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| Original file line number | Diff line number | Diff line change |
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| # Metrics API Benchmarks | ||
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| This directory contains [benchmark-ips](https://github.com/evanphx/benchmark-ips) benchmarks for the OpenTelemetry Ruby Metrics API and SDK. They cover no-op API recording, SDK instrument recording, attribute cardinality, views, exemplar filters, exemplar reservoirs, and aggregations. | ||
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| ## Running the Benchmarks | ||
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| Run from the `metrics_api/` directory, adding each sibling gem's `lib/` to the load path: | ||
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| ```bash | ||
| bundle exec ruby benchmarks/aggregation_bench.rb | ||
| bundle exec ruby benchmarks/attributes_bench.rb | ||
| bundle exec ruby benchmarks/exemplar_filter_bench.rb | ||
| bundle exec ruby benchmarks/exemplar_reservoir_bench.rb | ||
| bundle exec ruby benchmarks/instrument_bench.rb | ||
| bundle exec ruby benchmarks/noop_instrument_bench.rb | ||
| bundle exec ruby benchmarks/view_bench.rb | ||
| ``` | ||
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| ## Benchmark Files | ||
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| | File | What it measures | | ||
| | ---- | --------------- | | ||
| | `instrument_bench.rb` | Real SDK instruments — all synchronous types (counter, histogram, gauge, up-down counter) | | ||
| | `noop_instrument_bench.rb` | No-op API instruments only — micro-benchmark of the lightest possible instrumentation layer | | ||
| | `attributes_bench.rb` | How attribute set size (0 / 1 / 3 / 8 keys) affects SDK counter throughput | | ||
| | `view_bench.rb` | Impact of zero, one matching, one non-matching, and three matching registered views | | ||
| | `exemplar_filter_bench.rb` | Exemplar filter cost (`AlwaysOff` / `AlwaysOn` / `TraceBased`) on SDK counter | | ||
| | `exemplar_reservoir_bench.rb` | Exemplar reservoir cost (`Noop` / `SimpleFixedSize` / `AlignedHistogramBucket`) with `AlwaysOn` filter | | ||
| | `aggregation_bench.rb` | Histogram recording throughput across all five aggregations (`Drop`, `Sum`, `LastValue`, `ExplicitBucketHistogram`, `ExponentialBucketHistogram`) | | ||
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| ## Sample Run | ||
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| ### System Specifications | ||
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| **OS Information:** | ||
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| - Distribution: Ubuntu 24.04.3 LTS (Noble Numbat) | ||
| - Kernel: Linux 6.14.0-1018-aws | ||
| - Architecture: x86_64 | ||
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| **Memory:** | ||
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| - Total: ~3.91 GB (4,006,000 kB) | ||
| - Available: ~3.40 GB (3,470,496 kB) | ||
| - Free: ~3.13 GB (3,195,972 kB) | ||
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| **CPU:** | ||
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| - Processor: Intel(R) Xeon(R) CPU E5-2686 v4 @ 2.30GHz | ||
| - Cores: 2 | ||
| - Threads: 2 | ||
| - Virtualization: Xen (Full) | ||
| - Cache: L1d 64 KiB × 2 | L1i 64 KiB × 2 | L2 512 KiB × 2 | L3 45 MiB | ||
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| **Runtime:** | ||
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| - Ruby: 3.4.0dev (2024-12-25 master f450108330) +PRISM [x86_64-linux] | ||
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| ### Benchmark Results | ||
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| #### Aggregation Benchmarks | ||
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| `bundle exec ruby benchmarks/aggregation_bench.rb` | ||
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| | Aggregation Type | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | | ||
| | Sum | 172,228.5 i/s | 5.81 μs/i | **Fastest** | | ||
| | Drop | 163,185.4 i/s | 6.13 μs/i | 1.06x slower | | ||
| | LastValue | 155,601.6 i/s | 6.43 μs/i | 1.11x slower | | ||
| | ExplicitBucketHistogram | 153,229.4 i/s | 6.53 μs/i | 1.12x slower | | ||
| | ExponentialBucketHistogram | 83,628.0 i/s | 11.96 μs/i | 2.06x slower | | ||
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| #### Attribute Cardinality (SDK Counter) | ||
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| `bundle exec ruby benchmarks/attributes_bench.rb` | ||
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| | Attribute Count | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | | ||
| | No attrs (0) | 235,949.5 i/s | 4.24 μs/i | **Fastest** | | ||
| | Small attrs (1) | 223,849.7 i/s | 4.47 μs/i | 1.05x slower | | ||
