7-day edition

Sep 19, 2026 – Sep 25, 2026

The edition exactly as it was published. Nothing here is re-selected on a later reading.

Sep 26, 202612 reads · 983 merged PRs screened

core implementation

TheAlgorithms/Python · #12056

Files changed →View PR ↗

Added edmonds_blossom_algorithm.py. For maximum matching in the graph. #12043Python · 267 + / 0 −

Introduces 9 new declarations in graphs/edmonds_blossom_algorithm.py.

Adds new core implementation rather than adjusting what was there. Tests changed with it, with code of their own.

graphs/edmonds_blossom_algorithm.py ↗ · 3 files

@@ -0,0 +1,267 @@+from collections import deque+++class BlossomAuxData:+    """Class to hold auxiliary data during the blossom algorithm's execution."""++    def __init__(+        self,+        queue: deque,+        parent: list[int],+        base: list[int],+        in_blossom: list[bool],+        match: list[int],+        in_queue: list[bool],+    ) -> None:+        """+        Initializes the BlossomAuxData instance.++        Args:+            queue: A deque for BFS processing.+            parent: List of parent vertices in the augmenting path.+            base: List of base vertices for each vertex.+            in_blossom: Boolean list indicating if a vertex is in a blossom.+            match: List of matched vertices.+            in_queue: Boolean list indicating if a vertex is in the queue.+        """+        self.queue = queue+        self.parent = parent+        self.base = base+        self.in_blossom = in_blossom+        self.match = match+        self.in_queue = in_queue+

core implementation

huggingface/transformers · #48910

Files changed →View PR ↗

[Executorch] Add MLX recipePython · 46 + / 5 −

Introduces 3 new declarations in src/transformers/exporters/exporter_executorch.py.

Adds new core implementation rather than adjusting what was there. Tests changed with it, with code of their own.

src/transformers/exporters/exporter_executorch.py ↗ · 4 files

@@ -258,9 +273,33 @@ def prepare_for_cuda(model: PreTrainedModel, sample_inputs: dict[str, Any]):     return model, _make_contiguous(sample_inputs), partitioner  +def prepare_for_mlx(model: PreTrainedModel, sample_inputs: dict[str, Any]):+    """Apple Silicon GPU inference via the ExecuTorch MLX backend."""+    for value in sample_inputs.values():+        caches = [value]+        if isinstance(value, EncoderDecoderCache):+            caches = [value.self_attention_cache, value.cross_attention_cache]+        if any(isinstance(cache, StaticCache) for cache in caches):+            raise ValueError(+                "StaticCache is not supported by the ExecuTorch MLX backend. "+                "Use DynamicCache or set cache_implementation='dynamic' in GenerationConfig."+            )++    from executorch.backends.mlx import MLXPartitioner++    model.requires_grad_(False)+    model = model.to(device="cpu")+    # MLX does not support grouped MoE kernels.+    if isinstance(model, PreTrainedModel) and model._can_set_experts_implementation():+        model.set_experts_implementation("batched_mm")+    partitioner = [MLXPartitioner()]+    return model, _make_contiguous(sample_inputs), partitioner++ _BACKEND_PREPARE = {     "xnnpack": prepare_for_xnnpack,     "cuda": prepare_for_cuda,+    "mlx": prepare_for_mlx, }  

systems design

kubernetes/kubernetes · #142381

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Add watch validationGo · 220 + / 2 −

Introduces 15 new declarations in staging/src/k8s.io/apiserver/pkg/storage/testing/correctness/watch.go.

Adds new systems design rather than adjusting what was there. Tests changed with it, with code of their own.

staging/src/k8s.io/apiserver/pkg/storage/testing/correctness/watch.go ↗ · 6 files

@@ -0,0 +1,203 @@+/*+Copyright The Kubernetes Authors.++Licensed under the Apache License, Version 2.0 (the "License");+you may not use this file except in compliance with the License.+You may obtain a copy of the License at++    http://www.apache.org/licenses/LICENSE-2.0++Unless required by applicable law or agreed to in writing, software+distributed under the License is distributed on an "AS IS" BASIS,+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.+See the License for the specific language governing permissions and+limitations under the License.+*/++package correctness++import (+	"fmt"+	"math"+	"reflect"++	"github.com/google/go-cmp/cmp"++	"k8s.io/apimachinery/pkg/api/meta"+	"k8s.io/apimachinery/pkg/runtime"+	"k8s.io/apimachinery/pkg/watch"+	"k8s.io/apiserver/pkg/storage"+)++// WatchValidator checks watch streams against the event history the model+// derived from the recorded operations.

language design

rust-lang/rust · #161386

Files changed →View PR ↗

Don't merge distinct impl candidatesRust · 89 + / 30 −

Introduces 5 new declarations in compiler/rustc_next_trait_solver/src/solve/trait_goals.rs.

