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[q/eval] Coerce --seed to int in all 4 eval tasks#49599

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ellataira merged 3 commits intoq-branch-observerfrom
ella/fix-bayesian-seed-coercion
Apr 20, 2026
Merged

[q/eval] Coerce --seed to int in all 4 eval tasks#49599
ellataira merged 3 commits intoq-branch-observerfrom
ella/fix-bayesian-seed-coercion

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@ellataira
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@ellataira ellataira commented Apr 20, 2026

Summary

Fixes --seed CLI flag in all four eval invoke tasks: q.eval-bayesian, q.eval-combinations, q.eval-pipeline, q.eval-component.

Why

Invoke passes CLI args as strings when the default is None, regardless of the int annotation. So --seed 42 becomes the string "42" inside the function.

Downstream behavior differs by library:

Task Downstream Symptom
eval_bayesian optuna.TPESampler() → numpy RandomState.seed() CrashesTypeError: Cannot cast scalar from dtype('<U2') to dtype('int64')
eval_combinations, eval_pipeline, eval_component Python stdlib random.Random(seed) Silent — stdlib hashes the string, producing a different RNG sequence than programmatic seed=42

The silent cases are arguably worse: someone reproduces a run with --seed 42, gets different results than before, and doesn't know why.

The docs at Evals & fine tuning advertise --seed 42 as a supported flag, so this is fixing documented behavior that was never reliable from CLI.

Change

Coerce seed to int at function entry in all 4 tasks:

if seed is not None:
    seed = int(seed)

Test plan

  • Verified dda inv --dep=optuna q.eval-bayesian --only bocpd --n-trials 50 --seed 42 --scenarios ... succeeds (manual reproduction)
  • Passing no --seed still works (the None path is unchanged)
  • q.eval-combinations, q.eval-pipeline, q.eval-component not individually re-run, but the fix is a pure coercion added before existing behavior

🤖 Generated with Claude Code

Invoke passes CLI args as strings regardless of the type annotation
when the default is None. TPESampler then fails with:
  TypeError: Cannot cast scalar from dtype('<U2') to dtype('int64')
when the sampled seed is passed through to numpy.

Coerce at use site so --seed 42 works the same as seed=42.
@ellataira ellataira requested a review from a team as a code owner April 20, 2026 13:39
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agent-platform-auto-pr Bot commented Apr 20, 2026

Gitlab CI Configuration Changes

Updated: .gitlab-ci.yml

⚠️ Diff too large to display on Github.

Changes Summary

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Updated: .gitlab/distribution.yml

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ℹ️ Diff available in the job log.

Extends the bayesian fix to eval_combinations, eval_pipeline, and
eval_component. Same root cause: invoke passes --seed 42 as "42"
when the default is None.

The other three don't crash (Python's random.Random() accepts string
seeds by hashing them) but silently produce a different RNG sequence
than programmatic seed=42, breaking reproducibility across the
CLI/programmatic boundary.

Moving the coercion to function entry also lets us drop the inline
int(seed) at the TPESampler call site.
@ellataira ellataira changed the title [q/eval] Coerce --seed to int in eval_bayesian [q/eval] Coerce --seed to int in all 4 eval tasks Apr 20, 2026
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agent-platform-auto-pr Bot commented Apr 20, 2026

Go Package Import Differences

Baseline: e5b320d
Comparison: 7d6a94c

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+github.com/DataDog/rshell/builtins/uname

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Static quality checks

❌ Please find below the results from static quality gates
Comparison made with ancestor e5b320d
📊 Static Quality Gates Dashboard
🔗 SQG Job
SOME SIZE DELTAS ARE N/A (ANCESTOR METRICS NOT YET AVAILABLE). RETRY JOB

