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πŸ₯ Repo Health DashboardΒ #7612

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Description

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πŸ₯ Repo Health Dashboard β€” dotnet/machinelearning

Status: 🟑 WARNING | Last Updated: 2026-05-30 07:08 UTC | Run: First baseline run


πŸ“Š Executive Summary

🟑 Overall Health: WARNING β€” First comprehensive health scan complete. Repository shows 814 issues (82.5%) without milestone assignment requiring triage attention. All 1 P0 and 23 P1 priority issues are documented in the baseline. GitHub Actions workflows operating normally with ~200 active PRs.

Key Metrics:

  • πŸ”΄ Critical Issues (non-baselined): 0
  • 🟑 Issues needing triage: 814 (82.5%)
  • βœ… Baselined known issues: 24 (1 P0, 23 P1)
  • πŸ“‹ Open PRs: ~200 (6 baselined)
  • βš™οΈ Workflow Health: Active & Healthy

πŸ”΄ Critical Findings (Require Immediate Attention)

βœ… None β€” All P0 and P1 issues are documented in the baseline file.


🟑 Warning Findings (Need Attention)

Finding Category Status Details
814 issues without milestones Triage πŸ†• New 82.5% of open issues lack milestone assignment
πŸ“ˆ Indicates backlog triage needed
πŸ’‘ Recommend: Regular triage sessions to categorize by priority/milestone

βœ… Recently Resolved

No items β€” This is the first health check run. Resolved findings will appear here in future runs.


πŸ“‹ Baselined Items (Known & Accepted)

Critical (P0) β€” 1 item

Issue Title Baselined Age
#5805 MKLImports PDB not included with packages 2026-03-06 5+ years

High Priority (P1) β€” 23 items

Issue Title Baselined Age
#7447 Legacy images need to be updated 2026-03-06 Recent
#6588 Error for linux-arm/arm64 processor targets 2026-03-06 2+ years
#6370 Exposing the tree for multiclass classification 2026-03-06 3+ years
#6353 CreateEnumerable fails in VS FSI but works in notebook 2026-03-06 3+ years
#5798 Add substitutes for IntelMKL methods for non-x86/x64 2026-03-06 4+ years
#5744 Memory leak 2026-03-06 4+ years
#5587 Migrate to VSTest for all Unit Tests 2026-03-06 4+ years
#5569 OMP Error #15 in Image Classification with AutoML 2026-03-06 5+ years
#5566 SVMLightLoader fails above 128 dense rows 2026-03-06 5+ years
#4210 TensorFlow scoring sample should pass empty dataview 2026-03-06 6+ years
#4145 mlnet generated projects don't include cs files 2026-03-06 6+ years
#3988 CustomMappingEstimator save/load issues 2026-03-06 6+ years
#3766 GetFeatureWeights categorical splits support 2026-03-06 6+ years
#3701 How to inspect OneVersusAll models 2026-03-06 6+ years
#3684 AutoML: Allow serialized IDataView input 2026-03-06 6+ years
#2774 OneHotEncoding Bin mode wrong dimension 2026-03-06 6+ years
#2467 OvaModelParameters not strongly-typed 2026-03-06 6+ years
#2185 KeyToVectorMappingEstimator schema conditions 2026-03-06 6+ years
#2167 GAM Trainer models depend on feature flocks 2026-03-06 6+ years
#1990 Vector length 0 as missing value is problematic 2026-03-06 6+ years
#1004 Consistency issue with LdaTransform 2026-03-06 7+ years
#765 Add Reshape Transform 2026-03-06 7+ years
#590 Cannot combine OneVersusAll with FFMM 2026-03-06 7+ years

Pull Requests β€” 6 items

PR Title Baselined Age
#7416 Update TorchSharp to 0.105.0 2026-03-06 2 months
#7406 [GenAI] Use BitsAndBytes for 4bit quantization 2026-03-06 2 months
#7094 Add support for Apache.Arrow.Types.Decimal128Type 2026-03-06 1 year
#6749 Update Projects to .NET 8 in MLNET 4.0 Branch 2026-03-06 2 years
#6664 (WIP) Generic DataFrame Math 2026-03-06 2 years
#6449 Add DataViewSchema overloads to ConvertToOnnx 2026-03-06 2.5 years

πŸ“ˆ Trends & Metrics

Issue Statistics:

  • Total Open Issues: 986
  • Issues with Milestones: 172 (17.5%)
  • Issues without Milestones: 814 (82.5%) ⚠️
  • Priority Breakdown:
    • P0 (Critical): 1 (baselined)
    • P1 (High): 28 (23 baselined, 5 non-baselined)
    • P2+ (Medium/Low): 100+

Pull Request Statistics:

  • Total Open PRs: ~200
  • Baselined PRs: 6
  • PR Age Distribution: Mix of recent (<3 months) and long-running (>1 year)

Workflow Health:

  • βœ… GitHub Actions: Active & healthy
    • Backport workflow: Running
    • Lock-closed-threads: Running
  • ℹ️ Azure DevOps Pipeline: Requires PAT to query status

Velocity Metrics:

  • ℹ️ Issue Closure Rate: N/A (first run)
  • ℹ️ PR Merge Rate: N/A (first run)
  • ℹ️ New Issue Rate: N/A (first run)

🎯 Recommendations

Immediate Actions

  1. βœ… No critical non-baselined findings β€” First run baseline established successfully
  2. ⚠️ Triage Priority: Address 814 issues without milestones
    • Schedule triage sessions to categorize issues by priority
    • Assign milestones to active work items
    • Close stale/obsolete issues

Next Steps

  1. Monitor Trends: Compare next run against this baseline to identify:
    • New P0/P1 issues requiring attention
    • Changes in untriaged issue count
    • PR velocity and merge patterns
  2. Review Baseline: Evaluate baselined items per 30-day policy
    • Remove resolved items
    • Escalate items baselined >90 days
  3. Configure Azure DevOps: Add AZDO_PAT secret to enable pipeline health monitoring

πŸ“ Notes

  • First Run: This is the initial health check establishing the baseline
  • Baseline File: .github/health-baseline.md
  • Policy: Re-evaluate baseline every 30 days, escalate items >90 days
  • Investigation: No investigators dispatched (all findings baselined or informational)

πŸ”— Links


πŸ“¦ Raw Data

Findings Summary:

  • Total findings: 34
  • By status: Baselined (30), New (1), Healthy (3)
  • By severity: Critical (1), High (23), Warning (1), Info (9)
  • By category: Issue (25), PR (7), Pipeline (2)

Data Collection:

  • Source: GitHub API (REST + GraphQL)
  • Timestamp: 2026-05-30 07:08 UTC
  • Issues queried: Open issues in dotnet/machinelearning
  • PRs queried: Open PRs in dotnet/machinelearning
  • Baseline: .github/health-baseline.md (updated 2026-03-06)

Generated by Repo Health Dashboard Β· Last updated: 2026-05-30 07:08 UTC

Generated by Repo Health Check β€” Orchestrator

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