diff --git a/include/mscclpp/core.hpp b/include/mscclpp/core.hpp
index 655f5d0ba..0376c50f4 100644
--- a/include/mscclpp/core.hpp
+++ b/include/mscclpp/core.hpp
@@ -331,11 +331,6 @@ class RegisteredMemory {
   /// @return The size of the memory block.
   size_t size();
 
-  /// Get the pitch of the memory block.
-  ///
-  /// @return The pitch of the memory block.
-  size_t pitch();
-
   /// Get the rank of the process that owns the memory block.
   ///
   /// @return The rank of the process that owns the memory block.
@@ -384,12 +379,14 @@ class Connection {
   ///
   /// @param dst The destination @ref RegisteredMemory.
   /// @param dstOffset The offset in bytes from the start of the destination @ref RegisteredMemory.
+  /// @param dstPitch The pitch of the destination @ref RegisteredMemory in bytes.
   /// @param src The source @ref RegisteredMemory.
   /// @param srcOffset The offset in bytes from the start of the source @ref RegisteredMemory.
+  /// @param srcPitch The pitch of the source @ref RegisteredMemory in bytes.
   /// @param width The width of the 2D region to write in bytes.
   /// @param height The height of the 2D region.
-  virtual void write2D(RegisteredMemory dst, uint64_t dstOffset, RegisteredMemory src, uint64_t srcOffset,
-                       uint64_t width, uint64_t height) = 0;
+  virtual void write2D(RegisteredMemory dst, uint64_t dstOffset, uint64_t dstPitch, RegisteredMemory src,
+                       uint64_t srcOffset, uint64_t srcPitch, uint64_t width, uint64_t height) = 0;
   /// Update a 8-byte value in a destination @ref RegisteredMemory and synchronize the change with the remote process.
   ///
   /// @param dst The destination @ref RegisteredMemory.
diff --git a/include/mscclpp/proxy_channel.hpp b/include/mscclpp/proxy_channel.hpp
index 16a3d3b4d..c8719acab 100644
--- a/include/mscclpp/proxy_channel.hpp
+++ b/include/mscclpp/proxy_channel.hpp
@@ -8,6 +8,7 @@
 #include <mscclpp/fifo.hpp>
 #include <mscclpp/proxy.hpp>
 #include <mscclpp/semaphore.hpp>
+#include <unordered_map>
 
 namespace mscclpp {
 
@@ -40,6 +41,8 @@ class ProxyService : public BaseProxyService {
   /// @return The ID of the semaphore.
   SemaphoreId addSemaphore(std::shared_ptr<Connection> connection);
 
+  void addPitch(SemaphoreId id, std::pair<uint64_t, uint64_t> pitch);
+
   /// Register a memory region with the proxy service.
   /// @param memory The memory region to register.
   /// @return The ID of the memory region.
@@ -65,6 +68,7 @@ class ProxyService : public BaseProxyService {
   Communicator& communicator_;
   std::vector<std::shared_ptr<Host2DeviceSemaphore>> semaphores_;
   std::vector<RegisteredMemory> memories_;
+  std::unordered_map<SemaphoreId, std::pair<uint64_t, uint64_t>> pitches_;
   Proxy proxy_;
   int deviceNumaNode;
 
diff --git a/src/communicator.cc b/src/communicator.cc
index c0ee00031..0480f0231 100644
--- a/src/communicator.cc
+++ b/src/communicator.cc
@@ -57,12 +57,6 @@ MSCCLPP_API_CPP RegisteredMemory Communicator::registerMemory(void* ptr, size_t
       std::make_shared<RegisteredMemory::Impl>(ptr, size, pimpl->bootstrap_->getRank(), transports, *pimpl));
 }
 
-MSCCLPP_API_CPP RegisteredMemory Communicator::registerMemory(void* ptr, size_t size, size_t pitchSize,
-                                                              TransportFlags transports) {
-  return RegisteredMemory(
-      std::make_shared<RegisteredMemory::Impl>(ptr, size, pitchSize, pimpl->bootstrap_->getRank(), transports, *pimpl));
-}
-
 struct MemorySender : public Setuppable {
   MemorySender(RegisteredMemory memory, int remoteRank, int tag)
       : memory_(memory), remoteRank_(remoteRank), tag_(tag) {}
diff --git a/src/connection.cc b/src/connection.cc
index b1d8ea628..4f0025f35 100644
--- a/src/connection.cc
+++ b/src/connection.cc
@@ -58,18 +58,18 @@ void CudaIpcConnection::write(RegisteredMemory dst, uint64_t dstOffset, Register
   // npkitCollectEntryEvent(conn, NPKIT_EVENT_DMA_SEND_DATA_ENTRY, (uint32_t)size);
 }
 
