{"schema_version":"dashboard-memory-file.v1","generated_at":1790166862.234647,"file":{"path":"agents/history/3672c143-b91b-434c-9bc3-6acab749e350.md","path_id":"92f7693ec4378c50c8ae0dc8","category":"agents","title":"Code review: [AML] Integrate shared NRG dataloader support","size_bytes":30135,"mtime":1789413556.179954,"age_days":8.7,"stale":false,"staleness_reason":"","source":"agent run record","provenance":["memory/agents","mtime:2026-09-14"],"warnings":[],"entities":[{"kind":"domain","value":"confluence.nvidia.com","label":"confluence.nvidia.com"},{"kind":"domain","value":"git-av.nvidia.com","label":"git-av.nvidia.com"},{"kind":"domain","value":"maglev.nvda.ai","label":"maglev.nvda.ai"},{"kind":"domain","value":"nvci-apps.nvidia.com","label":"nvci-apps.nvidia.com"},{"kind":"domain","value":"prod.blsm.nvidia.com","label":"prod.blsm.nvidia.com"},{"kind":"domain","value":"space.nvidia.com","label":"space.nvidia.com"},{"kind":"domain","value":"testbot.nvidia.com","label":"testbot.nvidia.com"},{"kind":"git_sha","value":"000000000","label":"000000000"},{"kind":"git_sha","value":"01945e25","label":"01945e25"},{"kind":"git_sha","value":"019bb8c1","label":"019bb8c1"},{"kind":"git_sha","value":"01a086fe","label":"01a086fe"},{"kind":"git_sha","value":"01a0a150","label":"01a0a150"},{"kind":"git_sha","value":"10138623","label":"10138623"},{"kind":"git_sha","value":"3672c143","label":"3672c143"},{"kind":"git_sha","value":"4127f35b57325cd8cc1c959336941c5b10e138a7","label":"4127f35b5732"},{"kind":"git_sha","value":"602469b9e1d5","label":"602469b9e1d5"},{"kind":"git_sha","value":"6acab749e350","label":"6acab749e350"},{"kind":"git_sha","value":"c353de6f54f9d6d5cfc45a148bfbb0b5ecd9fd97","label":"c353de6f54f9"},{"kind":"git_sha","value":"d3928e69066e","label":"d3928e69066e"},{"kind":"git_sha","value":"d689a63a414b","label":"d689a63a414b"}],"metadata":{}},"content":"---\nagent_session_path: /home/kyhuang/.codex/sessions/2026/09/14/rollout-2026-09-14T19-06-55-01a0a150-b170-7053-b5d9-d689a63a414b.jsonl\nbase_branch: av-dev-l2pp-2\nbranch: dylanbot/3672c143-code-review-aml-int\nchat_id: 01a0a150-b170-7053-b5d9-d689a63a414b\ncompleted_at: 1789413192.673899\ncompletion_artifact_status: not_required\ncreated_at: 1789412781.7246408\ndefinition_of_done:\n- Review findings are grounded in the diff and ordered by severity.\n- NDAS terminology and timestamp assumptions are checked.\n- Unresolved questions are surfaced to Dylan instead of guessed.\n- Draft comments are prepared or posted only as unpublished Gerrit drafts, or Dylan\n explicitly decides not to draft them.\n- Dylan remains the sole publisher for any Gerrit review comments, labels, votes,\n messages, retriggers, or submit actions.\n- The review thread is tracked until drafts are handled or the task is handed off.\ndescription: \"# Code review: [AML] Integrate shared NRG dataloader support\\n- Author:\\\n \\ zhipeiy\\n- Platform: gerrit\\n- URL: https://git-av.nvidia.com/r/c/ndas/+/806429\\n\\\n \\n## DRAFTS ONLY \\u2014 NEVER PUBLISH\\n\\nThis is a Gerrit code-review task. You\\\n \\ may prepare draft comments, but you must\\nnever publish anything to Gerrit. Dylan\\\n \\ is the sole publisher.\\n\\nForbidden publish paths and equivalents:\\n- Do not call\\\n \\ `POST /changes/.../revisions/.../review` or\\n `POST /a/changes/.../revisions/.../review`.\\n\\\n - Do not run `dylanbot gerrit review`, `dylanbot gerrit draft publish`,\\n `dylanbot\\\n \\ gerrit retrigger`, `gerrit review`, `git review`\\n publish/vote/message options,\\\n \\ `glab`/`gerrit` publish equivalents, or any\\n raw `curl`/script/browser automation\\\n \\ that posts a Gerrit review, label, vote,\\n message, or submit action.\\n\\nCorrect\\\n \\ draft-only path:\\n- The only Gerrit write path allowed for review comments is\\n\\\n \\ `PUT /changes/.../revisions/.../drafts` or\\n `PUT /a/changes/.../revisions/.../drafts`.\\n\\\n - For this task, prefer not to write to Gerrit yourself. Emit the JSON findings\\n\\\n \\ requested below; DylanBot will create unpublished Gerrit drafts from that JSON.\\n\\\n \\n\\n## Step 1: Fetch the CL into this worktree\\n\\n```bash\\ngit fetch origin refs/changes/29/806429/21\\\n \\ && git checkout FETCH_HEAD\\n```\\n\\nIf that doesn't work, try fetching the specific\\\n \\ patchset:\\n```bash\\ncurl -s -n 'https://git-av.nvidia.com/r/a/changes/806429?o=CURRENT_REVISION'\\\n \\ | tail -n +2 | jq -r '.current_revision as $rev | .revisions[$rev].ref'\\n```\\n\\\n Then `git fetch origin && git checkout FETCH_HEAD`.\\n\\nDylanBot pinned this\\\n \\ review launch to patchset `21` at revision `4127f35b57325cd8cc1c959336941c5b10e138a7`.\\\n \\ If Gerrit moves to a new patchset before completion, DylanBot will block draft\\\n \\ posting and ask for a fresh review.\\n\\n\\n## Step 2: Read the code-review rule\\n\\\n \\nRead `.cursor/rules/code-review.mdc` in this worktree if it exists. Also read\\\n \\ `~/.cursor/rules/gerrit-code-review.mdc` for Gerrit CLs. Follow their tone, conventions,\\\n \\ and review guidelines.\\n\\n## Step 3: Review the code\\n\\nRead the changed files\\\n \\ and review them thoroughly. Focus on correctness, edge cases, naming, and style.\\\n \\ Match Dylan's writing tone (lowercase, concise, conversational).\\n\\n## Step 4:\\\n \\ Emit structured comments (machine-parseable record)\\n\\nProduce inline review comments\\\n \\ as a JSON array, in this exact shape:\\n```json\\n[{\\\"file\\\": \\\"path/to/file\\\",\\\n \\ \\\"line\\\": 42, \\\"comment\\\": \\\"...\\\", \\\"severity\\\": \\\"info|warning|error\\\"}]\\n```\\n\\\n \\nPut the JSON array in a ```json fenced block in the task result. **This is the\\\n \\ only thing the daemon needs from you.** DylanBot will read this block and post\\\n \\ each entry as an unpublished draft comment to the correct file/line on the CL\\\n \\ using its Gerrit integration. You do **not** need to post anything yourself \\u2014\\\n \\ no curl, no API calls, no `git review`. Drafts only; Dylan will publish them himself\\\n \\ in the Gerrit UI.