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Add explain-lading-config skill#50374

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gh-worker-dd-mergequeue-cf854d[bot] merged 1 commit intomainfrom
paul.reinlein/explain-lading
May 6, 2026
Merged

Add explain-lading-config skill#50374
gh-worker-dd-mergequeue-cf854d[bot] merged 1 commit intomainfrom
paul.reinlein/explain-lading

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@preinlein preinlein commented May 5, 2026

What does this PR do?

Adds a Claude Code skill /explain-lading-config that explains a lading.yaml regression test config, grounded in the lading Rust source as the source of truth for field meanings and defaults.

Motivation

Lading configs in test/regression/cases/.../lading/lading.yaml use defaults defined in the lading source, so a config file alone doesn't tell you what actually runs. Pulling defaults out of the Rust source by hand is repetitive; this skill codifies the workflow (resolve config -> grep source -> resolve defaults to concrete values) so it can be invoked from any session.

Describe how you validated your changes

  • Ran resolve-lading-config.sh against the regression suite with no argument, with exact names, with substrings, with globs, with disabled cases, and with bogus inputs, and confirmed exit codes (0/2/3/4) match what SKILL.md documents.
  • Ran validate-lading-checkout.sh with and without ~/dd/lading present and with LADING_DIR overridden.
  • Invoked the skill end-to-end on multi-sender, idle-baseline, split-mode, and x-disabled-cases configs to confirm the explanation flow handles each layout.

Additional Notes

  • CODEOWNERS for .claude/skills/explain-lading-config is set to @DataDog/single-machine-performance.
  • The skill assumes a lading checkout at ~/dd/lading (overridable via LADING_DIR); the validation script prints a git clone hint when it isn't there.
  • resolve-lading-config.sh reports split-mode experiments as <case>/<variant> so they don't collide with non-split rows in the listing.

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preinlein commented May 5, 2026

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dd-octo-sts Bot commented May 5, 2026

Files inventory check summary

File checks results against ancestor 762b1e43:

Results for datadog-agent_7.80.0~devel.git.517.3c15b6f.pipeline.111754522-1_amd64.deb:

No change detected

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dd-octo-sts Bot commented May 5, 2026

Static quality checks

✅ Please find below the results from static quality gates
Comparison made with ancestor 8f67edd
📊 Static Quality Gates Dashboard
🔗 SQG Job

