diff --git a/CMakeLists.txt b/CMakeLists.txt
index acde1eb292..cc31568c45 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -122,7 +122,8 @@ if (DISABLE_A2A_WARMUP)
 endif()
 
 option(DISABLE_CUDF "Disable cudf: disable parquet format related features" OFF)
-
+# this manual definition is a WAR and RMM team will fix it in the future
+add_compile_definitions(LIBCUDACXX_ENABLE_EXPERIMENTAL_MEMORY_RESOURCE)
 option(USE_CUDART_STATIC "Setup clangformat target" OFF)
 if(USE_CUDART_STATIC)
   set(DISABLE_CUDF ON)
@@ -137,13 +138,29 @@ if (DISABLE_CUDF)
   set(CMAKE_CXX_FLAGS  "${CMAKE_CXX_FLAGS}  -DDISABLE_CUDF")
   set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -DDISABLE_CUDF")
 else()
+  execute_process(
+    COMMAND bash -c "pip show cudf|grep Version | sed 's/.*: //'" 
+    OUTPUT_VARIABLE CUDF_VERSION
+  )
+
+  string(REPLACE "." ";" VERSION_LIST ${CUDF_VERSION})
+  list(GET VERSION_LIST 0 CUDF_VERSION_MAJOR)
+  list(GET VERSION_LIST 1 CUDF_VERSION_MINOR)
+  # list(GET VERSION_LIST 2 CUDF_VERSION_PATCH)
+  # add_compile_definitions(CUDF_VERSION_PATCH=${CUDF_VERSION_PATCH})
+
+  add_compile_definitions(CUDF_VERSION_MAJOR=${CUDF_VERSION_MAJOR})
+  add_compile_definitions(CUDF_VERSION_MINOR=${CUDF_VERSION_MINOR})
+  message(STATUS "CUDF_VERSION is  ${CUDF_VERSION}")
+
   find_package(Parquet REQUIRED CONFIG PATHS  /usr/lib/cmake/arrow/ /usr/lib/cmake/Parquet/ NO_DEFAULT_PATH)
   if(Parquet_FOUND AND NOT ENABLE_HDFS AND NOT ENABLE_S3 AND NOT ENABLE_GCS)
-  message (STATUS "Arrow Parquet is found")
-  set(CMAKE_C_FLAGS    "${CMAKE_C_FLAGS}    -DENABLE_ARROW_PARQUET")
-  set(CMAKE_CXX_FLAGS  "${CMAKE_CXX_FLAGS}  -DENABLE_ARROW_PARQUET")
-  set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -DENABLE_ARROW_PARQUET")
+    message (STATUS "Arrow Parquet is found")
+    set(CMAKE_C_FLAGS    "${CMAKE_C_FLAGS}    -DENABLE_ARROW_PARQUET")
+    set(CMAKE_CXX_FLAGS  "${CMAKE_CXX_FLAGS}  -DENABLE_ARROW_PARQUET")
+    set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -DENABLE_ARROW_PARQUET")
   endif()
+
 endif()
 
 option(SHARP_A2A "Enable SHARP All2All" OFF)
diff --git a/HugeCTR/include/data_generator.hpp b/HugeCTR/include/data_generator.hpp
index 513663a5f6..f9ab0b9a30 100644
--- a/HugeCTR/include/data_generator.hpp
+++ b/HugeCTR/include/data_generator.hpp
@@ -31,9 +31,8 @@
 #include <cudf/table/table.hpp>
 #include <cudf/table/table_view.hpp>
 #include <cudf/utilities/bit.hpp>
-#endif
-
 #include <rmm/device_buffer.hpp>
+#endif
 
 namespace HugeCTR {
 
diff --git a/HugeCTR/include/resource_manager.hpp b/HugeCTR/include/resource_manager.hpp
index cfa0090c66..4d05947337 100644
--- a/HugeCTR/include/resource_manager.hpp
+++ b/HugeCTR/include/resource_manager.hpp
@@ -21,7 +21,10 @@
 #include <device_map.hpp>
 #include <gpu_resource.hpp>
 #include <resource_manager_base.hpp>
+
+#ifndef DISABLE_CUDF
 #include <rmm/mr/device/device_memory_resource.hpp>
+#endif
 
 namespace HugeCTR {
 
@@ -45,8 +48,10 @@ class ResourceManager : public ResourceManagerBase {
 
   virtual DeviceMap::Layout get_device_layout() const = 0;
 
