!1188 fine tuning mindspore_test_framework

Merge pull request !1188 from panyifeng/fine_tuning_mindspore_test_framework

tests/mindspore_test_framework/apps/test_reid_gradient_compare_with_pytorch.py

@@ -22,7 +22,7 @@ from mindspore.ops import operations as P
 
 from ..mindspore_test import mindspore_test
 from ..pipeline.gradient.compare_gradient import pipeline_for_compare_inputs_grad_with_npy_for_case_by_case_config
-# from ...vm_impl import *
+from ...vm_impl import *
 
 verification_set = [
     ('MatMul', {

tests/mindspore_test_framework/components/executor/check_exceptions.py

@@ -32,11 +32,11 @@ class CheckExceptionsEC(IExectorComponent):
             'error_keywords': ['TensorAdd', 'shape']
         }
     """
-    def run_function(self, function, inputs, verification_set):
-        f = function[keyword.block]
-        args = inputs[keyword.desc_inputs]
-        e = function.get(keyword.exception, Exception)
-        error_kws = function.get(keyword.error_keywords, None)
+    def __call__(self):
+        f = self.function[keyword.block]
+        args = self.inputs[keyword.desc_inputs]
+        e = self.function.get(keyword.exception, Exception)
+        error_kws = self.function.get(keyword.error_keywords, None)
         try:
             with pytest.raises(e) as exec_info:
                 f(*args)

tests/mindspore_test_framework/components/executor/check_gradient_for_scalar_func.py

@@ -26,8 +26,8 @@ class CheckGradientForScalarFunctionEC(IExectorComponent):
     Examples:
         'block': scalar_function
     """
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         f, args, delta, max_error, input_selector, output_selector, sampling_times, _ = \
-            get_grad_checking_options(function, inputs)
+            get_grad_checking_options(self.function, self.inputs)
         check_gradient(f, *args, delta=delta, max_error=max_error, grad_checker_class=ScalarGradChecker,
                        input_selector=input_selector, output_selector=output_selector, sampling_times=sampling_times)

tests/mindspore_test_framework/components/executor/check_gradient_wrt_inputs.py

@@ -35,9 +35,9 @@ class CheckGradientWrtInputsEC(IExectorComponent):
                                           key_act=None,
                                           initializer_range=0.02)
     """
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         f, args, delta, max_error, input_selector, output_selector, \
-        sampling_times, reduce_output = get_grad_checking_options(function, inputs)
+        sampling_times, reduce_output = get_grad_checking_options(self.function, self.inputs)
         check_gradient(f, *args, delta=delta, max_error=max_error, grad_checker_class=OperationGradChecker,
                        input_selector=input_selector, output_selector=output_selector, sampling_times=sampling_times,
                        reduce_output=reduce_output)

tests/mindspore_test_framework/components/executor/check_gradient_wrt_params.py

@@ -35,9 +35,9 @@ class CheckGradientWrtParamsEC(IExectorComponent):
                                           key_act=None,
                                           initializer_range=0.02)
     """
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         f, args, delta, max_error, input_selector, output_selector, \
-        sampling_times, reduce_output = get_grad_checking_options(function, inputs)
+        sampling_times, reduce_output = get_grad_checking_options(self.function, self.inputs)
         check_gradient(f, *args, delta=delta, max_error=max_error, grad_checker_class=NNGradChecker,
                        input_selector=input_selector, output_selector=output_selector, sampling_times=sampling_times,
                        reduce_output=reduce_output)

tests/mindspore_test_framework/components/executor/check_jacobian_for_scalar_func.py

