Towards: https://github.com/open-telemetry/opentelemetry-go/issues/6382 This PR optimizes Logs SDK BatchProcessor. ## Why? <!-- was i so blind --> Batch processor does not check if buffer exporter is full, instead it clones records to buffer, then tries to push them to buffer exporter, and then buffer exporter will return false from EnqueueExport if it is full. It does not cause any performance issues when using NOOP exporter, because it "exports" instantly. -> Buffer exporter input channel will almost never be full. But actual implementations of exporters are not going to act that way, they need some time for export operation. And so buffer exporter will get full fairly frequently. Each export attempt to buffer exporter costs us copying entire queue inside of batch processor. In order to catch this or similar performance bottleneck in the future, new benchmark (`BatchSimulateExport`) was added which will use exporter that will simulate non-instant export by sleeping for 5ms. ## Benchmarks ```sh goos: linux goarch: amd64 pkg: go.opentelemetry.io/otel/sdk/log cpu: AMD Ryzen 9 7900X 12-Core Processor │ base.txt │ new.txt │ │ sec/op │ sec/op vs base │ Processor/Simple-24 340.9n ± 2% 343.5n ± 5% ~ (p=0.971 n=10) Processor/Batch-24 667.6n ± 2% 666.3n ± 4% ~ (p=0.896 n=10) Processor/BatchSimulateExport-24 4441.5n ± 5% 526.4n ± 4% -88.15% (p=0.000 n=10) Processor/SetTimestampSimple-24 360.0n ± 4% 351.0n ± 1% ~ (p=0.247 n=10) Processor/SetTimestampBatch-24 669.8n ± 3% 647.0n ± 5% ~ (p=0.052 n=10) Processor/AddAttributesSimple-24 383.9n ± 1% 386.6n ± 5% ~ (p=0.138 n=10) Processor/AddAttributesBatch-24 759.9n ± 6% 734.5n ± 5% ~ (p=0.481 n=10) Processor/SetAttributesSimple-24 369.9n ± 2% 372.4n ± 3% ~ (p=0.643 n=10) Processor/SetAttributesBatch-24 684.2n ± 4% 674.0n ± 8% ~ (p=0.529 n=10) geomean 639.9n 499.9n -21.88% │ base.txt │ new.txt │ │ B/op │ B/op vs base │ Processor/Simple-24 450.0 ± 0% 450.0 ± 0% ~ (p=1.000 n=10) ¹ Processor/Batch-24 1.153Ki ± 2% 1.125Ki ± 1% -2.41% (p=0.001 n=10) Processor/BatchSimulateExport-24 649.0 ± 1% 473.0 ± 0% -27.12% (p=0.000 n=10) Processor/SetTimestampSimple-24 450.0 ± 0% 450.0 ± 0% ~ (p=1.000 n=10) ¹ Processor/SetTimestampBatch-24 1.145Ki ± 2% 1.122Ki ± 2% -2.01% (p=0.003 n=10) Processor/AddAttributesSimple-24 450.0 ± 0% 450.0 ± 0% ~ (p=1.000 n=10) ¹ Processor/AddAttributesBatch-24 1.169Ki ± 2% 1.148Ki ± 1% -1.80% (p=0.000 n=10) Processor/SetAttributesSimple-24 450.0 ± 0% 450.0 ± 0% ~ (p=1.000 n=10) ¹ Processor/SetAttributesBatch-24 1.141Ki ± 2% 1.128Ki ± 2% -1.11% (p=0.030 n=10) geomean 719.3 688.7 -4.24% ¹ all samples are equal │ base.txt │ new.txt │ │ allocs/op │ allocs/op vs base │ Processor/Simple-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/Batch-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/BatchSimulateExport-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/SetTimestampSimple-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/SetTimestampBatch-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/AddAttributesSimple-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/AddAttributesBatch-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/SetAttributesSimple-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ Processor/SetAttributesBatch-24 1.000 ± 0% 1.000 ± 0% ~ (p=1.000 n=10) ¹ geomean 1.000 1.000 +0.00% ¹ all samples are equal ``` ## Benchmarks from issue (external) ```sh goos: linux goarch: amd64 pkg: github.com/pellared/spanevents-vs-logs cpu: AMD Ryzen 9 7900X 12-Core Processor │ spanevents.txt │ logs.base.txt │ logs.new.txt │ │ sec/op │ sec/op vs base │ sec/op vs base │ /OTLP-24 41.40µ ± 3% 2935.15µ ± 9% +6989.05% (p=0.000 n=10) 84.19µ ± 4% +103.34% (p=0.000 n=10) /STDOUT-24 39.55µ ± 4% 623.45µ ± 1% +1476.21% (p=0.000 n=10) 89.51µ ± 3% +126.29% (p=0.000 n=10) /NOOP-24 13.179µ ± 2% 4.950µ ± 1% -62.44% (p=0.000 n=10) 4.932µ ± 1% -62.58% (p=0.000 n=10) geomean 27.84µ 208.4µ +648.68% 33.37µ +19.86% │ spanevents.txt │ logs.base.txt │ logs.new.txt │ │ B/op │ B/op vs base │ B/op vs base │ /OTLP-24 98.90Ki ± 8% 210.44Ki ± 0% +112.79% (p=0.000 n=10) 52.01Ki ± 0% -47.41% (p=0.000 n=10) /STDOUT-24 91.01Ki ± 0% 286.62Ki ± 0% +214.93% (p=0.000 n=10) 81.67Ki ± 1% -10.27% (p=0.000 n=10) /NOOP-24 29840.0 ± 0% 240.0 ± 0% -99.20% (p=0.000 n=10) 240.0 ± 0% -99.20% (p=0.000 n=10) geomean 64.01Ki 24.18Ki -62.23% 9.985Ki -84.40% │ spanevents.txt │ logs.base.txt │ logs.new.txt │ │ allocs/op │ allocs/op vs base │ allocs/op vs base │ /OTLP-24 699.0 ± 20% 2174.5 ± 1% +211.09% (p=0.000 n=10) 249.5 ± 1% -64.31% (p=0.000 