| | Medium attrs (3) | 216,702.4 i/s | 4.61 μs/i | 1.09x slower | | ||
| | Large attrs (8) | 197,824.3 i/s | 5.05 μs/i | 1.19x slower | | ||
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| #### Exemplar Filters | ||
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| `bundle exec ruby benchmarks/exemplar_filter_bench.rb` | ||
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| | Filter Type | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | | ||
| | AlwaysOff | 227,492.0 i/s | 4.40 μs/i | **Fastest** | | ||
| | TraceBased | 211,242.6 i/s | 4.73 μs/i | 1.08x slower | | ||
| | AlwaysOn | 133,263.6 i/s | 7.50 μs/i | 1.71x slower | | ||
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| #### Exemplar Reservoirs | ||
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| `bundle exec ruby benchmarks/exemplar_reservoir_bench.rb` | ||
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| | Instrument | Reservoir Type | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | --- | | ||
| | Counter | SimpleFixedSize | 126,669.7 i/s | 7.89 μs/i | **Fastest** | | ||
| | Histogram | SimpleFixedSize | 118,602.8 i/s | 8.43 μs/i | 1.07x slower | | ||
| | Histogram | AlignedHistogramBucket | 113,535.5 i/s | 8.81 μs/i | 1.12x slower | | ||
| | Counter | Noop | 25,391.0 i/s | 39.38 μs/i | 4.99x slower | | ||
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Contributor
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. This metrics needs to be updated once the fix for noop exemplar is merged and released |
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| | Histogram | Noop | 25,329.6 i/s | 39.48 μs/i | 5.00x slower | | ||
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| #### Synchronous Instruments (SDK) | ||
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| `bundle exec ruby benchmarks/instrument_bench.rb` | ||
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| | Instrument | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | | ||
| | up_down_counter#add | 225,684.1 i/s | 4.43 μs/i | **Fastest** | | ||
| | counter#add | 222,590.0 i/s | 4.49 μs/i | ~Same | | ||
| | gauge#record | 202,016.1 i/s | 4.95 μs/i | 1.12x slower | | ||
| | histogram#record | 199,490.0 i/s | 5.01 μs/i | 1.13x slower | | ||
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| #### No-Op Instruments (API) | ||
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| `bundle exec ruby benchmarks/noop_instrument_bench.rb` | ||
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| | Instrument | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | | ||
| | noop up_down_counter#add | 4,342,256.4 i/s | 230.30 ns/i | **Fastest** | | ||
| | noop counter#add | 4,334,817.2 i/s | 230.69 ns/i | ~Same | | ||
| | noop gauge#record | 4,331,789.5 i/s | 230.85 ns/i | ~Same | | ||
| | noop histogram#record | 4,329,196.6 i/s | 230.99 ns/i | ~Same | | ||
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| #### View Impact on Performance | ||
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| `bundle exec ruby benchmarks/view_bench.rb` | ||
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| | Views | Throughput | Time/Op | Relative Performance | | ||
| | --- | --- | --- | --- | | ||
| | No views | 225,245.4 i/s | 4.44 μs/i | **Fastest** | | ||
| | 1 non-matching | 224,709.9 i/s | 4.45 μs/i | ~Same | | ||
| | 1 matching | 169,952.5 i/s | 5.88 μs/i | 1.33x slower | | ||
| | 3 matching | 62,762.3 i/s | 15.93 μs/i | 3.59x slower | | ||
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| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| def histogram_with_agg(aggregation) | ||
| provider = OpenTelemetry::SDK::Metrics::MeterProvider.new | ||
| provider.add_view('bench.agg.histogram', aggregation: aggregation) | ||
| provider.add_metric_reader(new_reader) | ||
| provider.meter('bench').create_histogram('bench.agg.histogram') | ||
| end | ||
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| explicit_hist = histogram_with_agg(Agg::ExplicitBucketHistogram.new) | ||
| exponential_hist = histogram_with_agg(Agg::ExponentialBucketHistogram.new) | ||
| sum_hist = histogram_with_agg(Agg::Sum.new) | ||
| last_value_hist = histogram_with_agg(Agg::LastValue.new) | ||
| drop_hist = histogram_with_agg(Agg::Drop.new) | ||
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| Benchmark.ips do |x| | ||
| x.report('histogram ExplicitBucketHistogram') { explicit_hist.record(42) } | ||
| x.report('histogram ExponentialBucketHistogram') { exponential_hist.record(42) } | ||
| x.report('histogram Sum aggregation') { sum_hist.record(42) } | ||
| x.report('histogram LastValue aggregation') { last_value_hist.record(42) } | ||
| x.report('histogram Drop aggregation') { drop_hist.record(42) } | ||
| x.compare! | ||
| end |
