gen_ai.request.model`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Conditionally Required` If available. | string | The name of the GenAI model a request is being made to. | `gpt-4` |
| [`server.port`](/docs/registry/attributes/server.md) | ![Stable](https://img.shields.io/badge/-stable-lightgreen) | `Conditionally Required` If `server.address` is set. | int | GenAI server port. [3] | `80`; `8080`; `443` |
| [`gen_ai.response.model`](/docs/registry/attributes/gen-ai.md) | ![Development](https://img.shields.io/badge/-development-blue) | `Recommended` | string | The name of the model that generated the response. | `gpt-4-0613` |
| [`server.address`](/docs/registry/attributes/server.md) | ![Stable](https://img.shields.io/badge/-stable-lightgreen) | `Recommended` | string | GenAI server address. [4] | `example.com`; `10.1.2.80`; `/tmp/my.sock` |

**[1] `gen_ai.operation.name`:** 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] `gen_ai.provider.name`:** The attribute SHOULD be set based on the instrumentation's best
knowledge and may differ from the actual model provider.

Multiple providers, including Azure OpenAI, Gemini, and AI hosting platforms
are accessible using the OpenAI REST API and corresponding client libraries,
but may proxy or host models from different providers.

The `gen_ai.request.model`, `gen_ai.response.model`, and `server.address`
attributes may help identify the actual system in use.

The `gen_ai.provider.name` attribute acts as a discriminator that
identifies the GenAI telemetry format flavor specific to that provider
within GenAI semantic conventions.
It SHOULD be set consistently with provider-specific attributes and signals.
For example, GenAI spans, metrics, and events related to AWS Bedrock
should have the `gen_ai.provider.name` set to `aws.bedrock` and include
applicable `aws.bedrock.*` attributes and are not expected to include
`openai.*` attributes.

**[3] `server.port`:** 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.

**[4] `server.address`:** 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.

---

`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) | ![Development](https://img.shields.io/badge/-development-blue) |
| `create_agent` | Create GenAI agent | ![Development](https://img.shields.io/badge/-development-blue) |
| `embeddings` | Embeddings operation such as [OpenAI Create embeddings API](https://platform.openai.com/docs/api-reference/embeddings/create) | ![Development](https://img.shields.io/badge/-development-blue) |
| `execute_tool` | Execute a tool | ![Development](https://img.shields.io/badge/-development-blue) |
| `generate_content` | Multimodal content generation operation such as [Gemini Generate Content](https://ai.google.dev/api/generate-content) | ![Development](https://img.shields.io/badge/-development-blue) |
| `invoke_agent` | Invoke GenAI agent | ![Development](https://img.shields.io/badge/-development-blue) |
| `retrieval` | Retrieval operation such as [OpenAI Search Vector Store API](https://platform.openai.com/docs/api-reference/vector-stores/search) | ![Development](https://img.shields.io/badge/-development-blue) |
| `text_completion` | Text completions operation such as [OpenAI Completions API (Legacy)](https://platform.openai.com/docs/api-reference/completions) | ![Development](https://img.shields.io/badge/-development-blue) |

---

`gen_ai.provider.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 |
| --- | --- | --- |
| `anthropic` | [Anthropic](https://www.anthropic.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `aws.bedrock` | [AWS Bedrock](https://aws.amazon.com/bedrock) | ![Development](https://img.shields.io/badge/-development-blue) |
| `azure.ai.inference` | Azure AI Inference | ![Development](https://img.shields.io/badge/-development-blue) |
| `azure.ai.openai` | [Azure OpenAI](https://azure.microsoft.com/products/ai-services/openai-service/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `cohere` | [Cohere](https://cohere.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `deepseek` | [DeepSeek](https://www.deepseek.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `gcp.gemini` | [Gemini](https://cloud.google.com/products/gemini) [5] | ![Development](https://img.shields.io/badge/-development-blue) |
| `gcp.gen_ai` | Any Google generative AI endpoint [6] | ![Development](https://img.shields.io/badge/-development-blue) |
| `gcp.vertex_ai` | [Vertex AI](https://cloud.google.com/vertex-ai) [7] | ![Development](https://img.shields.io/badge/-development-blue) |
| `groq` | [Groq](https://groq.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `ibm.watsonx.ai` | [IBM Watsonx AI](https://www.ibm.com/products/watsonx-ai) | ![Development](https://img.shields.io/badge/-development-blue) |
| `mistral_ai` | [Mistral AI](https://mistral.ai/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `openai` | [OpenAI](https://openai.com/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `perplexity` | [Perplexity](https://www.perplexity.ai/) | ![Development](https://img.shields.io/badge/-development-blue) |
| `x_ai` | [xAI](https://x.ai/) | ![Development](https://img.shields.io/badge/-development-blue) |

**[5]:** Used when accessing the 'generativelanguage.googleapis.com' endpoint. Also known as the AI Studio API.

**[6]:** May be used when specific backend is unknown.

**[7]:** Used when accessing the 'aiplatform.googleapis.com' endpoint.

<!-- prettier-ignore-end -->
<!-- END AUTOGENERATED TEXT -->
<!-- endsemconv -->

## Generative AI model server metrics

The following metric instruments describe Generative AI model servers'
Expand Down
22 changes: 22 additions & 0 deletions model/gen-ai/metrics.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -72,6 +72,28 @@ groups:
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.
- id: metric.gen_ai.client.operation.time_to_first_chunk
Comment thread
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type: metric
metric_name: gen_ai.client.operation.time_to_first_chunk
annotations:
code_generation:
metric_value_type: double
brief: 'Time to receive the first chunk.'
Comment thread
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Outdated
instrument: histogram
unit: "s"
stability: development
extends: metric_attributes.gen_ai
- id: metric.gen_ai.client.operation.time_per_output_chunk
type: metric
metric_name: gen_ai.client.operation.time_per_output_chunk
annotations:
code_generation:
metric_value_type: double
brief: 'Time per output chunk generated after the first chunk.'
Comment thread
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Outdated
instrument: histogram
unit: "s"
stability: development
extends: metric_attributes.gen_ai
- id: metric.gen_ai.server.request.duration
type: metric
metric_name: gen_ai.server.request.duration
Expand Down
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