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| # Semantic Convention Schema v2 | ||
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| <!-- toc --> | ||
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| - [Motivation](#motivation) | ||
| - [Details](#details) | ||
| - [Resolved schema](#resolved-schema) | ||
| - [Do we need to talk about importing and decentralization in details?](#do-we-need-to-talk-about-importing-and-decentralization-in-details) | ||
| - [Differentiating between stable and not stable schemas](#differentiating-between-stable-and-not-stable-schemas) | ||
| - [Trade-offs and mitigations](#trade-offs-and-mitigations) | ||
| - [Schema Transformation](#schema-transformation) | ||
| - [Documentation and code generation](#documentation-and-code-generation) | ||
| - [Prior art and alternatives](#prior-art-and-alternatives) | ||
| - [Open questions](#open-questions) | ||
| - [Schema processing evolution](#schema-processing-evolution) | ||
| - [Prototypes](#prototypes) | ||
| - [Future possibilities](#future-possibilities) | ||
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| <!-- tocstop --> | ||
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| In this OTEP, we propose a new telemetry schema format that supports multiple convention registries | ||
| and provides full access to metadata. | ||
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| It's built upon and is aligned with [OTEP 0243 - Introducing Application Telemetry Schema in OpenTelemetry - Vision and Roadmap](/oteps/0243-app-telemetry-schema-vision-roadmap.md) | ||
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| ## Motivation | ||
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| Semantic Conventions describe telemetry schema. Conventions hosted by OpenTelemetry describe | ||
| common concepts like HTTP and telemetry produced by different OTel instrumentations. | ||
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| OTel collector and language-specific instrumentations should be able to publish their | ||
| own conventions that are only applicable within their ecosystem, and should | ||
| have means to communicate the schema they use with [Schema URL](https://github.com/open-telemetry/opentelemetry-specification/blob/v1.52.0/specification/schemas/README.md#schema-url). | ||
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| Instrumentations that are not hosted by OTel should be able to document and publish | ||
| their own conventions that may take a dependency on the OTel ones. | ||
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| Consumers of telemetry should be able to access the full schema to validate, upgrade, | ||
| refine, or sanitize the telemetry. The fully resolved schema, discoverable using | ||
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| Schema URL, serves as an additional channel for metadata about telemetry. This approach | ||
| does not increase telemetry volume and associated costs. | ||
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| Examples: | ||
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| - Given a telemetry signal, consumer should be able to find the full definition | ||
| of the corresponding telemetry item. This enables quite a few use cases: | ||
| - UX hints and AI-assistants (explain what this metric measures or what this attribute means) | ||
| - validation (does the telemetry item comply with the schema) | ||
| - cost-saving (drop all non-essential metrics) | ||
| - sanitization (based on annotations in the schema, redact potentially sensitive data) | ||
| - Document company/service-specific conventions taking OTel ones as a dependency | ||
| and make their schemas accessible to consumers. | ||
| See [OTEP 0243](/oteps/0243-app-telemetry-schema-vision-roadmap.md) for the details | ||
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| [Telemetry Schema](https://github.com/open-telemetry/opentelemetry-specification/blob/v1.52.0/specification/schemas/README.md) | ||
| has built the foundation for these scenarios, but does not fully support them - | ||
| it's designed around schema transformations and describes diff between schema | ||
| versions such as attribute or metric renames. While it can work under the assumption | ||
| that there is a single registry (OpenTelemetry Semantic Conventions), it needs | ||
| an upgrade to support arbitrary convention registries. | ||
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| ## Details | ||
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| When an HTTP GET is issued against a valid Schema URL, the service hosting that | ||
| Schema URL SHOULD return a valid *manifest* in response. | ||
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| Here's an example of the *manifest*: | ||
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| ```yaml | ||
| file_format: 2.0.0 | ||
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| name: open-telemetry | ||
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| description: OpenTelemetry Semantic Conventions | ||
| version: 1.39.0-dev | ||
| repository_url: https://github.com/open-telemetry/semantic-conventions | ||
| stability: development | ||
