Skip to content
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

GenAI: define conventions for embeddings operations #1603

Merged
merged 12 commits into from
Nov 27, 2024
22 changes: 22 additions & 0 deletions .chloggen/1603.yaml
Original file line number Diff line number Diff line change
@@ -0,0 +1,22 @@
# Use this changelog template to create an entry for release notes.
#
# If your change doesn't affect end users you should instead start
# your pull request title with [chore] or use the "Skip Changelog" label.

# One of 'breaking', 'deprecation', 'new_component', 'enhancement', 'bug_fix'
change_type: enhancement

# The name of the area of concern in the attributes-registry, (e.g. http, cloud, db)
component: gen-ai

# A brief description of the change. Surround your text with quotes ("") if it needs to start with a backtick (`).
note: Add conventions for GenAI Embeddings operations

# Mandatory: One or more tracking issues related to the change. You can use the PR number here if no issue exists.
# The values here must be integers.
issues: [1174, 1603]

# (Optional) One or more lines of additional information to render under the primary note.
# These lines will be padded with 2 spaces and then inserted directly into the document.
# Use pipe (|) for multiline entries.
subtext:
2 changes: 1 addition & 1 deletion CONTRIBUTING.md
Original file line number Diff line number Diff line change
Expand Up @@ -114,7 +114,7 @@ The YAML (model definition) and Markdown (documentation) files are organized in
```

All attributes must be defined in the folder matching their root namespace under
`/{root-namespace}/*registry.yaml` file.
`/model/{root-namespace}/registry.yaml` file.
lmolkova marked this conversation as resolved.
Show resolved Hide resolved

Corresponding markdown files are auto-generated (see [Update the markdown files](#2-update-the-markdown-files))
in `/docs/attribute_registry` folder.
Expand Down
10 changes: 7 additions & 3 deletions docs/attributes-registry/gen-ai.md
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,8 @@ This document defines the attributes used to describe telemetry in the context o

| Attribute | Type | Description | Examples | Stability |
|---|---|---|---|---|
| <a id="gen-ai-operation-name" href="#gen-ai-operation-name">`gen_ai.operation.name`</a> | string | The name of the operation being performed. [1] | `chat`; `text_completion` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-operation-name" href="#gen-ai-operation-name">`gen_ai.operation.name`</a> | string | The name of the operation being performed. [1] | `chat`; `text_completion`; `embeddings` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-request-encoding-formats" href="#gen-ai-request-encoding-formats">`gen_ai.request.encoding_formats`</a> | string[] | The encoding formats requested in an embeddings operation, if specified. [2] | `["base64"]`; `["float", "binary"]` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-request-frequency-penalty" href="#gen-ai-request-frequency-penalty">`gen_ai.request.frequency_penalty`</a> | double | The frequency penalty setting for the GenAI request. | `0.1` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-request-max-tokens" href="#gen-ai-request-max-tokens">`gen_ai.request.max_tokens`</a> | int | The maximum number of tokens the model generates for a request. | `100` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-request-model" href="#gen-ai-request-model">`gen_ai.request.model`</a> | string | The name of the GenAI model a request is being made to. | `gpt-4` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
Expand All @@ -28,14 +29,16 @@ This document defines the attributes used to describe telemetry in the context o
| <a id="gen-ai-response-finish-reasons" href="#gen-ai-response-finish-reasons">`gen_ai.response.finish_reasons`</a> | string[] | Array of reasons the model stopped generating tokens, corresponding to each generation received. | `["stop"]`; `["stop", "length"]` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-response-id" href="#gen-ai-response-id">`gen_ai.response.id`</a> | string | The unique identifier for the completion. | `chatcmpl-123` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-response-model" href="#gen-ai-response-model">`gen_ai.response.model`</a> | string | The name of the model that generated the response. | `gpt-4-0613` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-system" href="#gen-ai-system">`gen_ai.system`</a> | string | The Generative AI product as identified by the client or server instrumentation. [2] | `openai` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-system" href="#gen-ai-system">`gen_ai.system`</a> | string | The Generative AI product as identified by the client or server instrumentation. [3] | `openai` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-token-type" href="#gen-ai-token-type">`gen_ai.token.type`</a> | string | The type of token being counted. | `input`; `output` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-usage-input-tokens" href="#gen-ai-usage-input-tokens">`gen_ai.usage.input_tokens`</a> | int | The number of tokens used in the GenAI input (prompt). | `100` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| <a id="gen-ai-usage-output-tokens" href="#gen-ai-usage-output-tokens">`gen_ai.usage.output_tokens`</a> | int | The number of tokens used in the GenAI response (completion). | `180` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |

**[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.system`:** The `gen_ai.system` describes a family of GenAI models with specific model identified
**[2] `gen_ai.request.encoding_formats`:** In some GenAI systems the encoding formats are called embedding types. Also, some GenAI systems only accept a single format per request.

**[3] `gen_ai.system`:** The `gen_ai.system` describes a family of GenAI models with specific model identified
by `gen_ai.request.model` and `gen_ai.response.model` attributes.