Adds new language design rather than adjusting what was there. Tests changed with it, with code of their own.

compiler/rustc_next_trait_solver/src/solve/trait_goals.rs ↗ · 10 files

@@ -1493,19 +1493,77 @@ where         }     } +    /// Like `try_merge_candidates`, but returns `None` if there are multiple user-written+    /// impls, or a user-written impl and a builtin impl, in which case we bail with ambiguity.+    ///+    /// Candidates with equal responses can still come from conflicting impls, ex - two+    /// overlapping impls which both apply due to impossible where-clauses. We don't want+    /// to merge these. Multiple builtin impls are still merged as usual. This is not+    /// done for marker traits, as their impls are allowed to overlap.+    #[instrument(level = "trace", skip(self), ret)]+    fn try_merge_impl_candidates(+        &mut self,+        trait_def_id: I::TraitId,+        candidates: &[Candidate<I>],+    ) -> Option<CanonicalResponse<I>> {+        let is_marker = self.cx().trait_is_marker(trait_def_id);+        let all_builtin = candidates+            .iter()+            .all(|candidate| matches!(candidate.source, CandidateSource::BuiltinImpl(_)));++        if is_marker || all_builtin {+            self.try_merge_candidates(candidates).map(|(response, _)| response)+        } else if candidates.len() > 1 {+            None+        } else {+            candidates.first().map(|candidate| candidate.result)+        }+    }++    fn merge_candidates_or_bail_with_ambiguity(+        &mut self,+        candidates: &[Candidate<I>],

framework internals

vercel/next.js · #98997

Files changed →View PR ↗

Add some more verification and safety rules around custom `distDir`TypeScript · 62 + / 0 −

Introduces 3 new declarations in packages/next/src/lib/dist-dir.ts.

Adds new framework internals rather than adjusting what was there. Tests changed with it, with code of their own.

packages/next/src/lib/dist-dir.ts ↗ · 8 files

@@ -0,0 +1,59 @@+import * as path from 'node:path'++export class InvalidDistDirError extends Error {+  constructor(distDir: string, appDir: string, workspaceRoot: string) {+    super(+      `The configured distDir should be inside of the application directory ` ++        `or the workspace containing it, and must not contain the application ` ++        `directory itself:\n\n` ++        `  distDir:        ${distDir}\n` ++        `  application:    ${appDir}\n` ++        `  workspace root: ${workspaceRoot}\n\n` ++        `Read more: https://nextjs.org/docs/messages/invalid-dist-dir`+    )+    this.name = 'InvalidDistDirError'+  }+}++/** Whether `descendant` is strictly inside `ancestor`. */+// TODO: Account for symlinks when validating containment.+function isStrictlyInside(ancestor: string, descendant: string): boolean {+  const relative = path.relative(path.resolve(ancestor), descendant)+  return (+    relative !== '' &&+    relative !== '..' &&+    !relative.startsWith('..' + path.sep) &&+    !path.isAbsolute(relative)+  )+}++/**+ * Throws unless `distDir` is inside the application or workspace, without+ * containing the application itself.+ */

runtime

nodejs/node · #65787

Files changed →View PR ↗

sqlite: add virtual table support via createModule()C++ · 826 + / 0 −

Introduces 7 new declarations in src/node_sqlite.cc.