+#ifndef DISABLE_CUDF
   virtual const std::shared_ptr<rmm::mr::device_memory_resource>&
   get_device_rmm_device_memory_resource(int local_gpu_id) const = 0;
+#endif
 };
 
 }  // namespace HugeCTR
diff --git a/HugeCTR/include/resource_managers/resource_manager_core.hpp b/HugeCTR/include/resource_managers/resource_manager_core.hpp
index 438319e194..5eedf381dc 100644
--- a/HugeCTR/include/resource_managers/resource_manager_core.hpp
+++ b/HugeCTR/include/resource_managers/resource_manager_core.hpp
@@ -33,13 +33,16 @@ class ResourceManagerCore : public ResourceManager {
   std::vector<std::shared_ptr<GPUResource>> gpu_resources_; /**< GPU resource vector */
   std::vector<std::vector<bool>> p2p_matrix_;
 
+  void all2all_warmup();
+  void enable_all_peer_accesses();
+
+#ifndef DISABLE_CUDF
   std::vector<std::shared_ptr<rmm::mr::device_memory_resource>> base_cuda_mr_;
   std::vector<std::shared_ptr<rmm::mr::device_memory_resource>> memory_resource_;
   std::vector<rmm::mr::device_memory_resource*> original_device_resource_;
 
-  void all2all_warmup();
-  void enable_all_peer_accesses();
   void initialize_rmm_resources();
+#endif
 
  public:
   ResourceManagerCore(int num_process, int process_id, DeviceMap&& device_map,
@@ -112,7 +115,9 @@ class ResourceManagerCore : public ResourceManager {
 
   DeviceMap::Layout get_device_layout() const override { return device_map_.get_device_layout(); }
 
+#ifndef DISABLE_CUDF
   const std::shared_ptr<rmm::mr::device_memory_resource>& get_device_rmm_device_memory_resource(
       int local_gpu_id) const override;
+#endif
 };
 }  // namespace HugeCTR
diff --git a/HugeCTR/src/data_readers/file_source_parquet.cpp b/HugeCTR/src/data_readers/file_source_parquet.cpp
index 4acd6ab6e4..63c2a19fa6 100644
--- a/HugeCTR/src/data_readers/file_source_parquet.cpp
+++ b/HugeCTR/src/data_readers/file_source_parquet.cpp
@@ -154,8 +154,12 @@ cudf_io::table_with_metadata ParquetFileSource::read_group(size_t row_group_id,
   parquet_args_.set_row_groups(rgrps);
   // parquet_args_.set_num_rows(-1);
   parquet_args_.set_timestamp_type(cudf::data_type(cudf::type_id::EMPTY));
-  auto tbl_w_metadata = cudf_io::read_parquet(parquet_args_, mr);
 
+#if defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR >= 24
+  auto tbl_w_metadata = cudf_io::read_parquet(parquet_args_, cudf::get_default_stream(), mr);
+#else
+  auto tbl_w_metadata = cudf_io::read_parquet(parquet_args_, mr);
+#endif
   if (!counter_) {
     HCTR_OWN_THROW(Error_t::UnspecificError, "Read parquet file first\n");
   }
diff --git a/HugeCTR/src/resource_managers/resource_manager_core.cpp b/HugeCTR/src/resource_managers/resource_manager_core.cpp
index 06fe93b1b4..41dbc97048 100644
--- a/HugeCTR/src/resource_managers/resource_manager_core.cpp
+++ b/HugeCTR/src/resource_managers/resource_manager_core.cpp
@@ -21,12 +21,15 @@
 #include <random>
 #include <resource_managers/resource_manager_core.hpp>
 #include <utils.hpp>
+
+#ifndef DISABLE_CUDF
 #pragma GCC diagnostic push
 #pragma GCC diagnostic ignored "-Wunused-variable"
 #include <rmm/mr/device/cuda_memory_resource.hpp>
 #include <rmm/mr/device/per_device_resource.hpp>
 #include <rmm/mr/device/pool_memory_resource.hpp>
 #pragma GCC diagnostic pop
+#endif
 
 namespace HugeCTR {
 
@@ -98,27 +101,6 @@ void ResourceManagerCore::enable_all_peer_accesses() {
   }
 }
 
