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kubernetes-sigs/inference-perf

https://github.com/kubernetes-sigs/inference-perf · scanned 2026-06-05 19:52 UTC (4 days, 15 hours ago) · 10 languages

234 raw signals (130 security + 104 graph) 56th percentile · Python · medium (20-100K LoC) System graph score 82 (lower by 14)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 15 hours ago · v2 · 99 actionable findings from 2 signal sources. 58 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
67.6
/100
Security checks
53
64 findings
System graph
82
100.0% cov · 35 findings
Critical
1
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 60.0 0.15 9.00
security_score 32.1 0.25 8.03
testing_score 100.0 0.20 20.00
documentation_score 88.0 0.15 13.20
practices_score 84.0 0.15 12.60
code_quality 47.3 0.10 4.73
Overall 1.00 67.6
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 1 High 12 Medium 9 Low 25 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 64 System graph 35 Crowd 0 Layer: Software 17 Cicd 8 Security 7 Quality 63 Api 1 Hardware 2 Frontend 1

All 1833 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
test_otel_instrumentation_init software healthy tests/test_otel_instrumentation.py:20
test_otel_instrumentation_disabled software healthy tests/test_otel_instrumentation.py:28
test_trace_llm_request_disabled software healthy tests/test_otel_instrumentation.py:36
test_record_response_metrics_disabled software healthy tests/test_otel_instrumentation.py:48
test_get_otel_instrumentation software healthy tests/test_otel_instrumentation.py:60
test_trace_llm_request_with_data software healthy tests/test_otel_instrumentation.py:69
test_record_response_metrics_with_data software healthy tests/test_otel_instrumentation.py:91
test_record_response_metrics_with_error software healthy tests/test_otel_instrumentation.py:117
_clear_user_session_registry software healthy tests/test_conversation_replay_datagen.py:40
_make_mock_tokenizer software healthy tests/test_conversation_replay_datagen.py:47
_make_config software healthy tests/test_conversation_replay_datagen.py:59
test_init_creates_correct_number_of_conversations software healthy tests/test_conversation_replay_datagen.py:85
test_deterministic_with_same_seed software healthy tests/test_conversation_replay_datagen.py:91
test_different_seeds_produce_different_results software healthy tests/test_conversation_replay_datagen.py:102
test_get_data_yields_lazy_load_with_preferred_worker software healthy tests/test_conversation_replay_datagen.py:113
test_load_lazy_data_returns_user_session_data software healthy tests/test_conversation_replay_datagen.py:128
test_turn_recycling software healthy tests/test_conversation_replay_datagen.py:139
test_requires_tokenizer software healthy tests/test_conversation_replay_datagen.py:152
test_requires_conversation_replay_config software healthy tests/test_conversation_replay_datagen.py:157
test_is_preferred_worker_requested software healthy tests/test_conversation_replay_datagen.py:163
test_user_session_ids software healthy tests/test_conversation_replay_datagen.py:168
test_load_lazy_data_returns_conversation_replay_api_data software healthy tests/test_conversation_replay_datagen.py:174
test_tool_call_latency_not_set_gives_zero software healthy tests/test_conversation_replay_datagen.py:181
test_tool_call_latency_fixed_distribution software healthy tests/test_conversation_replay_datagen.py:190
test_load_lazy_data_regenerates_after_clear_instances software healthy tests/test_conversation_replay_datagen.py:215
test_system_prompt_regenerated_across_repeated_clears software healthy tests/test_conversation_replay_datagen.py:235
test_load_lazy_data_does_not_replace_live_session software healthy tests/test_conversation_replay_datagen.py:255
test_tool_call_latency_lognormal_distribution software healthy tests/test_conversation_replay_datagen.py:270
test_reproducibility_across_runs_with_stages software healthy tests/test_conversation_replay_datagen.py:292
make_deterministic_mock_tok software healthy tests/test_conversation_replay_datagen.py:397
test_shared_system_prompt_within_stage software healthy tests/test_conversation_replay_datagen.py:350
test_unique_system_prompt_within_stage_after_clear software healthy tests/test_conversation_replay_datagen.py:394
test_shared_system_prompt_cached_per_stage software healthy tests/test_conversation_replay_datagen.py:432
counting_decode software healthy tests/test_conversation_replay_datagen.py:440
test_lognormal_distribution software healthy tests/test_conversation_replay_datagen.py:462
test_uniform_distribution software healthy tests/test_conversation_replay_datagen.py:470
test_fixed_distribution software healthy tests/test_conversation_replay_datagen.py:476
test_normal_distribution_backward_compatible software healthy tests/test_conversation_replay_datagen.py:481
test_seeded_rng_deterministic software healthy tests/test_conversation_replay_datagen.py:488
test_sliding_window_truncation software healthy tests/test_conversation_replay_datagen.py:497
_make_tokenizer software healthy tests/test_reasoning_output_support.py:47
_make_config software healthy tests/test_reasoning_output_support.py:53
_make_non_streaming_response software healthy tests/test_reasoning_output_support.py:59
__init__ software healthy tests/test_reasoning_output_support.py:77
_make_content software healthy tests/test_reasoning_output_support.py:83
iter_any software healthy tests/test_reasoning_output_support.py:86
_build_sse_stream software healthy tests/test_reasoning_output_support.py:94
_make_streaming_response software healthy tests/test_reasoning_output_support.py:107
_make_session_api_data software healthy tests/test_reasoning_output_support.py:112
test_reasoning_combined_with_content software healthy tests/test_reasoning_output_support.py:142