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| @@ -0,0 +1,35 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| ATTRS_NONE = {}.freeze | ||
| ATTRS_SMALL = { 'env' => 'prod' }.freeze | ||
| ATTRS_MEDIUM = { 'http.method' => 'GET', 'http.status_code' => 200, 'http.route' => '/api/users' }.freeze | ||
| ATTRS_LARGE = { | ||
| 'http.method' => 'GET', | ||
| 'http.status_code' => 200, | ||
| 'http.route' => '/api/users', | ||
| 'net.host.name' => 'example.com', | ||
| 'net.host.port' => 443, | ||
| 'http.scheme' => 'https', | ||
| 'http.flavor' => '1.1', | ||
| 'http.user_agent' => 'Ruby/3.3' | ||
| }.freeze | ||
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| puts "\n#{'=' * 60}" | ||
| puts '= Attribute cardinality (SDK counter)' | ||
| puts '=' * 60 | ||
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| card_counter = build_sdk_meter.create_counter('bench.cardinality.counter') | ||
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| Benchmark.ips do |x| | ||
| x.report('counter#add (no attrs)') { card_counter.add(1, attributes: ATTRS_NONE) } | ||
| x.report('counter#add (small attrs)') { card_counter.add(1, attributes: ATTRS_SMALL) } | ||
| x.report('counter#add (medium attrs)') { card_counter.add(1, attributes: ATTRS_MEDIUM) } | ||
| x.report('counter#add (large attrs)') { card_counter.add(1, attributes: ATTRS_LARGE) } | ||
| x.compare! | ||
| end |
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| @@ -0,0 +1,37 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require 'benchmark/ips' | ||
| require 'opentelemetry-metrics-api' | ||
| require 'opentelemetry/sdk/metrics' | ||
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| OpenTelemetry.logger = Logger.new(File::NULL) | ||
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| Agg = OpenTelemetry::SDK::Metrics::Aggregation | ||
| Ex = OpenTelemetry::SDK::Metrics::Exemplar | ||
| Export = OpenTelemetry::SDK::Metrics::Export | ||
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| def new_reader | ||
| Export::InMemoryMetricPullExporter.new | ||
| end | ||
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| def counter_with(exemplar_filter:, exemplar_reservoir: nil) | ||
| meter = build_sdk_meter(exemplar_filter: exemplar_filter) | ||
| meter.create_counter('bench.exemplar.counter', exemplar_reservoir: exemplar_reservoir) | ||
| end | ||
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| def histogram_with(exemplar_filter:, exemplar_reservoir: nil) | ||
| meter = build_sdk_meter(exemplar_filter: exemplar_filter) | ||
| meter.create_histogram('bench.exemplar.histogram', exemplar_reservoir: exemplar_reservoir) | ||
| end | ||
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| def build_sdk_meter(exemplar_filter: nil, views: []) | ||
| provider = OpenTelemetry::SDK::Metrics::MeterProvider.new | ||
| provider.enable_exemplar_filter(exemplar_filter: exemplar_filter) if exemplar_filter | ||
| views.each { |(name, opts)| provider.add_view(name, **opts) } | ||
| provider.add_metric_reader(new_reader) | ||
| provider.meter('bench') | ||
| end |
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| @@ -0,0 +1,18 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| always_off_counter = counter_with(exemplar_filter: Ex::AlwaysOffExemplarFilter) | ||
| always_on_counter = counter_with(exemplar_filter: Ex::AlwaysOnExemplarFilter) | ||
| trace_based_counter = counter_with(exemplar_filter: Ex::TraceBasedExemplarFilter) | ||
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| Benchmark.ips do |x| | ||
| x.report('counter#add AlwaysOff filter') { always_off_counter.add(1) } | ||
| x.report('counter#add AlwaysOn filter') { always_on_counter.add(1) } | ||
| x.report('counter#add TraceBased filter') { trace_based_counter.add(1) } | ||
| x.compare! | ||
| end |
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| @@ -0,0 +1,28 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| noop_res_counter = counter_with(exemplar_filter: Ex::AlwaysOnExemplarFilter, | ||
| exemplar_reservoir: Ex::NoopExemplarReservoir.new) | ||
| simple_res_counter = counter_with(exemplar_filter: Ex::AlwaysOnExemplarFilter, | ||
| exemplar_reservoir: Ex::SimpleFixedSizeExemplarReservoir.new) | ||
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| aligned_histogram = histogram_with(exemplar_filter: Ex::AlwaysOnExemplarFilter, | ||
| exemplar_reservoir: Ex::AlignedHistogramBucketExemplarReservoir.new) | ||
| simple_histogram = histogram_with(exemplar_filter: Ex::AlwaysOnExemplarFilter, | ||
| exemplar_reservoir: Ex::SimpleFixedSizeExemplarReservoir.new) | ||
| noop_histogram = histogram_with(exemplar_filter: Ex::AlwaysOnExemplarFilter, | ||
| exemplar_reservoir: Ex::NoopExemplarReservoir.new) | ||
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robbkidd marked this conversation as resolved.