\\n\\n## Diff summary (for orientation \\u2014 review the actual\\\n \\ files, not just this):\\n\\n{\\n \\\"project\\\": \\\"ndas\\\",\\n \\\"branch\\\": \\\"av-dev-l2pp-2\\\"\\\n ,\\n \\\"hashtags\\\": [\\n \\\"ZeroRisk\\\",\\n \\\"comp-alpamayo\\\"\\n ],\\n \\\"change_id\\\"\\\n : \\\"I669f9e493f8357ed920044de3ff66b07bc9dea07\\\",\\n \\\"subject\\\": \\\"[AML] Integrate\\\n \\ shared NRG dataloader support\\\",\\n \\\"status\\\": \\\"NEW\\\",\\n \\\"created\\\": \\\"2026-04-14\\\n \\ 05:32:33.000000000\\\",\\n \\\"updated\\\": \\\"2026-09-10 21:49:40.000000000\\\",\\n \\\"\\\n submit_type\\\": \\\"REBASE_ALWAYS\\\",\\n \\\"insertions\\\": 858,\\n \\\"deletions\\\": 10,\\n\\\n \\ \\\"total_comment_count\\\": 24,\\n \\\"unresolved_comment_count\\\": 5,\\n \\\"_number\\\"\\\n : 806429,\\n \\\"owner\\\": \\\"Zhipei Yan\\\",\\n \\\"reviewers\\\": [\\n \\\"Gerrit Virtual\\\n \\ Submit\\\",\\n \\\"Wei Chen (SW-GPU)\\\",\\n \\\"Eric Hall\\\",\\n \\\"Urs Muller\\\"\\\n ,\\n \\\"Cole Chen\\\",\\n \\\"Zhen Xu\\\",\\n \\\"Dylan Doblar\\\",\\n \\\"Kyle Huang\\\"\\\n ,\\n \\\"Shuaijun Chen\\\",\\n \\\"Richard Lin (AV PnC)\\\",\\n \\\"svcjenkinsavbt\\\"\\\n ,\\n \\\"Xin Meng\\\",\\n \\\"Binnan Zhuang\\\",\\n \\\"gitavsvc-alfred-workflow\\\",\\n\\\n \\ \\\"Xiaozhou Zhang\\\",\\n \\\"gitavsvc-r2d2\\\"\\n ],\\n \\\"label_votes\\\": {\\n \\\n \\ \\\"Code-Review\\\": [\\n {\\n \\\"name\\\": \\\"Dylan Doblar\\\",\\n \\\"\\\n value\\\": 1\\n },\\n {\\n \\\"name\\\": \\\"Xin Meng\\\",\\n \\\"value\\\"\\\n : 1\\n }\\n ],\\n \\\"GVS\\\": [\\n {\\n \\\"name\\\": \\\"Gerrit Virtual\\\n \\ Submit\\\",\\n \\\"value\\\": 1\\n }\\n ],\\n \\\"In-Car-Test\\\": [\\n \\\n \\ {\\n \\\"name\\\": \\\"gitavsvc-r2d2\\\",\\n \\\"value\\\": 4\\n },\\n \\\n \\ {\\n \\\"name\\\": \\\"gitavsvc-alfred-workflow\\\",\\n \\\"value\\\": 1\\n\\\n \\ }\\n ],\\n \\\"PLC\\\": [\\n {\\n \\\"name\\\": \\\"svcjenkinsavbt\\\"\\\n ,\\n \\\"value\\\": 1\\n },\\n {\\n \\\"name\\\": \\\"gitavsvc-r2d2\\\"\\\n ,\\n \\\"value\\\": 1\\n }\\n ]\\n },\\n \\\"recent_messages\\\": [\\n {\\n\\\n \\ \\\"author\\\": \\\"Zhipei Yan\\\",\\n \\\"date\\\": \\\"2026-09-09 15:40:27.000000000\\\"\\\n ,\\n \\\"message\\\": \\\"Uploaded patch set 21: Patch Set 20 was rebased.\\\\n\\\\nCopied\\\n \\ Votes:\\\\n* Code-Review+1 (copy condition: \\\\\\\"changekind:NO_CHANGE OR **is:ANY**\\\\\\\n \\\")\\\\n* In-Car-Test+1 (copy condition: \\\\\\\"**is:1** OR changekind:NO_CODE_CHANGE\\\n \\ OR **changekind:TRIVIAL_REBASE_WITH_MESSAGE_UPDATE**\\\\\\\")\\\\n* PLC+1 (copy condition:\\\n \\ \\\\\\\"**is:ANY**\\\\\\\")\\\\n\\\\nOutdated Votes:\\\\n* GVS-1 (copy condition: \\\\\\\"(**is:ANY**\\\n \\ AND changekind:NO_CODE_CHANGE) OR changekind:NO_CHANGE\\\\\\\")\\\\n\\\"\\n },\\n \\\n \\ {\\n \\\"author\\\": \\\"svcjenkinsavbt\\\",\\n \\\"date\\\": \\\"2026-09-09 16:27:27.000000000\\\"\\\n ,\\n \\\"message\\\": \\\"Patch Set 21:\\\\n\\\\nPremerge code coverage started at https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/\\\"\\\n \\n },\\n {\\n \\\"author\\\": \\\"Gerrit Virtual Submit\\\",\\n \\\"date\\\": \\\"\\\n 2026-09-09 16:29:29.000000000\\\",\\n \\\"message\\\": \\\"Patch Set 21:\\\\n\\\\nVirtual\\\n \\ submitted; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7;\\\n \\ Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623;\\\n \\ Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7;\\\n \\ ;\\\"\\n },\\n {\\n \\\"author\\\": \\\"svcteststudio\\\",\\n \\\"date\\\": \\\"2026-09-09\\\n \\ 16:30:23.000000000\\\",\\n \\\"message\\\": \\\"Patch Set 21:\\\\n\\\\nTestStudio premerge\\\n \\ tests PASSED.\\\\nResults: https://maglev.nvda.ai/ui/teststudio/jobs/01a086fe-2f7d-7abf-0797-602469b9e1d5\\\\\\\n n\\\\nSuite: pmb-gating-msf-minimal-av-dev-l2pp-2. \\\\u2705 1 [\\\\u2197](https://maglev.nvda.ai/ui/teststudio/jobs/01a086fe-2f7d-7abf-0797-602469b9e1d5?suite=01945e25-e25a-4673-0130-d3928e69066e:019bb8c1-d5d2-56fe-0375-f2a2945bf25b)\\\\\\\n n\\\\nFor additional support, visit: https://maglev.nvda.ai/docs/components/eval/faq\\\"\\\n \\n },\\n {\\n \\\"author\\\": \\\"gitavsvc-ugiza-jenkins\\\",\\n \\\"date\\\":\\\n \\ \\\"2026-09-09 16:35:14.000000000\\\",\\n \\\"message\\\": \\\"Patch Set 21:\\\\n\\\\nUGiza\\\n \\ Documentation Build SKIPPED\\\\nNo impacted Element/Unit pairs were found; Doxygen\\\n \\ premerge was skipped.\\\\nBuild link: https://prod.blsm.nvidia.com/sw-mobile-av-prod/job/ndas/job/docs/job/doxygen-premerge/job/doxygen-premerge-element-unit-check/47360/\\\"\\\n \\n },\\n {\\n \\\"author\\\": \\\"svcjenkinsavbt\\\",\\n \\\"date\\\": \\\"2026-09-09\\\n \\ 16:37:50.000000000\\\",\\n \\\"message\\\": \\\"Patch Set 21:\\\\n\\\\nCoverage SKIPPED:\\\n \\ This CL does not touch any units defined in //av/safety/module_lists.bzl https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/\\\"\\\n \\n },\\n {\\n \\\"author\\\": \\\"Gerrit Virtual Submit\\\",\\n \\\"date\\\": \\\"\\\n 2026-09-09 17:47:58.000000000\\\",\\n \\\"message\\\": \\\"Patch Set 21: GVS+1\\\\n\\\\\\\n nGVS successful; Build(s) successful; Test(s) successful; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7;\\\n \\ Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623;\\\n \\ Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7;\\\n \\ \\\\n\\\\n Note: The GVS run tested following changes together: https://git-av.nvidia.com/r/c/872516/21\\\n \\ https://git-av.nvidia.com/r/c/806429/21 In \\\"\\n },\\n {\\n \\\"author\\\"\\\n : \\\"svcenomis\\\",\\n \\\"date\\\": \\\"2026-09-09 17:48:09.000000000\\\",\\n \\\"message\\\"\\\n : \\\"Patch Set 21:\\\\n\\\\nUsing https://nvci-apps.nvidia.com/ci/pipelines/10138623;\\\n \\ to identify dependencies: https://git-av.nvidia.com/r/c/872516/21. To override\\\n \\ the dependencies identified, Please refer to https://confluence.nvidia.com/x/jgYcQg\\\n \\ for more details.\\\"\\n },\\n {\\n \\\"author\\\": \\\"gitavsvc-r2d2\\\",\\n \\\n \\ \\\"date\\\": \\\"2026-09-09 17:49:40.000000000\\\",\\n \\\"message\\\": \\\"Patch Set\\\n \\ 21: In-Car-Test+4 PLC+1\\\\n\\\\nStability lockdown exception granted (Granted (verified-safe\\\n \\ files only) without a build)\\\\n\\\\nASE report: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/artifact/ase-report.html\\\\\\\n nJenkins build: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/\\\"\\\n \\n },\\n {\\n \\\"author\\\": \\\"Zhipei Yan\\\",\\n \\\"date\\\": \\\"2026-09-10\\\n \\ 21:49:40.000000000\\\",\\n \\\"message\\\": \\\", who was\\\n \\ added as reviewer owns the following files:\\\\n* `avdnn/dlav/aml/README.md`\\\\n*\\\n \\ `avdnn/dlav/aml/dataset/simulator_data_processing_post_op.py`\\\\n* `avdnn/dlav/aml/dataset/test/BUILD`\\\\\\\n n* `avdnn/dlav/aml/dataset/test/test_aml_clip_dataset.py`\\\\n* `avdnn/dlav/aml/dataset/test/test_simulator_data_processing_post_op.py`\\\\\\\n n* `avdnn/dlav/aml/integration_tests/test_experiment_config_composition.py`\\\\n\\\"\\\n \\n }\\n ]\\n}\\n\\n## Project notes:\\n\\n\"\nexit_code: 0\nlifecycle_policy: ndas.code_review\nmerge_failure_kind: cleanup_dirty_worktree\nmerge_sha: c353de6f54f9d6d5cfc45a148bfbb0b5ecd9fd97\nparent_channel: D0BET9CTWCW\nparent_ts: '1787357800.870349'\npid: 4130561\nprompt_manifest_algorithm_version: 1\nprompt_manifest_hash: f06b4f2f7615bac67d911d97499243fca5b1fdc6b67ebcdd45cb21e213a63cab\nprompt_manifest_path: /home/kyhuang/.config/dylanbot/memory/agents/prompts/3672c143-b91b-434c-9bc3-6acab749e350.json\nprompt_manifest_schema_version: 1\nprompt_part_count: 8\nprompt_rendered_hash: 4edde194343ecfcbbc7af6a3e3f46b022f028d27a52e9b63be170dde3f389093\nrepo: /home/kyhuang/scratch/ndas\nrepo_family: ndas\nresult_summary: 'Refusing cleanup: `/home/kyhuang/.config/dylanbot/worktrees/3672c143-b91b-434c-9bc3-6acab749e350`\n has dirty files after merge.\n\n Task status: `completed`.\n\n Backlog item: `none`.