Adds new runtime rather than adjusting what was there. Tests changed with it, with code of their own.

src/node_sqlite.cc ↗ · 5 files

@@ -1012,6 +1015,483 @@ BaseObjectPtr<DatabaseSyncLimits> DatabaseSyncLimits::Create(   return MakeBaseObject<DatabaseSyncLimits>(env, obj, std::move(database)); } +// ---------------------------------------------------------------------------+// VirtualTableModule+// ---------------------------------------------------------------------------++VirtualTableModule::VirtualTableModule(Environment* env,+                                       BaseObjectWeakPtr<DatabaseSync> db,+                                       Local<Function> rows_fn,+                                       std::string&& schema_sql,+                                       int num_columns,+                                       std::vector<int>&& hidden_col_indices,+                                       bool use_bigint_args,+                                       bool direct_only)+    : env_(env),+      db_(std::move(db)),+      rows_fn_(env->isolate(), rows_fn),+      schema_sql_(std::move(schema_sql)),+      num_columns_(num_columns),+      hidden_col_indices_(std::move(hidden_col_indices)),+      use_bigint_args_(use_bigint_args),+      direct_only_(direct_only),+      module_def_({}) {+  // Initialize the sqlite3_module definition. Each VirtualTableModule instance+  // gets its own copy to avoid thread-safety issues with worker threads.+  module_def_.iVersion = 1;+  module_def_.xCreate = VirtualTableModule::xCreate;+  module_def_.xConnect = VirtualTableModule::xCreate;+  module_def_.xBestIndex = VirtualTableModule::xBestIndex;+  module_def_.xDisconnect = VirtualTableModule::xDisconnect;+  module_def_.xDestroy = VirtualTableModule::xDestroy;+  module_def_.xOpen = VirtualTableModule::xOpen;

framework internals

vercel/next.js · #98426

Files changed →View PR ↗

Fix startTime and shutdown delivery of forwarded Turbopack trace spansRust · 154 + / 33 −

Introduces 5 new declarations in turbopack/crates/turbo-tasks/src/message_queue.rs.

Adds new framework internals rather than adjusting what was there. Tests changed with it, with code of their own.

turbopack/crates/turbo-tasks/src/message_queue.rs ↗ · 5 files

@@ -59,58 +88,93 @@ impl CompilationEventQueue {                 history.pop_front();             }             history.push_back(message_clone.clone());+            drop(history);++            if deliver {+                // Send to all active receivers of the same message type+                if let Some(mut type_subscribers) = subscribers.get_mut(&EventChannelType::Type(+                    message_clone.type_name().to_owned(),+                )) {+                    let mut removal_indices = Vec::new();+                    for (ix, sender) in type_subscribers.iter().enumerate() {+                        if sender.send(message_clone.clone()).await.is_err() {+                            removal_indices.push(ix);+                        }+                    } -            // Send to all active receivers of the same message type-            if let Some(mut type_subscribers) = subscribers.get_mut(&EventChannelType::Type(-                message_clone.type_name().to_owned(),-            )) {-                let mut removal_indices = Vec::new();-                for (ix, sender) in type_subscribers.iter().enumerate() {-                    if sender.send(message_clone.clone()).await.is_err() {-                        removal_indices.push(ix);+                    for ix in removal_indices.iter().rev() {+                        type_subscribers.remove(*ix);                     }                 } -                for ix in removal_indices.iter().rev() {-                    type_subscribers.remove(*ix);-                }

systems design

kubernetes/kubernetes · #142387

Files changed →View PR ↗

Refactor PodGroupProtectionController to use namespacedKey and objectOf functionsGo · 32 + / 31 −

Introduces 4 new declarations in pkg/controller/scheduling/podgroupprotection/podgroup_protection_controller.go.

Adds new systems design rather than adjusting what was there. Tests changed with it, with code of their own.

pkg/controller/scheduling/podgroupprotection/podgroup_protection_controller.go ↗ · 2 files