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
RELEASE.md software healthy RELEASE.md
README.md software healthy README.md
CONTRIBUTING.md software healthy CONTRIBUTING.md
code-of-conduct.md software healthy code-of-conduct.md
Dockerfile software healthy Dockerfile
.pre-push-config.yaml software healthy .pre-push-config.yaml
config.yml software healthy config.yml
pyproject.toml software healthy pyproject.toml
requirements.txt software healthy requirements.txt
SECURITY.md software healthy SECURITY.md
cloudbuild.yaml software healthy cloudbuild.yaml
test_otel_instrumentation.py software healthy tests/test_otel_instrumentation.py
test_conversation_replay_datagen.py software healthy tests/test_conversation_replay_datagen.py
test_reasoning_output_support.py software healthy tests/test_reasoning_output_support.py
README.md software healthy tests/README.md
test_otel_trace_utils.py software healthy tests/test_otel_trace_utils.py
test_streaming_response_order.py software healthy tests/test_streaming_response_order.py
test_streaming_multi_token_chunks.py software healthy tests/test_streaming_multi_token_chunks.py
test_config.py software healthy tests/test_config.py
test_tool_call_capture.py software healthy tests/test_tool_call_capture.py
test_logger.py software healthy tests/test_logger.py
test_otel_trace_to_replay_graph.py software healthy tests/test_otel_trace_to_replay_graph.py
test_trace_replay.py software healthy tests/test_trace_replay.py
test_otel_replay_datagen.py software healthy tests/test_otel_replay_datagen.py
e2e_test.sh software healthy tests/optional/manual/multimodal/e2e_test.sh
vllm.yaml software healthy tests/optional/manual/multimodal/cases/mixed/vllm.yaml
config.yml software healthy tests/optional/manual/multimodal/cases/mixed/config.yml
vllm.yaml software healthy tests/optional/manual/multimodal/cases/mixed_frames/vllm.ya…
config.yml software healthy tests/optional/manual/multimodal/cases/mixed_frames/config.…
vllm.yaml software healthy tests/optional/manual/multimodal/cases/audio/vllm.yaml
config.yml software healthy tests/optional/manual/multimodal/cases/audio/config.yml
vllm.yaml software healthy tests/optional/manual/multimodal/cases/shared_image_prefix/…
config.yml software healthy tests/optional/manual/multimodal/cases/shared_image_prefix/…
vllm.yaml software healthy tests/optional/manual/multimodal/cases/shared_mixed_prefix/…
config.yml software healthy tests/optional/manual/multimodal/cases/shared_mixed_prefix/…
vllm.yaml software healthy tests/optional/manual/multimodal/cases/images/vllm.yaml
config.yml software healthy tests/optional/manual/multimodal/cases/images/config.yml
vllm.yaml software healthy tests/optional/manual/multimodal/cases/video/vllm.yaml
config.yml software healthy tests/optional/manual/multimodal/cases/video/config.yml
test_multimodal_metrics.py software healthy tests/required/reportgen/test_multimodal_metrics.py
test_calculate_goodput_metrics.py software healthy tests/required/reportgen/test_calculate_goodput_metrics.py
test_summarize_requests.py software healthy tests/required/reportgen/test_summarize_requests.py
test_lifecycle_report_shape.py software healthy tests/required/reportgen/test_lifecycle_report_shape.py
test_openai_client.py software healthy tests/required/client/modelserver/test_openai_client.py
test_shared_prefix_datagen.py software healthy tests/required/datagen/test_shared_prefix_datagen.py
test_synthetic_datagen.py software healthy tests/required/datagen/test_synthetic_datagen.py
test_multimodal_datagen.py software healthy tests/required/datagen/test_multimodal_datagen.py
test_shared_prefix.py software healthy tests/required/datagen/test_shared_prefix.py
test_datagen_fuzz.py software healthy tests/required/datagen/test_datagen_fuzz.py
test_shared_prefix_multimodal.py software healthy tests/required/datagen/test_shared_prefix_multimodal.py