\n\n Dirty files:\n\n - ?? .cursor/rules/dylanbot-auto-merge.md (differs from `av-dev-l2pp-2`)\n\n - ?? .cursor/rules/dylanbot-handoff.md (differs from `av-dev-l2pp-2`)\n\n - ?? .cursor/rules/dylanbot-subagent.md (differs from `av-dev-l2pp-2`)'\nruntime: codex\nruntime_command: codex\nruntime_invocation_profile: codex.exec.yolo_json\nruntime_mode: cli\nruntime_requested_mode: cli\nsource_event_id: ''\nsource_intent: code_review_request\nspawn_context_algorithm_version: 1\nspawn_context_bundle_hash: 81fba5f4cffa80384de990dda5c775d43de2ded56815dbfcb0d825cc14fa57f5\nspawn_context_bundle_path: /home/kyhuang/.config/dylanbot/memory/agents/context/3672c143-b91b-434c-9bc3-6acab749e350.json\nspawn_context_item_count: 6\nspawn_context_schema_version: 1\nspawn_contract_status: valid\nspawn_policy: auto\nstage_spec_algorithm_version: 2\nstage_spec_hash: 82b4dc1d1b4308d1ef7fb7114a1662e043f69269612c02546fcb46923c2ad288\nstage_spec_id: stage:3672c143-b91b-434c-9bc3-6acab749e350:v0\nstage_spec_path: /home/kyhuang/.config/dylanbot/memory/agents/stages/3672c143-b91b-434c-9bc3-6acab749e350.json\nstage_spec_schema_version: 1\nstarted_at: 1789412811.9196596\nstatus: merge_failed\nsuccess_criteria:\n- Review the requested NDAS CL/diff for correctness, regressions, and missing tests.\n- Check NDAS-specific terminology and data assumptions.\n- Draft Gerrit review comments only; never publish comments, labels, votes, messages,\n retriggers, or submit actions.\ntask_id: 3672c143-b91b-434c-9bc3-6acab749e350\ntask_kind: code_review\nthread_ts: '1787357800.870349'\ntimeout_minutes: 30\nworktree: /home/kyhuang/.config/dylanbot/worktrees/3672c143-b91b-434c-9bc3-6acab749e350\n---\n\n## Task\n# Code review: [AML] Integrate shared NRG dataloader support\n- Author: zhipeiy\n- Platform: gerrit\n- URL: https://git-av.nvidia.com/r/c/ndas/+/806429\n\n## DRAFTS ONLY — NEVER PUBLISH\n\nThis is a Gerrit code-review task. You may prepare draft comments, but you must\nnever publish anything to Gerrit. Dylan is the sole publisher.\n\nForbidden publish paths and equivalents:\n- Do not call `POST /changes/.../revisions/.../review` or\n `POST /a/changes/.../revisions/.../review`.\n- Do not run `dylanbot gerrit review`, `dylanbot gerrit draft publish`,\n `dylanbot gerrit retrigger`, `gerrit review`, `git review`\n publish/vote/message options, `glab`/`gerrit` publish equivalents, or any\n raw `curl`/script/browser automation that posts a Gerrit review, label, vote,\n message, or submit action.\n\nCorrect draft-only path:\n- The only Gerrit write path allowed for review comments is\n `PUT /changes/.../revisions/.../drafts` or\n `PUT /a/changes/.../revisions/.../drafts`.\n- For this task, prefer not to write to Gerrit yourself. Emit the JSON findings\n requested below; DylanBot will create unpublished Gerrit drafts from that JSON.\n\n\n## Step 1: Fetch the CL into this worktree\n\n```bash\ngit fetch origin refs/changes/29/806429/21 && git checkout FETCH_HEAD\n```\n\nIf that doesn't work, try fetching the specific patchset:\n```bash\ncurl -s -n 'https://git-av.nvidia.com/r/a/changes/806429?o=CURRENT_REVISION' | tail -n +2 | jq -r '.current_revision as $rev | .revisions[$rev].ref'\n```\nThen `git fetch origin && git checkout FETCH_HEAD`.\n\nDylanBot pinned this review launch to patchset `21` at revision `4127f35b57325cd8cc1c959336941c5b10e138a7`. If Gerrit moves to a new patchset before completion, DylanBot will block draft posting and ask for a fresh review.\n\n\n## Step 2: Read the code-review rule\n\nRead `.cursor/rules/code-review.mdc` in this worktree if it exists. Also read `~/.cursor/rules/gerrit-code-review.mdc` for Gerrit CLs. Follow their tone, conventions, and review guidelines.\n\n## Step 3: Review the code\n\nRead the changed files and review them thoroughly. Focus on correctness, edge cases, naming, and style. Match Dylan's writing tone (lowercase, concise, conversational).\n\n## Step 4: Emit structured comments (machine-parseable record)\n\nProduce inline review comments as a JSON array, in this exact shape:\n```json\n[{\"file\": \"path/to/file\", \"line\": 42, \"comment\": \"...\", \"severity\": \"info|warning|error\"}]\n```\n\nPut the JSON array in a ```json fenced block in the task result. **This is the only thing the daemon needs from you.** DylanBot will read this block and post each entry as an unpublished draft comment to the correct file/line on the CL using its Gerrit integration. You do **not** need to post anything yourself — no curl, no API calls, no `git review`. Drafts only; Dylan will publish them himself in the Gerrit UI.\n\n## Diff summary (for orientation — review the actual files, not just this):\n\n{\n \"project\": \"ndas\",\n \"branch\": \"av-dev-l2pp-2\",\n \"hashtags\": [\n \"ZeroRisk\",\n \"comp-alpamayo\"\n ],\n \"change_id\": \"I669f9e493f8357ed920044de3ff66b07bc9dea07\",\n \"subject\": \"[AML] Integrate shared NRG dataloader support\",\n \"status\": \"NEW\",\n \"created\": \"2026-04-14 05:32:33.000000000\",\n \"updated\": \"2026-09-10 21:49:40.000000000\",\n \"submit_type\": \"REBASE_ALWAYS\",\n \"insertions\": 858,\n \"deletions\": 10,\n \"total_comment_count\": 24,\n \"unresolved_comment_count\": 5,\n \"_number\": 806429,\n \"owner\": \"Zhipei Yan\",\n \"reviewers\": [\n \"Gerrit Virtual Submit\",\n \"Wei Chen (SW-GPU)\",\n \"Eric Hall\",\n \"Urs Muller\",\n \"Cole Chen\",\n \"Zhen Xu\",\n \"Dylan Doblar\",\n \"Kyle Huang\",\n \"Shuaijun Chen\",\n \"Richard Lin (AV PnC)\",\n \"svcjenkinsavbt\",\n \"Xin Meng\",\n \"Binnan Zhuang\",\n \"gitavsvc-alfred-workflow\",\n \"Xiaozhou Zhang\",\n \"gitavsvc-r2d2\"\n ],\n \"label_votes\": {\n \"Code-Review\": [\n {\n \"name\": \"Dylan Doblar\",\n \"value\": 1\n },\n {\n \"name\": \"Xin Meng\",\n \"value\": 1\n }\n ],\n \"GVS\": [\n {\n \"name\": \"Gerrit Virtual Submit\",\n \"value\": 1\n }\n ],\n \"In-Car-Test\": [\n {\n \"name\": \"gitavsvc-r2d2\",\n \"value\": 4\n },\n {\n \"name\": \"gitavsvc-alfred-workflow\",\n \"value\": 1\n }\n ],\n \"PLC\": [\n {\n \"name\": \"svcjenkinsavbt\",\n \"value\": 1\n },\n {\n \"name\": \"gitavsvc-r2d2\",\n \"value\": 1\n }\n ]\n },\n \"recent_messages\": [\n {\n \"author\": \"Zhipei Yan\",\n \"date\": \"2026-09-09 15:40:27.000000000\",\n \"message\": \"Uploaded patch set 21: Patch Set 20 was rebased.\\n\\nCopied Votes:\\n* Code-Review+1 (copy condition: \\\"changekind:NO_CHANGE OR **is:ANY**\\\")\\n* In-Car-Test+1 (copy condition: \\\"**is:1** OR changekind:NO_CODE_CHANGE OR **changekind:TRIVIAL_REBASE_WITH_MESSAGE_UPDATE**\\\")\\n* PLC+1 (copy condition: \\\"**is:ANY**\\\")\\n\\nOutdated Votes:\\n* GVS-1 (copy condition: \\\"(**is:ANY** AND changekind:NO_CODE_CHANGE) OR changekind:NO_CHANGE\\\")\\n\"\n },\n {\n \"author\": \"svcjenkinsavbt\",\n \"date\": \"2026-09-09 16:27:27.000000000\",\n \"message\": \"Patch Set 21:\\n\\nPremerge code coverage started at https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/\"\n },\n {\n \"author\": \"Gerrit Virtual Submit\",\n \"date\": \"2026-09-09 16:29:29.000000000\",\n \"message\": \"Patch Set 21:\\n\\nVirtual submitted; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7; Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623; Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7; ;\"\n },\n {\n \"author\": \"svcteststudio\",\n \"date\": \"2026-09-09 16:30:23.000000000\",\n \"message\": \"Patch Set 21:\\n\\nTestStudio premerge tests PASSED.