* Refactor quantization of immutable ops

* Fix code formatting

* Fix formatting

* Specify input names

* Fix formatting

* Change string to reference

* Formatting

* [Sparse] add SparseCsrTensor fused_attention kernel and API

* fix comment

* refactor mean op, *test=kunlun

* refactor mean op, *test=kunlun

* refactor mean op,*test=kunlun

* refactor mean op,*test=kunlun

Modify the unittests of the assign_value, iou_similarity, one_hot_v2, reduce_mean, roi_align op. test=kunlun (#44061)

* change fluid.mean to paddle.mean

* reverse some old code examples

* make only win32 and 11.6 use external/cub

* unify cub version in linux and windows when cuda >= 11.6

* refine tensor.dtype for bloat16

* refine test

* revert

* refine bfloat16 print

* dataloader

* fix conv3d mapping bug

* fix conv3d_grad mapping

* Add BaseTransformer for dy2st error message

* Fix return_transformer error

* Polish dy2st error info in runtime

* Fix UT error

* Polish runtime error code

* fix vlog print problem in fleet

* fix log_patch.h code style

* fix init()

* delete test_device_context

* replace CPUDeviceContext with CPUContext

* fix test_scalar

* remove dot_op.cc

* fix compile

* unify cpu context

* fix init()

* delete test_device_context

* fix test_scalar

* convert graph to program to let sSandaloneExecutor supporrt CompiledProgram

* skip case that compiled_program._program is None

* execute CompiledProgram._compile to apply build_strategy

* Revert "Revert "make inference_api_test compile with dynamic linking library (#41944)" (#43882)"

This reverts commit e6d81ddf.

* modify third_party cmake

* move SKIP_CPP_TEST return in the begining

* support int64 for acc

* support int64 for acc

* move yaml to phi

* fix undef var error

* 2nd part of transpose update

* add switch_auto_tune option.

* add some changes according to Ci

* refine the structure of auto_tune_base.

* merge develop changes

* reset the switch_set_range and change unittest of transpose auto-tune

* change the kernel auto-tune logits

* [Dy2Stat]Polish break/continue statement transformer logic