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
TestConversationReplayDataGenerator software healthy tests/test_conversation_replay_datagen.py:84
TestDistributionExtensions software healthy tests/test_conversation_replay_datagen.py:461
TestSlidingWindowTruncation software healthy tests/test_conversation_replay_datagen.py:496
FakeStreamingResponse software healthy tests/test_reasoning_output_support.py:74
TestReasoningNonStreaming software healthy tests/test_reasoning_output_support.py:138
TestReasoningStreaming software healthy tests/test_reasoning_output_support.py:227
TestReasoningRegistryIntegration software healthy tests/test_reasoning_output_support.py:282
TestReconstructLLMOutput software healthy tests/test_otel_trace_utils.py:31
TestReconstructLLMInput software healthy tests/test_otel_trace_utils.py:59
TestHelperFunctions software healthy tests/test_otel_trace_utils.py:81
TestTokenEstimation software healthy tests/test_otel_trace_utils.py:139
FakeStreamingResponse software healthy tests/test_streaming_response_order.py:17
FakeStreamingResponse software healthy tests/test_streaming_multi_token_chunks.py:43
TestEventOutputRegistryStructured software healthy tests/test_tool_call_capture.py:37
TestSubstitutionWithToolCalls software healthy tests/test_tool_call_capture.py:69
TestToolChoiceInjection software healthy tests/test_tool_call_capture.py:172
TestToolCallIdRewriting software healthy tests/test_tool_call_capture.py:272
TestCausalDepToolCallIds software healthy tests/test_tool_call_capture.py:414
TestToolChoiceEmptyDefinitions software healthy tests/test_tool_call_capture.py:489
TestToolCallIdRewriteWithInterveningMessage software healthy tests/test_tool_call_capture.py:517
TestSessionInferenceInfoOutputMessage software healthy tests/test_tool_call_capture.py:574
TestTraceReplay software healthy tests/test_trace_replay.py:24
TestEventOutputRegistry software healthy tests/test_otel_replay_datagen.py:106
TestWorkerSessionTracker software healthy tests/test_otel_replay_datagen.py:216
TestSessionChatCompletionAPIData software healthy tests/test_otel_replay_datagen.py:264
TestOTelTraceReplayDataGenerator software healthy tests/test_otel_replay_datagen.py:428
TestEndToEndSimpleChain software healthy tests/test_otel_replay_datagen.py:688
TestSessionChatCompletionAPIDataErrorPaths software healthy tests/test_otel_replay_datagen.py:829
TestFailurePropagation software healthy tests/test_otel_replay_datagen.py:911
TestRandomSessionIDInjection software healthy tests/test_otel_replay_datagen.py:998
TestBuildReplayScheduleRandomSessionID software healthy tests/test_otel_replay_datagen.py:1383
TestDeterministicSeeding software healthy tests/required/datagen/test_shared_prefix_datagen.py:64
TestFixedLengths software healthy tests/required/datagen/test_shared_prefix_datagen.py:87
TestDistributionLengths software healthy tests/required/datagen/test_shared_prefix_datagen.py:98
TestLegacyCompatibility software healthy tests/required/datagen/test_shared_prefix_datagen.py:135
TestMultiTurnChat software healthy tests/required/datagen/test_shared_prefix_datagen.py:163
DummyTokenizer software healthy tests/required/datagen/test_shared_prefix_datagen.py:242
DummyCustomTokenizer software healthy tests/required/datagen/test_shared_prefix_datagen.py:259
DummyTokenizer software healthy tests/required/datagen/test_synthetic_datagen.py:12
DummyCustomTokenizer software healthy tests/required/datagen/test_synthetic_datagen.py:26
MockHFTokenizer software healthy tests/required/datagen/test_shared_prefix.py:7
MockCustomTokenizer software healthy tests/required/datagen/test_shared_prefix.py:17
DummyTokenizer software healthy tests/required/datagen/test_random_datagen.py:8
DummyCustomTokenizer software healthy tests/required/datagen/test_random_datagen.py:22
DummyTokenizer software healthy tests/required/datagen/test_datagen_utils.py:7
DummyCustomTokenizer software healthy tests/required/datagen/test_datagen_utils.py:21
TestCliSummary software healthy tests/required/utils/test_cli_summary.py:12
TestSampleFromDistribution software healthy tests/required/utils/test_distribution.py:21
TestLegacyGenerateDistribution software healthy tests/required/utils/test_distribution.py:126
TestMultiTurnHang software healthy tests/required/loadgen/test_multi_turn_hang.py:35

