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[TRTLLM-10300][feat] Upload regression info to artifactory#10599

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chenfeiz0326 merged 1 commit intoNVIDIA:mainfrom
chenfeiz0326:chenfeiz/support-upload-regression-to-artifactory
Jan 19, 2026
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[TRTLLM-10300][feat] Upload regression info to artifactory#10599
chenfeiz0326 merged 1 commit intoNVIDIA:mainfrom
chenfeiz0326:chenfeiz/support-upload-regression-to-artifactory

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@chenfeiz0326 chenfeiz0326 commented Jan 12, 2026

Summary by CodeRabbit

  • New Features
    • This PR is to enable perf regression message in GitHub PR comment.
    • Perf pytest will generate regression_data.yaml for each test case if regression happens.
    • Upload each perf test's regression_data.yaml to artifactory. Add perf_regression.py and run it after pre-merge or post-merge to summarize all test cases' regression_data.yaml to a perf_regression report (in html format).

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📝 Walkthrough

Walkthrough

The changes introduce a performance regression reporting pipeline integrated into the CI/CD workflow. Test execution generates regression data files, which are collected, processed by a new Python script, aggregated into an HTML report, and uploaded as a test artifact.

Changes

Cohort / File(s) Summary
Jenkins Pipeline Stages
jenkins/L0_MergeRequest.groovy, jenkins/L0_Test.groovy
Added new "Collect Perf Regression Result" stage to search for regression_data.yaml files, invoke perf_regression.py for HTML report generation, and upload artifacts. Added downloadPerfResultSucceed flag and perf results download operation; expanded result upload condition to include perf results.
Performance Regression Report Generator
jenkins/scripts/perf/perf_regression.py
New script that merges multiple YAML regression files into a styled HTML report. Classifies metrics as MAXIMIZE\_METRICS or MINIMIZE\_METRICS, extracts regression content, aggregates data by stage/folder, and generates collapsible HTML output with regression counts and details.
Test Utilities
tests/integration/defs/perf/open_search_db_utils.py
Extended check_perf_regression() with optional output_dir parameter to persist regression_data.yaml when provided; added yaml module import for serialization.
Performance Test Configuration
tests/integration/defs/perf/test_perf_sanity.py
Refactored perf_sanity_output_dir from local variable to instance attribute self.perf_sanity_output_dir; propagated throughout command-generation and result-checking calls.

Sequence Diagram

sequenceDiagram
    participant Test as Test Execution
    participant Util as check_perf_regression()
    participant YAMLFile as regression_data.yaml
    participant Pipeline as L0_Test.groovy
    participant Script as perf_regression.py
    participant Report as perf_regression.html
    participant Artifact as Test Artifact Storage

    Test->>Util: check_perf_regression(data, output_dir)
    Util->>YAMLFile: write regression_data.yaml
    Pipeline->>Pipeline: downloadPerfResults()
    Pipeline->>Script: invoke perf_regression.py<br/>(--input-files *.yaml<br/>--output-file report.html)
    Script->>Script: merge_regression_data()
    Script->>Script: generate_html()
    Script->>Report: write HTML report
    Pipeline->>Artifact: upload perf_regression.html
    Artifact->>Artifact: store as test artifact
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Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~25 minutes

🚥 Pre-merge checks | ✅ 2 | ❌ 1
❌ Failed checks (1 warning)
Check name Status Explanation Resolution
Description check ⚠️ Warning PR description is incomplete - only contains template structure with no actual content filled in the Description or Test Coverage sections. Fill in the Description section explaining what changes were made and why (the feature enables uploading regression info to artifactory). Add Test Coverage section listing relevant tests that validate the new perf regression reporting functionality.
✅ Passed checks (2 passed)
Check name Status Explanation
Title check ✅ Passed The PR title clearly summarizes the main change: adding functionality to upload regression information to artifactory, which aligns with the core changes across multiple files.
Docstring Coverage ✅ Passed Docstring coverage is 90.00% which is sufficient. The required threshold is 80.00%.

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Actionable comments posted: 3

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
jenkins/L0_Test.groovy (1)

127-166: Perf scp globbing looks brittle (brace expansion + quoting likely prevents matches)

'${perfResultsBasePath}/{aggr,disagg}*' relies on brace expansion and/or remote globbing semantics; with the current quoting it’s very likely to be treated literally and download nothing. Safer to do two explicit scp attempts and OR the results.

