[Cherry-pick 2.5][Zero-Dim]  paddle.static.data, squeeze, unbind, unstack, gather_nd and einsum support 0D (#53602)

* add test cases, test=allcase

* fix test cases, test=allcase

* fix test cases, test=allcase

* assert_allclose, test=allcase

* 1e-5 to 1e-4, test=allcase

* change rtol from 1e-4 to 1e-3, test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* fix test cases, test=allcase

* fix test cases, test=allcase

* modify the test_squeeze to not use Tensor type axis, test=allcase

* add grad check for unbind and unstack, test=allcase

* check for squeeze axis tensor type, test=allcase

* fix bug, test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

fix static promote
将因性能有问题而放入unsupprot_list中的算子放入黑名单中，以保证在O2模式下，只有3种场景权重会保持fp32

cherry-pick #53430

* fix doc erros, test=allcase

* conflict

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* test=allcase

* fix doc erros, test=allcase

* fix the to_tensor error

* add complex support for  optest

* add complex grad test

* append one

* move some debug info

* move some debug info

* move some debug info

* move some debug info

* add more complex test

* Fix naming ambiguity

* Revert "add more complex test"

This reverts commit dbcb0516b8e53ba42e2d6089878a39b395345969.

* change backward gradient, add TODO

* [Zero-Dim] fix functool.reduce more safe with intial value, to support empty list (#53182)

* [Zero-Dim] support 0d tensor for shape and squeeze onednn kernel (#52832)

* support 0d tensor for shape and squeeze onednn kernel

* set python api for shape op ut

* [Zero-Dim] distributed scatter/all_to_all support input 0D tensor (#53186)

* [Zero-Dim] Support paddle.sum/mean/loss api output 0D,test=allcase (#52739)

* [CINN Support 0D-Tensor] CINN supports 0D-Tensor with trick temporarily (#53382)

* [CINN Support 0D-Tensor] CINN supports 0D-Tensor with trick temporarily

* Add unittest

* [CINN Support 0D-Tensor] CINN hack squeeze2 with trick temporarily (#53454)

* fix test_autograd_dynamic (#53473)
Co-authored-by: Nzhwesky2010 <zhouwei25@baidu.com>

---------
Co-authored-by: NYangQun <qun.yang@intel.com>
Co-authored-by: NHongyuJia <jiahongyu@baidu.com>
Co-authored-by: NHydrogenSulfate <490868991@qq.com>

* support 0-D output and 0-D as indice in __getitem__

* fix tests

* fix inference and UT

* add unittest for setitem

* fix xpu test

* fix xpu 0-d

* fix right value is 0d and index is List/Tensor

* Hack__getitem__ from 0-d to 1-d with FLAGS_set_to_1d

* change PHI_DECLARE_xxx to DECLARE_xxx since the change not merged to 2.5

* hack 1-D tensor to Scalar

* throw warning at __getitem__, not slice_utils

* Add fused_gate_attention API. (#53432)
* Add PADDLE_THROW in take_along_axis kernel when the datatype of index is wrong. (#53556)

* add 0D output support for inalg.slogdet,test=allcase

* fix zerom dime test error test=allcase

* fix test error test=allcase

* add static backward test, test=allcase

* support_0D_output_for_matrix_rank_multi_dot, test=allcase

* add 0D output test for matrox_rank and mutli_dot test=allcase

* fix assert error ,test=allcase

* fix test error, test=allcase

* fix other test error, test=allcase

* fix other test error, test=allcase

* fix test error, test=allcase

* fix matrix_rank and multi dot test err test=allcase

* fix test error test=allcase

* fix test zero dim test, test=allcase

* add static backward test for multi_dot, test=allcase

* add tol 2d broadcast test case, test=allcase

* fix test error test=allcase

* fix test error test=allcase

* test=allcase

* support_0d_output_for_linalg.norm

* fix test error test=allcase

* fix 0D test

* fix test error test=allcase

* fix test error test=allcase

* fix tets,test=allcase

* fix error,test=allcase

* fix errors ,test=allcase

* add static backward , test=allcase

* add static backwward test, test=allcase

* slogdet_support_0D_output

* add new case

* fix tests, test=allcase

* cherry-pick

* cherry-pick

* fix trace gpu kernel 0d error, test=allcase

* fix windows error, test=allcase

* add matrixrank cherry-pick

att, cherry-pick: #52902 #53113

低精度算子支持和单测补充，合并 cherry pick 17个Hackathon PR，共覆盖25个OP的低精度支持及完善

[Dy2St]Get grad names when call append backward to fix high order gradient (#53250)
Co-authored-by: NWangZhen <23097963+0x45f@users.noreply.github.com>

