microsoft/winml-cli

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Accelerate Model Deployment on WinML

Stars: 40
Forks: 11
Open beginner issues: 0
Indexed issues: 195
Avg merge: 1d 8h
Merged PRs (30d): 50

Dominant language: Python
License: MIT
Last GitHub push: Sep 20, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: good first issue

Beginner friendly Everything

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195 open issues indexed

feat: perf: detect if device in a best performance state to give accurate result Open

enhancement P2 triaged

microsoft/winml-cli#983 · 1 comment · 1 assignee · Opened Jun 26, 2026
Analyze UI change: display patterns separately, pull pattern-contained nodes out of the node list Open

enhancement P2 static-analyzer triaged

microsoft/winml-cli#982 · 1 comment · 1 assignee · Opened Jun 25, 2026
Clean up analyze subgraph pattern logic (match-first / derived from rules parquet / overrides node results) Open

enhancement P2 refactor static-analyzer triaged

microsoft/winml-cli#981 · 1 comment · 1 assignee · Opened Jun 25, 2026
Complete pattern rules parquet + short-circuit pattern to supported when all nodes are supported Open

enhancement P2 static-analyzer triaged

microsoft/winml-cli#980 · 1 comment · 1 assignee · Opened Jun 25, 2026
feat: estimate TOPS of hardware and model to give a theoretic latency value Open

enhancement P2 triaged

Difficulty 5/5 Over a week Newbie friendliness 25/100

microsoft/winml-cli#977 · 1 comment · Opened Jun 25, 2026
feat: quantize / build etc. use a unified method to resolve(precesion, weight_type, activation_type) Open

enhancement P2 refactor triaged

microsoft/winml-cli#973 · 1 comment · 1 assignee · Opened Jun 25, 2026
[cross-cutting] Unify cache-control flags (--rebuild / --use-cache / --cache-dir) across build, perf, eval Open

dev experience enhancement P2 question refactor triaged

microsoft/winml-cli#972 · 3 comments · 2 assignees · Opened Jun 25, 2026
Remove deprecated `"qdq"` mode value from config and recipes Open

enhancement P2 refactor triaged

microsoft/winml-cli#971 · 1 comment · 1 assignee · Opened Jun 25, 2026
hierarchy_tag pattern match may have bug Open

bug P2 quality static-analyzer triaged

microsoft/winml-cli#969 · 1 comment · 1 assignee · Opened Jun 25, 2026
Apply fp16_op_block_list / fp16_keep_io_types to QDQ path (and vice versa) Open

enhancement P2 triaged

microsoft/winml-cli#963 · 1 comment · 1 assignee · Opened Jun 24, 2026
feat: perf support qnn / vitisai / trtrtx etc. native stack to compare Open

enhancement P2 triaged

microsoft/winml-cli#961 · 1 comment · 1 assignee · Opened Jun 24, 2026
chore: better typechecking by checking in source code for libs Open

enhancement P2 refactor triaged

microsoft/winml-cli#958 · 1 comment · 1 assignee · Opened Jun 24, 2026
chore: unify usages of optimize_onnx in optim\api.py and Optimizer in optim\optimizer.py Open

enhancement P2 refactor triaged

microsoft/winml-cli#955 · 1 comment · 1 assignee · Opened Jun 24, 2026
feat: build: --compile for an absent EP/device should fail early (before real work) instead of late (at the compile stage) Open

enhancement P2 triaged

microsoft/winml-cli#950 · 2 comments · 1 assignee · Opened Jun 24, 2026
feat: implement openvino run in perf to compare ? Open

enhancement P2 triaged

microsoft/winml-cli#948 · 1 comment · 2 assignees · Opened Jun 23, 2026
refactor: fold _perf_modules into PerfBenchmark Open

enhancement P2 refactor triaged

microsoft/winml-cli#939 · 1 comment · 1 assignee · Opened Jun 23, 2026
feat: support thin dependencies for WinMLPreTrainedModel? Open

enhancement P2 triaged

Difficulty 4/5 3-5 days Newbie friendliness 45/100

microsoft/winml-cli#924 · 1 comment · Opened Jun 22, 2026
analyze: detect Gemm→Reshape→Transpose hybrid-unfold pattern; warn before applying highdimRTR Open

graph-optimizer P2 static-analyzer triaged

Difficulty 4/5 3-5 days Newbie friendliness 52/100

microsoft/winml-cli#921 · Opened Jun 18, 2026
Auto-generate supported-models.md catalog tables from hub_models.json Open

documentation P2 triaged

microsoft/winml-cli#917 · 1 comment · 1 assignee · Opened Jun 18, 2026
feat: update transformers to 5 Open

feature scale P2 triaged

microsoft/winml-cli#899 · 1 comment · 1 assignee · Opened Jun 16, 2026
scenario: build some fancy e2e story with winml-cli Open

feature scale P2 triaged

Difficulty 5/5 Over a week Newbie friendliness 30/100

microsoft/winml-cli#888 · 1 comment · Opened Jun 12, 2026
feature tracking: qnn cpu is supported but unusable yet Open

feature scale P2 triaged

Difficulty 4/5 3-5 days Newbie friendliness 35/100

microsoft/winml-cli#860 · Opened Jun 10, 2026
refactor: unify --format option across all commands (inspect, sys) to use shared format_option() Open

feature scale P2 triaged

Difficulty 3/5 1-2 days Newbie friendliness 52/100

microsoft/winml-cli#858 · Opened Jun 10, 2026
feat: support opt out specific optimization method Open

feature scale P2 triaged

Difficulty 4/5 3-5 days Newbie friendliness 35/100

microsoft/winml-cli#835 · Opened Jun 8, 2026
chore: clean up type: ignore[unreachable] after mypy are all enabled Open