Proposed fix
-            // Download perf test results
-            def perfResultsBasePath = "/home/svc_tensorrt/bloom/scripts/${nodeName}"
-            downloadPerfResultSucceed = Utils.exec(pipeline, script: "sshpass -p '${remote.passwd}' scp -P ${remote.port} -r -p ${COMMON_SSH_OPTIONS} ${remote.user}@${remote.host}:'${perfResultsBasePath}/{aggr,disagg}*' ${stageName}/", returnStatus: true, numRetries: 3) == 0
+            // Download perf test results
+            def perfResultsBasePath = "/home/svc_tensorrt/bloom/scripts/${nodeName}"
+            def downloadAggrPerfResultSucceed = Utils.exec(
+                pipeline,
+                script: "sshpass -p '${remote.passwd}' scp -P ${remote.port} -r -p ${COMMON_SSH_OPTIONS} ${remote.user}@${remote.host}:${perfResultsBasePath}/aggr* ${stageName}/",
+                returnStatus: true,
+                numRetries: 3
+            ) == 0
+            def downloadDisaggPerfResultSucceed = Utils.exec(
+                pipeline,
+                script: "sshpass -p '${remote.passwd}' scp -P ${remote.port} -r -p ${COMMON_SSH_OPTIONS} ${remote.user}@${remote.host}:${perfResultsBasePath}/disagg* ${stageName}/",
+                returnStatus: true,
+                numRetries: 3
+            ) == 0
+            downloadPerfResultSucceed = downloadAggrPerfResultSucceed || downloadDisaggPerfResultSucceed
🤖 Fix all issues with AI agents
In @jenkins/scripts/perf/perf_regression.py:
- Around line 69-109: The merge_regression_data function currently swallows all
exceptions; change it to only catch OSError and yaml.YAMLError (import
yaml.YAMLError) when reading/parsing files, and remove the broad Exception
handler; while iterating collect failures in a local failures list as tuples of
(yaml_file, str(error)) and append on each caught error, and after the loop if
yaml_files is non-empty but regression_dict is still empty raise a RuntimeError
(or return a non-zero failure signal) that includes the list of failed files so
CI can detect that inputs were provided but none parsed; keep the rest of the
logic (stage_name/folder_name extraction and filtering) intact and reference
merge_regression_data, regression_dict, yaml_files, and failures when making
changes.
- Around line 1-8: Add the required NVIDIA SPDX/copyright header at the top of
the file and replace the "from html import escape as escape_html" import with a
module import to preserve the module namespace (use "import html"); then update
any uses of the alias escape_html to call html.escape(...) instead so the code
follows the guideline and includes the SPDX header.

In @tests/integration/defs/perf/open_search_db_utils.py:
- Around line 25-26: The test module imports the yaml module but the PyYAML
package is missing from the test requirements; add the package name pyyaml
(lowercase) to the perf requirements file so the import yaml resolves in the
test environment and the tests can install the dependency.
🧹 Nitpick comments (5)
jenkins/scripts/perf/perf_regression.py (1)

112-251: Optional: stabilize HTML output ordering (stage + folder) for easier diffs

Right now output order depends on input ordering and dict insertion. Sorting for stage_name in … (and maybe folders) would make artifacts more deterministic and reviewable.

tests/integration/defs/perf/test_perf_sanity.py (1)

1065-1074: Good direction: regression YAMLs now land in a per-test output directory (enables CI collection)

This wiring makes it much easier for Jenkins to collect regression_data.yaml and generate an aggregated report.

But: initialize perf_sanity_output_dir in __init__ (avoid attribute-order fragility)

Right now upload_test_results_to_database() assumes get_commands() was called first. Per coding guidelines, initialize this member in the constructor after parse_test_case_name().

Proposed fix
 class PerfSanityTestConfig:
@@
     def __init__(self, test_case_name: str, output_dir: str):
         self._output_dir = output_dir
         self._perf_results: Dict[int, List[Dict[str, float]]] = {}
+        self.perf_sanity_output_dir: Optional[str] = None
 
         # Parse test case name
         self.parse_test_case_name(test_case_name)
+        self.perf_sanity_output_dir = os.path.join(self._output_dir, self._test_param_labels)
@@
     def get_commands(self):
         """Get commands based on runtime."""
-        self.perf_sanity_output_dir = os.path.join(self._output_dir, self._test_param_labels)
         os.makedirs(self.perf_sanity_output_dir, exist_ok=True)

Also applies to: 1439-1443

jenkins/L0_MergeRequest.groovy (1)

867-886: Consider adding error handling for the Python script execution.

The new stage lacks error handling around the Python script invocation. If perf_regression.py fails (e.g., malformed YAML, missing dependencies), the entire Collect Test Result flow will fail. Consider wrapping the script execution in a try-catch block similar to the "Test Coverage" stage pattern (lines 926-968) to allow graceful degradation.

Additionally, the find command output processing could fail silently if path names contain special characters. Consider using \0 delimiter with find -print0 for more robust handling, though this may be overkill for controlled CI environments.