-void CudaIpcConnection::write2D(RegisteredMemory dst, uint64_t dstOffset, RegisteredMemory src, uint64_t srcOffset,
-                                uint64_t width, uint64_t height) {
+void CudaIpcConnection::write2D(RegisteredMemory dst, uint64_t dstOffset, uint64_t dstPitch, RegisteredMemory src,
+                                uint64_t srcOffset, uint64_t srcPitch, uint64_t width, uint64_t height) {
   validateTransport(dst, remoteTransport());
   validateTransport(src, transport());
 
   char* dstPtr = (char*)dst.data();
   char* srcPtr = (char*)src.data();
 
-  MSCCLPP_CUDATHROW(cudaMemcpy2DAsync(dstPtr + dstOffset, dst.pitch(), srcPtr + srcOffset, src.pitch(), width, height,
+  MSCCLPP_CUDATHROW(cudaMemcpy2DAsync(dstPtr + dstOffset, dstPitch, srcPtr + srcOffset, srcPitch, width, height,
                                       cudaMemcpyDeviceToDevice, stream_));
   INFO(MSCCLPP_P2P, "CudaIpcConnection write: from %p to %p, width %lu height %lu dstPitch %lu srcPitch %lu",
-       srcPtr + srcOffset, dstPtr + dstOffset, width, height, dst.pitch(), src.pitch());
+       srcPtr + srcOffset, dstPtr + dstOffset, width, height, dstPitch, srcPitch);
 }
 
 void CudaIpcConnection::updateAndSync(RegisteredMemory dst, uint64_t dstOffset, uint64_t* src, uint64_t newValue) {
@@ -141,7 +141,8 @@ void IBConnection::write(RegisteredMemory dst, uint64_t dstOffset, RegisteredMem
   // npkitCollectEntryEvent(conn, NPKIT_EVENT_IB_SEND_DATA_ENTRY, (uint32_t)size);
 }
 
-void IBConnection::write2D(RegisteredMemory, uint64_t, RegisteredMemory, uint64_t, uint64_t, uint64_t) {
+void IBConnection::write2D(RegisteredMemory, uint64_t, uint64_t, RegisteredMemory, uint64_t, uint64_t, uint64_t,
+                           uint64_t) {
   throw Error("write2D is not supported", ErrorCode::InvalidUsage);
 }
 
diff --git a/src/include/connection.hpp b/src/include/connection.hpp
index 17204177d..970e1b1ea 100644
--- a/src/include/connection.hpp
+++ b/src/include/connection.hpp
@@ -44,8 +44,8 @@ class CudaIpcConnection : public ConnectionBase {
 
   void write(RegisteredMemory dst, uint64_t dstOffset, RegisteredMemory src, uint64_t srcOffset,
              uint64_t size) override;
-  void write2D(RegisteredMemory dst, uint64_t dstOffset, RegisteredMemory src, uint64_t srcOffset, uint64_t width,
-               uint64_t height) override;
+  void write2D(RegisteredMemory dst, uint64_t dstOffset, uint64_t dstPitch, RegisteredMemory src, uint64_t srcOffset,
+               uint64_t srcPitch, uint64_t width, uint64_t height) override;
   void updateAndSync(RegisteredMemory dst, uint64_t dstOffset, uint64_t* src, uint64_t newValue) override;
 
   void flush() override;
@@ -69,8 +69,8 @@ class IBConnection : public ConnectionBase {
 
   void write(RegisteredMemory dst, uint64_t dstOffset, RegisteredMemory src, uint64_t srcOffset,
              uint64_t size) override;
-  void write2D(RegisteredMemory dst, uint64_t dstOffset, RegisteredMemory src, uint64_t srcOffset, uint64_t width,
-               uint64_t height) override;
+  void write2D(RegisteredMemory dst, uint64_t dstOffset, uint64_t dstPitch, RegisteredMemory src, uint64_t srcOffset,
+               uint64_t srcPitch, uint64_t width, uint64_t height) override;
   void updateAndSync(RegisteredMemory dst, uint64_t dstOffset, uint64_t* src, uint64_t newValue) override;
 
   void flush() override;
diff --git a/src/include/registered_memory.hpp b/src/include/registered_memory.hpp
index cf421c533..779cd7965 100644
--- a/src/include/registered_memory.hpp
+++ b/src/include/registered_memory.hpp
@@ -34,13 +34,11 @@ struct TransportInfo {
 struct RegisteredMemory::Impl {
   void* data;
   size_t size;
-  size_t pitch;  // for 2D
   int rank;
   uint64_t hostHash;
   TransportFlags transports;
   std::vector<TransportInfo> transportInfos;
 
