NVIDIA · achirkin · Feb 18, 2026 · Feb 18, 2026 · Feb 19, 2026 · Feb 19, 2026
@@ -1,5 +1,5 @@
 /*
- * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0
  */
 
@@ -10,6 +10,7 @@
 #include <raft/core/device_container_policy.hpp>
 #include <raft/core/device_mdarray.hpp>
 #include <raft/core/operators.hpp>
+#include <raft/core/resource/dry_run_flag.hpp>
 #include <raft/core/resources.hpp>
 #include <raft/linalg/map.cuh>
 #include <raft/linalg/reduce.cuh>
@@ -166,6 +167,8 @@ void bitset_view<bitset_t, index_t>::repeat(const raft::resources& res,
                                             index_t times,
                                             bitset_t* output_device_ptr) const
 {
+  // Only a copy and kernel run below this point.
+  if (resource::get_dry_run_flag(res)) { return; }
   constexpr index_t bits_per_element = sizeof(bitset_t) * 8;
 
   if (bitset_len_ % bits_per_element == 0) {

@@ -1,5 +1,5 @@
 /*
- * SPDX-FileCopyrightText: Copyright (c) 2024-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2024-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0
  */
 
@@ -8,6 +8,7 @@
 #include <raft/core/detail/macros.hpp>
 #include <raft/core/device_container_policy.hpp>
 #include <raft/core/device_mdarray.hpp>
+#include <raft/core/resource/dry_run_flag.hpp>
 #include <raft/core/resource/thrust_policy.hpp>
 #include <raft/core/resources.hpp>
 #include <raft/util/integer_utils.hpp>
@@ -133,9 +134,11 @@ struct bitset_view {
     auto count_gpu_scalar = raft::make_device_scalar<index_t>(res, 0.0);
     count(res, count_gpu_scalar.view());
     index_t count_cpu = 0;
-    raft::update_host(
-      &count_cpu, count_gpu_scalar.data_handle(), 1, resource::get_cuda_stream(res));
-    resource::sync_stream(res);
+    if (!resource::get_dry_run_flag(res)) {
+      raft::update_host(
+        &count_cpu, count_gpu_scalar.data_handle(), 1, resource::get_cuda_stream(res));
+      resource::sync_stream(res);
+    }
     return count_cpu;
   }
 
@@ -408,9 +411,11 @@ struct bitset {
     auto count_gpu_scalar = raft::make_device_scalar<index_t>(res, 0.0);
     count(res, count_gpu_scalar.view());
     index_t count_cpu = 0;
-    raft::update_host(
-      &count_cpu, count_gpu_scalar.data_handle(), 1, resource::get_cuda_stream(res));
-    resource::sync_stream(res);
+    if (!resource::get_dry_run_flag(res)) {
+      raft::update_host(
+        &count_cpu, count_gpu_scalar.data_handle(), 1, resource::get_cuda_stream(res));
+      resource::sync_stream(res);
+    }
     return count_cpu;
   }
   /**

@@ -1,6 +1,6 @@
 
 /*
- * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0
  */
 #pragma once
@@ -180,8 +180,8 @@ class coordinate_structure : public coordinate_structure_t<RowType, ColType, NZT
   void initialize_sparsity(nnz_type nnz)
   {
     sparse_structure_type::initialize_sparsity(nnz);
-    c_rows_.resize(nnz);
-    c_cols_.resize(nnz);
+    c_rows_.reallocate(nnz);
+    c_cols_.reallocate(nnz);
   }
 
  protected:

@@ -1,5 +1,5 @@
 /*
- * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0
  */
 #pragma once
@@ -189,8 +189,8 @@ class compressed_structure
   void initialize_sparsity(NZType nnz) override
   {
     sparse_structure_type::initialize_sparsity(nnz);
-    c_indptr_.resize(this->get_n_rows() + 1);
-    c_indices_.resize(nnz);
+    c_indptr_.reallocate(this->get_n_rows() + 1);
+    c_indices_.reallocate(nnz);
   }
 
  protected:

@@ -1,5 +1,5 @@
 /*
- * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0
  */
 
@@ -11,6 +11,7 @@
 #include <raft/core/host_mdspan.hpp>
 #include <raft/core/logger.hpp>
 #include <raft/core/mdspan.hpp>
+#include <raft/core/resource/dry_run_flag.hpp>
 #include <raft/core/resource/stream_view.hpp>
 #include <raft/core/resources.hpp>
 
@@ -399,6 +400,10 @@ mdspan_copyable_t<DstType, SrcType> copy(resources const& res, DstType&& dst, Sr
     RAFT_EXPECTS(src.extent(i) == dst.extent(i), "Must copy between mdspans of the same shape");
   }
 
+  // Dry-run guard: raft::copy is a pure data-movement utility with no
+  // allocations that callers would need tracked.
+  if (resource::get_dry_run_flag(res)) { return; }
+
   if constexpr (config::use_intermediate_src) {
 #ifndef RAFT_DISABLE_CUDA
     // Copy to intermediate source on device, then perform necessary

@@ -1,6 +1,6 @@
 /*
  * SPDX-FileCopyrightText: Copyright (2019) Sandia Corporation
- * SPDX-FileCopyrightText: Copyright (c) 2022-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2022-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0 AND BSD-3-Clause
  */
 /*
@@ -127,6 +127,29 @@ class device_uvector {
 
   void resize(size_type size) { data_.resize(size, data_.stream()); }
 
+  /**
+   * @brief Resize the internal buffer without copying old data.
+   *
+   * Unlike resize(), this never copies old data.
+   * Thus, unlike in resize(), there's no point in time where the old and the new buffers are both
+   * alive, and the peak memory usage is lower.
+   *
+   * Unlike resize(), this deallocates the old buffer even if the new size is smaller.
+   * This ensures the memory is released promptly.
+   */
+  void reallocate(size_type size)
+  {
+    if (size != data_.size()) {
+      auto stream = data_.stream();
+      auto mr     = data_.memory_resource();
+      // Resize and shrink rmm::device_uvector: force deallocation without copying old data
+      data_.resize(0, data_.stream());
+      data_.shrink_to_fit(data_.stream());
+      // Assign a new value after the old one is deallocated
+      data_ = rmm::device_uvector<T>(size, stream, mr);
+    }
+  }
+
   [[nodiscard]] auto data() noexcept -> pointer { return data_.data(); }
   [[nodiscard]] auto data() const noexcept -> const_pointer { return data_.data(); }
 };

@@ -1,5 +1,5 @@
 /*
- * SPDX-FileCopyrightText: Copyright (c) 2022-2026, NVIDIA CORPORATION.
+ * SPDX-FileCopyrightText: Copyright (c) 2022-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  * SPDX-License-Identifier: Apache-2.0
  */
 
@@ -9,6 +9,7 @@
 #include <raft/core/device_container_policy.hpp>
 #include <raft/core/device_mdspan.hpp>
 #include <raft/core/mdarray.hpp>
+#include <raft/core/resource/dry_run_flag.hpp>
 #include <raft/core/resources.hpp>
 
 #include <rmm/resource_ref.hpp>
@@ -164,7 +165,7 @@ auto make_device_scalar(raft::resources const& handle, ElementType const& v)
   using policy_t = typename device_scalar<ElementType, IndexType>::container_policy_type;
   policy_t policy{};
   auto scalar = device_scalar<ElementType, IndexType>{handle, extents, policy};
-  scalar(0)   = v;
+  if (!resource::get_dry_run_flag(handle)) { scalar(0) = v; }
   return scalar;
 }