\\nResults: https://maglev.nvda.ai/ui/teststudio/jobs/01a086fe-2f7d-7abf-0797-602469b9e1d5\\n\\nSuite: pmb-gating-msf-minimal-av-dev-l2pp-2. \\u2705 1 [\\u2197](https://maglev.nvda.ai/ui/teststudio/jobs/01a086fe-2f7d-7abf-0797-602469b9e1d5?suite=01945e25-e25a-4673-0130-d3928e69066e:019bb8c1-d5d2-56fe-0375-f2a2945bf25b)\\n\\nFor additional support, visit: https://maglev.nvda.ai/docs/components/eval/faq\"\n },\n {\n \"author\": \"gitavsvc-ugiza-jenkins\",\n \"date\": \"2026-09-09 16:35:14.000000000\",\n \"message\": \"Patch Set 21:\\n\\nUGiza Documentation Build SKIPPED\\nNo impacted Element/Unit pairs were found; Doxygen premerge was skipped.\\nBuild link: https://prod.blsm.nvidia.com/sw-mobile-av-prod/job/ndas/job/docs/job/doxygen-premerge/job/doxygen-premerge-element-unit-check/47360/\"\n },\n {\n \"author\": \"svcjenkinsavbt\",\n \"date\": \"2026-09-09 16:37:50.000000000\",\n \"message\": \"Patch Set 21:\\n\\nCoverage SKIPPED: This CL does not touch any units defined in //av/safety/module_lists.bzl https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/\"\n },\n {\n \"author\": \"Gerrit Virtual Submit\",\n \"date\": \"2026-09-09 17:47:58.000000000\",\n \"message\": \"Patch Set 21: GVS+1\\n\\nGVS successful; Build(s) successful; Test(s) successful; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7; Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623; Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7; \\n\\n Note: The GVS run tested following changes together: https://git-av.nvidia.com/r/c/872516/21 https://git-av.nvidia.com/r/c/806429/21 In \"\n },\n {\n \"author\": \"svcenomis\",\n \"date\": \"2026-09-09 17:48:09.000000000\",\n \"message\": \"Patch Set 21:\\n\\nUsing https://nvci-apps.nvidia.com/ci/pipelines/10138623; to identify dependencies: https://git-av.nvidia.com/r/c/872516/21. To override the dependencies identified, Please refer to https://confluence.nvidia.com/x/jgYcQg for more details.\"\n },\n {\n \"author\": \"gitavsvc-r2d2\",\n \"date\": \"2026-09-09 17:49:40.000000000\",\n \"message\": \"Patch Set 21: In-Car-Test+4 PLC+1\\n\\nStability lockdown exception granted (Granted (verified-safe files only) without a build)\\n\\nASE report: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/artifact/ase-report.html\\nJenkins build: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/\"\n },\n {\n \"author\": \"Zhipei Yan\",\n \"date\": \"2026-09-10 21:49:40.000000000\",\n \"message\": \", who was added as reviewer owns the following files:\\n* `avdnn/dlav/aml/README.md`\\n* `avdnn/dlav/aml/dataset/simulator_data_processing_post_op.py`\\n* `avdnn/dlav/aml/dataset/test/BUILD`\\n* `avdnn/dlav/aml/dataset/test/test_aml_clip_dataset.py`\\n* `avdnn/dlav/aml/dataset/test/test_simulator_data_processing_post_op.py`\\n* `avdnn/dlav/aml/integration_tests/test_experiment_config_composition.py`\\n\"\n }\n ]\n}\n\n## Project notes:\n\n\n\n\n## Context\n\n\n## Definition of Done\n\nPolicy: `ndas.code_review`\n\nSpawn policy: `auto`\n\n- Review findings are grounded in the diff and ordered by severity.\n- NDAS terminology and timestamp assumptions are checked.\n- Unresolved questions are surfaced to Dylan instead of guessed.\n- Draft comments are prepared or posted only as unpublished Gerrit drafts, or Dylan explicitly decides not to draft them.\n- Dylan remains the sole publisher for any Gerrit review comments, labels, votes, messages, retriggers, or submit actions.\n- The review thread is tracked until drafts are handled or the task is handed off.\n\n### Success Criteria\n- Review the requested NDAS CL/diff for correctness, regressions, and missing tests.\n- Check NDAS-specific terminology and data assumptions.\n- Draft Gerrit review comments only; never publish comments, labels, votes, messages, retriggers, or submit actions.\n\n\n## Spawn Context Bundle\n- Schema: 1\n- Algorithm: 1\n- Hash: `81fba5f4cffa80384de990dda5c775d43de2ded56815dbfcb0d825cc14fa57f5`\n- Manifest: `/home/kyhuang/.config/dylanbot/memory/agents/context/3672c143-b91b-434c-9bc3-6acab749e350.json`\n- Included items: 6\n- Before implementing, read the referenced rules, memory pointers, and recent related-work hits in the manifest.\n\n### Existing State Audit\nComplete this before editing code:\n- Searches run:\n- Existing implementations or related code found:\n- Reuse/extend decision:\n\n\n\n## Stage Contract\n- Schema: 1\n- Algorithm: 2\n- Stage spec id: `stage:3672c143-b91b-434c-9bc3-6acab749e350:v0`\n- Stage spec hash: `82b4dc1d1b4308d1ef7fb7114a1662e043f69269612c02546fcb46923c2ad288`\n- Stage spec: `/home/kyhuang/.config/dylanbot/memory/agents/stages/3672c143-b91b-434c-9bc3-6acab749e350.json`\n\n\n## Prompt Provenance\n- Schema: 1\n- Algorithm: 1\n- Manifest hash: `f06b4f2f7615bac67d911d97499243fca5b1fdc6b67ebcdd45cb21e213a63cab`\n- Rendered prompt hash: `4edde194343ecfcbbc7af6a3e3f46b022f028d27a52e9b63be170dde3f389093`\n- Manifest: `/home/kyhuang/.config/dylanbot/memory/agents/prompts/3672c143-b91b-434c-9bc3-6acab749e350.json`\n- Prompt parts: 8\n- Runtime command: `codex`\n- Runtime invocation profile: `codex.exec.yolo_json`\n- Runtime model: not reported by runtime config\n\n\n## Progress\n\n\n## Result\n\n\n\n\n\n\n\n\nLet me read the prior related review history and the code-review rules, then fetch the CL.\n\n\n\n\n\n\n\nNow let me inspect the changed files and the diff.\n\n\n\nLet me look at the full diff of the changed files.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nLet me read the full `apply_transformation` and the relevant type definitions to verify correctness.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nLet me look at the full normalization forward loop and how bool mask fields are handled.\n\n\n\n\n\n\n\n\n\nLet me check where `INPUT_FIELD_NAME_TO_TYPE_ENUM` and the field count are used elsewhere, to catch anything that needs updating.\n\n\n\n\n\n\n\n\n\n\n\nLet me check prior reviews of the companion AMO CL and this CL for context on already-raised issues.\n\n\n\n\n\n\n\nLet me look for the prior review's findings in the history files to avoid duplicating or to check resolution status.\n\n\n\n\n\nThe prior review already produced findings on this exact patchset. Let me retrieve its exact line numbers from the session log.\n\n\n\n\n\n\n\n\n\n\n\n\n\nCritical check: `test_model` calls `m(tuple(mi))` — let me verify the model forward doesn't unpack the tuple positionally, since 8 fields were inserted mid-struct.\n\n\n\n\n\n\n\n\n\n\n","rendered_html":"
\n