-  Impl(void* data, size_t size, size_t pitch, int rank, TransportFlags transports, Communicator::Impl& commImpl);
   Impl(void* data, size_t size, int rank, TransportFlags transports, Communicator::Impl& commImpl);
   Impl(const std::vector<char>& data);
 
diff --git a/src/proxy_channel.cc b/src/proxy_channel.cc
index e3cf2a7cb..56470a0b2 100644
--- a/src/proxy_channel.cc
+++ b/src/proxy_channel.cc
@@ -29,6 +29,10 @@ MSCCLPP_API_CPP SemaphoreId ProxyService::addSemaphore(std::shared_ptr<Connectio
   return semaphores_.size() - 1;
 }
 
+MSCCLPP_API_CPP void ProxyService::addPitch(SemaphoreId id, std::pair<uint64_t, uint64_t> pitch) {
+  pitches_[id] = pitch;
+}
+
 MSCCLPP_API_CPP MemoryId ProxyService::addMemory(RegisteredMemory memory) {
   memories_.push_back(memory);
   return memories_.size() - 1;
@@ -63,8 +67,9 @@ ProxyHandlerResult ProxyService::handleTrigger(ProxyTrigger triggerRaw) {
     RegisteredMemory& dst = memories_[trigger->fields.dstMemoryId];
     RegisteredMemory& src = memories_[trigger->fields.srcMemoryId];
     if (trigger->fields2D.multiDimensionFlag) {
-      semaphore->connection()->write2D(dst, trigger->fields.dstOffset, src, trigger->fields.srcOffset,
-                                       trigger->fields2D.width, trigger->fields2D.height);
+      std::pair<uint64_t, uint64_t>& pitch = pitches_[trigger->fields.chanId];
+      semaphore->connection()->write2D(dst, trigger->fields.dstOffset, pitch.first, src, trigger->fields.srcOffset,
+                                       pitch.second, trigger->fields2D.width, trigger->fields2D.height);
     } else {
       semaphore->connection()->write(dst, trigger->fields.dstOffset, src, trigger->fields.srcOffset,
                                      trigger->fields.size);
diff --git a/src/registered_memory.cc b/src/registered_memory.cc
index 48712e5cc..bb1ae3563 100644
--- a/src/registered_memory.cc
+++ b/src/registered_memory.cc
@@ -15,16 +15,7 @@
 namespace mscclpp {
 
 RegisteredMemory::Impl::Impl(void* data, size_t size, int rank, TransportFlags transports, Communicator::Impl& commImpl)
-    : Impl(data, size, size, rank, transports, commImpl) {}
-
-RegisteredMemory::Impl::Impl(void* data, size_t size, size_t pitch, int rank, TransportFlags transports,
-                             Communicator::Impl& commImpl)
-    : data(data),
-      size(size),
-      pitch(pitch),
-      rank(rank),
-      hostHash(commImpl.rankToHash_.at(rank)),
-      transports(transports) {
+    : data(data), size(size), rank(rank), hostHash(commImpl.rankToHash_.at(rank)), transports(transports) {
   if (transports.has(Transport::CudaIpc)) {
     TransportInfo transportInfo;
     transportInfo.transport = Transport::CudaIpc;
@@ -69,8 +60,6 @@ MSCCLPP_API_CPP void* RegisteredMemory::data() { return pimpl->data; }
 
 MSCCLPP_API_CPP size_t RegisteredMemory::size() { return pimpl->size; }
 
-MSCCLPP_API_CPP size_t RegisteredMemory::pitch() { return pimpl->pitch; }
-
 MSCCLPP_API_CPP int RegisteredMemory::rank() { return pimpl->rank; }
 