-void ResourceManagerCore::initialize_rmm_resources() {
-  const size_t pool_alloc_size = 256 * 1024 * 1024;
-  using dmmr = rmm::mr::device_memory_resource;
-  static const char* allow_set_char = getenv("HCTR_RMM_SETTABLE");
-  bool allow_set = true;
-  if (allow_set_char && allow_set_char[0] == '0') {
-    allow_set = false;
-  }
-  CudaDeviceContext context;
-  auto local_gpu_device_id_list = get_local_gpu_device_id_list();
-  for (size_t i = 0; i < local_gpu_device_id_list.size(); i++) {
-    context.set_device(local_gpu_device_id_list[i]);
-    base_cuda_mr_.emplace_back(std::make_shared<rmm::mr::cuda_memory_resource>());
-    memory_resource_.emplace_back(std::make_shared<rmm::mr::pool_memory_resource<dmmr>>(
-        base_cuda_mr_.back().get(), pool_alloc_size));
-    if (allow_set) {
-      original_device_resource_.push_back(
-          rmm::mr::set_current_device_resource(memory_resource_.back().get()));
-    }
-  }
-}
 ResourceManagerCore::ResourceManagerCore(int num_process, int process_id, DeviceMap&& device_map,
                                          unsigned long long seed)
     : num_process_(num_process), process_id_(process_id), device_map_(std::move(device_map)) {
@@ -204,13 +186,17 @@ ResourceManagerCore::ResourceManagerCore(int num_process, int process_id, Device
 
   all2all_warmup();
 
+#ifndef DISABLE_CUDF
   initialize_rmm_resources();
+#endif
   // int dev_id = 0;
   // cudaGetDevice(&dev_id);
   // HCTR_LOG(INFO, WORLD, "ResourceManagerCore ctor getCurrentDeviceId after rmm_init %d\n",
   // dev_id);
 }
+
 ResourceManagerCore::~ResourceManagerCore() {
+#ifndef DISABLE_CUDF
   if (original_device_resource_.empty()) {
     return;
   }
@@ -220,6 +206,7 @@ ResourceManagerCore::~ResourceManagerCore() {
     context.set_device(local_gpu_device_id_list[i]);
     rmm::mr::set_current_device_resource(original_device_resource_[i]);
   }
+#endif
 }
 bool ResourceManagerCore::p2p_enabled(int src_device_id, int dst_device_id) const {
   return p2p_matrix_[src_device_id][dst_device_id];
@@ -240,6 +227,29 @@ bool ResourceManagerCore::all_p2p_enabled() const {
   return true;
 }
 