| resolved_schema_url: https://github.com/open-telemetry/semantic-conventions/archive/refs/tags/schema-v1.39.0-dev.yaml | ||
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| # future | ||
| # diff_url: ... | ||
| # all_in_one_url: https://github.com/open-telemetry/semantic-conventions/archive/refs/tags/v1.39.0-dev.tar.gz | ||
| ``` | ||
|
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. file_format 1.x had a
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. yes, added "Difference with `file_format: 1.1.0" section in the 8e672e1 TL;DR: we should be able to list versions with |
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| The manifest contains metadata about the semantic convention registry including its | ||
| version, stability, and `resolved_schema_url`. | ||
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| The `resolved_schema_url` MUST be a valid URL that returns YAML file with the [*resolved* schema](#resolved-schema). | ||
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| The service hosting Schema URL MUST support gzip compression that caller MAY control with `Content-Encoding`. | ||
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| The manifest format will evolve. For example, we may start publishing diffs againts | ||
| previous version(s) and corresponding URL will be added as the new property with a | ||
| minor version bump. Consumers will decide to download parts they actually use. | ||
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| All artifacts for a given release MUST be immutable. Consumers SHOULD make best efforts | ||
| to cache manifests and resolved schemas or any parts of them used on the hot path. | ||
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| The manifest schema and REST API to obtain it using Schema URL will be formally | ||
| documented for public, unauthenticated access. | ||
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| See [Differentiating between stable and not stable schemas](#differentiating-between-stable-and-not-stable-schemas) | ||
| for details on the `-dev` suffix. | ||
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| ### Resolved schema | ||
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| The [*source* schema](https://github.com/open-telemetry/weaver/blob/main/schemas/semconv-syntax.v2.md) | ||
| used to write semantic conventions is not the same as *resolved* schema. | ||
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| For example, a metric could be defined in the following way in the *source* schema: | ||
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| ```yaml | ||
| # source schema | ||
| attributes: | ||
| - key: my.operation.name | ||
| type: string | ||
| stability: development | ||
| brief: My service operation name as defined in this Open API spec | ||
| examples: ["get_object", "create_collection"] | ||
| ... | ||
| metrics: | ||
| - name: my.client.operation.duration | ||
| stability: stable | ||
| instrument: histogram | ||
| unit: s | ||
| attributes: | ||
| - ref: my.operation.name | ||
| - ref_group: my.operation.server.attributes | ||
| - ref: error.type | ||
| ``` | ||
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| Attributes are defined separately from metrics and are referenced, | ||
| optimizing reusability and consistency. Defaults or inherited properties are | ||
| omitted. | ||
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| The *resolved* schema is a single file produced from a set of source schemas. It contains resolved | ||
| signal definitions and refinements. It is optimized for | ||
| distribution and in-memory representation. | ||
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| *Resolved* schema for this metric would look like: | ||
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| ```yaml | ||
| # resolved schema | ||
| file_format: 2.0.0 # this could be versioned independently of manifest format | ||
| schema_url: https://opentelemetry.io/schemas/1.39.0 | ||
| attribute_catalog: | ||
| ... | ||
| - key: my.operation.name | ||
| type: string | ||
| stability: development | ||
| brief: My service operation name as defined in this Open API spec | ||
| examples: ["get_object", "create_collection"] | ||
| ... | ||
| registry: | ||
| attributes: | ||
| ... | ||
| - 888 # this is the index of `server.address` in the attribute_catalog | ||
| - 1042 # this is the index of `my.operation.name` in attribute_catalog | ||
| ... | ||
| metrics: | ||
| - name: my.client.operation.duration | ||
| instrument: histogram | ||
| unit: s | ||
| attributes: | ||
| - base: 1042 # this is the index of `my.operation.name` in attributes list | ||
| requirement_level: required | ||
| - base: 888 # this is the index of `server.address` in the attributes list | ||
| requirement_level: recommended | ||
| ... | ||
| ``` | ||
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| Resolved schema is formally documented as [JSON schema](https://github.com/lmolkova/weaver/blob/c61cfd13b8f4f1694b451862ea7345868978819e/schemas/semconv.resolved-schema.v2.json), see [overview](https://github.com/lmolkova/weaver/blob/c61cfd13b8f4f1694b451862ea7345868978819e/schemas/semconv-schemas.md#resolved-schema). | ||