@@ -316,27 +314,30 @@ func (c *Controller) enqueuePodGroupForPod(logger klog.Logger, pod *v1.Pod) { 		return 	} -	pgKey := pod.Namespace + "/" + *pod.Spec.SchedulingGroup.PodGroupName+	pgKey := namespacedKey(pod.Namespace, *pod.Spec.SchedulingGroup.PodGroupName) 	logger.V(4).Info("Enqueuing PodGroup for pod event", "pod", klog.KObj(pod), "podGroup", pgKey) 	c.queue.Add(pgKey) } -func getPod(obj interface{}) *v1.Pod {+// objectOf extracts a typed object from an informer event payload or unwraps it+// from a cache.DeletedFinalStateUnknown tombstone.+func objectOf[T any](obj any) T {+	var zero T 	if obj == nil {-		return nil+		return zero+	}+	if t, ok := obj.(T); ok {+		return t+	}+	tombstone, ok := obj.(cache.DeletedFinalStateUnknown)+	if !ok {+		utilruntime.HandleError(fmt.Errorf("expected %T or DeletedFinalStateUnknown, got %T", zero, obj))+		return zero 	}-	pod, ok := obj.(*v1.Pod)+	t, ok := tombstone.Obj.(T) 	if !ok {-		tombstone, ok := obj.(cache.DeletedFinalStateUnknown)-		if !ok {-			utilruntime.HandleError(fmt.Errorf("couldn't get object from tombstone %#v", obj))-			return nil

framework internals

kubernetes/kubernetes · #141580

Files changed →View PR ↗

scheduler: refine SchedulingAlgorithm surface and decouple cache vs snapshot placementGo · 338 + / 192 −

Introduces 16 new declarations in pkg/scheduler/algorithm.go.

Adds new framework internals rather than adjusting what was there. Tests changed with it, with code of their own.

pkg/scheduler/algorithm.go ↗ · 9 files

@@ -447,126 +557,148 @@ func (a *SchedulingAlgorithm) assume(logger klog.Logger, schedFramework framewor 		// Any potential NodeAllocatableResourceClaimStatuses from a previously failed scheduling attempt is overwritten. 		// This field is not explicitly cleared as the Pod object is reconstructed in handleSchedulingFailure() 		// before re-queueing.-		assumedPodInfo.Pod.Status.NodeAllocatableResourceClaimStatuses = dynamicresources.ExtractPodNodeAllocatableResourceClaimStatus(logger, state, host)+		assumedPodInfo.Pod.Status.NodeAllocatableResourceClaimStatuses =+			dynamicresources.ExtractPodNodeAllocatableResourceClaimStatus(logger, state, host) 	}+	return assumedPodInfo+} -	if state.IsPodGroupSchedulingCycle() {-		err := a.nodeInfoSnapshot.AssumePod(assumedPodInfo.PodInfo)-		if err != nil {-			logger.Error(err, "Scheduler snapshot AssumePod failed")-			return err+// reserve runs Reserve plugins for the assumed pod and converts plugin rejections+// into a single-node FitError.+func (a *SchedulingAlgorithm) reserve(ctx context.Context, state fwk.CycleState,+	schedFramework framework.Framework, assumedPodInfo *framework.QueuedPodInfo,+	origPod *v1.Pod, host string) *fwk.Status {+	if status := schedFramework.RunReservePluginsReserve(ctx, state, assumedPodInfo.Pod, host); !status.IsSuccess() {+		if status.IsRejected() {+			fitErr := &framework.FitError{+				NumAllNodes: 1,+				Pod:         origPod,+				Diagnosis: framework.Diagnosis{+					NodeToStatus: framework.NewDefaultNodeToStatus(),+				},+			}+			fitErr.Diagnosis.NodeToStatus.Set(host, status)+			fitErr.Diagnosis.AddPluginStatus(status)+			return fwk.NewStatus(status.Code()).WithError(fitErr) 		}

core implementation

pandas-dev/pandas · #68000

Files changed →View PR ↗

BUG: named agg result depended on the output name matching the column name (GH#63743)Python · 40 + / 4 −

Introduces 3 new declarations in pandas/core/apply.py.

Adds new core implementation rather than adjusting what was there. Tests changed with it, with code of their own.

