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OTel Weaver lets you easily develop, validate, document, and deploy semantic conventions

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OpenTelemetry Weaver

build codecov build License Slack

Getting started | Main commands | Generate Doc & Code | Architecture | Change log | Contributing | Links |

Note

Codegen authors, please refer to the following documentation to learn how to use Weaver for generating code from semantic conventions:

What is OpenTelemetry Weaver?

OTel Weaver is a comprehensive tool designed to enable developers to easily develop, validate, document, and deploy semantic conventions (phase 1) and application telemetry schemas (phase 2). As an open, customizable, and extensible platform, it aims to serve both as a standalone developer tool and as an integral component within CI/CD pipelines—whether for the OpenTelemetry project itself, other open-source projects, vendor solutions, or even large-scale enterprise deployments leveraging OpenTelemetry.

Semantic Conventions and Application Telemetry Schema

  • Semantic conventions enable SMEs to define a catalog of well-defined and reusable attributes and signals. OpenTelemetry maintains an official Semantic Convention Registry that any project can leverage for consistent instrumentation. Open-source projects, vendors, and enterprises can also implement their own registries for specific needs, which Weaver can import and resolve to cover all instrumented components of complex systems.
  • Application Telemetry Schema allows developers to specify the semantic convention registries and custom attributes and signals supported by their applications. The vision behind this concept is detailed in this document, with implementation planned for Weaver's phase 2.

Design Principles

Weaver is built upon principles of extensibility, customizability, scalability, robustness, reliability, and cross-platform compatibility.

Key Features

  • Schema Resolution: The Weaver Resolver sub-project resolves references, extends clauses, and overrides in semantic convention registries and application telemetry schemas, producing self-contained, easy-to-process, and shareable resolved schemas.
  • Policy Enforcement: The Weaver Checker sub-project ensures the quality, maintainability, and extensibility of registries and schemas by checking them against a set of declarative policies using the popular rego policy language.
  • Documentation and Code Generation: The Weaver Forge sub-project generates documentation and code from registries and schemas. It leverages a jq-compatible expression language for data transformation and a jinja2-compatible template engine for output generation.
  • WASM-based Plugin System (future plan): A plugin system based on WASM will be implemented to extend the Weaver platform. Plugins could be designed to download registries and schemas from custom systems, feed data catalog solutions, or configure dashboard systems, among other functionalities.

Scalability

  • Built with Rust, Weaver offers performance comparable to C or C++ implementation. The entire OpenTelemetry semantic convention registry can be downloaded, resolved, and documented in under 2 seconds.
  • Semantic Convention Registry Git repositories can be efficiently cached locally.
  • Registry and schema validation, as well as documentation and code generation, are parallelized for optimal performance.

Robustness and Reliability

  • Memory Safety: Rust ensures memory safety, preventing common vulnerabilities.
  • Comprehensive Error Reporting: Weaver reports as many errors as possible in a single pass, providing developers with comprehensive feedback.
  • Quality Assurance: Code coverage, Cargo deny, Dependabot, and automated security audits.

Cross-Platform Compatibility

  • Tested Platforms: Weaver is manually tested on Linux, macOS, and Windows.
  • Future Plans: Automated tests will be implemented for broader platform coverage.

Getting started

Currently, weaver can be consumed in one of three ways:

Pre-built Binaries

Weaver release attach pre-built binaries for supported platforms with every release. Instructions for installing are included in these release notes.

See: Weaver Releases

Docker Image

Weaver deploys a docker image for development to docker hub.

Instructions for using the docker image can be found here.

Building from source

To install the tool from source. you need to have Rust installed on your system (see Install Rust).

To build the tool:

  • In debug mode, run the following command:
    cargo build
    
  • In release mode, run the following command:
    cargo build --release
    

The generated weaver binary will be located in the target/debug directory for debug mode or the target/release directory for release mode.

To run a registry check, use the following command:

cargo run -- registry check

This command will check the OpenTelemetry Semantic Convention Registry by default.

To check a set of policies against the registry, use the following command:

cargo run -- registry check -b path/to/policies

An example of a policy file can be found here schemas/otel_policies.rego.

Main commands

In phase 1, the only supported commands are related to the management of Semantic Convention Registries. The following commands are available:

Command Description
weaver registry check Check the validity of a semconv registry
weaver registry resolve Resolve a semconv registry
weaver registry generate Generate artifacts from a semconv registry
weaver registry update-markdown Update semconv snippet-based markdown files
weaver registry stats Generate statistics on a semconv registry

Phase 2 will introduce commands related to the management of Application Telemetry Schemas.

Documentation

  • Weaver Architecture: A document detailing the architecture of the project.
  • Weaver Configuration: A document detailing the configuration options available.
  • Weaver Forge: An integrated template engine designed to generate documentation and code based on semantic conventions.
  • Weaver Checker: An integrated policy engine for enforcing policies on semantic conventions.
  • Application Telemetry Schema OTEP: A vision and roadmap for the concept of Application Telemetry Schema.
  • Presentation slides from the Semantic Convention SIG meeting on October 23, 2023 here.

Experimental

Links

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change. For more information, please read CONTRIBUTING.

License

OpenTelemetry Weaver is licensed under Apache License Version 2.0.