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| Volume data point: resolved schema for [OTel Semantic Conventions v1.38.0](https://github.com/open-telemetry/semantic-conventions/releases/tag/v1.38.0) | ||
| is estimated around 1.2MB uncompressed and around 200KB compressed. | ||
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| ### Differentiating between stable and not stable schemas | ||
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| Currently, Schema URL includes semantic convention version, but does not include | ||
| indication of stability. | ||
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| In addition to the version, we will leverage [SemVer pre-release](https://semver.org/#spec-item-9) | ||
| syntax to communicate the stability of the conventions and telemetry. | ||
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| OpenTelemetry Semantic Conventions will publish two versions with each release: | ||
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| - stable (e.g. `https://opentelemetry.io/schemas/1.39.0`) which will include only | ||
| a stable subset of semantic conventions | ||
| - development (e.g. `https://opentelemetry.io/schemas/1.39.0-dev`) which will | ||
| include all semantic conventions defined in the registry regardless of their | ||
| stability | ||
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| Manifest file MUST include actual stability level. | ||
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| OpenTelemetry instrumentation SHOULD provide a Schema URL depending on which version | ||
| of conventions they follow. | ||
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| For example, when HTTP instrumentation supports experimental features available | ||
| on top of HTTP conventions, and user enabled these experimental features, instrumentation | ||
| should specify a `-dev` Schema URL. | ||
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| ### Do we need to talk about importing and decentralization in details? | ||
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| TODO | ||
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| ## Trade-offs and mitigations | ||
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| > [!NOTE] | ||
| > | ||
| > We will stop publishing current schema [file format 1.1.0](/specification/schemas/file_format_v1.1.0.md) | ||
| > which has [Development](/specification/document-status.md) status | ||
| > | ||
| > This is a breaking change for: | ||
| > | ||
| > - schema transformation (collector `schemaprocessor`) | ||
| > - documentation and code generation scripts | ||
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| Consumers that download content of Schema URL today will start receiving new | ||
| file format that they won't recognize and won't be able to perform their scenarios. | ||
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| The only user of existing schema files we are aware of is [schemaprocessor](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/processor/schemaprocessor), which was partially implemented ~1 year ago to do schema transformations, | ||
| but has not been included in OTel collector distribution. | ||
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| ### Schema Transformation | ||
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| Schema transformations (diffs) will not be published due to: | ||
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| - limited adoption and functionality not covering many existing upgrade cases | ||
| - ability to generate them on demand | ||
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| - lack of test infrastructure around tranformations and known | ||
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| While it's possible to publish old schema side-by-side with a new one, it would mean | ||
| using a different URL format (such as `https://opentelemetry.io/schemas/v2/1.42.0`) | ||
| which would be confusing. More importantly, we believe it's not justified taking into | ||
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| account actual usage. | ||
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| In order to perform schema transformations, schema processor and other possible consumers | ||
| are encouraged to use [`weaver registry diff`](https://github.com/open-telemetry/weaver/blob/main/docs/usage.md#registry-diff) | ||
| to pre-generate at start time (or generate lazily at runtime) the list of diffs | ||
| for versions they want to support such as vN -> vTarget, vN+1 -> vTarget, etc: | ||
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| ```bash | ||
| weaver registry diff \ | ||
| --registry ./schema-v1.38.0-dev \ | ||
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| --baseline-registry ./schema-v1.28.0-dev \ | ||
| --diff-format yaml \ | ||
| --output diff_v1.28.0_v1.38.0 \ | ||
| --v2 | ||
| ``` | ||
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| It produces a diff file similar to: | ||
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| ```yaml | ||
| registry: | ||
| attribute_changes: | ||
| - name: system.memory.linux.slab.state | ||
| type: added | ||
| - new_name: rpc.response.status_code | ||