32 successful checks with minimal change (< 2 KiB)
Quality gate Current Size
agent_deb_amd64 740.963 MiB
agent_deb_amd64_fips 699.147 MiB
agent_heroku_amd64 309.076 MiB
agent_rpm_amd64 740.946 MiB
agent_rpm_amd64_fips 699.131 MiB
agent_rpm_arm64 719.021 MiB
agent_rpm_arm64_fips 680.300 MiB
agent_suse_amd64 740.946 MiB
agent_suse_amd64_fips 699.131 MiB
agent_suse_arm64 719.021 MiB
agent_suse_arm64_fips 680.300 MiB
docker_agent_amd64 801.342 MiB
docker_agent_arm64 804.245 MiB
docker_agent_jmx_amd64 992.262 MiB
docker_agent_jmx_arm64 983.943 MiB
docker_cluster_agent_amd64 206.603 MiB
docker_cluster_agent_arm64 220.634 MiB
docker_cws_instrumentation_amd64 7.142 MiB
docker_cws_instrumentation_arm64 6.689 MiB
docker_host_profiler_amd64 301.101 MiB
docker_host_profiler_arm64 312.622 MiB
docker_dogstatsd_amd64 39.374 MiB
docker_dogstatsd_arm64 37.628 MiB
dogstatsd_deb_amd64 30.032 MiB
dogstatsd_deb_arm64 28.173 MiB
dogstatsd_rpm_amd64 30.032 MiB
dogstatsd_suse_amd64 30.032 MiB
iot_agent_deb_amd64 44.462 MiB
iot_agent_deb_arm64 41.439 MiB
iot_agent_deb_armhf 42.179 MiB
iot_agent_rpm_amd64 44.462 MiB
iot_agent_suse_amd64 44.462 MiB
On-wire sizes (compressed)
Quality gate Change Size (prev → curr → max)
agent_deb_amd64 +22.48 KiB (0.01% increase) 175.252 → 175.274 → 179.160
agent_deb_amd64_fips -43.52 KiB (0.03% reduction) 167.041 → 166.998 → 174.440
agent_heroku_amd64 +5.09 KiB (0.01% increase) 74.949 → 74.954 → 80.310
agent_rpm_amd64 +57.25 KiB (0.03% increase) 177.289 → 177.344 → 182.080
agent_rpm_amd64_fips -20.02 KiB (0.01% reduction) 168.418 → 168.399 → 174.140
agent_rpm_arm64 +8.05 KiB (0.00% increase) 159.375 → 159.383 → 163.610
agent_rpm_arm64_fips -7.15 KiB (0.00% reduction) 151.753 → 151.746 → 156.850
agent_suse_amd64 +57.25 KiB (0.03% increase) 177.289 → 177.344 → 182.080
agent_suse_amd64_fips -20.02 KiB (0.01% reduction) 168.418 → 168.399 → 174.140
agent_suse_arm64 +8.05 KiB (0.00% increase) 159.375 → 159.383 → 163.610
agent_suse_arm64_fips -7.15 KiB (0.00% reduction) 151.753 → 151.746 → 156.850
docker_agent_amd64 neutral 267.709 MiB → 272.990
docker_agent_arm64 neutral 254.717 MiB → 261.470
docker_agent_jmx_amd64 neutral 336.343 MiB → 341.610
docker_agent_jmx_arm64 neutral 319.363 MiB → 326.050
docker_cluster_agent_amd64 neutral 72.424 MiB → 73.460
docker_cluster_agent_arm64 neutral 67.884 MiB → 68.680
docker_cws_instrumentation_amd64 neutral 2.999 MiB → 3.330
docker_cws_instrumentation_arm64 neutral 2.729 MiB → 3.090
docker_host_profiler_amd64 neutral 110.740 MiB → 125.600
docker_host_profiler_arm64 neutral 105.089 MiB → 120.000
docker_dogstatsd_amd64 neutral 15.240 MiB → 15.870
docker_dogstatsd_arm64 neutral 14.558 MiB → 14.890
dogstatsd_deb_amd64 neutral 7.942 MiB → 8.830
dogstatsd_deb_arm64 -2.05 KiB (0.03% reduction) 6.828 → 6.826 → 7.750
dogstatsd_rpm_amd64 neutral 7.953 MiB → 8.840
dogstatsd_suse_amd64 neutral 7.953 MiB → 8.840
iot_agent_deb_amd64 neutral 11.703 MiB → 13.210
iot_agent_deb_arm64 neutral 9.996 MiB → 11.620
iot_agent_deb_armhf neutral 10.209 MiB → 11.780
iot_agent_rpm_amd64 -4.18 KiB (0.03% reduction) 11.721 → 11.717 → 13.230
iot_agent_suse_amd64 -4.18 KiB (0.03% reduction) 11.721 → 11.717 → 13.230

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cit-pr-commenter-54b7da Bot commented May 5, 2026

Regression Detector

Regression Detector Results

Metrics dashboard
Target profiles
Run ID: 94b83692-cb30-42c2-a6bb-615e7b8cb167

Baseline: 655f1ba
Comparison: c88f72e
Diff

Optimization Goals: ✅ No significant changes detected

Experiments ignored for regressions

Regressions in experiments with settings containing erratic: true are ignored.

perf experiment goal Δ mean % Δ mean % CI trials links
docker_containers_cpu % cpu utilization +3.96 [+0.97, +6.95] 1 Logs