@@ -26,8 +26,8 @@ class CheckJacobianForScalarFunctionEC(IExectorComponent):
     Examples:
         'block': scalar_function
     """
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         f, args, delta, max_error, input_selector, output_selector, _, _ = \
-            get_grad_checking_options(function, inputs)
+            get_grad_checking_options(self.function, self.inputs)
         check_jacobian(f, *args, delta=delta, max_error=max_error, grad_checker_class=ScalarGradChecker,
                        input_selector=input_selector, output_selector=output_selector)

tests/mindspore_test_framework/components/executor/check_jacobian_wrt_inputs.py

@@ -35,8 +35,8 @@ class CheckJacobianWrtInputsEC(IExectorComponent):
                                           key_act=None,
                                           initializer_range=0.02)
     """
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         f, args, delta, max_error, input_selector, output_selector, _, _ = \
-            get_grad_checking_options(function, inputs)
+            get_grad_checking_options(self.function, self.inputs)
         check_jacobian(f, *args, delta=delta, max_error=max_error, grad_checker_class=OperationGradChecker,
                        input_selector=input_selector, output_selector=output_selector)

tests/mindspore_test_framework/components/executor/check_jacobian_wrt_params.py

@@ -35,8 +35,8 @@ class CheckJacobianWrtParamsEC(IExectorComponent):
                                           key_act=None,
                                           initializer_range=0.02)
     """
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         f, args, delta, max_error, input_selector, output_selector, _, _ = \
-            get_grad_checking_options(function, inputs)
+            get_grad_checking_options(self.function, self.inputs)
         check_jacobian(f, *args, delta=delta, max_error=max_error, grad_checker_class=NNGradChecker,
                        input_selector=input_selector, output_selector=output_selector)

tests/mindspore_test_framework/components/executor/exec_and_verify_model_loss.py

@@ -32,13 +32,13 @@ class LossVerifierEC(IExectorComponent):
             'loss_upper_bound': 0.03,
         }
     """
-    def run_function(self, function, inputs, verification_set):
-        model = function[keyword.block][keyword.model]
-        loss = function[keyword.block][keyword.loss]
-        opt = function[keyword.block][keyword.opt]
-        num_epochs = function[keyword.block][keyword.num_epochs]
-        loss_upper_bound = function[keyword.block][keyword.loss_upper_bound]
-        train_dataset = inputs[keyword.desc_inputs]
+    def __call__(self):
+        model = self.function[keyword.block][keyword.model]
+        loss = self.function[keyword.block][keyword.loss]
+        opt = self.function[keyword.block][keyword.opt]
+        num_epochs = self.function[keyword.block][keyword.num_epochs]
+        loss_upper_bound = self.function[keyword.block][keyword.loss_upper_bound]
+        train_dataset = self.inputs[keyword.desc_inputs]
         model = Model(model, loss, opt)
         loss = model.train(num_epochs, train_dataset)
         assert loss.asnumpy().mean() <= loss_upper_bound

tests/mindspore_test_framework/components/executor/exec_forward.py

@@ -22,12 +22,12 @@ class IdentityEC(IExectorComponent):
     """
     Execute function/inputs.
     """
-    def run_function(self, function, inputs, verification_set):
-        result_id = function[keyword.id] + '-' + inputs[keyword.id]
-        group = function[keyword.group] + '-' + inputs[keyword.group]
+    def __call__(self):
+        result_id = self.function[keyword.id] + '-' + self.inputs[keyword.id]
+        group = self.function[keyword.group] + '-' + self.inputs[keyword.group]
         return {
             keyword.id: result_id,
             keyword.group: group,
-            keyword.desc_inputs: inputs[keyword.desc_inputs],
-            keyword.result: function[keyword.block](*inputs[keyword.desc_inputs])
+            keyword.desc_inputs: self.inputs[keyword.desc_inputs],
+            keyword.result: self.function[keyword.block](*self.inputs[keyword.desc_inputs])
         }

tests/mindspore_test_framework/components/executor/exec_gradient.py

@@ -22,15 +22,15 @@ class IdentityBackwardEC(IExectorComponent):
     """
     Execute function/inputs, with all bprops attached, the bprop function created by BC should handle these bprops.
     """
-    def run_function(self, function, inputs, verification_set):
-        result_id = function[keyword.id] + '-' + inputs[keyword.id]
-        group = function[keyword.group] + '-' + inputs[keyword.group]
+    def __call__(self):
+        result_id = self.function[keyword.id] + '-' + self.inputs[keyword.id]
+        group = self.function[keyword.group] + '-' + self.inputs[keyword.group]
         i = []
-        i.extend(inputs[keyword.desc_inputs])
-        i.extend(inputs[keyword.desc_bprop])
+        i.extend(self.inputs[keyword.desc_inputs])
+        i.extend(self.inputs[keyword.desc_bprop])
         return {
             keyword.id: result_id,
             keyword.group: group,
             keyword.desc_inputs: i,
-            keyword.result: function[keyword.block](*i)
+            keyword.result: self.function[keyword.block](*i)
         }