agent_session_path: /home/kyhuang/.codex/sessions/2026/09/14/rollout-2026-09-14T19-06-55-01a0a150-b170-7053-b5d9-d689a63a414b.jsonl\nbase_branch: av-dev-l2pp-2\nbranch: dylanbot/3672c143-code-review-aml-int\nchat_id: 01a0a150-b170-7053-b5d9-d689a63a414b\ncompleted_at: 1789413192.673899\ncompletion_artifact_status: not_required\ncreated_at: 1789412781.7246408\ndefinition_of_done:

\n
    \n
  • \n

    Review findings are grounded in the diff and ordered by severity.

    \n
    • \n
  • \n

    NDAS terminology and timestamp assumptions are checked.

    \n
    • \n
  • \n

    Unresolved questions are surfaced to Dylan instead of guessed.

    \n
    • \n
  • \n

    Draft comments are prepared or posted only as unpublished Gerrit drafts, or Dylan\nexplicitly decides not to draft them.

    \n
    • \n
  • \n

    Dylan remains the sole publisher for any Gerrit review comments, labels, votes,\nmessages, retriggers, or submit actions.

    \n
    • \n
  • \n

    The review thread is tracked until drafts are handled or the task is handed off.\ndescription: "# Code review: [AML] Integrate shared NRG dataloader support\\n- Author:
    \n\\ zhipeiy\\n- Platform: gerrit\\n- URL: https://git-av.nvidia.com/r/c/ndas/+/806429\\n
    \n\\n## DRAFTS ONLY \\u2014 NEVER PUBLISH\\n\\nThis is a Gerrit code-review task. You
    \n\\ may prepare draft comments, but you must\\nnever publish anything to Gerrit. Dylan
    \n\\ is the sole publisher.\\n\\nForbidden publish paths and equivalents:\\n- Do not call
    \n\\ POST /changes/.../revisions/.../review or\\n POST /a/changes/.../revisions/.../review.\\n\\

