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Add spanmetricsprocessor readme, config, sample config, factory and t…
…ests (#1917) Signed-off-by: albertteoh <albert.teoh@logz.io> Adds a new processor for aggregating span data to produce Requests Error and Duration (R.E.D) metrics. This is the first PR with a few to follow; containing the structure of the processor including: - README - Config struct - Factory - Processor skeleton code - Tests Note: as advised by maintainers during the Agent/Collector SIG, a workaround configuration of adding a dummy receiver and pipeline is required due to current limitations of the pipeline design and constraints. **Processor vs Exporter:** This component can be implemented both as a _processor_ or _exporter_. The _processor_ path was taken because: - From the [Opentelemetry Collector Architecture document](https://github.com/open-telemetry/opentelemetry-collector/blob/master/docs/design.md#processors), "processors" **transform** data and "they can also generate **new data**". Thus, a processor seems to be more fitting for something that aggregates span data into metrics than an exporter. - Processors allow the flexibility of writing to a metrics exporter without the overhead of an additional pipeline, if no processing of metrics is required. An example is exporting span metrics directly to prometheus. - `host:port` configuration is not required as it is encapsulated in the configured exporter to write span metrics to. - If there is a need to process span metrics further, an additional pipeline can be introduced. The advantages with an _exporter_ approach are: - It is more explicit, and does not need dummy receivers. It's very clear what the pipeline is doing just from reading the configuration. - There are discussions on #403 on a proposal to introduce translators, which are essentially both exporters and receivers. If the spanmetricsprocessor adopts this approach, it should be an easier and more natural transition from exporters to translators. **Link to tracking Issue:** #403 **Testing:** - Unit tests. **Documentation:** - README file. - Sample config in `testdata` directory. - Comments in Config struct.
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include ../../Makefile.Common |
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# Span Metrics Processor | ||
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Aggregates Request, Error and Duration (R.E.D) metrics from span data. | ||
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**Request** counts are computed as the number of spans seen per unique set of dimensions, including Errors. | ||
For example, the following metric shows 142 calls: | ||
``` | ||
promexample_calls{http_method="GET",http_status_code="200",operation="/Address",service_name="shippingservice",span_kind="SPAN_KIND_SERVER",status_code="STATUS_CODE_UNSET"} 142 | ||
``` | ||
Multiple metrics can be aggregated if, for instance, a user wishes to view call counts just on `service_name` and `operation`. | ||
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**Error** counts are computed from the Request counts which have an "Error" Status Code metric dimension. | ||
For example, the following metric indicates 220 errors: | ||
``` | ||
promexample_calls{http_method="GET",http_status_code="503",operation="/checkout",service_name="frontend",span_kind="SPAN_KIND_CLIENT",status_code="STATUS_CODE_ERROR"} 220 | ||
``` | ||
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**Duration** is computed from the difference between the span start and end times and inserted into the | ||
relevant latency histogram time bucket for each unique set dimensions. | ||
For example, the following latency buckets indicate the vast majority of spans (9K) have a 100ms latency: | ||
``` | ||
promexample_latency_bucket{http_method="GET",http_status_code="200",label1="value1",operation="/Address",service_name="shippingservice",span_kind="SPAN_KIND_SERVER",status_code="STATUS_CODE_UNSET",le="2"} 327 | ||
promexample_latency_bucket{http_method="GET",http_status_code="200",label1="value1",operation="/Address",service_name="shippingservice",span_kind="SPAN_KIND_SERVER",status_code="STATUS_CODE_UNSET",le="6"} 751 | ||
promexample_latency_bucket{http_method="GET",http_status_code="200",label1="value1",operation="/Address",service_name="shippingservice",span_kind="SPAN_KIND_SERVER",status_code="STATUS_CODE_UNSET",le="10"} 1195 | ||