♻️ Suggested error handling pattern
         stage("Collect Perf Regression Result") {
+            try {
             // Find all regression_data.yaml files.
             def yamlFiles = sh(
                 returnStdout: true,
                 script: 'find . -type f -name "regression_data.yaml" \\( -path "*/aggr*/*" -o -path "*/disagg*/*" \\) 2>/dev/null || true'
             ).trim()
             if (yamlFiles) {
                 def yamlFileList = yamlFiles.split("\n").collect { it.trim() }.findAll { it }.join(",")
                 echo "Found regression data files: ${yamlFileList}"
                 sh """
                     python3 llm/jenkins/scripts/perf/perf_regression.py \
                         --input-files=${yamlFileList} \
                         --output-file=perf_regression.html
                 """
                 trtllm_utils.uploadArtifacts("perf_regression.html", "${UPLOAD_PATH}/test-results/")
                 echo "Perf regression report: https://urm.nvidia.com/artifactory/${UPLOAD_PATH}/test-results/perf_regression.html"
             } else {
                 echo "No regression_data.yaml files found."
             }
+            } catch (InterruptedException e) {
+                throw e
+            } catch (Exception e) {
+                pipeline.echo("Perf regression report generation failed: ${e.toString()}")
+            }
         } // Collect Perf Regression Result stage
tests/integration/defs/perf/open_search_db_utils.py (2)

1-2: Update the copyright year to reflect this modification.

The copyright header indicates 2022-2024, but this file has meaningful modifications in 2026. As per coding guidelines, the copyright year should reflect the year of latest meaningful modification.

♻️ Suggested fix
-# SPDX-FileCopyrightText: Copyright (c) 2022-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2022-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.

693-700: Consider handling the case where output_dir does not exist.

If output_dir is provided but the directory doesn't exist, open() will raise FileNotFoundError. Consider either creating the directory or adding error handling to prevent unexpected failures during test execution.

♻️ Suggested fix with directory creation
     # Save regression data to yaml file if output_dir is provided
     if output_dir is not None and len(regressive_data_list) > 0:
+        os.makedirs(output_dir, exist_ok=True)
         regression_data_file = os.path.join(output_dir, "regression_data.yaml")
         with open(regression_data_file, 'w') as f:
             yaml.dump(regressive_data_list, f, default_flow_style=False)
         print_info(
             f"Saved {len(regressive_data_list)} regression data to {regression_data_file}"
         )
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  • tests/integration/defs/perf/open_search_db_utils.py
  • tests/integration/defs/perf/test_perf_sanity.py
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  • tests/integration/defs/perf/open_search_db_utils.py
  • tests/integration/defs/perf/test_perf_sanity.py
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  • tests/integration/defs/perf/open_search_db_utils.py
  • tests/integration/defs/perf/test_perf_sanity.py
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tests/integration/defs/perf/test_perf_sanity.py (1)
tests/integration/defs/perf/open_search_db_utils.py (1)
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jenkins/scripts/perf/perf_regression.py

105-105: Do not catch blind exception: Exception

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tests/integration/defs/perf/open_search_db_utils.py (1)

669-677: LGTM!

The function signature change is backward-compatible with the optional output_dir parameter defaulting to None. The docstring appropriately documents the new behavior.

@chenfeiz0326 chenfeiz0326 requested a review from hyukn January 12, 2026 08:48
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/bot run --disable-fail-fast --stage-list "GB200-4_GPUs-PyTorch-PerfSanity-1,GB200-4_GPUs-PyTorch-PerfSanity-2,GB200-8_GPUs-2_Nodes-PyTorch-Post-Merge-1"

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PR_Github #31535 [ run ] triggered by Bot. Commit: 811f589

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PR_Github #31535 [ run ] completed with state SUCCESS. Commit: 811f589
/LLM/main/L0_MergeRequest_PR pipeline #24379 (Partly Tested) completed with status: 'SUCCESS'

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/bot run --disable-fail-fast --stage-list "GB200-4_GPUs-PyTorch-PerfSanity-1,GB200-4_GPUs-PyTorch-PerfSanity-2,GB200-8_GPUs-2_Nodes-PyTorch-Post-Merge-1"

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PR_Github #31583 [ run ] triggered by Bot. Commit: f47cc30

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PR_Github #31583 [ run ] completed with state SUCCESS. Commit: f47cc30
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/bot run --disable-fail-fast --stage-list "GB200-4_GPUs-PyTorch-PerfSanity-1,GB200-4_GPUs-PyTorch-PerfSanity-2,GB200-8_GPUs-2_Nodes-PyTorch-Post-Merge-1"

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PR_Github #31670 [ run ] triggered by Bot. Commit: 0afc827