* [Perf]Removed usless assign op in while_loop

* refine assign

 Cherry-pick AMP 

* cherry pick

* remove 1 unitest of Hessian for numerical result is wrong

* remove 1 unitest of Hessian for numerical result is wrong

* refine docstring; remove incubate usage in autograd.py

[cherry-pick2.5] [Zero-Dim] Support all/any/min/max/prod/logsumexp/amax/amin/some loss output 0D (#53192)

[Cherry-Pick]Support output 0D for is_empty/as_complex/inner/dot/rank/tensordot/squeeze_/static.accuracy/static.auc/metric.accuracy (#53199)

* support output 0D for is_empty/as_complex/inner/dot/rank/tensordot/squeeze_/static.accuracy/static.auc/metric.accuracy

* test_dot_py

* test_dot_py

* modify numel in lbfgs and add a new test case. test=develop

* change param 'lr' to 'learning_rate' in lbfgs and its test

* add opt LBFGS and change test

新增enable_tensor_checker, disable_tensor_checker API (#52936)

* [CppExtension Cuda] Add cuda unit test for CppExtension

* update extra_compile_args for CUDAExtension

* add debug info

* Add patch to fix CUDA12 compile error

* patch for all env

* add windows judgement

* Try to fix setup function not found error

* fix mix_relu_and_extension include file

* fix setup compile error

* remove useless debug comments

* add sleep, debug CI-build

* add space to disable cmake cache

* remove debug info

* add space to pass CI-build

This reverts commit a79c04f3.

* fix bug: wrong match between depend and c_allreduce_sum

(cherry picked from commit 327da8035bdfee3ec2f016e8cda29ec8ee89bc95)

* fix codestyle

(cherry picked from commit bdb1483081adc41aa47d3f7df257f63f1cff399b)

* fix bug

(cherry picked from commit 373ba5253c45ac019ffaa8d69d4ce9e02cb9ae79)

* add c_sync_calc_stream back

(cherry picked from commit 9933d7533ae1f307b76f24a33bf0c59e4c8e8f01)

* fix

(cherry picked from commit abc9a31beaa326f6a566c08749419bb33e209672)

* revert

(cherry picked from commit 07bc98dbf7c9df43910fa6e86a6a2698731dffb2)

* use flag to control

(cherry picked from commit 8e5682a4b99759cbe35a49f3f8c9db735dc8fee4)

* fix for code coverage

(cherry picked from commit fe7e61bdef24fbc43e2f4e1cb67f68963c957cf1)

Print the forward's stack when backward op has nan/inf and FLAGS_check_nan_inf_level = 0
Delete temp param in eager_gen

* support 0-D output and 0-D as indice in __getitem__

* fix tests

* fix inference and UT

* add unittest for setitem

* fix xpu test

* fix xpu 0-d

* fix the set_value error in cpu

* add a unitest for set_value OP

* fix platform::is_gpu_place

* add todo note for set_value

* fix test

【Part II】补充API静态图中的check_dtype支持对float16和bfloat16的检查

* fix

* fix

* fix

* fix

* fix

* fix fuse group order

(cherry picked from commit 38ec37cd)

* add 0D output support for inalg.slogdet,test=allcase

* fix zerom dime test error test=allcase

* fix test error test=allcase

* add static backward test, test=allcase

【Part I】补充API静态图中的check_dtype支持对float16和bfloat16的检查

unique支持float16和bfloat16数据类型，并完善相关单测。

* [Test Mv] remove rnn

* Update test_rnn_cell_api.py

* [CINN] fix concat&pow

* update concat

* composite_backward_api

* for ci

* for ci

* update test & fix opmaker

* add random control for fused dropout add

* add __init__

* fix multinomial

* fix test_elementwise

* fix convert_float_to_uint16

* aadd test_multimial_op

* fix code style

* untracked files

* bce_loss_fp16

* remove unused files

* back max_rel_erro still big

* simplify code

* upd

* fix max_relative_error

* restart ci

* Update test_bce_loss.py

* Update test_bce_loss.py

* Update test_bce_loss.py

* Update test_bce_loss.py

* try to pass test

* restore file

* remove error value

* fix bug

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Co-authored-by: NZhang Ting <Douyaer2020@qq.com>