| note: Replaced by `rpc.response.status_code`. | ||
| old_name: rpc.connect_rpc.error_code | ||
| type: renamed | ||
| ... | ||
| ``` | ||
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| Diff schema is formally documented as JSON schema, see [overview](https://github.com/lmolkova/weaver/blob/c61cfd13b8f4f1694b451862ea7345868978819e/schemas/semconv-schemas.md#diff-schema) | ||
| and [full schema](https://github.com/lmolkova/weaver/blob/c61cfd13b8f4f1694b451862ea7345868978819e/schemas/semconv.diff.v2.json). | ||
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| <details> | ||
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| <summary>It's relatively cheap to calculate the diff between two arbitrary (supported by weaver) | ||
| versions.</summary> | ||
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| Assuming data is already available locally, it takes ~100ms and ~500ms on two different | ||
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| machines I tried. It currently includes time to unpack, read, validate, and | ||
| resolve source schema, and can be optimized further by leveraging resolved schema. | ||
| </details> | ||
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| ### Documentation and code generation | ||
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| Weaver supports Schema V2 as opt-in feature and will default to old schema format | ||
| until a majority of OTel code-generation scripts use it. | ||
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| Migration will involve minor changes in Jinja2 templates and weaver config files. | ||
| Migration steps and recipes will be documented. There should be no impact on the | ||
| generated documentation or artifacts affecting end users. | ||
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| ## Prior art and alternatives | ||
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| See [Telemetry Schema](https://github.com/open-telemetry/opentelemetry-specification/blob/v1.52.0/specification/schemas/README.md) | ||
| for the current state of the art. | ||
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| ## Open questions | ||
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| ### Schema processing evolution | ||
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| Based on the previous discussions in the community ([weaver/450](https://github.com/open-telemetry/weaver/issues/450), | ||
| [repo:open-telemetry/opentelemetry-specification schema transformation](https://github.com/search?q=repo%3Aopen-telemetry%2Fopentelemetry-specification+schema+transformation&type=issues)) we've identified | ||
| that the need for transformations is not limited to renames. Applying certain | ||
| transformations in isolation may produce otherwise invalid | ||
| telemetry items (e.g. renaming existing attribute but not adding new required attribute). | ||
| Transformations need to support upgrades and downgrades. | ||
| So while transformations are extremely useful, they could be extremely complicated. | ||
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| The existing story around schema transformations didn't go through extensive development | ||
| and feedback cycle and we don't have confidence that weaver diff schema is sufficient | ||
| for the future transformation needs. It's also not clear if schema transformation | ||
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| would still be necessary once the core set of semantic conventions is stabilized. | ||
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| Weaver diff should evolve along with schema transformation adoption and eventually | ||
| may be included in the published artifacts. | ||
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| ## Prototypes | ||
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| [Semantic conventions](https://github.com/open-telemetry/semantic-conventions/pull/2469) | ||
| in a release preparation step would: | ||
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| - resolve schema | ||
| - generate manifest | ||
| - publish SemConv artifact as a GitHub release asset (and potentially on opentelemetry.io) | ||
| - TODO: stable and not stable publishing | ||
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| TODO: do we need collector prototype for schema transformation? | ||
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| TODO: do we need imports/decentralized example | ||
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| ## Future possibilities | ||
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| 1. Schema transformation may be applicable between different convention registries. | ||
| For example, between ECS and OTel or between [OTel gRPC and native gRPC conventions](https://github.com/open-telemetry/semantic-conventions/pull/3229) | ||
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| 2. We've been serving OTel schemas on opentelemetry.io and are proposing to start | ||
| serving artifacts from GitHub assets. If we see significantly higher demand, | ||
| we'd need to consider other distribution options that would support scale or | ||
| reliability needs. | ||
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