    \n
      \n
    • Do not run dylanbot gerrit review, dylanbot gerrit draft publish,\\n dylanbot\\ \\ gerrit retrigger, gerrit review, git review\\n publish/vote/message options,
      \n\\ glab/gerrit publish equivalents, or any\\n raw curl/script/browser automation
      \n\\ that posts a Gerrit review, label, vote,\\n message, or submit action.\\n\\nCorrect
      \n\\ draft-only path:\\n- The only Gerrit write path allowed for review comments is\\n
      \n\\ PUT /changes/.../revisions/.../drafts or\\n PUT /a/changes/.../revisions/.../drafts.\\n\\
      • \n
    • For this task, prefer not to write to Gerrit yourself. Emit the JSON findings\\n
      \n\\ requested below; DylanBot will create unpublished Gerrit drafts from that JSON.\\n
      \n\\n\\n## Step 1: Fetch the CL into this worktree\\n\\nbash\\ngit fetch origin refs/changes/29/806429/21\\ \\ && git checkout FETCH_HEAD\\n\\n\\nIf that doesn't work, try fetching the specific
      \n\\ patchset:\\nbash\\ncurl -s -n 'https://git-av.nvidia.com/r/a/changes/806429?o=CURRENT_REVISION'\\ \\ | tail -n +2 | jq -r '.current_revision as $rev | .revisions[$rev].ref'\\n\\n
      \nThen git fetch origin <ref> && git checkout FETCH_HEAD.\\n\\nDylanBot pinned this
      \n\\ review launch to patchset 21 at revision 4127f35b57325cd8cc1c959336941c5b10e138a7.
      \n\\ If Gerrit moves to a new patchset before completion, DylanBot will block draft
      \n\\ posting and ask for a fresh review.\\n\\n\\n## Step 2: Read the code-review rule\\n
      \n\\nRead .cursor/rules/code-review.mdc in this worktree if it exists. Also read
      \n\\ ~/.cursor/rules/gerrit-code-review.mdc for Gerrit CLs. Follow their tone, conventions,
      \n\\ and review guidelines.\\n\\n## Step 3: Review the code\\n\\nRead the changed files
      \n\\ and review them thoroughly. Focus on correctness, edge cases, naming, and style.
      \n\\ Match Dylan's writing tone (lowercase, concise, conversational).\\n\\n## Step 4:
      \n\\ Emit structured comments (machine-parseable record)\\n\\nProduce inline review comments
      \n\\ as a JSON array, in this exact shape:\\njson\\n[{\\"file\\": \\"path/to/file\\",\\ \\ \\"line\\": 42, \\"comment\\": \\"...\\", \\"severity\\": \\"info|warning|error\\"}]\\n\\n
      \n\\nPut the JSON array in a ```json fenced block in the task result. This is the
      \n\\ only thing the daemon needs from you.       DylanBot will read this block and post
      \n\\ each entry as an unpublished draft comment to the correct file/line on the CL
      \n\\ using its Gerrit integration. You do not need to post anything yourself \\u2014
      \n\\ no curl, no API calls, no git review. Drafts only; Dylan will publish them himself
      \n\\ in the Gerrit UI.\\n\\n## Diff summary (for orientation \\u2014 review the actual
      \n\\ files, not just this):\\n\\n{\\n "project": "ndas",\\n "branch": "av-dev-l2pp-2"
      \n,\\n "hashtags": [\\n "ZeroRisk",\\n "comp-alpamayo"\\n ],\\n "change_id"
      \n: "I669f9e493f8357ed920044de3ff66b07bc9dea07",\\n "subject": "[AML] Integrate
      \n\\ shared NRG dataloader support",\\n "status": "NEW",\\n "created": "2026-04-14
      \n\\ 05:32:33.000000000",\\n "updated": "2026-09-10 21:49:40.000000000",\\n "
      \nsubmit_type": "REBASE_ALWAYS",\\n "insertions": 858,\\n "deletions": 10,\\n
      \n\\ "total_comment_count": 24,\\n "unresolved_comment_count": 5,\\n "_number"
      \n: 806429,\\n "owner": "Zhipei Yan",\\n "reviewers": [\\n "Gerrit Virtual
      \n\\ Submit",\\n "Wei Chen (SW-GPU)",\\n "Eric Hall",\\n "Urs Muller"
      \n,\\n "Cole Chen",\\n "Zhen Xu",\\n "Dylan Doblar",\\n "Kyle Huang"
      \n,\\n "Shuaijun Chen",\\n "Richard Lin (AV PnC)",\\n "svcjenkinsavbt"
      \n,\\n "Xin Meng",\\n "Binnan Zhuang",\\n "gitavsvc-alfred-workflow",\\n
      \n\\ "Xiaozhou Zhang",\\n "gitavsvc-r2d2"\\n ],\\n "label_votes": {\\n
      \n\\ "Code-Review": [\\n {\\n "name": "Dylan Doblar",\\n "
      \nvalue": 1\\n },\\n {\\n "name": "Xin Meng",\\n "value"
      \n: 1\\n }\\n ],\\n "GVS": [\\n {\\n "name": "Gerrit Virtual
      \n\\ Submit",\\n "value": 1\\n }\\n ],\\n "In-Car-Test": [\\n
      \n\\ {\\n "name": "gitavsvc-r2d2",\\n "value": 4\\n },\\n
      \n\\ {\\n "name": "gitavsvc-alfred-workflow",\\n "value": 1\\n
      \n\\ }\\n ],\\n "PLC": [\\n {\\n "name": "svcjenkinsavbt"
      \n,\\n "value": 1\\n },\\n {\\n "name": "gitavsvc-r2d2"
      \n,\\n "value": 1\\n }\\n ]\\n },\\n "recent_messages": [\\n {\\n
      \n\\ "author": "Zhipei Yan",\\n "date": "2026-09-09 15:40:27.000000000"
      \n,\\n "message": "Uploaded patch set 21: Patch Set 20 was rebased.\\n\\nCopied
      \n\\ Votes:\\n* Code-Review+1 (copy condition: \\"changekind:NO_CHANGE OR is:ANY\\
      \n")\\n* In-Car-Test+1 (copy condition: \\"is:1 OR changekind:NO_CODE_CHANGE
      \n\\ OR changekind:TRIVIAL_REBASE_WITH_MESSAGE_UPDATE\\")\\n* PLC+1 (copy condition:
      \n\\ \\"is:ANY\\")\\n\\nOutdated Votes:\\n* GVS-1 (copy condition: \\"(is:ANY
      \n\\ AND changekind:NO_CODE_CHANGE) OR changekind:NO_CHANGE\\")\\n"\\n },\\n
      \n\\ {\\n "author": "svcjenkinsavbt",\\n "date": "2026-09-09 16:27:27.000000000"
      \n,\\n "message": "Patch Set 21:\\n\\nPremerge code coverage started at https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/"
      \n\\n },\\n {\\n "author": "Gerrit Virtual Submit",\\n "date": "
      \n2026-09-09 16:29:29.000000000",\\n "message": "Patch Set 21:\\n\\nVirtual
      \n\\ submitted; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7;
      \n\\ Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623;
      \n\\ Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7;
      \n\\ ;"\\n },\\n {\\n "author": "svcteststudio",\\n "date": "2026-09-09
      \n\\ 16:30:23.000000000",\\n "message": "Patch Set 21:\\n\\nTestStudio premerge
      \n\\ tests PASSED.\\nResults: https://maglev.nvda.ai/ui/teststudio/jobs/01a086fe-2f7d-7abf-0797-602469b9e1d5\\
      \nn\\nSuite: pmb-gating-msf-minimal-av-dev-l2pp-2. \\u2705 1 \\u2197\\
      \nn\\nFor additional support, visit: https://maglev.nvda.ai/docs/components/eval/faq"
      \n\\n },\\n {\\n "author": "gitavsvc-ugiza-jenkins",\\n "date":
      \n\\ "2026-09-09 16:35:14.000000000",\\n "message": "Patch Set 21:\\n\\nUGiza
      \n\\ Documentation Build SKIPPED\\nNo impacted Element/Unit pairs were found; Doxygen
      \n\\ premerge was skipped.\\nBuild link: https://prod.blsm.nvidia.com/sw-mobile-av-prod/job/ndas/job/docs/job/doxygen-premerge/job/doxygen-premerge-element-unit-check/47360/"
      \n\\n },\\n {\\n "author": "svcjenkinsavbt",\\n "date": "2026-09-09
      \n\\ 16:37:50.000000000",\\n "message": "Patch Set 21:\\n\\nCoverage SKIPPED:
      \n\\ This CL does not touch any units defined in //av/safety/module_lists.bzl https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/"
      \n\\n },\\n {\\n "author": "Gerrit Virtual Submit",\\n "date": "
      \n2026-09-09 17:47:58.000000000",\\n "message": "Patch Set 21: GVS+1\\n\\
      \nnGVS successful; Build(s) successful; Test(s) successful; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7;
      \n\\ Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623;
      \n\\ Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7;
      \n\\ \\n\\n Note: The GVS run tested following changes together: https://git-av.nvidia.com/r/c/872516/21
      \n\\ https://git-av.nvidia.com/r/c/806429/21 In "\\n },\\n {\\n "author"
      \n: "svcenomis",\\n "date": "2026-09-09 17:48:09.000000000",\\n "message"
      \n: "Patch Set 21:\\n\\nUsing https://nvci-apps.nvidia.com/ci/pipelines/10138623;
      \n\\ to identify dependencies: https://git-av.nvidia.com/r/c/872516/21. To override
      \n\\ the dependencies identified, Please refer to https://confluence.nvidia.com/x/jgYcQg
      \n\\ for more details."\\n },\\n {\\n "author": "gitavsvc-r2d2",\\n
      \n\\ "date": "2026-09-09 17:49:40.000000000",\\n "message": "Patch Set
      \n\\ 21: In-Car-Test+4 PLC+1\\n\\nStability lockdown exception granted (Granted (verified-safe
      \n\\ files only) without a build)\\n\\nASE report: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/artifact/ase-report.html\\
      \nnJenkins build: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/"
      \n\\n },\\n {\\n "author": "Zhipei Yan",\\n "date": "2026-09-10
      \n\\ 21:49:40.000000000",\\n "message": "<GERRIT_ACCOUNT_1000523>, who was
      \n\\ added as reviewer owns the following files:\\n* avdnn/dlav/aml/README.md\\n*
      \n\\ avdnn/dlav/aml/dataset/simulator_data_processing_post_op.py\\n* avdnn/dlav/aml/dataset/test/BUILD\\
      \nn* avdnn/dlav/aml/dataset/test/test_aml_clip_dataset.py\\n* avdnn/dlav/aml/dataset/test/test_simulator_data_processing_post_op.py\\
      \nn* avdnn/dlav/aml/integration_tests/test_experiment_config_composition.py\\n"
      \n\\n }\\n ]\\n}\\n\\n## Project notes:\\n\\n"\nexit_code: 0\nlifecycle_policy: ndas.code_review\nmerge_failure_kind: cleanup_dirty_worktree\nmerge_sha: c353de6f54f9d6d5cfc45a148bfbb0b5ecd9fd97\nparent_channel: D0BET9CTWCW\nparent_ts: '1787357800.870349'\npid: 4130561\nprompt_manifest_algorithm_version: 1\nprompt_manifest_hash: f06b4f2f7615bac67d911d97499243fca5b1fdc6b67ebcdd45cb21e213a63cab\nprompt_manifest_path: /home/kyhuang/.config/dylanbot/memory/agents/prompts/3672c143-b91b-434c-9bc3-6acab749e350.json\nprompt_manifest_schema_version: 1\nprompt_part_count: 8\nprompt_rendered_hash: 4edde194343ecfcbbc7af6a3e3f46b022f028d27a52e9b63be170dde3f389093\nrepo: /home/kyhuang/scratch/ndas\nrepo_family: ndas\nresult_summary: 'Refusing cleanup: /home/kyhuang/.config/dylanbot/worktrees/3672c143-b91b-434c-9bc3-6acab749e350\nhas dirty files after merge.
      • \n
    \n

    Task status: completed.

    \n

    Backlog item: none.

    \n

    Dirty files:

    \n
      \n
    • \n

      ?? .cursor/rules/dylanbot-auto-merge.md (differs from av-dev-l2pp-2)

      \n
      • \n
    • \n

      ?? .cursor/rules/dylanbot-handoff.md (differs from av-dev-l2pp-2)

      \n
      • \n
    • \n

      ?? .cursor/rules/dylanbot-subagent.md (differs from av-dev-l2pp-2)'\nruntime: codex\nruntime_command: codex\nruntime_invocation_profile: codex.exec.yolo_json\nruntime_mode: cli\nruntime_requested_mode: cli\nsource_event_id: ''\nsource_intent: code_review_request\nspawn_context_algorithm_version: 1\nspawn_context_bundle_hash: 81fba5f4cffa80384de990dda5c775d43de2ded56815dbfcb0d825cc14fa57f5\nspawn_context_bundle_path: /home/kyhuang/.config/dylanbot/memory/agents/context/3672c143-b91b-434c-9bc3-6acab749e350.json\nspawn_context_item_count: 6\nspawn_context_schema_version: 1\nspawn_contract_status: valid\nspawn_policy: auto\nstage_spec_algorithm_version: 2\nstage_spec_hash: 82b4dc1d1b4308d1ef7fb7114a1662e043f69269612c02546fcb46923c2ad288\nstage_spec_id: stage:3672c143-b91b-434c-9bc3-6acab749e350:v0\nstage_spec_path: /home/kyhuang/.config/dylanbot/memory/agents/stages/3672c143-b91b-434c-9bc3-6acab749e350.json\nstage_spec_schema_version: 1\nstarted_at: 1789412811.9196596\nstatus: merge_failed\nsuccess_criteria:

      \n
      • \n
    \n
    • \n
  • \n

    Review the requested NDAS CL/diff for correctness, regressions, and missing tests.