Error

Quality gate Change Size (prev → curr → max)
agent_deb_amd64 (on disk) N/A N/A → 773.428 → 753.380
agent_deb_amd64_fips (on disk) N/A N/A → 730.359 → 713.900
agent_heroku_amd64 (on disk) N/A N/A → 333.861 → 320.580
agent_rpm_amd64 (on disk) N/A N/A → 773.411 → 753.350
agent_rpm_amd64_fips (on disk) N/A N/A → 730.343 → 713.880
agent_rpm_arm64 (on disk) N/A N/A → 747.960 → 735.290
agent_rpm_arm64_fips (on disk) N/A N/A → 707.916 → 696.840
agent_suse_amd64 (on disk) N/A N/A → 773.411 → 753.350
agent_suse_amd64_fips (on disk) N/A N/A → 730.343 → 713.880
agent_suse_arm64 (on disk) N/A N/A → 747.960 → 735.290
agent_suse_arm64_fips (on disk) N/A N/A → 707.916 → 696.840
docker_agent_amd64 (on wire) N/A N/A → 272.938 → 272.480
docker_agent_amd64 (on disk) N/A N/A → 833.692 → 815.700
docker_agent_arm64 (on disk) N/A N/A → 833.035 → 821.970
docker_agent_jmx_amd64 (on wire) N/A N/A → 341.580 → 341.100
docker_agent_jmx_amd64 (on disk) N/A N/A → 1024.608 → 1006.580
docker_agent_jmx_arm64 (on disk) N/A N/A → 1012.729 → 1001.570
iot_agent_deb_amd64 (on wire) N/A N/A → 14.578 → 13.040
iot_agent_deb_amd64 (on disk) N/A N/A → 63.526 → 44.290
iot_agent_deb_arm64 (on wire) N/A N/A → 12.203 → 11.450
iot_agent_deb_arm64 (on disk) N/A N/A → 56.741 → 41.920
iot_agent_deb_armhf (on wire) N/A N/A → 12.543 → 11.620
iot_agent_deb_armhf (on disk) N/A N/A → 58.006 → 42.100
iot_agent_rpm_amd64 (on wire) N/A N/A → 14.597 → 13.060
iot_agent_rpm_amd64 (on disk) N/A N/A → 63.527 → 44.290
iot_agent_suse_amd64 (on wire) N/A N/A → 14.597 → 13.060
iot_agent_suse_amd64 (on disk) N/A N/A → 63.527 → 44.290
Gate failure full details
Quality gate Error type Error message
agent_deb_amd64 StaticQualityGateFailed static_quality_gate_agent_deb_amd64 failed!
Disk size 773.4 MB exceeds limit of 753.4 MB by 20.0 MB
agent_deb_amd64_fips StaticQualityGateFailed static_quality_gate_agent_deb_amd64_fips failed!
Disk size 730.4 MB exceeds limit of 713.9 MB by 16.5 MB
agent_heroku_amd64 StaticQualityGateFailed static_quality_gate_agent_heroku_amd64 failed!
Disk size 333.9 MB exceeds limit of 320.6 MB by 13.3 MB
agent_rpm_amd64 StaticQualityGateFailed static_quality_gate_agent_rpm_amd64 failed!
Disk size 773.4 MB exceeds limit of 753.3 MB by 20.1 MB
agent_rpm_amd64_fips StaticQualityGateFailed static_quality_gate_agent_rpm_amd64_fips failed!
Disk size 730.3 MB exceeds limit of 713.9 MB by 16.5 MB
agent_rpm_arm64 StaticQualityGateFailed static_quality_gate_agent_rpm_arm64 failed!
Disk size 748.0 MB exceeds limit of 735.3 MB by 12.7 MB
agent_rpm_arm64_fips StaticQualityGateFailed static_quality_gate_agent_rpm_arm64_fips failed!
Disk size 707.9 MB exceeds limit of 696.8 MB by 11.1 MB
agent_suse_amd64 StaticQualityGateFailed static_quality_gate_agent_suse_amd64 failed!
Disk size 773.4 MB exceeds limit of 753.3 MB by 20.1 MB
agent_suse_amd64_fips StaticQualityGateFailed static_quality_gate_agent_suse_amd64_fips failed!
Disk size 730.3 MB exceeds limit of 713.9 MB by 16.5 MB
agent_suse_arm64 StaticQualityGateFailed static_quality_gate_agent_suse_arm64 failed!
Disk size 748.0 MB exceeds limit of 735.3 MB by 12.7 MB
agent_suse_arm64_fips StaticQualityGateFailed static_quality_gate_agent_suse_arm64_fips failed!
Disk size 707.9 MB exceeds limit of 696.8 MB by 11.1 MB
docker_agent_amd64 StaticQualityGateFailed static_quality_gate_docker_agent_amd64 failed!
Wire size 272.9 MB exceeds limit of 272.5 MB by 468.8 KB
Disk size 833.7 MB exceeds limit of 815.7 MB by 18.0 MB
docker_agent_arm64 StaticQualityGateFailed static_quality_gate_docker_agent_arm64 failed!
Disk size 833.0 MB exceeds limit of 822.0 MB by 11.1 MB
docker_agent_jmx_amd64 StaticQualityGateFailed static_quality_gate_docker_agent_jmx_amd64 failed!
Wire size 341.6 MB exceeds limit of 341.1 MB by 491.0 KB
Disk size 1024.6 MB exceeds limit of 1006.6 MB by 18.0 MB
docker_agent_jmx_arm64 StaticQualityGateFailed static_quality_gate_docker_agent_jmx_arm64 failed!
Disk size 1012.7 MB exceeds limit of 1001.6 MB by 11.2 MB
iot_agent_deb_amd64 StaticQualityGateFailed static_quality_gate_iot_agent_deb_amd64 failed!
Wire size 14.6 MB exceeds limit of 13.0 MB by 1.5 MB
Disk size 63.5 MB exceeds limit of 44.3 MB by 19.2 MB
iot_agent_deb_arm64 StaticQualityGateFailed static_quality_gate_iot_agent_deb_arm64 failed!
Wire size 12.2 MB exceeds limit of 11.4 MB by 771.1 KB
Disk size 56.7 MB exceeds limit of 41.9 MB by 14.8 MB
iot_agent_deb_armhf StaticQualityGateFailed static_quality_gate_iot_agent_deb_armhf failed!
Wire size 12.5 MB exceeds limit of 11.6 MB by 945.4 KB
Disk size 58.0 MB exceeds limit of 42.1 MB by 15.9 MB
iot_agent_rpm_amd64 StaticQualityGateFailed static_quality_gate_iot_agent_rpm_amd64 failed!
Wire size 14.6 MB exceeds limit of 13.1 MB by 1.5 MB
Disk size 63.5 MB exceeds limit of 44.3 MB by 19.2 MB
iot_agent_suse_amd64 StaticQualityGateFailed static_quality_gate_iot_agent_suse_amd64 failed!
Wire size 14.6 MB exceeds limit of 13.1 MB by 1.5 MB
Disk size 63.5 MB exceeds limit of 44.3 MB by 19.2 MB