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
tests software healthy tests
optional software healthy tests/optional
manual software healthy tests/optional/manual
multimodal software healthy tests/optional/manual/multimodal
cases software healthy tests/optional/manual/multimodal/cases
mixed software healthy tests/optional/manual/multimodal/cases/mixed
mixed_frames software healthy tests/optional/manual/multimodal/cases/mixed_frames
audio software healthy tests/optional/manual/multimodal/cases/audio
shared_image_prefix software healthy tests/optional/manual/multimodal/cases/shared_image_prefix
shared_mixed_prefix software healthy tests/optional/manual/multimodal/cases/shared_mixed_prefix
images software healthy tests/optional/manual/multimodal/cases/images
video software healthy tests/optional/manual/multimodal/cases/video
required software healthy tests/required
reportgen software healthy tests/required/reportgen
client software healthy tests/required/client
modelserver software healthy tests/required/client/modelserver
datagen software healthy tests/required/datagen
utils software healthy tests/required/utils
loadgen software healthy tests/required/loadgen
mediagen software healthy tests/required/mediagen
analysis software healthy tests/required/analysis
apis software healthy tests/required/apis
payloads software healthy tests/required/payloads
docs software healthy docs
inference_perf software healthy inference_perf
reportgen software healthy inference_perf/reportgen
client software healthy inference_perf/client
server_metrics software healthy inference_perf/client/server_metrics
prometheus_client software healthy inference_perf/client/server_metrics/prometheus_client
filestorage software healthy inference_perf/client/filestorage
modelserver software healthy inference_perf/client/modelserver
datagen software healthy inference_perf/datagen
config software healthy inference_perf/config
reportgen software healthy inference_perf/config/reportgen
client software healthy inference_perf/config/client
server_metrics software healthy inference_perf/config/client/server_metrics
filestorage software healthy inference_perf/config/client/filestorage
modelserver software healthy inference_perf/config/client/modelserver
datagen software healthy inference_perf/config/datagen
utils software healthy inference_perf/config/utils
loadgen software healthy inference_perf/config/loadgen
apis software healthy inference_perf/config/apis
metrics software healthy inference_perf/config/metrics
utils software healthy inference_perf/utils
loadgen software healthy inference_perf/loadgen
mediagen software healthy inference_perf/mediagen
analysis software healthy inference_perf/analysis
circuit_breaker software healthy inference_perf/circuit_breaker
triggers software healthy inference_perf/circuit_breaker/triggers
apis software healthy inference_perf/apis

