baibaichen opened a new pull request, #11975:
URL: https://github.com/apache/gluten/pull/11975

   ## What changes are proposed in this pull request?
   
   This PR establishes an ANSI SQL mode CI baseline for the Velox backend, 
providing expression-level offload tracking to identify the full scope of ANSI 
implementation work.
   
   **Commit 1 — Offload tracking framework**
   - Add `GlutenExpressionOffloadTracker` trait: per-expression 
OFFLOAD/FALLBACK/FAIL tracking with structured JSON output
   - Refactor `GlutenTestsTrait` for expression-level exception handling via 
DataFrame → Velox path
   - Mixin tracker to 22 ANSI-related test suites (spark40 + spark41)
   - Enable `GlutenCastWithAnsiOnSuite` in VeloxTestSettings
   - Add `dev/verify-ansi-expressions.sh` for local matrix testing
   
   **Commit 2 — ANSI CI workflow with AI-powered analysis**
   - Add GitHub Actions workflow (`velox_backend_ansi.yml`) with two trigger 
modes:
     - `/ansi-test` (PR comment): full build + test + analyze
     - `/ansi-analyze` (PR comment): analyze-only using artifacts from latest 
run
     - Manual `workflow_dispatch` with mode selector
   - Add `analyze-ansi.py`: parses tracker JSON, produces four-color 
classification report (🟢 Passed, 🟡 Failed, 🔴 Fallback, 🟠 Failed+Fallback), 
optionally calls AI for root-cause analysis
   - Add `shared.md`: single-source-of-truth analysis prompt consumed by both 
CI script and local AI agent
   
   **Commit 3 — SKILL entry point**
   - Add `.github/skills/ansi-analysis/SKILL.md` for local AI-assisted analysis 
(Claude Code / Copilot)
   
   > **Purpose:** Establish ANSI mode CI baseline and identify the full scope 
of ANSI implementation work. Test failures are expected — the tracker 
classifies them to guide prioritization.
   
   Related issue: #10134
   Supersedes: #11961
   
   ## How was this patch tested?
   
   - Triggered full ANSI CI workflow (`/ansi-test`) on 
[baibaichen/gluten#6](https://github.com/baibaichen/gluten/pull/6)
   - Triggered analyze-only mode (`/ansi-analyze`) to verify artifact reuse and 
report generation
   - Local `dev/verify-ansi-expressions.sh all spark41` run: 498 tests, 43250 
expression records (87.3% pass, 12.5% fallback, 0.1% fail)
   - Existing non-ANSI tests unaffected (tracker is only active when 
`SPARK_ANSI_SQL_MODE=true`)
   
   ## Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: Claude Code (Claude Opus 4)


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