    \n
    • \n
  • \n

    Check NDAS-specific terminology and data assumptions.

    \n
    • \n
  • \n

    Draft Gerrit review comments only; never publish comments, labels, votes, messages,\nretriggers, or submit actions.\ntask_id: 3672c143-b91b-434c-9bc3-6acab749e350\ntask_kind: code_review\nthread_ts: '1787357800.870349'\ntimeout_minutes: 30\nworktree: /home/kyhuang/.config/dylanbot/worktrees/3672c143-b91b-434c-9bc3-6acab749e350

    \n
    • \n
\n
\n

Task

\n

Code review: [AML] Integrate shared NRG dataloader support

\n
    \n
  • Author: zhipeiy
    • \n
  • Platform: gerrit
    • \n
  • URL: https://git-av.nvidia.com/r/c/ndas/+/806429
    • \n
\n

DRAFTS ONLY — NEVER PUBLISH

\n

This is a Gerrit code-review task. You may prepare draft comments, but you must\nnever publish anything to Gerrit. Dylan is the sole publisher.

\n

Forbidden publish paths and equivalents:

\n
    \n
  • Do not call POST /changes/.../revisions/.../review or\nPOST /a/changes/.../revisions/.../review.
    • \n
  • Do not run dylanbot gerrit review, dylanbot gerrit draft publish,\ndylanbot gerrit retrigger, gerrit review, git review\npublish/vote/message options, glab/gerrit publish equivalents, or any\nraw curl/script/browser automation that posts a Gerrit review, label, vote,\nmessage, or submit action.
    • \n
\n

Correct draft-only path:

\n
    \n
  • The only Gerrit write path allowed for review comments is\nPUT /changes/.../revisions/.../drafts or\nPUT /a/changes/.../revisions/.../drafts.
    • \n
  • For this task, prefer not to write to Gerrit yourself. Emit the JSON findings\nrequested below; DylanBot will create unpublished Gerrit drafts from that JSON.
    • \n
\n

Step 1: Fetch the CL into this worktree

\n
git fetch origin refs/changes/29/806429/21 && git checkout FETCH_HEAD\n
\n

If that doesn't work, try fetching the specific patchset:

\n
curl -s -n 'https://git-av.nvidia.com/r/a/changes/806429?o=CURRENT_REVISION' | tail -n +2 | jq -r '.current_revision as $rev | .revisions[$rev].ref'\n
\n

Then git fetch origin <ref> && git checkout FETCH_HEAD.

\n

DylanBot pinned this review launch to patchset 21 at revision 4127f35b57325cd8cc1c959336941c5b10e138a7. If Gerrit moves to a new patchset before completion, DylanBot will block draft posting and ask for a fresh review.

\n

Step 2: Read the code-review rule

\n

Read .cursor/rules/code-review.mdc in this worktree if it exists. Also read ~/.cursor/rules/gerrit-code-review.mdc for Gerrit CLs. Follow their tone, conventions, and review guidelines.

\n

Step 3: Review the code

\n

Read the changed files and review them thoroughly. Focus on correctness, edge cases, naming, and style. Match Dylan's writing tone (lowercase, concise, conversational).

\n

Step 4: Emit structured comments (machine-parseable record)

\n

Produce inline review comments as a JSON array, in this exact shape:

\n
[{"file": "path/to/file", "line": 42, "comment": "...", "severity": "info|warning|error"}]\n
\n

Put the JSON array in a ```json fenced block in the task result. This is the only thing the daemon needs from you. DylanBot will read this block and post each entry as an unpublished draft comment to the correct file/line on the CL using its Gerrit integration. You do not need to post anything yourself — no curl, no API calls, no git review. Drafts only; Dylan will publish them himself in the Gerrit UI.

\n

Diff summary (for orientation — review the actual files, not just this):

\n

{\n"project": "ndas",\n"branch": "av-dev-l2pp-2",\n"hashtags": [\n"ZeroRisk",\n"comp-alpamayo"\n],\n"change_id": "I669f9e493f8357ed920044de3ff66b07bc9dea07",\n"subject": "[AML] Integrate shared NRG dataloader support",\n"status": "NEW",\n"created": "2026-04-14 05:32:33.000000000",\n"updated": "2026-09-10 21:49:40.000000000",\n"submit_type": "REBASE_ALWAYS",\n"insertions": 858,\n"deletions": 10,\n"total_comment_count": 24,\n"unresolved_comment_count": 5,\n"_number": 806429,\n"owner": "Zhipei Yan",\n"reviewers": [\n"Gerrit Virtual Submit",\n"Wei Chen (SW-GPU)",\n"Eric Hall",\n"Urs Muller",\n"Cole Chen",\n"Zhen Xu",\n"Dylan Doblar",\n"Kyle Huang",\n"Shuaijun Chen",\n"Richard Lin (AV PnC)",\n"svcjenkinsavbt",\n"Xin Meng",\n"Binnan Zhuang",\n"gitavsvc-alfred-workflow",\n"Xiaozhou Zhang",\n"gitavsvc-r2d2"\n],\n"label_votes": {\n"Code-Review": [\n{\n"name": "Dylan Doblar",\n"value": 1\n},\n{\n"name": "Xin Meng",\n"value": 1\n}\n],\n"GVS": [\n{\n"name": "Gerrit Virtual Submit",\n"value": 1\n}\n],\n"In-Car-Test": [\n{\n"name": "gitavsvc-r2d2",\n"value": 4\n},\n{\n"name": "gitavsvc-alfred-workflow",\n"value": 1\n}\n],\n"PLC": [\n{\n"name": "svcjenkinsavbt",\n"value": 1\n},\n{\n"name": "gitavsvc-r2d2",\n"value": 1\n}\n]\n},\n"recent_messages": [\n{\n"author": "Zhipei Yan",\n"date": "2026-09-09 15:40:27.000000000",\n"message": "Uploaded patch set 21: Patch Set 20 was rebased.\\n\\nCopied Votes:\\n* Code-Review+1 (copy condition: "changekind:NO_CHANGE OR is:ANY")\\n* In-Car-Test+1 (copy condition: "is:1 OR changekind:NO_CODE_CHANGE OR changekind:TRIVIAL_REBASE_WITH_MESSAGE_UPDATE")\\n* PLC+1 (copy condition: "is:ANY")\\n\\nOutdated Votes:\\n* GVS-1 (copy condition: "(is:ANY AND changekind:NO_CODE_CHANGE) OR changekind:NO_CHANGE")\\n"\n},\n{\n"author": "svcjenkinsavbt",\n"date": "2026-09-09 16:27:27.000000000",\n"message": "Patch Set 21:\\n\\nPremerge code coverage started at https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/"\n},\n{\n"author": "Gerrit Virtual Submit",\n"date": "2026-09-09 16:29:29.000000000",\n"message": "Patch Set 21:\\n\\nVirtual submitted; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7; Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623; Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7; ;"\n},\n{\n"author": "svcteststudio",\n"date": "2026-09-09 16:30:23.000000000",\n"message": "Patch Set 21:\\n\\nTestStudio premerge tests PASSED.\\nResults: https://maglev.nvda.ai/ui/teststudio/jobs/01a086fe-2f7d-7abf-0797-602469b9e1d5\\n\\nSuite: pmb-gating-msf-minimal-av-dev-l2pp-2. \\u2705 1 \\u2197\\n\\nFor additional support, visit: https://maglev.nvda.ai/docs/components/eval/faq"\n},\n{\n"author": "gitavsvc-ugiza-jenkins",\n"date": "2026-09-09 16:35:14.000000000",\n"message": "Patch Set 21:\\n\\nUGiza Documentation Build SKIPPED\\nNo impacted Element/Unit pairs were found; Doxygen premerge was skipped.\\nBuild link: https://prod.blsm.nvidia.com/sw-mobile-av-prod/job/ndas/job/docs/job/doxygen-premerge/job/doxygen-premerge-element-unit-check/47360/"\n},\n{\n"author": "svcjenkinsavbt",\n"date": "2026-09-09 16:37:50.000000000",\n"message": "Patch Set 21:\\n\\nCoverage SKIPPED: This CL does not touch any units defined in //av/safety/module_lists.bzl https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/opt-in/job/coverage-linux-cuda-vcast-automatic/52559/"\n},\n{\n"author": "Gerrit Virtual Submit",\n"date": "2026-09-09 17:47:58.000000000",\n"message": "Patch Set 21: GVS+1\\n\\nGVS successful; Build(s) successful; Test(s) successful; http://testbot.nvidia.com/testbot/view/content/change/changeDetail.jsf?bseid=10138623&bsid=7; Link to nvci UI: https://nvci-apps.nvidia.com/ci/pipelines/10138623; bseid: 10138623; Please try out new SPACE UI (Beta): https://space.nvidia.com/pipelines/details?bseId=10138623&bsId=7; \\n\\n Note: The GVS run tested following changes together: https://git-av.nvidia.com/r/c/872516/21 https://git-av.nvidia.com/r/c/806429/21 In "\n},\n{\n"author": "svcenomis",\n"date": "2026-09-09 17:48:09.000000000",\n"message": "Patch Set 21:\\n\\nUsing https://nvci-apps.nvidia.com/ci/pipelines/10138623; to identify dependencies: https://git-av.nvidia.com/r/c/872516/21. To override the dependencies identified, Please refer to https://confluence.nvidia.com/x/jgYcQg for more details."\n},\n{\n"author": "gitavsvc-r2d2",\n"date": "2026-09-09 17:49:40.000000000",\n"message": "Patch Set 21: In-Car-Test+4 PLC+1\\n\\nStability lockdown exception granted (Granted (verified-safe files only) without a build)\\n\\nASE report: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/artifact/ase-report.html\\nJenkins build: https://prod.blsm.nvidia.com/sw-mobile-av-prod-ci/job/ndas/job/stabilization-lockdown/job/build-auto-stability-exception/260534/"\n},\n{\n"author": "Zhipei Yan",\n"date": "2026-09-10 21:49:40.000000000",\n"message": "<GERRIT_ACCOUNT_1000523>, who was added as reviewer owns the following files:\\n* avdnn/dlav/aml/README.md\\n* avdnn/dlav/aml/dataset/simulator_data_processing_post_op.py\\n* avdnn/dlav/aml/dataset/test/BUILD\\n* avdnn/dlav/aml/dataset/test/test_aml_clip_dataset.py\\n* avdnn/dlav/aml/dataset/test/test_simulator_data_processing_post_op.py\\n* avdnn/dlav/aml/integration_tests/test_experiment_config_composition.py\\n"\n}\n]\n}