 MSCCLPP_API_CPP TransportFlags RegisteredMemory::transports() { return pimpl->transports; }
@@ -78,7 +67,6 @@ MSCCLPP_API_CPP TransportFlags RegisteredMemory::transports() { return pimpl->tr
 MSCCLPP_API_CPP std::vector<char> RegisteredMemory::serialize() {
   std::vector<char> result;
   std::copy_n(reinterpret_cast<char*>(&pimpl->size), sizeof(pimpl->size), std::back_inserter(result));
-  std::copy_n(reinterpret_cast<char*>(&pimpl->pitch), sizeof(pimpl->pitch), std::back_inserter(result));
   std::copy_n(reinterpret_cast<char*>(&pimpl->rank), sizeof(pimpl->rank), std::back_inserter(result));
   std::copy_n(reinterpret_cast<char*>(&pimpl->hostHash), sizeof(pimpl->hostHash), std::back_inserter(result));
   std::copy_n(reinterpret_cast<char*>(&pimpl->transports), sizeof(pimpl->transports), std::back_inserter(result));
@@ -111,8 +99,6 @@ RegisteredMemory::Impl::Impl(const std::vector<char>& serialization) {
   auto it = serialization.begin();
   std::copy_n(it, sizeof(this->size), reinterpret_cast<char*>(&this->size));
   it += sizeof(this->size);
-  std::copy_n(it, sizeof(this->pitch), reinterpret_cast<char*>(&this->pitch));
-  it += sizeof(this->pitch);
   std::copy_n(it, sizeof(this->rank), reinterpret_cast<char*>(&this->rank));
   it += sizeof(this->rank);
   std::copy_n(it, sizeof(this->hostHash), reinterpret_cast<char*>(&this->hostHash));
diff --git a/test/mp_unit/communicator_tests.cu b/test/mp_unit/communicator_tests.cu
index c7ca523ef..4ce14cc8a 100644
--- a/test/mp_unit/communicator_tests.cu
+++ b/test/mp_unit/communicator_tests.cu
@@ -61,16 +61,7 @@ void CommunicatorTestBase::registerMemoryPairs(void* buff, size_t buffSize, mscc
                                                const std::vector<int>& remoteRanks,
                                                mscclpp::RegisteredMemory& localMemory,
                                                std::unordered_map<int, mscclpp::RegisteredMemory>& remoteMemories) {
-  registerMemoryPairs(buff, buffSize, buffSize, transport, tag, remoteRanks, localMemory, remoteMemories);
-}
-
-// Register a local memory with pitch and receive corresponding remote memories
-void CommunicatorTestBase::registerMemoryPairs(void* buff, size_t buffSize, size_t pitchSize,
-                                               mscclpp::TransportFlags transport, int tag,
-                                               const std::vector<int>& remoteRanks,
-                                               mscclpp::RegisteredMemory& localMemory,
-                                               std::unordered_map<int, mscclpp::RegisteredMemory>& remoteMemories) {
-  localMemory = communicator->registerMemory(buff, buffSize, pitchSize, transport);
+  localMemory = communicator->registerMemory(buff, buffSize, transport);
   std::unordered_map<int, mscclpp::NonblockingFuture<mscclpp::RegisteredMemory>> futureRemoteMemories;
   for (int remoteRank : remoteRanks) {
     if (remoteRank != communicator->bootstrap()->getRank()) {
@@ -105,9 +96,7 @@ void CommunicatorTest::SetUp() {
 
   devicePtr.resize(numBuffers);
   localMemory.resize(numBuffers);
-  local2DMemory.resize(numBuffers);
   remoteMemory.resize(numBuffers);
-  remote2DMemory.resize(numBuffers);
 
   std::vector<int> remoteRanks;
   for (int i = 0; i < gEnv->worldSize; i++) {
@@ -121,18 +110,11 @@ void CommunicatorTest::SetUp() {
     registerMemoryPairs(devicePtr[n].get(), deviceBufferSize, mscclpp::Transport::CudaIpc | ibTransport, 0, remoteRanks,
                         localMemory[n], remoteMemory[n]);
   }
-
-  for (size_t n = 0; n < numBuffers; n++) {
-    registerMemoryPairs(devicePtr[n].get(), deviceBufferSize, deviceBufferPitchSize, mscclpp::Transport::CudaIpc, 0,
-                        remoteRanks, local2DMemory[n], remote2DMemory[n]);
-  }
 }
 