promexample_latency_bucket{http_method="GET",http_status_code="200",label1="value1",operation="/Address",service_name="shippingservice",span_kind="SPAN_KIND_SERVER",status_code="STATUS_CODE_UNSET",le="100"} 10180 | ||
promexample_latency_bucket{http_method="GET",http_status_code="200",label1="value1",operation="/Address",service_name="shippingservice",span_kind="SPAN_KIND_SERVER",status_code="STATUS_CODE_UNSET",le="250"} 10180 | ||
... | ||
``` | ||
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Each metric will have _at least_ the following dimensions because they are common across all spans: | ||
- Service name | ||
- Operation | ||
- Span kind | ||
- Status code | ||
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This processor lets traces to continue through the pipeline unmodified. | ||
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The following settings are required: | ||
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- `metrics_exporter`: the name of the exporter that this processor will write metrics to. This exporter **must** be present in a pipeline. | ||
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The following settings can be optionally configured: | ||
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- `latency_histogram_buckets`: the list of durations defining the latency histogram buckets. | ||
- Default: `[2ms, 4ms, 6ms, 8ms, 10ms, 50ms, 100ms, 200ms, 400ms, 800ms, 1s, 1400ms, 2s, 5s, 10s, 15s]` | ||
- `dimensions`: the list of dimensions to add together with the default dimensions defined above. Each additional dimension is defined with a `name` which is looked up in the span's collection of attributes. If the `name`d attribute is missing in the span, the optional provided `default` is used. If no `default` is provided, this dimension will be **omitted** from the metric. | ||
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Example: | ||
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```yaml | ||
receivers: | ||
jaeger: | ||
protocols: | ||
thrift_http: | ||
endpoint: "0.0.0.0:14278" | ||
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# Dummy receiver that's never used, because a pipeline is required to have one. | ||
otlp/spanmetrics: | ||
protocols: | ||
grpc: | ||
endpoint: "localhost:12345" | ||
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otlp: | ||
protocols: | ||
grpc: | ||
endpoint: "localhost:55677" | ||
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processors: | ||
spanmetrics: | ||
metrics_exporter: otlp/spanmetrics | ||
latency_histogram_buckets: [2ms, 6ms, 10ms, 100ms, 250ms] | ||
dimensions: | ||
- name: http.method | ||
default: GET | ||
- name: http.status_code | ||
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exporters: | ||
jaeger: | ||
endpoint: localhost:14250 | ||
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otlp/spanmetrics: | ||
endpoint: "localhost:55677" | ||
insecure: true | ||
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prometheus: | ||
endpoint: "0.0.0.0:8889" | ||
namespace: promexample | ||
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pipelines: | ||
traces: | ||
receivers: [jaeger] | ||
processors: [spanmetrics, batch, queued_retry] | ||
exporters: [jaeger] | ||
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# The exporter name must match the metrics_exporter name. | ||
# The receiver is just a dummy and never used; added to pass validation requiring at least one receiver in a pipeline. | ||
metrics/spanmetrics: | ||
receivers: [otlp/spanmetrics] | ||
exporters: [otlp/spanmetrics] | ||
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metrics: | ||
receivers: [otlp] | ||
exporters: [prometheus] | ||
``` | ||
The full list of settings exposed for this processor are documented [here](./config.go) with detailed sample configuration [here](./testdata). |
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// Copyright The OpenTelemetry Authors | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package spanmetricsprocessor | ||
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import ( | ||
"time" | ||
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"go.opentelemetry.io/collector/config/configmodels" | ||
) | ||
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type Dimension struct { | ||
Name string `mapstructure:"name"` | ||
Default *string `mapstructure:"default"` | ||
} | ||