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
image::Dockerfile hardware healthy Dockerfile
vllm-server hardware healthy examples/vllm/docker-compose.yml
prometheus hardware healthy examples/vllm/docker-compose.yml
sglang-server hardware healthy examples/sglang/docker-compose.yml
prometheus hardware healthy examples/sglang/docker-compose.yml
tgi-server hardware healthy examples/tgi/docker-compose.yml
prometheus hardware healthy examples/tgi/docker-compose.yml
k8s::Secret::deploy/inference-perf/templates/secret.yaml hardware healthy deploy/inference-perf/templates/secret.yaml
k8s::ConfigMap::deploy/inference-perf/templates/configmap.y… hardware healthy deploy/inference-perf/templates/configmap.yaml
k8s::PodMonitoring::demos/kubecon-na-2025/vllm+v0_engine/ma… hardware healthy demos/kubecon-na-2025/vllm+v0_engine/manifests.yaml
k8s::PodMonitoring::demos/kubecon-na-2025/vllm/manifests.ya… hardware healthy demos/kubecon-na-2025/vllm/manifests.yaml
k8s::PodMonitoring::demos/kubecon-na-2025/vllm+chunking_and… hardware healthy demos/kubecon-na-2025/vllm+chunking_and_prefix_caching/mani…
k8s::PodMonitoring::demos/kubecon-na-2025/vllm+batch_size/m… hardware healthy demos/kubecon-na-2025/vllm+batch_size/manifests.yaml
k8s::PodMonitoring::demos/kubecon-na-2025/vllm+quantization… hardware healthy demos/kubecon-na-2025/vllm+quantization/manifests.yaml
k8s::PodMonitoring::demos/kubecon-na-2025/vllm+eagle/manife… hardware healthy demos/kubecon-na-2025/vllm+eagle/manifests.yaml

LabelLayerStatusPath
k8s::Deployment::tests/optional/manual/multimodal/cases/mix… hardware healthy tests/optional/manual/multimodal/cases/mixed/vllm.yaml
k8s::Deployment::tests/optional/manual/multimodal/cases/mix… hardware healthy tests/optional/manual/multimodal/cases/mixed_frames/vllm.ya…
k8s::Deployment::tests/optional/manual/multimodal/cases/aud… hardware healthy tests/optional/manual/multimodal/cases/audio/vllm.yaml
k8s::Deployment::tests/optional/manual/multimodal/cases/sha… hardware healthy tests/optional/manual/multimodal/cases/shared_image_prefix/…
k8s::Deployment::tests/optional/manual/multimodal/cases/sha… hardware healthy tests/optional/manual/multimodal/cases/shared_mixed_prefix/…
k8s::Deployment::tests/optional/manual/multimodal/cases/ima… hardware healthy tests/optional/manual/multimodal/cases/images/vllm.yaml
k8s::Deployment::tests/optional/manual/multimodal/cases/vid… hardware healthy tests/optional/manual/multimodal/cases/video/vllm.yaml
k8s::Job::deploy/manifests.yaml hardware healthy deploy/manifests.yaml
k8s::Job::deploy/inference-perf/templates/job.yaml hardware healthy deploy/inference-perf/templates/job.yaml
k8s::Deployment::demos/kubecon-na-2025/vllm+v0_engine/manif… hardware healthy demos/kubecon-na-2025/vllm+v0_engine/manifests.yaml
k8s::Deployment::demos/kubecon-na-2025/vllm/manifests.yaml hardware healthy demos/kubecon-na-2025/vllm/manifests.yaml
k8s::Deployment::demos/kubecon-na-2025/vllm+chunking_and_pr… hardware healthy demos/kubecon-na-2025/vllm+chunking_and_prefix_caching/mani…
k8s::Deployment::demos/kubecon-na-2025/vllm+batch_size/mani… hardware healthy demos/kubecon-na-2025/vllm+batch_size/manifests.yaml
k8s::Deployment::demos/kubecon-na-2025/vllm+quantization/ma… hardware healthy demos/kubecon-na-2025/vllm+quantization/manifests.yaml
k8s::Deployment::demos/kubecon-na-2025/vllm+eagle/manifests… hardware healthy demos/kubecon-na-2025/vllm+eagle/manifests.yaml