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PR_Github #31670 [ run ] completed with state SUCCESS. Commit: 0afc827
/LLM/main/L0_MergeRequest_PR pipeline #24500 (Partly Tested) completed with status: 'FAILURE'

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-Post-Merge-1"

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PR_Github #31713 [ run ] triggered by Bot. Commit: e536870

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-1"

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PR_Github #31743 [ run ] triggered by Bot. Commit: e536870

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PR_Github #31743 [ run ] completed with state SUCCESS. Commit: e536870
/LLM/main/L0_MergeRequest_PR pipeline #24563 (Partly Tested) completed with status: 'SUCCESS'

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-1"

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PR_Github #31759 [ run ] triggered by Bot. Commit: e6588c4

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PR_Github #31759 [ run ] completed with state SUCCESS. Commit: e6588c4
/LLM/main/L0_MergeRequest_PR pipeline #24574 (Partly Tested) completed with status: 'SUCCESS'

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-1"

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PR_Github #31781 [ run ] triggered by Bot. Commit: 3963d56

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PR_Github #31781 [ run ] completed with state SUCCESS. Commit: 3963d56
/LLM/main/L0_MergeRequest_PR pipeline #24595 (Partly Tested) completed with status: 'FAILURE'

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-2"

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-2"

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PR_Github #32379 [ run ] triggered by Bot. Commit: 845e7ca

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PR_Github #32379 [ run ] completed with state SUCCESS. Commit: 845e7ca
/LLM/main/L0_MergeRequest_PR pipeline #25093 (Partly Tested) completed with status: 'SUCCESS'

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/bot run --disable-fail-fast --stage-list "GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-1,GB200-8_GPUs-2_Nodes-PyTorch-PerfSanity-Post-Merge-2"

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PR_Github #32388 [ run ] triggered by Bot. Commit: bf55022

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PR_Github #32388 [ run ] completed with state SUCCESS. Commit: bf55022
/LLM/main/L0_MergeRequest_PR pipeline #25102 (Partly Tested) completed with status: 'SUCCESS'
Pipeline has performance regression cases. Check the performance regression report for details.

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/bot run --disable-fail-fast

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PR_Github #32396 [ run ] triggered by Bot. Commit: 7c52a5d

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PR_Github #32396 [ run ] completed with state SUCCESS. Commit: 7c52a5d
/LLM/main/L0_MergeRequest_PR pipeline #25108 completed with status: 'FAILURE'

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/bot run --disable-fail-fast

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PR_Github #32407 [ run ] triggered by Bot. Commit: 7c52a5d

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PR_Github #32407 [ run ] completed with state SUCCESS. Commit: 7c52a5d
/LLM/main/L0_MergeRequest_PR pipeline #25115 completed with status: 'FAILURE'

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/bot run --disable-fail-fast

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PR_Github #32411 [ run ] triggered by Bot. Commit: 7c52a5d

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PR_Github #32411 [ run ] completed with state DISABLED
CI server is currently disabled for scheduled maintenance. Estimated completion time: 5 PM PST on 1/17.

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/bot run --disable-fail-fast

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PR_Github #32424 [ run ] triggered by Bot. Commit: 7c52a5d

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PR_Github #32424 [ run ] completed with state SUCCESS. Commit: 7c52a5d
/LLM/main/L0_MergeRequest_PR pipeline #25118 completed with status: 'FAILURE'

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Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
@chenfeiz0326 chenfeiz0326 force-pushed the chenfeiz/support-upload-regression-to-artifactory branch from 7c52a5d to 15f71fc Compare January 18, 2026 05:11
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/bot run --disable-fail-fast

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PR_Github #32427 [ run ] triggered by Bot. Commit: 15f71fc

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PR_Github #32427 [ run ] completed with state SUCCESS. Commit: 15f71fc
/LLM/main/L0_MergeRequest_PR pipeline #25120 completed with status: 'FAILURE'

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/bot run --disable-fail-fast

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PR_Github #32453 [ run ] triggered by Bot. Commit: 15f71fc

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PR_Github #32453 [ run ] completed with state SUCCESS. Commit: 15f71fc
/LLM/main/L0_MergeRequest_PR pipeline #25140 completed with status: 'FAILURE'

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/bot run --disable-fail-fast

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PR_Github #32482 [ run ] triggered by Bot. Commit: 15f71fc

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PR_Github #32482 [ run ] completed with state SUCCESS. Commit: 15f71fc
/LLM/main/L0_MergeRequest_PR pipeline #25165 completed with status: 'SUCCESS'

@chenfeiz0326 chenfeiz0326 merged commit e97af45 into NVIDIA:main Jan 19, 2026
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zheyuf pushed a commit to zheyuf/TensorRT-LLM that referenced this pull request Jan 29, 2026
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Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
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