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Tracing SDK

Table of Contents

Span processor

Span processor is an interface which allows hooks for span start and end method invocations. The span processors are invoked only when IsRecordingEvents is true. This interface must be used to implement span exporter to batch and convert spans.

Span processors can be registered directly on SDK Tracer and they are invoked in the same order as they were registered.

The following diagram shows SpanProcessor's relationship to other components in the SDK:

  +-----+---------------+   +---------------------+   +-------------------+
  |     |               |   |                     |   |                   |
  |     |               |   | BatchProcessor      |   |    SpanExporter   | 
  |     |               +---> SimpleProcessor     +--->  (JaegerExporter) |
  | SDK | SpanProcessor |   |                     |   |                   |
  |     |               |   +---------------------+   +-------------------+ 
  |     |               |
  |     |               |   +---------------------+
  |     |               |   |                     |
  |     |               +---> ZPagesProcessor     |
  |     |               |   |                     |
  +-----+---------------+   +---------------------+

Interface definition

OnStart(Span)

OnStart is called when a span is started. This method is called synchronously on the thread that started the span, therefore it should not block or throw exceptions.

Parameters:

  • Span - a readable span object.

Returns: Void

OnEnd(Span)

OnEnd is called when a span is ended. This method is called synchronously on the execution thread, therefore it should not block or throw an exception.

Parameters:

  • Span - a readable span object.

Returns: Void

Shutdown()

Shuts down the processor. Called when SDK is shut down. This is an opportunity for processor to do any cleanup required.

Shutdown should be called only once for each Processor instance. After the call to shutdown subsequent calls to onStart or onEnd are not allowed.

Shutdown should not block indefinitely. Language library authors can decide if they want to make the shutdown timeout to be configurable.

Built-in span processors

Simple processor

The implementation of SpanProcessor that passes ended span directly to the configured SpanExporter.

Configurable parameters:

  • exporter - the exporter where the spans are pushed.

Batching processor

The implementation of the SpanProcessor that batches ended spans and pushes them to the configured SpanExporter.

First the spans are added to a synchronized queue, then exported to the exporter pipeline in batches. The implementation is responsible for managing the span queue and sending batches of spans to the exporters. This processor can cause high contention in a very high traffic service.

Configurable parameters:

  • exporter - the exporter where the spans are pushed.
  • maxQueueSize - the maximum queue size. After the size is reached spans are dropped. The default value is 2048.
  • scheduledDelayMillis - the delay interval in milliseconds between two consecutive exports. The default value is 5000.
  • maxExportBatchSize - the maximum batch size of every export. It must be smaller or equal to maxQueueSize. The default value is 512.

Span Exporter

Span Exporter defines the interface that protocol-specific exporters must implement so that they can be plugged into OpenTelemetry SDK and support sending of telemetry data.

The goals of the interface are:

  • Minimize burden of implementation for protocol-dependent telemetry exporters. The protocol exporter is expected to be primarily a simple telemetry data encoder and transmitter.
  • Allow implementing helpers as composable components that use the same chainable Exporter interface. SDK authors are encouraged to implement common functionality such as queuing, batching, tagging, etc. as helpers. This functionality will be applicable regardless of what protocol exporter is used.

Interface Definition

The exporter must support two functions: Export and Shutdown. In strongly typed languages typically there will be 2 separate Exporter interfaces, one that accepts spans (SpanExporter) and one that accepts metrics (MetricsExporter).

Export(batch)

Exports a batch of telemetry data. Protocol exporters that will implement this function are typically expected to serialize and transmit the data to the destination.

Export() will never be called concurrently for the same exporter instance. Export() can be called again only after the current call returns.

Export() must not block indefinitely, there must be a reasonable upper limit after which the call must time out with an error result (typically FailedRetryable).

Parameters:

batch - a batch of telemetry data. The exact data type of the batch is language specific, typically it is a list of telemetry items, e.g. for spans in Java it will be typically Collection<ExportableSpan>.

Note that the data type for a span for illustration purposes here is written as an imaginary type ExportableSpan (similarly for metrics it would be e.g. ExportableMetrics). The actual data type must be specified by language library authors, it should be able to represent the span data that can be read by the exporter.

Returns: ExportResult:

ExportResult is one of:

  • Success - batch is successfully exported. For protocol exporters this typically means that the data is sent over the wire and delivered to the destination server.
  • FailedNotRetryable - exporting failed. The caller must not retry exporting the same batch. The batch must be dropped. This for example can happen when the batch contains bad data and cannot be serialized.
  • FailedRetryable - cannot export to the destination. The caller should record the error and may retry exporting the same batch after some time. This for example can happen when the destination is unavailable, there is a network error or endpoint does not exist.

Shutdown()

Shuts down the exporter. Called when SDK is shut down. This is an opportunity for exporter to do any cleanup required.

Shutdown should be called only once for each Exporter instance. After the call to Shutdown subsequent calls to Export are not allowed and should return FailedNotRetryable error.

Shutdown should not block indefinitely (e.g. if it attempts to flush the data and the destination is unavailable). Language library authors can decide if they want to make the shutdown timeout to be configurable.

Further Language Specialization

Based on the generic interface definition laid out above library authors must define the exact interface for the particular language.

Authors are encouraged to use efficient data structures on the interface boundary that are well suited for fast serialization to wire formats by protocol exporters and minimize the pressure on memory managers. The latter typically requires understanding of how to optimize the rapidly-generated, short-lived telemetry data structures to make life easier for the memory manager of the specific language. General recommendation is to minimize the number of allocations and use allocation arenas where possible, thus avoiding explosion of allocation/deallocation/collection operations in the presence of high rate of telemetry data generation.

Examples

These are examples on what the Exporter interface can look like in specific languages. Examples are for illustration purposes only. Language library authors are free to deviate from these provided that their design remain true to the spirit of Exporter concept.

Go SpanExporter Interface
type SpanExporter interface {
    Export(batch []ExportableSpan) ExportResult
    Shutdown()
}

type ExportResult struct {
    Code         ExportResultCode
    WrappedError error
}

type ExportResultCode int

const (
    Success ExportResultCode = iota
    FailedNotRetryable
    FailedRetryable
)
Java SpanExporter Interface
public interface SpanExporter {
 public enum ResultCode {
   Success, FailedNotRetryable, FailedRetryable
 }

 ResultCode export(Collection<ExportableSpan> batch);
 void shutdown();
}