# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import copy import unittest import collective.test_communication_api_base as test_base class TestSemiAutoParallelBasic(test_base.CommunicationTestDistBase): def setUp(self): super().setUp( num_of_devices=2, timeout=120, ) self._default_envs = {"dtype": "float32", "seed": "2023"} self._changeable_envs = {"backend": ["cpu", "gpu"]} def test_matmul_api(self): default_envs = copy.deepcopy(self._default_envs) default_envs["NVIDIA_TF32_OVERRIDE"] = "0" envs_list = test_base.gen_product_envs_list( default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_matmul.py", user_defined_envs=envs, ) def test_elementwise_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_elementwise.py", user_defined_envs=envs, ) def test_concat_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_concat.py", user_defined_envs=envs, ) def test_conv2d_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_conv2d.py", user_defined_envs=envs, ) def test_layernorm_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_layernorm.py", user_defined_envs=envs, ) def test_reduction_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_reduction.py", user_defined_envs=envs, ) def test_bitwise_api(self): envs_list = test_base.gen_product_envs_list( {"dtype": "int32", "seed": "2023"}, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_bitwise.py", user_defined_envs=envs, ) def test_several_replicated_spmd_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_replicated_spmd.py", user_defined_envs=envs, ) def test_add_n_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_add_n.py", user_defined_envs=envs, ) def test_cast_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_cast.py", user_defined_envs=envs, ) def test_custom_relu_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_custom_relu.py", user_defined_envs=envs, ) def test_flash_attention_api(self): envs_list = test_base.gen_product_envs_list( {"dtype": "float16", "seed": "2023"}, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_flash_attention.py", user_defined_envs=envs, ) def test_embedding_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_embedding.py", user_defined_envs=envs, ) def test_triu_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_triu.py", user_defined_envs=envs, ) def test_transpose_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_transpose.py", user_defined_envs=envs, ) def test_fuse_rope_api(self): # NOTE(zhonghui): fuse rope only supports gpu kernel changeable_envs = {"backend": ["gpu"]} envs_list = test_base.gen_product_envs_list( self._default_envs, changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_fused_rope.py", user_defined_envs=envs, ) def test_unary_elementwise_like_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_unary_elementwise_like.py", user_defined_envs=envs, ) def test_reshape_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_reshape.py", user_defined_envs=envs, ) def test_item_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_item.py", user_defined_envs=envs, ) def test_squeeze_api(self): envs_list = test_base.gen_product_envs_list( self._default_envs, self._changeable_envs ) for envs in envs_list: self.run_test_case( "semi_auto_parallel_for_squeeze.py", user_defined_envs=envs, ) if __name__ == "__main__": unittest.main()