+#ifndef DISABLE_CUDF
+void ResourceManagerCore::initialize_rmm_resources() {
+  const size_t pool_alloc_size = 256 * 1024 * 1024;
+  using dmmr = rmm::mr::device_memory_resource;
+  static const char* allow_set_char = getenv("HCTR_RMM_SETTABLE");
+  bool allow_set = true;
+  if (allow_set_char && allow_set_char[0] == '0') {
+    allow_set = false;
+  }
+  CudaDeviceContext context;
+  auto local_gpu_device_id_list = get_local_gpu_device_id_list();
+  for (size_t i = 0; i < local_gpu_device_id_list.size(); i++) {
+    context.set_device(local_gpu_device_id_list[i]);
+    base_cuda_mr_.emplace_back(std::make_shared<rmm::mr::cuda_memory_resource>());
+    memory_resource_.emplace_back(std::make_shared<rmm::mr::pool_memory_resource<dmmr>>(
+        base_cuda_mr_.back().get(), pool_alloc_size));
+    if (allow_set) {
+      original_device_resource_.push_back(
+          rmm::mr::set_current_device_resource(memory_resource_.back().get()));
+    }
+  }
+}
+
 const std::shared_ptr<rmm::mr::device_memory_resource>&
 ResourceManagerCore::get_device_rmm_device_memory_resource(int local_gpu_id) const {
   auto dev_list = get_local_gpu_device_id_list();
@@ -247,5 +257,5 @@ ResourceManagerCore::get_device_rmm_device_memory_resource(int local_gpu_id) con
   auto index = std::distance(dev_list.begin(), it);
   return memory_resource_[index];
 }
-
+#endif
 }  // namespace HugeCTR
diff --git a/tools/dlrm_script/CMakeLists.txt b/tools/dlrm_script/CMakeLists.txt
index 2a22ab2dfc..0bbcc07cfb 100644
--- a/tools/dlrm_script/CMakeLists.txt
+++ b/tools/dlrm_script/CMakeLists.txt
@@ -41,7 +41,8 @@ if (NOT CUDF_RESULT)
     list(GET CUDF_VERSION_LIST 0 CUDF_VERSION_MAJOR)
     list(GET CUDF_VERSION_LIST 1 CUDF_VERSION_MINOR)
     list(GET CUDF_VERSION_LIST 1 CUDF_VERSION_PATCH)
-
+    add_compile_definitions(CUDF_VERSION_MAJOR=${CUDF_VERSION_MAJOR})
+    add_compile_definitions(CUDF_VERSION_MINOR=${CUDF_VERSION_MINOR})
     if(${CUDF_VERSION_MAJOR} EQUAL 23 AND ${CUDF_VERSION_MINOR} GREATER 6)
        add_definitions(-DCUDF_GE_2306)
     endif()
diff --git a/tools/dlrm_script/dlrm_raw.cu b/tools/dlrm_script/dlrm_raw.cu
index b5d1608027..56b7aa9355 100644
--- a/tools/dlrm_script/dlrm_raw.cu
+++ b/tools/dlrm_script/dlrm_raw.cu
@@ -136,7 +136,15 @@ void process_kaggle_dataset(const std::string &input_dir_path, const std::string
   int loop_count = 0;
   while (true) {
     total_file_bytes_read += in_args.get_byte_range_size();
+#if defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR == 23 && defined(CUDF_VERSION_MINOR) && \
+    CUDF_VERSION_MINOR >= 12
+    cudf_io::table_with_metadata tbl_w_metadata =
+        cudf_io::read_csv(in_args, cudf::get_default_stream(), p_mr);
+#elif defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR > 23
+    auto tbl_w_metadata = cudf_io::read_csv(in_args, cudf::get_default_stream(), mr);
+#else
     cudf_io::table_with_metadata tbl_w_metadata = cudf_io::read_csv(in_args, p_mr);
+#endif
     total_row_nums += tbl_w_metadata.tbl->num_rows();
 
     dim3 block(prop.maxThreadsPerBlock, 1, 1);
@@ -488,7 +496,16 @@ void process_terabyte_dataset(const std::string &input_dir_path, const std::stri
     int loop_count = 0;
     while (true) {
       total_file_bytes_read += in_args.get_byte_range_size();
+#if defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR == 23 && defined(CUDF_VERSION_MINOR) && \
+    CUDF_VERSION_MINOR >= 12
+      cudf_io::table_with_metadata tbl_w_metadata =
+          cudf_io::read_csv(in_args, cudf::get_default_stream(), p_mr);
+#elif defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR > 23
+      auto tbl_w_metadata = cudf_io::read_csv(in_args, cudf::get_default_stream(), mr);
+#else
       cudf_io::table_with_metadata tbl_w_metadata = cudf_io::read_csv(in_args, p_mr);
+
+#endif
       total_row_nums += tbl_w_metadata.tbl->num_rows();
 
       dim3 block(prop.maxThreadsPerBlock, 1, 1);
diff --git a/tools/dlrm_script/dlrm_raw_utils.hpp b/tools/dlrm_script/dlrm_raw_utils.hpp
index 18bfa71f86..5f21102c90 100644
--- a/tools/dlrm_script/dlrm_raw_utils.hpp
+++ b/tools/dlrm_script/dlrm_raw_utils.hpp
@@ -536,7 +536,15 @@ size_t convert_input_binaries(rmm::mr::device_memory_resource *mr, std::string i
 
   while (true) {
     process_read_bytes += in_args.get_byte_range_size();
+#if defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR == 23 && defined(CUDF_VERSION_MINOR) && \
+    CUDF_VERSION_MINOR >= 12
+    auto tbl_w_metadata = cudf_io::read_csv(in_args, cudf::get_default_stream(), mr);
+#elif defined(CUDF_VERSION_MAJOR) && CUDF_VERSION_MAJOR > 23
+    auto tbl_w_metadata = cudf_io::read_csv(in_args, cudf::get_default_stream(), mr);
+#else
     auto tbl_w_metadata = cudf_io::read_csv(in_args, mr);
+
+#endif
     int32_t num_rows = tbl_w_metadata.tbl->num_rows();
     read_row_nums += num_rows;