tests/mindspore_test_framework/components/expect_result_policy/cartesian_product_on_group_for_expect_result.py

@@ -22,6 +22,6 @@ class GroupCartesianProductERPC(IERPolicyComponent):
     """
     Combine expect/result by do cartesian product on group.
     """
-    def combine(self, expect, result, verification_set):
-        ret = [(s1, s2) for s1 in expect for s2 in result if s1[keyword.group] == s2[keyword.group]]
+    def __call__(self):
+        ret = [(s1, s2) for s1 in self.expect for s2 in self.result if s1[keyword.group] == s2[keyword.group]]
         return ret

tests/mindspore_test_framework/components/expect_result_policy/cartesian_product_on_id_for_expect_result.py

@@ -22,6 +22,6 @@ class IdCartesianProductERPC(IERPolicyComponent):
     """
     Combine expect/result by do cartesian product on id.
     """
-    def combine(self, expect, result, verification_set):
-        ret = [(s1, s2) for s1 in expect for s2 in result if s1[keyword.id] == s2[keyword.id]]
+    def __call__(self):
+        ret = [(s1, s2) for s1 in self.expect for s2 in self.result if s1[keyword.id] == s2[keyword.id]]
         return ret

tests/mindspore_test_framework/components/facade/me_facade.py

@@ -47,9 +47,9 @@ class MeFacadeFC(IFacadeComponent):
         }
     })
     """
-    def adapt(self, verification_set):
+    def __call__(self):
         ret = get_block_config()
-        for config in verification_set:
+        for config in self.verification_set:
             tid = config[0]
             group = 'default'
             m = config[1]

tests/mindspore_test_framework/components/function/compile_block.py

@@ -42,5 +42,5 @@ class CompileBlockBC(IBuilderComponent):
                                dtype=mstype.float32,
                                compute_type=mstype.float32)
     """
-    def build_sut(self, verification_set):
-        return create_funcs(verification_set, gen_net, compile_block)
+    def __call__(self):
+        return create_funcs(self.verification_set, gen_net, compile_block)

tests/mindspore_test_framework/components/function/compile_gradient_wrt_inputs.py

@@ -43,6 +43,6 @@ class CompileBackwardBlockWrtInputsBC(IBuilderComponent):
                                dtype=mstype.float32,
                                compute_type=mstype.float32)
     """
-    def build_sut(self, verification_set):
+    def __call__(self):
         grad_op = GradOperation('grad', get_all=True, sens_param=True)
-        return create_funcs(verification_set, gen_grad_net, compile_block, grad_op)
+        return create_funcs(self.verification_set, gen_grad_net, compile_block, grad_op)

tests/mindspore_test_framework/components/function/compile_gradient_wrt_params.py

@@ -43,6 +43,6 @@ class CompileBackwardBlockWrtParamsBC(IBuilderComponent):
                                dtype=mstype.float32,
                                compute_type=mstype.float32)
     """
-    def build_sut(self, verification_set):
+    def __call__(self, verification_set):
         grad_op = GradOperation('grad', get_by_list=True, sens_param=True)
-        return create_funcs(verification_set, gen_grad_net, compile_block, grad_op)
+        return create_funcs(self.verification_set, gen_grad_net, compile_block, grad_op)

tests/mindspore_test_framework/components/function/get_function_from_config.py

@@ -25,5 +25,5 @@ class IdentityBC(IBuilderComponent):
     Examples:
         'function': Add
     """
-    def build_sut(self, verification_set):
-        return verification_set[keyword.function]
+    def __call__(self):
+        return self.verification_set[keyword.function]

tests/mindspore_test_framework/components/function/init_params_with_rand_and_run_block.py

