[Inference] Replace groupNorm when data types are bf16 and fp16, and data format is NHWC implementation. (#55399)

* finish

* cpergroup odd

* fix bf16

* single channel

* code style

* jingdu duiqi

* add head_file

* add bf16 head file

* bf16 2

* bf16

* bf16 head

* bf16 compile

* py test

* bf16 compile

* bf16 compile

* unset py test

* nhwc

* test

* mean var

* bf16 success

* su

* ctest success

* use is_same_as

* is_same

* use is_same

* rtol

* gpu_stream

* del sigmod

* fix bfloat16 type

* use cuda_bf16_hpp

* use_cuda_arch

* bfloat162float2

* del inplace_tol

* del max_releative_tol

* temp store

* jingdu duiqi

* temp store

* plugin

* jingdu duiqi

* duiqi

* include cuda.h

* del half

* half single

* ci

* add const

* ci

* cudamemset

* del printf

* fp16 test

* add half compute

* del br16 ci

* del ci

* ci approve

* del fluid include

* fix security bug

* fix security bug

* [Doctest]fix No.21, test=docs_preview

* Revert "[Doctest]fix No.21, test=docs_preview"

This reverts commit 76bcdb280e254d682be6fc6f85588f1940bb1ade.

* [Doctest]fix No.21, test=docs_preview

* fix bugs,test=docs_preview

* [Doctest]fix No.22-24,26,27, test=docs_preview

* update fix

* with pre-commit, test=docs_preview

* fix seed, test=docs_preview

* fix error, test=docs_preview

* fix seed, test=docs_preview

* fix seed, test=docs_preview

* [Doctest]fix No.48&49, test=docs_preview

* remove end of lines

* fix_codestyle

* Update autoparallel DistributedDataLoader

* add places for engine.dataloder()

* add ir core

* add test

* modify name

* merge

* add test for __eq__

* shield  test for __eq__

* --amend

* Update new_ir_compiler.cc

* move prune_gate_by_capacity to phi

* fix

* fix registe info

* remove useless codes

* done replaced in d2s models, except lac/transformer/sentiment

* replace cinn_test

* fix d2s transfomer model

* fix cinn model ut

* new ir support print op

* fix gpu bug

* fix bug

* update

* remove layout to string

* remove usless header

* polish code

* fix bug

* posolis code

* skip inplace check for new ir

* program id combine inner scope pointer

修复Paddle With CINN 执行 python单测下op_mapper 时报gflags符号undefined问题。

* del python varbase

* use string as key for comm_context_manager

* remove device_id from comm_context

* add ir output check in OpTest

* add ir grad check in op test

* fix legacy name converter bug

* add more unittest

* fix

* fix warprnn op bug

* add whit list

* polish code

* polish code

* fix unique and close op bug

* fix bug

* update

* fix new ir unique is close bug

* remove useless code

* use new stringattr api

---------
Co-authored-by: Nkangguangli <kangguangli@hotmail.com>
Co-authored-by: Nzhangbo9674 <zhangbo54@baidu.com>

* test close old dygraph trace

[CodeStyle] replace `assert np.allclose` with `np.testing.assert_allclose` and `assert np.array_equal` with `np.testing.assert_array_equal` (#55385)

* update TestAPI arguments to enable param_attr and bias_attr in test_layer_norm_op

* add bf16 condition in test_layer_norm_op

* add fast_math condition

* support construct network using ir in Python

* fix py3 bugs

* change source return type to OpResult

* fix bug: feed_with_place should consider variable existence

* fix

* fix build scope

* change method to set feed var name

* fix