P2 refactor triaged

Difficulty 3/5 1-2 days Newbie friendliness 45/100

microsoft/winml-cli#830 · Opened Jun 8, 2026
bug: Resize is supported in OpenVINO GPU but marked as not Open

bug GPU P2 quality static-analyzer triaged

microsoft/winml-cli#822 · 3 comments · 1 assignee · Opened Jun 8, 2026
feat: support quite for ep downloading process Open

feature scale P2 triaged

Difficulty 3/5 1-2 days Newbie friendliness 35/100

microsoft/winml-cli#811 · Opened Jun 4, 2026
feat: design output format / color etc. Open

feature scale P2 triaged

microsoft/winml-cli#809 · 1 assignee · Opened Jun 4, 2026
[eval] DRY: drop repeated "winml.modelkit.eval." prefix in _EVALUATOR_REGISTRY Open

P2 refactor triaged

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

microsoft/winml-cli#808 · Opened Jun 3, 2026
feat: use -vvv to output third party logs Open

feature scale P2 triaged

Difficulty 3/5 1-2 days Newbie friendliness 35/100

microsoft/winml-cli#802 · Opened Jun 2, 2026
feat: config could also config verbose, quite option Open

feature scale P2 triaged

Difficulty 3/5 1-2 days Newbie friendliness 55/100

microsoft/winml-cli#799 · Opened Jun 2, 2026
chore: collect_cli_overrides should be validated between ctx and class Open

P2 refactor triaged

Difficulty 3/5 1-2 days Newbie friendliness 20/100

microsoft/winml-cli#798 · 1 comment · Opened Jun 2, 2026
feat: WinMLQuantizationConfig should use type instead of literal for some parameters Open

feature scale P2 triaged

microsoft/winml-cli#792 · 1 assignee · Opened May 29, 2026
chore: options should be unified Open

P2 refactor triaged

microsoft/winml-cli#774 · 2 comments · 1 assignee · Opened May 28, 2026
bug: _require_gpu _require_npu require_ep do not reflect what ort really has in test_perf_e2e Open

bug P2 triaged

microsoft/winml-cli#764 · 3 comments · 1 assignee · Opened May 27, 2026
feature: build should have same arguments like config Open

feature scale P2 triaged

microsoft/winml-cli#762 · 1 assignee · Opened May 27, 2026
bug: winml sys device shows device does not exist on current machine Open

bug hardware P2 triaged

microsoft/winml-cli#739 · 2 comments · 1 assignee · Opened May 26, 2026
Avoid duplicate normalization between export_pytorch and run_optimize_analyze_loop Open

triaged

microsoft/winml-cli#684 · 1 assignee · Opened May 20, 2026
The `max_size` parameter is deprecated and will be removed in v4.26. Please specify in `size['longest_edge'] instead`. Open

bug P2 triaged

microsoft/winml-cli#633 · 3 comments · 2 assignees · Opened May 15, 2026
Add {model_id: model_type} registry for models missing config.json Open

feature scale P2 triaged

Difficulty 4/5 3-5 days Newbie friendliness 35/100

microsoft/winml-cli#579 · Opened May 11, 2026
[cross-cutting] [P2] No environment variables documented in any `--help` Open

bug dev experience P2 quality triaged

microsoft/winml-cli#568 · 2 comments · 2 assignees · Opened May 9, 2026
[winml] [P2] Subcommand descriptions in `winml --help` are truncated mid-word Open

bug dev experience P2 quality triaged

microsoft/winml-cli#511 · 3 comments · 2 assignees · Opened May 9, 2026
[winml] [P2] Multiple brand spellings in use (`WML`, `WinML`, `winml`, `Windows ML`, `ModelKit`) Open

bug dev experience P2 quality triaged

microsoft/winml-cli#510 · 2 comments · 2 assignees · Opened May 9, 2026
[Exporter] winml export ai-forever/Real-ESRGAN failed. Open

bug P2 triaged

microsoft/winml-cli#462 · 4 comments · 1 assignee · Opened May 7, 2026
Implement --compare for winml perf: side-by-side benchmark across all device+EP combinations Open

dev experience feature scale P2 triaged

microsoft/winml-cli#449 · 1 comment · 2 assignees · Opened May 6, 2026
Each pipeline command should suggest the next step with the exact command to run Open

dev experience P2 triaged

microsoft/winml-cli#448 · 2 assignees · Opened May 6, 2026
All model commands should accept model name or ONNX path as a positional argument Open

dev experience P2 triaged

microsoft/winml-cli#447 · 1 assignee · Opened May 6, 2026
Warn before large downloads in long-running commands (build, quantize) + live elapsed-time counter Open

dev experience P1 triaged

microsoft/winml-cli#444 · 1 comment · 2 assignees · Opened May 6, 2026
Add --report flag to winml build for agent-friendly JSON output Open

dev experience P2 triaged

microsoft/winml-cli#443 · 1 assignee · Opened May 6, 2026
Add end-to-end guided workflow command for winml config Open

dev experience feature scale P2 triaged

Difficulty 5/5 Over a week Newbie friendliness 45/100

microsoft/winml-cli#442 · Opened May 6, 2026

microsoft/winml-cli

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