Fine details of change detection per experiment

perf experiment goal Δ mean % Δ mean % CI trials links
docker_containers_cpu % cpu utilization +3.96 [+0.97, +6.95] 1 Logs
quality_gate_logs % cpu utilization +0.73 [-0.26, +1.71] 1 Logs bounds checks dashboard
otlp_ingest_logs memory utilization +0.30 [+0.20, +0.40] 1 Logs
quality_gate_security_mean_fs_load memory utilization +0.16 [+0.12, +0.20] 1 Logs bounds checks dashboard
quality_gate_idle memory utilization +0.14 [+0.10, +0.19] 1 Logs bounds checks dashboard
quality_gate_idle_all_features memory utilization +0.08 [+0.04, +0.13] 1 Logs bounds checks dashboard
uds_dogstatsd_20mb_12k_contexts_20_senders memory utilization +0.06 [+0.01, +0.11] 1 Logs
quality_gate_security_idle memory utilization +0.04 [-0.03, +0.11] 1 Logs bounds checks dashboard
ddot_metrics memory utilization +0.03 [-0.17, +0.22] 1 Logs
ddot_metrics_sum_delta memory utilization +0.02 [-0.17, +0.21] 1 Logs
tcp_dd_logs_filter_exclude ingress throughput +0.00 [-0.08, +0.08] 1 Logs
uds_dogstatsd_to_api_v3 ingress throughput -0.01 [-0.21, +0.19] 1 Logs
file_to_blackhole_1000ms_latency egress throughput -0.03 [-0.46, +0.41] 1 Logs
file_to_blackhole_500ms_latency egress throughput -0.03 [-0.43, +0.37] 1 Logs
uds_dogstatsd_to_api ingress throughput -0.03 [-0.23, +0.17] 1 Logs
file_to_blackhole_0ms_latency egress throughput -0.04 [-0.59, +0.51] 1 Logs
ddot_logs memory utilization -0.05 [-0.11, +0.00] 1 Logs
file_to_blackhole_100ms_latency egress throughput -0.07 [-0.21, +0.06] 1 Logs
docker_containers_memory memory utilization -0.09 [-0.20, +0.03] 1 Logs
tcp_syslog_to_blackhole ingress throughput -0.12 [-0.33, +0.10] 1 Logs
ddot_metrics_sum_cumulativetodelta_exporter memory utilization -0.13 [-0.36, +0.11] 1 Logs
ddot_metrics_sum_cumulative memory utilization -0.15 [-0.32, +0.01] 1 Logs
quality_gate_security_no_fs_load memory utilization -0.36 [-0.46, -0.27] 1 Logs bounds checks dashboard
otlp_ingest_metrics memory utilization -0.47 [-0.62, -0.32] 1 Logs
quality_gate_metrics_logs memory utilization -0.64 [-0.90, -0.39] 1 Logs bounds checks dashboard

Bounds Checks: ❌ Failed

perf experiment bounds_check_name replicates_passed observed_value links
docker_containers_cpu simple_check_run 10/10 695 ≥ 26
docker_containers_memory memory_usage 10/10 241.93MiB ≤ 370MiB
docker_containers_memory simple_check_run 10/10 582 ≥ 26
file_to_blackhole_0ms_latency memory_usage 10/10 0.16GiB ≤ 1.20GiB
file_to_blackhole_0ms_latency missed_bytes 8/10 500MiB > 0MiB
file_to_blackhole_1000ms_latency memory_usage 10/10 0.21GiB ≤ 1.20GiB
file_to_blackhole_1000ms_latency missed_bytes 10/10 0B = 0B
file_to_blackhole_100ms_latency memory_usage 10/10 0.17GiB ≤ 1.20GiB
file_to_blackhole_100ms_latency missed_bytes 10/10 0B = 0B
file_to_blackhole_500ms_latency memory_usage 10/10 0.18GiB ≤ 1.20GiB
file_to_blackhole_500ms_latency missed_bytes 10/10 0B = 0B
quality_gate_idle intake_connections 10/10 3 ≤ 4 bounds checks dashboard
quality_gate_idle memory_usage 10/10 140.16MiB ≤ 147MiB bounds checks dashboard
quality_gate_idle_all_features intake_connections 10/10 3 ≤ 4 bounds checks dashboard
quality_gate_idle_all_features memory_usage 10/10 466.62MiB ≤ 495MiB bounds checks dashboard
quality_gate_logs intake_connections 10/10 3 ≤ 6 bounds checks dashboard
quality_gate_logs memory_usage 10/10 175.80MiB ≤ 195MiB bounds checks dashboard
quality_gate_logs missed_bytes 10/10 0B = 0B bounds checks dashboard
quality_gate_metrics_logs cpu_usage 10/10 356.60 ≤ 2000 bounds checks dashboard
quality_gate_metrics_logs intake_connections 10/10 4 ≤ 6 bounds checks dashboard
quality_gate_metrics_logs memory_usage 10/10 390.41MiB ≤ 430MiB bounds checks dashboard
quality_gate_metrics_logs missed_bytes 10/10 0B = 0B bounds checks dashboard
quality_gate_security_idle cpu_usage 10/10 26.01 ≤ 40 bounds checks dashboard
quality_gate_security_idle memory_usage 10/10 289.96MiB ≤ 330MiB bounds checks dashboard
quality_gate_security_mean_fs_load cpu_usage 10/10 52.04 ≤ 70 bounds checks dashboard
quality_gate_security_mean_fs_load memory_usage 10/10 266.20MiB ≤ 320MiB bounds checks dashboard
quality_gate_security_no_fs_load cpu_usage 10/10 21.12 ≤ 40 bounds checks dashboard
quality_gate_security_no_fs_load memory_usage 10/10 283.49MiB ≤ 320MiB bounds checks dashboard

Explanation

Confidence level: 90.00%
Effect size tolerance: |Δ mean %| ≥ 5.00%

Performance changes are noted in the perf column of each table:

  • ✅ = significantly better comparison variant performance
  • ❌ = significantly worse comparison variant performance
  • ➖ = no significant change in performance

A regression test is an A/B test of target performance in a repeatable rig, where "performance" is measured as "comparison variant minus baseline variant" for an optimization goal (e.g., ingress throughput). Due to intrinsic variability in measuring that goal, we can only estimate its mean value for each experiment; we report uncertainty in that value as a 90.00% confidence interval denoted "Δ mean % CI".