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type Config struct { | ||
configmodels.ProcessorSettings `mapstructure:",squash"` | ||
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// MetricsExporter is the name of the metrics exporter to use to ship metrics. | ||
MetricsExporter string `mapstructure:"metrics_exporter"` | ||
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// LatencyHistogramBuckets is the list of durations representing latency histogram buckets. | ||
// See defaultLatencyHistogramBucketsMs in processor.go for the default value. | ||
LatencyHistogramBuckets []time.Duration `mapstructure:"latency_histogram_buckets"` | ||
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// Dimensions defines the list of additional dimensions on top of the provided: | ||
// - service.name | ||
// - operation | ||
// - span.kind | ||
// - status.code | ||
// The dimensions will be fetched from the span's attributes. Examples of some conventionally used attributes: | ||
// https://github.com/open-telemetry/opentelemetry-collector/blob/master/translator/conventions/opentelemetry.go. | ||
Dimensions []Dimension `mapstructure:"dimensions"` | ||
} |
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// Copyright The OpenTelemetry Authors | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package spanmetricsprocessor | ||
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import ( | ||
"path" | ||
"testing" | ||
"time" | ||
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"github.com/stretchr/testify/assert" | ||
"github.com/stretchr/testify/require" | ||
"go.opentelemetry.io/collector/component/componenttest" | ||
"go.opentelemetry.io/collector/config/configmodels" | ||
"go.opentelemetry.io/collector/config/configtest" | ||
"go.opentelemetry.io/collector/exporter/jaegerexporter" | ||
"go.opentelemetry.io/collector/exporter/otlpexporter" | ||
"go.opentelemetry.io/collector/exporter/prometheusexporter" | ||
"go.opentelemetry.io/collector/processor/batchprocessor" | ||
"go.opentelemetry.io/collector/processor/queuedprocessor" | ||
"go.opentelemetry.io/collector/receiver/jaegerreceiver" | ||
"go.opentelemetry.io/collector/receiver/otlpreceiver" | ||
) | ||
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func TestLoadConfig(t *testing.T) { | ||
defaultMethod := "GET" | ||
testcases := []struct { | ||
configFile string | ||
wantMetricsExporter string | ||
wantLatencyHistogramBuckets []time.Duration | ||
wantDimensions []Dimension | ||
}{ | ||
{configFile: "config-2-pipelines.yaml", wantMetricsExporter: "prometheus"}, | ||
{configFile: "config-3-pipelines.yaml", wantMetricsExporter: "otlp/spanmetrics"}, | ||
{ | ||
configFile: "config-full.yaml", | ||
wantMetricsExporter: "otlp/spanmetrics", | ||
wantLatencyHistogramBuckets: []time.Duration{ | ||
2 * time.Millisecond, | ||
6 * time.Millisecond, | ||
10 * time.Millisecond, | ||
100 * time.Millisecond, | ||
250 * time.Millisecond, | ||
}, | ||
wantDimensions: []Dimension{ | ||
{"http.method", &defaultMethod}, | ||
{"http.status_code", nil}, | ||
}, | ||
}, | ||
} | ||
for _, tc := range testcases { | ||
t.Run(tc.configFile, func(t *testing.T) { | ||
// Prepare | ||
factories, err := componenttest.ExampleComponents() | ||
require.NoError(t, err) | ||
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factories.Receivers["otlp"] = otlpreceiver.NewFactory() | ||
factories.Receivers["jaeger"] = jaegerreceiver.NewFactory() | ||
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factories.Processors[typeStr] = NewFactory() | ||
factories.Processors["batch"] = batchprocessor.NewFactory() | ||
factories.Processors["queued_retry"] = queuedprocessor.NewFactory() | ||
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factories.Exporters["otlp"] = otlpexporter.NewFactory() | ||
factories.Exporters["prometheus"] = prometheusexporter.NewFactory() | ||
factories.Exporters["jaeger"] = jaegerexporter.NewFactory() | ||
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// Test | ||
cfg, err := configtest.LoadConfigFile(t, path.Join(".", "testdata", tc.configFile), factories) | ||
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// Verify | ||
require.NoError(t, err) | ||
require.NotNil(t, cfg) | ||
assert.Equal(t, | ||
&Config{ | ||
ProcessorSettings: configmodels.ProcessorSettings{ | ||
NameVal: "spanmetrics", | ||
TypeVal: "spanmetrics", | ||
}, | ||
MetricsExporter: tc.wantMetricsExporter, | ||