n=10) /STDOUT-24 646.5 ± 1% 4912.5 ± 0% +659.86% (p=0.000 n=10) 872.5 ± 2% +34.96% (p=0.000 n=10) /NOOP-24 303.000 ± 0% 3.000 ± 0% -99.01% (p=0.000 n=10) 3.000 ± 0% -99.01% (p=0.000 n=10) geomean 515.4 317.6 -38.37% 86.76 -83.17% ``` ```sh goos: linux goarch: amd64 pkg: github.com/pellared/spanevents-vs-logs cpu: AMD Ryzen 9 7900X 12-Core Processor │ logs.base.txt │ logs.new.txt │ │ sec/op │ sec/op vs base │ /OTLP-24 2935.15µ ± 9% 84.19µ ± 4% -97.13% (p=0.000 n=10) /STDOUT-24 623.45µ ± 1% 89.51µ ± 3% -85.64% (p=0.000 n=10) /NOOP-24 4.950µ ± 1% 4.932µ ± 1% ~ (p=0.342 n=10) geomean 208.4µ 33.37µ -83.99% │ logs.base.txt │ logs.new.txt │ │ B/op │ B/op vs base │ /OTLP-24 210.44Ki ± 0% 52.01Ki ± 0% -75.28% (p=0.000 n=10) /STDOUT-24 286.62Ki ± 0% 81.67Ki ± 1% -71.51% (p=0.000 n=10) /NOOP-24 240.0 ± 0% 240.0 ± 0% ~ (p=1.000 n=10) ¹ geomean 24.18Ki 9.985Ki -58.70% ¹ all samples are equal │ logs.base.txt │ logs.new.txt │ │ allocs/op │ allocs/op vs base │ /OTLP-24 2174.5 ± 1% 249.5 ± 1% -88.53% (p=0.000 n=10) /STDOUT-24 4912.5 ± 0% 872.5 ± 2% -82.24% (p=0.000 n=10) /NOOP-24 3.000 ± 0% 3.000 ± 0% ~ (p=1.000 n=10) ¹ geomean 317.6 86.76 -72.69% ¹ all samples are equal ``` --------- Co-authored-by: Robert Pająk <pellared@hotmail.com> Co-authored-by: Damien Mathieu <42@dmathieu.com>
OpenTelemetry-Go
OpenTelemetry-Go is the Go implementation of OpenTelemetry. It provides a set of APIs to directly measure performance and behavior of your software and send this data to observability platforms.
Project Status
Signal | Status |
---|---|
Traces | Stable |
Metrics | Stable |
Logs | Beta1 |
Progress and status specific to this repository is tracked in our project boards and milestones.
Project versioning information and stability guarantees can be found in the versioning documentation.
Compatibility
OpenTelemetry-Go ensures compatibility with the current supported versions of the Go language:
Each major Go release is supported until there are two newer major releases. For example, Go 1.5 was supported until the Go 1.7 release, and Go 1.6 was supported until the Go 1.8 release.
For versions of Go that are no longer supported upstream, opentelemetry-go will stop ensuring compatibility with these versions in the following manner:
- A minor release of opentelemetry-go will be made to add support for the new supported release of Go.
- The following minor release of opentelemetry-go will remove compatibility testing for the oldest (now archived upstream) version of Go. This, and future, releases of opentelemetry-go may include features only supported by the currently supported versions of Go.
Currently, this project supports the following environments.
OS | Go Version | Architecture |
---|---|---|
Ubuntu | 1.24 | amd64 |
Ubuntu | 1.23 | amd64 |
Ubuntu | 1.24 | 386 |
Ubuntu | 1.23 | 386 |
Ubuntu | 1.24 | arm64 |
Ubuntu | 1.23 | arm64 |
macOS 13 | 1.24 | amd64 |
macOS 13 | 1.23 | amd64 |
macOS | 1.24 | arm64 |
macOS | 1.23 | arm64 |
Windows | 1.24 | amd64 |
Windows | 1.23 | amd64 |
Windows | 1.24 | 386 |
Windows | 1.23 | 386 |
While this project should work for other systems, no compatibility guarantees are made for those systems currently.
Getting Started
You can find a getting started guide on opentelemetry.io.
OpenTelemetry's goal is to provide a single set of APIs to capture distributed traces and metrics from your application and send them to an observability platform. This project allows you to do just that for applications written in Go. There are two steps to this process: instrument your application, and configure an exporter.
Instrumentation
To start capturing distributed traces and metric events from your application it first needs to be instrumented. The easiest way to do this is by using an instrumentation library for your code. Be sure to check out the officially supported instrumentation libraries.
If you need to extend the telemetry an instrumentation library provides or want to build your own instrumentation for your application directly you will need to use the Go otel package. The examples are a good way to see some practical uses of this process.
Export
Now that your application is instrumented to collect telemetry, it needs an export pipeline to send that telemetry to an observability platform.
All officially supported exporters for the OpenTelemetry project are contained in the exporters directory.
Exporter | Logs | Metrics | Traces |
---|---|---|---|
OTLP | ✓ | ✓ | ✓ |
Prometheus | ✓ | ||
stdout | ✓ | ✓ | ✓ |
Zipkin | ✓ |
Contributing
See the contributing documentation.