For each experiment, we decide whether a change in performance is a "regression" -- a change worth investigating further -- if all of the following criteria are true:

  1. Its estimated |Δ mean %| ≥ 5.00%, indicating the change is big enough to merit a closer look.

  2. Its 90.00% confidence interval "Δ mean % CI" does not contain zero, indicating that if our statistical model is accurate, there is at least a 90.00% chance there is a difference in performance between baseline and comparison variants.

  3. Its configuration does not mark it "erratic".

CI Pass/Fail Decision

Passed. All Quality Gates passed.

  • quality_gate_idle, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_idle, bounds check intake_connections: 10/10 replicas passed. Gate passed.
  • quality_gate_logs, bounds check intake_connections: 10/10 replicas passed. Gate passed.
  • quality_gate_logs, bounds check missed_bytes: 10/10 replicas passed. Gate passed.
  • quality_gate_logs, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_idle_all_features, bounds check intake_connections: 10/10 replicas passed. Gate passed.
  • quality_gate_idle_all_features, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_metrics_logs, bounds check intake_connections: 10/10 replicas passed. Gate passed.
  • quality_gate_metrics_logs, bounds check cpu_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_metrics_logs, bounds check missed_bytes: 10/10 replicas passed. Gate passed.
  • quality_gate_metrics_logs, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_security_no_fs_load, bounds check cpu_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_security_no_fs_load, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_security_idle, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_security_idle, bounds check cpu_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_security_mean_fs_load, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_security_mean_fs_load, bounds check cpu_usage: 10/10 replicas passed. Gate passed.

@preinlein preinlein force-pushed the paul.reinlein/explain-lading branch from 7177145 to cb02849 Compare May 5, 2026 15:05
@preinlein preinlein force-pushed the paul.reinlein/cws-quality-gates branch from ed82d28 to 3e76efa Compare May 5, 2026 15:05
@preinlein preinlein added the qa/no-code-change No code change in Agent code requiring validation label May 5, 2026
@preinlein preinlein force-pushed the paul.reinlein/explain-lading branch from cb02849 to 23b3368 Compare May 5, 2026 15:12
@preinlein preinlein force-pushed the paul.reinlein/cws-quality-gates branch from 3e76efa to c0afd84 Compare May 5, 2026 15:12
@preinlein preinlein force-pushed the paul.reinlein/explain-lading branch from 23b3368 to 11959ed Compare May 5, 2026 17:31
@preinlein preinlein marked this pull request as ready for review May 5, 2026 17:54
@preinlein preinlein requested a review from a team as a code owner May 5, 2026 17:54
@preinlein preinlein mentioned this pull request May 5, 2026
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# 1) Direct path — resolve and return if the file exists AND looks like a
# lading config. We reject arbitrary existing files (e.g. /etc/hosts)
# to avoid the downstream explainer operating on something unrelated.
if [[ "$arg" == */* || "$arg" == *.yaml ]]; then
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P2 Badge Allow slash-containing experiment names to be resolved

The resolver currently treats any argument containing / as a filesystem path before trying experiment-name matching, so valid listed experiment names like tcp_rr/host and tcp_rr/vm fail with not found unless the caller passes a full file path. This breaks the documented flow of selecting by experiment name and makes disambiguation impossible for split-mode cases whose names intentionally include /.

Useful? React with 👍 / 👎.

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I'll implement a fix shortly.

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This is for split mode lading support.

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@goxberry I'm going to hold off on this. I'd like to follow-up in the next few days. This is a non-trivial change and I don't want it holding up the stacked PR on top of this.

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Alright, just pushed some changes so that it ignores the ebpf experiments for now. I'll follow up here.

@github-actions github-actions Bot added the medium review PR review might take time label May 5, 2026
# config path. This handles both the common `<case>/lading/lading.yaml`
# layout and split-mode `<case>/<variant>/lading/lading.yaml` layouts — the
# reported name is `<case>` for the former and `<variant>` for the latter,
# with `<case>/<variant>` disambiguating split-mode rows in the listing.
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Would it make sense to document the non-zero exit codes returned? I don't know how much value we'd get out of it, but I imagine that if a human developer -- maybe even an AI -- wanted to audit the script in the event they got suspicious output from the skill, such documentation might be useful?