Static quality gates prevent the PR to merge!
You can check the static quality gates confluence page for guidance. We also have a toolbox page available to list tools useful to debug the size increase.
Please either fix the size violation or request an exception.

Successful checks

Info

Quality gate Change Size (prev → curr → max)
agent_msi N/A N/A → 628.089 → 651.440
docker_cluster_agent_amd64 N/A N/A → 203.965 → 206.270
docker_cluster_agent_arm64 N/A N/A → 218.420 → 220.000
docker_cws_instrumentation_amd64 N/A N/A → 7.142 → 7.180
docker_cws_instrumentation_arm64 N/A N/A → 6.689 → 6.920
docker_dogstatsd_amd64 N/A N/A → 39.257 → 39.380
docker_dogstatsd_arm64 N/A N/A → 37.499 → 37.940
dogstatsd_deb_amd64 N/A N/A → 29.917 → 30.610
dogstatsd_deb_arm64 N/A N/A → 28.066 → 29.110
dogstatsd_rpm_amd64 N/A N/A → 29.917 → 30.610
dogstatsd_suse_amd64 N/A N/A → 29.917 → 30.610
On-wire sizes (compressed)
Quality gate Change Size (prev → curr → max)
agent_deb_amd64 N/A N/A → 178.283 → 178.360
agent_deb_amd64_fips N/A N/A → 168.731 → 172.790
agent_heroku_amd64 N/A N/A → 78.403 → 79.970
agent_rpm_amd64 N/A N/A → 180.854 → 181.830
agent_rpm_amd64_fips N/A N/A → 171.245 → 173.370
agent_rpm_arm64 N/A N/A → 161.704 → 163.060
agent_rpm_arm64_fips N/A N/A → 154.224 → 156.170
agent_suse_amd64 N/A N/A → 180.854 → 181.830
agent_suse_amd64_fips N/A N/A → 171.245 → 173.370
agent_suse_arm64 N/A N/A → 161.704 → 163.060
agent_suse_arm64_fips N/A N/A → 154.224 → 156.170
docker_agent_amd64 N/A N/A → 272.938 → 272.480
docker_agent_arm64 N/A N/A → 259.225 → 261.060
docker_agent_jmx_amd64 N/A N/A → 341.580 → 341.100
docker_agent_jmx_arm64 N/A N/A → 323.860 → 325.620
iot_agent_deb_amd64 N/A N/A → 14.578 → 13.040
iot_agent_deb_arm64 N/A N/A → 12.203 → 11.450
iot_agent_deb_armhf N/A N/A → 12.543 → 11.620
iot_agent_rpm_amd64 N/A N/A → 14.597 → 13.060
iot_agent_suse_amd64 N/A N/A → 14.597 → 13.060
agent_msi N/A N/A → 142.258 → 146.220
docker_cluster_agent_amd64 N/A N/A → 71.371 → 72.920
docker_cluster_agent_arm64 N/A N/A → 67.009 → 68.220
docker_cws_instrumentation_amd64 N/A N/A → 2.999 → 3.330
docker_cws_instrumentation_arm64 N/A N/A → 2.729 → 3.090
docker_dogstatsd_amd64 N/A N/A → 15.175 → 15.820
docker_dogstatsd_arm64 N/A N/A → 14.496 → 14.830
dogstatsd_deb_amd64 N/A N/A → 7.898 → 8.790
dogstatsd_deb_arm64 N/A N/A → 6.785 → 7.710
dogstatsd_rpm_amd64 N/A N/A → 7.908 → 8.800
dogstatsd_suse_amd64 N/A N/A → 7.908 → 8.800

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Thanks for fixing this!

Comment thread tasks/q.py Outdated
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@github-actions github-actions Bot added the medium review PR review might take time label Apr 20, 2026
@ellataira ellataira merged commit 4bf4ea9 into q-branch-observer Apr 20, 2026
37 of 90 checks passed
@ellataira ellataira deleted the ella/fix-bayesian-seed-coercion branch April 20, 2026 15:10
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