The actual GenAI product may differ from the one identified by the client.
Expand All @@ -52,6 +55,7 @@ If none of these options apply, the `gen_ai.system` SHOULD be set to `_OTHER`.
| Value | Description | Stability |
|---|---|---|
| `chat` | Chat completion operation such as [OpenAI Chat API](https://platform.openai.com/docs/api-reference/chat) | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| `embeddings` | Embeddings operation such as [OpenAI Create embeddings API](https://platform.openai.com/docs/api-reference/embeddings/create) | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| `text_completion` | Text completions operation such as [OpenAI Completions API (Legacy)](https://platform.openai.com/docs/api-reference/completions) | ![Experimental](https://img.shields.io/badge/-experimental-blue) |

---
Expand Down
14 changes: 9 additions & 5 deletions docs/gen-ai/azure-ai-inference.md
Original file line number Diff line number Diff line change
Expand Up @@ -23,11 +23,12 @@ The Semantic Conventions for [Azure AI Inference](https://learn.microsoft.com/az

| 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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`gen_ai.operation.name`](/docs/attributes-registry/gen-ai.md) | string | The name of the operation being performed. [1] | `chat`; `text_completion`; `embeddings` | `Required` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`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 | ![Stable](https://img.shields.io/badge/-stable-lightgreen) |
| [`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. | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`server.port`](/docs/attributes-registry/server.md) | int | GenAI server port. [4] | `80`; `8080`; `443` | `Conditionally Required` If not default (443). | ![Stable](https://img.shields.io/badge/-stable-lightgreen) |
| [`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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`gen_ai.request.encoding_formats`](/docs/attributes-registry/gen-ai.md) | string[] | The encoding formats requested in an embeddings operation, if specified. [6] | `["base64"]`; `["float", "binary"]` | `Recommended` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`gen_ai.request.frequency_penalty`](/docs/attributes-registry/gen-ai.md) | double | The frequency penalty setting for the GenAI request. | `0.1` | `Recommended` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`gen_ai.request.presence_penalty`](/docs/attributes-registry/gen-ai.md) | double | The presence penalty setting for the GenAI request. | `0.1` | `Recommended` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
Expand All @@ -36,10 +37,10 @@ The Semantic Conventions for [Azure AI Inference](https://learn.microsoft.com/az
| [`gen_ai.request.top_p`](/docs/attributes-registry/gen-ai.md) | double | The top_p sampling setting for the GenAI request. | `1.0` | `Recommended` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`gen_ai.response.id`](/docs/attributes-registry/gen-ai.md) | string | The unique identifier for the completion. | `chatcmpl-123` | `Recommended` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`gen_ai.response.model`](/docs/attributes-registry/gen-ai.md) | string | The name of the model that generated the response. [7] | `gpt-4-0613` | `Recommended` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`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` | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| [`server.address`](/docs/attributes-registry/server.md) | string | GenAI server address. [7] | `example.com`; `10.1.2.80`; `/tmp/my.sock` | `Recommended` | ![Stable](https://img.shields.io/badge/-stable-lightgreen) |
| [`server.address`](/docs/attributes-registry/server.md) | string | GenAI server address. [8] | `example.com`; `10.1.2.80`; `/tmp/my.sock` | `Recommended` | ![Stable](https://img.shields.io/badge/-stable-lightgreen) |

**[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.

Expand All @@ -53,9 +54,11 @@ Instrumentations SHOULD document the list of errors they report.

**[5] `az.namespace`:** When `az.namespace` attribute is populated, it MUST be set to `Microsoft.CognitiveServices` for all operations performed by Azure AI Inference clients.

**[6] `gen_ai.response.model`:** 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.
**[6] `gen_ai.request.encoding_formats`:** In some GenAI systems the encoding formats are called embedding types. Also, some GenAI systems only accept a single format per request.

**[7] `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.
**[7] `gen_ai.response.model`:** 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.

**[8] `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.

---

Expand All @@ -72,6 +75,7 @@ Instrumentations SHOULD document the list of errors they report.
| Value | Description | Stability |
|---|---|---|
| `chat` | Chat completion operation such as [OpenAI Chat API](https://platform.openai.com/docs/api-reference/chat) | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| `embeddings` | Embeddings operation such as [OpenAI Create embeddings API](https://platform.openai.com/docs/api-reference/embeddings/create) | ![Experimental](https://img.shields.io/badge/-experimental-blue) |
| `text_completion` | Text completions operation such as [OpenAI Completions API (Legacy)](https://platform.openai.com/docs/api-reference/completions) | ![Experimental](https://img.shields.io/badge/-experimental-blue) |

<!-- markdownlint-restore -->
Expand Down
Loading
Loading