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Comment thread .claude/skills/explain-lading-config/SKILL.md Outdated
Comment on lines +149 to +150
reading whole files, use this invariant: every default in lading follows the
pattern `#[serde(default = "default_foo")]` → `fn default_foo() -> T { ... }`.
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I wonder if we could enforce this invariant in lading static analysis. (Not a blocker, just idle musing.)

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I'd like that and I think @blt introduced some level of custom linting in lading. Could totally see us doing this.

Comment on lines +185 to +191
- Default values for any omitted fields. **Always resolve the default to a
concrete value**, not just the function name — the user wants to know
what actually runs. Follow `#[serde(default = "default_foo")]` → the body
of `fn default_foo()`, or the `impl Default` block, and report the literal
(e.g. `block_cache_method: Fixed (via lading_payload::block::default_cache_method)`).
If the default is a nested struct with its own defaults, recurse one level;
cite further nested defaults by path rather than expanding the whole tree.
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More idle musing: I wonder if it would make sense to have a tool that takes a lading config as input and outputs an equivalent lading.yaml config in a single, flat file with all settings made explicit.

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I like.

@github-actions github-actions Bot added long review PR is complex, plan time to review it and removed medium review PR review might take time labels May 5, 2026
@preinlein preinlein force-pushed the paul.reinlein/explain-lading branch from 11959ed to 2fd3f25 Compare May 5, 2026 19:35
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🚀

Comment on lines +35 to +36
- Exit non-zero: the script prints a suggested `git clone` command on stderr.
Relay that to the user and stop.
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Why not ask confirmation and let the model do the clone itself ?

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No particular reason. Personally i have lading cloned & ready, and I didn't exercise this part of the code path. This is one of those, could see us go either way.

Want me to change it?

Comment on lines +122 to +135
- `dogstatsd` → `lading_payload/src/dogstatsd.rs`
- `opentelemetry_metrics` → `lading_payload/src/opentelemetry/metric.rs`
- `opentelemetry_logs` → `lading_payload/src/opentelemetry/log.rs`
- `datadog_logs` → `lading_payload/src/datadog_logs.rs`
**Variant serialization forms:**
- `variant: "syslog5424"` (plain string) — the enum variant carries no
config fields (unit/empty struct). There are no knobs to explain; the
module itself encodes all behaviour.
- `variant: { opentelemetry_metrics: {} }` (mapping with empty body) —
the variant has a `Config` struct and is using `Config::default()`.
Follow `impl Default for Config` and any nested `Default` impls.
- `variant: { dogstatsd: { contexts: …, kind_weights: … } }` — explicit
field overrides; report them alongside the defaults for any omitted
sibling fields.
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nit: maybe this could be offloaded into a companion file for easier editing

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I'm not sure what the companion file would be used for here. I don't see us editing this file?

Base automatically changed from paul.reinlein/cws-quality-gates to main May 6, 2026 14:18
@gh-worker-dd-mergequeue-cf854d gh-worker-dd-mergequeue-cf854d Bot requested review from a team as code owners May 6, 2026 14:18
@preinlein preinlein force-pushed the paul.reinlein/explain-lading branch from 2fd3f25 to 3c15b6f Compare May 6, 2026 14:28
@dd-octo-sts dd-octo-sts Bot added the internal Identify a non-fork PR label May 6, 2026
@preinlein preinlein removed the request for review from a team May 6, 2026 14:30
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/merge

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gh-worker-devflow-routing-ef8351 Bot commented May 6, 2026

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2026-05-06 17:40:29 UTC ℹ️ Start processing command /merge


2026-05-06 17:40:34 UTC ℹ️ MergeQueue: pull request added to the queue

The expected merge time in main is approximately 1h (p90).


2026-05-06 18:29:00 UTC ℹ️ MergeQueue: This merge request was merged

@gh-worker-dd-mergequeue-cf854d gh-worker-dd-mergequeue-cf854d Bot merged commit c88f72e into main May 6, 2026
236 checks passed
@gh-worker-dd-mergequeue-cf854d gh-worker-dd-mergequeue-cf854d Bot deleted the paul.reinlein/explain-lading branch May 6, 2026 18:29
@github-actions github-actions Bot added this to the 7.80.0 milestone May 6, 2026
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