pandas/core/apply.py ↗ · 4 files

@@ -1902,10 +1902,22 @@ def reconstruct_func(     names, and the reconstructed order of columns.     If relabeling is False, the columns and order will be None. +    Named aggregation is the one exception: when ``allow_skip_normalization`` is+    True, every output name equals its source column name, and every aggfunc+    reduces to a scalar, relabeling is reported as False (and columns/order as+    None) even though named aggregation was used, because the caller can consume+    the un-normalized func directly.+     Parameters     ----------     func: agg function (e.g. 'min' or Callable) or list of agg functions         (e.g. ['min', np.max]) or dictionary (e.g. {'A': ['min', np.max]}).+    allow_skip_normalization: bool, default False+        Whether the caller can handle the un-normalized ``{column: aggfunc}`` form+        that named aggregation reduces to when every output name equals its source+        column name and every aggfunc is a scalar reduction. Callers that rely on+        ``columns``/``order`` being returned whenever named aggregation was used+        must leave this False.     **kwargs: dict, kwargs used in is_multi_agg_with_relabel and         normalize_keyword_aggregation function for relabelling 

language design

rust-lang/rust · #160679

Files changed →View PR ↗

Staticlib rename internal symbols: add COFF supportRust · 183 + / 17 −

Introduces 3 new declarations in compiler/rustc_codegen_ssa/src/back/symbol_edit.rs.

Adds new language design rather than adjusting what was there. Tests changed with it, with code of their own.

compiler/rustc_codegen_ssa/src/back/symbol_edit.rs ↗ · 4 files

@@ -441,6 +476,125 @@ fn macho_rebuild_strtab(     Some(result) } +// ---------------------------------------------------------------------------+// COFF: single-pass collection + apply+// ---------------------------------------------------------------------------++fn coff_collect_impl<'data, Coff: CoffHeader>(+    data: &'data [u8],+    header: &'data Coff,+    exported: &FxHashSet<String>,+    out: &mut FxHashSet<String>,+    strip_underscore: bool,+) {+    let Ok(symbols) = header.symbols(data) else { return };+    let strings = symbols.strings();++    for (_index, sym) in symbols.iter() {+        let sclass = sym.storage_class();+        if sclass != pe::IMAGE_SYM_CLASS_EXTERNAL && sclass != pe::IMAGE_SYM_CLASS_WEAK_EXTERNAL {+            continue;+        }+        if sym.section_number() <= 0 {+            continue;+        }+        let Ok(name_bytes) = sym.name(strings) else { continue };+        let Ok(mut name) = str::from_utf8(name_bytes).map(String::from) else { continue };+        if strip_underscore {+            name = name.strip_prefix('_').unwrap_or(&name).to_string();+        }+        if !exported.contains(&name) {+            out.insert(name);+        }

framework internals

vercel/next.js · #98614

Files changed →View PR ↗

turbo-tasks-gc: Invalidating a deleted task should be a no-opRust · 284 + / 114 −

Introduces 21 new declarations in turbopack/crates/turbo-tasks-backend/src/backend/operation/mod.rs.

Adds new framework internals rather than adjusting what was there. Tests changed with it, with code of their own.

turbopack/crates/turbo-tasks-backend/src/backend/operation/mod.rs ↗ · 6 files

@@ -343,103 +388,144 @@ impl<'e> ExecuteContextImpl<'e> {                     task.flags.set_meta_restoring(true);                 } -                if do_data || do_meta || data_restoring || meta_restoring {-                    let waiting_for_restore = data_restoring || meta_restoring;-                    if waiting_for_restore {-                        // The caller holds the task id outside the graph while waiting, so pin it-                        // against GC until the restored guard reaches the use boundary. Eviction is-                        // still allowed; the wait loop restores the category again if needed.-                        task.update_and_get_transient_ref_count(1);-                    }-                    // Drop lock while doing I/O (our I/O can overlap with the other thread).-                    drop(task);--                    // Perform I/O for categories we claimed.-                    let storage_data = do_data-                        .then(|| self.restore_task_data(task_id, SpecificTaskDataCategory::Data));-                    let storage_meta = do_meta-                        .then(|| self.restore_task_data(task_id, SpecificTaskDataCategory::Meta));--                    // Whether our own I/O found the task on disk (in any restored category).-                    // Another thread restoring it concurrently (`*_restoring`)-                    // also proves existence: it only sets the restoring bit-                    // after finding the task.-                    let found_on_disk = restored_from_disk(&storage_data)-                        || restored_from_disk(&storage_meta)-                        || data_restoring-                        || meta_restoring;--                    // Wait for categories claimed by another thread (after our I/O).-                    // Reuse the returned write guard to avoid a second lock acquisition.-                    task = if let Some(cat) = wait_category(data_restoring, meta_restoring) {-                        self.wait_for_restore_or_panic(task_id, cat)

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