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| Benchmark.ips do |x| | ||
| x.report('counter Noop reservoir') { noop_res_counter.add(1) } | ||
| x.report('counter SimpleFixedSize reservoir') { simple_res_counter.add(1) } | ||
| x.report('histogram AlignedHistogramBucket') { aligned_histogram.record(42) } | ||
| x.report('histogram SimpleFixedSize reservoir') { simple_histogram.record(42) } | ||
| x.report('histogram Noop reservoir') { noop_histogram.record(42) } | ||
| x.compare! | ||
| end | ||
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| @@ -0,0 +1,21 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| sdk_meter = build_sdk_meter | ||
| sdk_counter = sdk_meter.create_counter('bench.sdk.counter') | ||
| sdk_histogram = sdk_meter.create_histogram('bench.sdk.histogram') | ||
| sdk_gauge = sdk_meter.create_gauge('bench.sdk.gauge') | ||
| sdk_updown = sdk_meter.create_up_down_counter('bench.sdk.updown') | ||
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| Benchmark.ips do |x| | ||
| x.report('SDK counter#add') { sdk_counter.add(1) } | ||
| x.report('SDK histogram#record') { sdk_histogram.record(1) } | ||
| x.report('SDK gauge#record') { sdk_gauge.record(1) } | ||
| x.report('SDK up_down_counter#add') { sdk_updown.add(1) } | ||
| x.compare! | ||
| end |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,21 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| noop_meter = OpenTelemetry::Metrics::Meter.new | ||
| noop_counter = noop_meter.create_counter('bench.noop.counter') | ||
| noop_histogram = noop_meter.create_histogram('bench.noop.histogram') | ||
| noop_gauge = noop_meter.create_gauge('bench.noop.gauge') | ||
| noop_updown = noop_meter.create_up_down_counter('bench.noop.updown') | ||
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| Benchmark.ips do |x| | ||
| x.report('noop counter#add') { noop_counter.add(1) } | ||
| x.report('noop histogram#record') { noop_histogram.record(1) } | ||
| x.report('noop gauge#record') { noop_gauge.record(1) } | ||
| x.report('noop up_down_counter#add') { noop_updown.add(1) } | ||
| x.compare! | ||
| end |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,34 @@ | ||
| # frozen_string_literal: true | ||
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| # Copyright The OpenTelemetry Authors | ||
| # | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
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| require_relative 'bench_helper' | ||
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| # No view registered | ||
| no_view_counter = build_sdk_meter.create_counter('bench.view.counter') | ||
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| # One matching view | ||
| match_counter = build_sdk_meter( | ||
| views: [['bench.view.counter', { aggregation: Agg::Sum.new }]] | ||
| ).create_counter('bench.view.counter') | ||
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| # One non-matching view (different instrument name) | ||
| nomatch_counter = build_sdk_meter( | ||
| views: [['other.counter', { aggregation: Agg::Sum.new }]] | ||
| ).create_counter('bench.view.counter') | ||
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| # Three matching views | ||
| multi_provider = OpenTelemetry::SDK::Metrics::MeterProvider.new | ||
| 3.times { multi_provider.add_view('bench.view.counter', aggregation: Agg::Sum.new) } | ||
| multi_provider.add_metric_reader(new_reader) | ||
| multi_counter = multi_provider.meter('bench').create_counter('bench.view.counter') | ||
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| Benchmark.ips do |x| | ||
| x.report('counter#add (no view registered)') { no_view_counter.add(1) } | ||
| x.report('counter#add (1 non-matching view)') { nomatch_counter.add(1) } | ||
| x.report('counter#add (1 matching view)') { match_counter.add(1) } | ||
| x.report('counter#add (3 matching views)') { multi_counter.add(1) } | ||
| x.compare! | ||
| end |
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