LatencyHistogramBuckets: tc.wantLatencyHistogramBuckets, | ||
Dimensions: tc.wantDimensions, | ||
}, | ||
cfg.Processors["spanmetrics"], | ||
) | ||
}) | ||
} | ||
} |
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// Copyright The OpenTelemetry Authors | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package spanmetricsprocessor | ||
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import ( | ||
"context" | ||
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"go.opentelemetry.io/collector/component" | ||
"go.opentelemetry.io/collector/config/configmodels" | ||
"go.opentelemetry.io/collector/consumer" | ||
"go.opentelemetry.io/collector/processor/processorhelper" | ||
) | ||
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const ( | ||
// The value of "type" key in configuration. | ||
typeStr = "spanmetrics" | ||
) | ||
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// NewFactory creates a factory for the spanmetrics processor. | ||
func NewFactory() component.ProcessorFactory { | ||
return processorhelper.NewFactory( | ||
typeStr, | ||
createDefaultConfig, | ||
processorhelper.WithTraces(createTraceProcessor), | ||
) | ||
} | ||
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func createDefaultConfig() configmodels.Processor { | ||
return &Config{ | ||
ProcessorSettings: configmodels.ProcessorSettings{ | ||
TypeVal: typeStr, | ||
NameVal: typeStr, | ||
}, | ||
} | ||
} | ||
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func createTraceProcessor(_ context.Context, params component.ProcessorCreateParams, cfg configmodels.Processor, nextConsumer consumer.TracesConsumer) (component.TracesProcessor, error) { | ||
return newProcessor(params.Logger, cfg, nextConsumer) | ||
} |
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// Copyright The OpenTelemetry Authors | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package spanmetricsprocessor | ||
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import ( | ||
"context" | ||
"testing" | ||
"time" | ||
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"github.com/stretchr/testify/assert" | ||
"go.opentelemetry.io/collector/component" | ||
"go.opentelemetry.io/collector/consumer/consumertest" | ||
"go.uber.org/zap" | ||
) | ||
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func TestNewProcessor(t *testing.T) { | ||
defaultMethod := "GET" | ||
for _, tc := range []struct { | ||
name string | ||
metricsExporter string | ||
latencyHistogramBuckets []time.Duration | ||
dimensions []Dimension | ||
wantLatencyHistogramBuckets []float64 | ||
wantDimensions []Dimension | ||
}{ | ||
{ | ||
name: "simplest config (use defaults)", | ||
wantLatencyHistogramBuckets: defaultLatencyHistogramBucketsMs, | ||
}, | ||
{ | ||
name: "latency histogram configured with catch-all bucket to check no additional catch-all bucket inserted", | ||
latencyHistogramBuckets: []time.Duration{2 * time.Millisecond, maxDuration}, | ||
wantLatencyHistogramBuckets: []float64{2, maxDurationMs}, | ||
}, | ||
{ | ||
name: "full config with no catch-all bucket and check the catch-all bucket is inserted", | ||
latencyHistogramBuckets: []time.Duration{2 * time.Millisecond}, | ||
dimensions: []Dimension{ | ||
{"http.method", &defaultMethod}, | ||
{"http.status_code", nil}, | ||
}, | ||
wantLatencyHistogramBuckets: []float64{2, maxDurationMs}, | ||
wantDimensions: []Dimension{ | ||
{"http.method", &defaultMethod}, | ||
{"http.status_code", nil}, | ||
}, | ||
}, | ||
} { | ||
t.Run(tc.name, func(t *testing.T) { | ||
// Prepare | ||
factory := NewFactory() | ||
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creationParams := component.ProcessorCreateParams{Logger: zap.NewNop()} | ||
cfg := factory.CreateDefaultConfig().(*Config) | ||
cfg.LatencyHistogramBuckets = tc.latencyHistogramBuckets | ||
cfg.Dimensions = tc.dimensions | ||
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// Test | ||
traceProcessor, err := factory.CreateTracesProcessor(context.Background(), creationParams, cfg, consumertest.NewTracesNop()) | ||
smp := traceProcessor.(*processorImp) | ||
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// Verify | ||
assert.Nil(t, err) | ||
assert.NotNil(t, smp) | ||
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assert.Equal(t, tc.wantLatencyHistogramBuckets, smp.latencyBounds) | ||
assert.Equal(t, tc.wantDimensions, smp.dimensions) | ||
}) | ||
} | ||
} |
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