LabelLayerStatusPath
format-check cicd healthy .github/workflows/coverage.yml
test-python-package cicd healthy .github/workflows/test-release.yml
build-and-publish cicd healthy .github/workflows/publish-on-release.yml
python-package cicd healthy .github/workflows/publish-on-release.yml
docker cicd healthy .github/workflows/publish-on-release.yml
helm-chart cicd healthy .github/workflows/publish-on-release.yml
format-check cicd healthy .github/workflows/unit_test.yml
docker cicd healthy .github/workflows/publish-on-change.yml
helm-chart cicd healthy .github/workflows/publish-on-change.yml
format-check cicd healthy .github/workflows/format.yml
e2e-tests cicd healthy .github/workflows/e2e_test-on-change.yml

LabelLayerStatusPath
TAG_VERSION cicd healthy —
GITHUB_TOKEN cicd healthy —
TEST_PYPI_API_TOKEN cicd healthy —
PYPI_API_TOKEN cicd healthy —
IMAGE_NAME cicd healthy —
RELEASE_VERSION cicd healthy —
QUAY_USERNAME cicd healthy —
QUAY_PASSWORD cicd healthy —

LabelLayerStatusPath
port:8000 network healthy tests/optional/manual/multimodal/cases/mixed/vllm.yaml
port:9090 network healthy examples/vllm/docker-compose.yml
port:16686 network healthy examples/otel/run_with_jaeger.sh
port:4317 network healthy examples/otel/run_with_jaeger.sh
port:4318 network healthy examples/otel/run_with_jaeger.sh
port:18000 network healthy e2e/tests/test_llm_d_inference_sim.py
port:18001 network healthy e2e/tests/test_llm_d_inference_sim.py

LabelLayerStatusPath
gha::coverage cicd healthy .github/workflows/coverage.yml
gha::test-release cicd healthy .github/workflows/test-release.yml
gha::publish-on-release cicd healthy .github/workflows/publish-on-release.yml
gha::unit_test cicd healthy .github/workflows/unit_test.yml
gha::publish-on-change cicd healthy .github/workflows/publish-on-change.yml
gha::format cicd healthy .github/workflows/format.yml
gha::e2e_test-on-change cicd healthy .github/workflows/e2e_test-on-change.yml

LabelLayerStatusPath
redis data healthy examples/otel/test_traces/advanced/software_architecture_re…
postgresql data healthy examples/otel/test_traces/advanced/software_architecture_re…
mongodb data healthy examples/otel/test_traces/advanced/software_architecture_re…
elasticsearch data healthy examples/otel/test_traces/advanced/software_architecture_re…
cassandra data healthy examples/otel/test_traces/advanced/software_architecture_re…

LabelLayerStatusPath
vps::aws hardware healthy inference_perf/client/filestorage/s3.py
vps::azure hardware healthy inference_perf/utils/trace_reader.py

LabelLayerStatusPath
repobility-clone-_0mbc5hy software healthy /tmp/repobility-clone-_0mbc5hy

LabelLayerStatusPath
kafka data healthy examples/otel/test_traces/advanced/software_architecture_re…

LabelLayerStatusPath
loadbalancer network healthy examples/otel/test_traces/advanced/software_architecture_re…

LabelLayerStatusPath
127.0.0.1 network healthy e2e/conftest.py

LabelLayerStatusPath
gpu (detected) hardware healthy tests/optional/manual/multimodal/cases/mixed/vllm.yaml

LabelLayerStatusPath
auth::examples/otel/test_traces/advanced/software_architect… security healthy examples/otel/test_traces/advanced/software_architecture_re…
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