Issues

• [Parity #478] Track dtype, memory layout, preprocessing and conversion work explicitly

  godofecht/flow-scikit#502 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Parity #478] Prove estimator hyperparameter, stopping-rule and work-budget equivalence in every performance row

  godofecht/flow-scikit#501 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Architecture #478] Decide native-solver strategy for liblinear/libsvm-class workloads

  godofecht/flow-scikit#500 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Profile #478] Add hardware-counter profiling for every canonical losing hot path

  godofecht/flow-scikit#499 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] Audit and consolidate shared hot primitives: dot, squared distance, RBF, reductions and row partitioning

  godofecht/flow-scikit#498 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Bench #478] Benchmark every Flow-implemented estimator operation, not only the 19 headline rows

  godofecht/flow-scikit#497 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Interop #478] Benchmark Python→Flow package overhead, zero-copy paths and break-even batch sizes

  godofecht/flow-scikit#496 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Bench #478] Qualify performance on Linux x86-64 and macOS arm64 without cross-hardware false regressions

  godofecht/flow-scikit#495 · Filter by author godofecht opened on Aug 23, 2026

• [Profile #478] Expand execution-substrate profiling from sampled operations to the full supported estimator surface

  godofecht/flow-scikit#494 · Filter by author godofecht opened on Aug 23, 2026

• [Bench #478] Eliminate generated-artifact drift between canonical results, architecture map and Pages

  godofecht/flow-scikit#493 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Parity #478] Complete learned-model-state diagnostics for every canonical estimator family

  godofecht/flow-scikit#492 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Bench #478] Add peak RSS, allocation-count and copy-volume parity to canonical benchmarks

  godofecht/flow-scikit#491 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Bench #478] Scale every canonical operation across samples, features, classes and model size

  godofecht/flow-scikit#490 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Bench #478] Make fit/predict/transform/proba separate first-class performance rows

  godofecht/flow-scikit#489 · Filter by author godofecht opened on Aug 23, 2026

• [Perf #478] KernelRidge RBF predict: eliminate ~7.7x inference gap with batched kernel evaluation

  godofecht/flow-scikit#488 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] KernelRidge RBF fit: eliminate the ~9.7x training gap

  godofecht/flow-scikit#487 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] Lasso fit: beat sklearn coordinate descent rather than settling for a near tie

  godofecht/flow-scikit#486 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] KMeans Digits fit: eliminate 5.9x training deficit while preserving clustering equivalence

  godofecht/flow-scikit#485 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] GaussianNB Digits predict: vectorize class likelihood evaluation

  godofecht/flow-scikit#484 · Filter by author godofecht opened on Aug 23, 2026

• [Perf #478] RandomForest Digits: remove per-tree training overhead and improve scaling

  godofecht/flow-scikit#483 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] DecisionTree Digits: profile split search and recover sklearn-scale training throughput

  godofecht/flow-scikit#482 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] KernelSVC predict: eliminate remaining small-shape inference loss and preserve Digits win

  godofecht/flow-scikit#481 · Filter by author godofecht opened on Aug 23, 2026

• [Perf #478] KernelSVC fit: match libsvm training efficiency without changing semantics

  godofecht/flow-scikit#480 · Filter by author godofecht opened on Aug 23, 2026
  1

• [Perf #478] LinearSVC: close liblinear-scale fit gap on Iris and Digits

  godofecht/flow-scikit#479 · Filter by author godofecht opened on Aug 23, 2026
  1

• Performance blocker: make every canonical estimator operation beat sklearn/Python

  godofecht/flow-scikit#478 · Filter by author godofecht opened on Aug 22, 2026
  3