 void CommunicatorTest::TearDown() {
   remoteMemory.clear();
-  remote2DMemory.clear();
   localMemory.clear();
-  local2DMemory.clear();
   devicePtr.clear();
   CommunicatorTestBase::TearDown();
 }
@@ -168,8 +150,9 @@ void CommunicatorTest::writeTileToRemote(size_t rowIndex, size_t colIndex, size_
     for (int i = 0; i < gEnv->worldSize; i++) {
       if (i != gEnv->rank) {
         auto& conn = connections.at(i);
-        auto& peerMemory = remote2DMemory[n].at(i);
-        conn->write2D(peerMemory, offset, local2DMemory[n], offset, width * sizeof(int), height);
+        auto& peerMemory = remoteMemory[n].at(i);
+        conn->write2D(peerMemory, offset, deviceBufferPitchSize, localMemory[n], offset, deviceBufferPitchSize,
+                      width * sizeof(int), height);
         conn->flush();
       }
     }
diff --git a/test/mp_unit/mp_unit_tests.hpp b/test/mp_unit/mp_unit_tests.hpp
index cbad17cf0..11d72e3da 100644
--- a/test/mp_unit/mp_unit_tests.hpp
+++ b/test/mp_unit/mp_unit_tests.hpp
@@ -99,10 +99,6 @@ class CommunicatorTestBase : public MultiProcessTest {
   void registerMemoryPairs(void* buff, size_t buffSize, mscclpp::TransportFlags transport, int tag,
                            const std::vector<int>& remoteRanks, mscclpp::RegisteredMemory& localMemory,
                            std::unordered_map<int, mscclpp::RegisteredMemory>& remoteMemories);
-  // Register a local memory with pitch and receive corresponding remote memories
-  void registerMemoryPairs(void* buff, size_t buffSize, size_t pitch, mscclpp::TransportFlags transport, int tag,
-                           const std::vector<int>& remoteRanks, mscclpp::RegisteredMemory& localMemory,
-                           std::unordered_map<int, mscclpp::RegisteredMemory>& remoteMemories);
   // Register a local memory an receive one corresponding remote memory
   void registerMemoryPair(void* buff, size_t buffSize, mscclpp::TransportFlags transport, int tag, int remoteRank,
                           mscclpp::RegisteredMemory& localMemory, mscclpp::RegisteredMemory& remoteMemory);
@@ -128,9 +124,7 @@ class CommunicatorTest : public CommunicatorTestBase {
   const int deviceBufferPitchSize = 512;
   std::vector<std::shared_ptr<int>> devicePtr;
   std::vector<mscclpp::RegisteredMemory> localMemory;
-  std::vector<mscclpp::RegisteredMemory> local2DMemory;
   std::vector<std::unordered_map<int, mscclpp::RegisteredMemory>> remoteMemory;
-  std::vector<std::unordered_map<int, mscclpp::RegisteredMemory>> remote2DMemory;
 };
 
 class ProxyChannelOneToOneTest : public CommunicatorTestBase {
diff --git a/test/mp_unit/proxy_channel_tests.cu b/test/mp_unit/proxy_channel_tests.cu
index db59da3e8..cd660210c 100644
--- a/test/mp_unit/proxy_channel_tests.cu
+++ b/test/mp_unit/proxy_channel_tests.cu
@@ -25,16 +25,16 @@ void ProxyChannelOneToOneTest::setupMeshConnections(
 
 void ProxyChannelOneToOneTest::setupMeshConnections(
     std::vector<DeviceHandle<mscclpp::SimpleProxyChannel>>& proxyChannels, bool useIbOnly, void* sendBuff,
-    size_t sendBuffBytes, size_t pitchSize, void* recvBuff, size_t recvBuffBytes) {
+    size_t sendBuffBytes, size_t pitch, void* recvBuff, size_t recvBuffBytes) {
   const int rank = communicator->bootstrap()->getRank();
   const int worldSize = communicator->bootstrap()->getNranks();
   const bool isInPlace = (recvBuff == nullptr);
   mscclpp::TransportFlags transport = (useIbOnly) ? ibTransport : (mscclpp::Transport::CudaIpc | ibTransport);
 
-  mscclpp::RegisteredMemory sendBufRegMem = communicator->registerMemory(sendBuff, sendBuffBytes, pitchSize, transport);
+  mscclpp::RegisteredMemory sendBufRegMem = communicator->registerMemory(sendBuff, sendBuffBytes, transport);
   mscclpp::RegisteredMemory recvBufRegMem;
   if (!isInPlace) {
-    recvBufRegMem = communicator->registerMemory(recvBuff, recvBuffBytes, pitchSize, transport);
+    recvBufRegMem = communicator->registerMemory(recvBuff, recvBuffBytes, transport);
   }
 
   for (int r = 0; r < worldSize; r++) {
@@ -59,6 +59,7 @@ void ProxyChannelOneToOneTest::setupMeshConnections(
     communicator->setup();
 
     mscclpp::SemaphoreId cid = channelService->addSemaphore(conn);
+    channelService->addPitch(cid, std::pair<size_t, size_t>(pitch, pitch));
     communicator->setup();
 
     proxyChannels.emplace_back(mscclpp::deviceHandle(