\n

Project notes:

\n

Context

\n

Definition of Done

\n

Policy: ndas.code_review

\n

Spawn policy: auto

\n
    \n
  • Review findings are grounded in the diff and ordered by severity.
    • \n
  • NDAS terminology and timestamp assumptions are checked.
    • \n
  • Unresolved questions are surfaced to Dylan instead of guessed.
    • \n
  • Draft comments are prepared or posted only as unpublished Gerrit drafts, or Dylan explicitly decides not to draft them.
    • \n
  • Dylan remains the sole publisher for any Gerrit review comments, labels, votes, messages, retriggers, or submit actions.
    • \n
  • The review thread is tracked until drafts are handled or the task is handed off.
    • \n
\n

Success Criteria

\n
    \n
  • Review the requested NDAS CL/diff for correctness, regressions, and missing tests.
    • \n
  • Check NDAS-specific terminology and data assumptions.
    • \n
  • Draft Gerrit review comments only; never publish comments, labels, votes, messages, retriggers, or submit actions.
    • \n
\n

Spawn Context Bundle

\n
    \n
  • Schema: 1
    • \n
  • Algorithm: 1
    • \n
  • Hash: 81fba5f4cffa80384de990dda5c775d43de2ded56815dbfcb0d825cc14fa57f5
    • \n
  • Manifest: /home/kyhuang/.config/dylanbot/memory/agents/context/3672c143-b91b-434c-9bc3-6acab749e350.json
    • \n
  • Included items: 6
    • \n
  • Before implementing, read the referenced rules, memory pointers, and recent related-work hits in the manifest.
    • \n
\n

Existing State Audit

\n

Complete this before editing code:

\n
    \n
  • Searches run:
    • \n
  • Existing implementations or related code found:
    • \n
  • Reuse/extend decision:
    • \n
\n

Stage Contract

\n
    \n
  • Schema: 1
    • \n
  • Algorithm: 2
    • \n
  • Stage spec id: stage:3672c143-b91b-434c-9bc3-6acab749e350:v0
    • \n
  • Stage spec hash: 82b4dc1d1b4308d1ef7fb7114a1662e043f69269612c02546fcb46923c2ad288
    • \n
  • Stage spec: /home/kyhuang/.config/dylanbot/memory/agents/stages/3672c143-b91b-434c-9bc3-6acab749e350.json
    • \n
\n

Prompt Provenance

\n
    \n
  • Schema: 1
    • \n
  • Algorithm: 1
    • \n
  • Manifest hash: f06b4f2f7615bac67d911d97499243fca5b1fdc6b67ebcdd45cb21e213a63cab
    • \n
  • Rendered prompt hash: 4edde194343ecfcbbc7af6a3e3f46b022f028d27a52e9b63be170dde3f389093
    • \n
  • Manifest: /home/kyhuang/.config/dylanbot/memory/agents/prompts/3672c143-b91b-434c-9bc3-6acab749e350.json
    • \n
  • Prompt parts: 8
    • \n
  • Runtime command: codex
    • \n
  • Runtime invocation profile: codex.exec.yolo_json
    • \n
  • Runtime model: not reported by runtime config
    • \n
\n

Progress

\n

Result

\n

Let me read the prior related review history and the code-review rules, then fetch the CL.

\n

Now let me inspect the changed files and the diff.

\n

Let me look at the full diff of the changed files.

\n

Let me read the full apply_transformation and the relevant type definitions to verify correctness.

\n

Let me look at the full normalization forward loop and how bool mask fields are handled.

\n

Let me check where INPUT_FIELD_NAME_TO_TYPE_ENUM and the field count are used elsewhere, to catch anything that needs updating.

\n

Let me check prior reviews of the companion AMO CL and this CL for context on already-raised issues.

\n

Let me look for the prior review's findings in the history files to avoid duplicating or to check resolution status.

\n

The prior review already produced findings on this exact patchset. Let me retrieve its exact line numbers from the session log.

\n

Critical check: test_model calls m(tuple(mi)) — let me verify the model forward doesn't unpack the tuple positionally, since 8 fields were inserted mid-struct.

\n","breadcrumbs":[{"label":"memory","path":""},{"label":"agents","path":"agents"},{"label":"history","path":"agents/history"},{"label":"3672c143-b91b-434c-9bc3-6acab749e350.md","path":"agents/history/3672c143-b91b-434c-9bc3-6acab749e350.md"}],"truncated":true,"line_count":599,"related_entities":[{"kind":"domain","value":"confluence.nvidia.com","label":"confluence.nvidia.com"},{"kind":"domain","value":"git-av.nvidia.com","label":"git-av.nvidia.com"},{"kind":"domain","value":"maglev.nvda.ai","label":"maglev.nvda.ai"},{"kind":"domain","value":"nvci-apps.nvidia.com","label":"nvci-apps.nvidia.com"},{"kind":"domain","value":"prod.blsm.nvidia.com","label":"prod.blsm.nvidia.com"},{"kind":"domain","value":"space.nvidia.com","label":"space.nvidia.com"},{"kind":"domain","value":"testbot.nvidia.com","label":"testbot.nvidia.com"},{"kind":"git_sha","value":"000000000","label":"000000000"},{"kind":"git_sha","value":"01945e25","label":"01945e25"},{"kind":"git_sha","value":"019bb8c1","label":"019bb8c1"},{"kind":"git_sha","value":"01a086fe","label":"01a086fe"},{"kind":"git_sha","value":"01a0a150","label":"01a0a150"},{"kind":"git_sha","value":"10138623","label":"10138623"},{"kind":"git_sha","value":"3672c143","label":"3672c143"},{"kind":"git_sha","value":"4127f35b57325cd8cc1c959336941c5b10e138a7","label":"4127f35b5732"},{"kind":"git_sha","value":"602469b9e1d5","label":"602469b9e1d5"},{"kind":"git_sha","value":"6acab749e350","label":"6acab749e350"},{"kind":"git_sha","value":"c353de6f54f9d6d5cfc45a148bfbb0b5ecd9fd97","label":"c353de6f54f9"},{"kind":"git_sha","value":"d3928e69066e","label":"d3928e69066e"},{"kind":"git_sha","value":"d689a63a414b","label":"d689a63a414b"}],"related_files":[],"errors":[]}