@@ -42,5 +42,5 @@ class RunBlockWithRandParamBC(IBuilderComponent):
                                dtype=mstype.float32,
                                compute_type=mstype.float32)
     """
-    def build_sut(self, verification_set):
-        return create_funcs(verification_set, gen_net, run_block, default_rand_func=get_uniform_with_shape)
+    def __call__(self):
+        return create_funcs(self.verification_set, gen_net, run_block, default_rand_func=get_uniform_with_shape)

tests/mindspore_test_framework/components/function/init_params_with_rand_and_run_gradient_wrt_inputs.py

@@ -20,6 +20,6 @@ from ...components.icomponent import IBuilderComponent
 from ...utils.block_util import run_block, gen_grad_net, create_funcs, get_uniform_with_shape
 
 class RunBackwardBlockWrtInputsWithRandParamBC(IBuilderComponent):
-    def build_sut(self, verification_set):
+    def __call__(self):
         grad_op = GradOperation('grad', get_all=True, sens_param=True)
-        return create_funcs(verification_set, gen_grad_net, run_block, grad_op, get_uniform_with_shape)
+        return create_funcs(self.verification_set, gen_grad_net, run_block, grad_op, get_uniform_with_shape)

tests/mindspore_test_framework/components/function/init_params_with_rand_and_run_gradient_wrt_params.py

@@ -20,6 +20,6 @@ from ...components.icomponent import IBuilderComponent
 from ...utils.block_util import run_block, gen_grad_net, create_funcs, get_uniform_with_shape
 
 class RunBackwardBlockWrtParamsWithRandParamBC(IBuilderComponent):
-    def build_sut(self, verification_set):
+    def __call__(self):
         grad_op = GradOperation('grad', get_by_list=True, sens_param=True)
-        return create_funcs(verification_set, gen_grad_net, run_block, grad_op, get_uniform_with_shape)
+        return create_funcs(self.verification_set, gen_grad_net, run_block, grad_op, get_uniform_with_shape)

tests/mindspore_test_framework/components/function/run_block.py

@@ -42,5 +42,5 @@ class RunBlockBC(IBuilderComponent):
                                dtype=mstype.float32,
                                compute_type=mstype.float32)
     """
-    def build_sut(self, verification_set):
-        return create_funcs(verification_set, gen_net, run_block)
+    def __call__(self):
+        return create_funcs(self.verification_set, gen_net, run_block)

tests/mindspore_test_framework/components/function/run_gradient_wrt_inputs.py

@@ -20,6 +20,6 @@ from ...components.icomponent import IBuilderComponent
 from ...utils.block_util import run_block, gen_grad_net, create_funcs
 
 class RunBackwardBlockWrtInputsBC(IBuilderComponent):
-    def build_sut(self, verification_set):
+    def __call__(self):
         grad_op = GradOperation('grad', get_all=True, sens_param=True)
-        return create_funcs(verification_set, gen_grad_net, run_block, grad_op)
+        return create_funcs(self.verification_set, gen_grad_net, run_block, grad_op)

tests/mindspore_test_framework/components/function/run_gradient_wrt_params.py

@@ -20,6 +20,6 @@ from ...components.icomponent import IBuilderComponent
 from ...utils.block_util import run_block, gen_grad_net, create_funcs
 
 class RunBackwardBlockWrtParamsBC(IBuilderComponent):
-    def build_sut(self, verification_set):
+    def __call__(self):
         grad_op = GradOperation('grad', get_by_list=True, sens_param=True)
-        return create_funcs(verification_set, gen_grad_net, run_block, grad_op)
+        return create_funcs(self.verification_set, gen_grad_net, run_block, grad_op)

tests/mindspore_test_framework/components/function_inputs_policy/cartesian_product_on_group_for_function_inputs.py

@@ -23,7 +23,6 @@ class GroupCartesianProductFIPC(IFIPolicyComponent):
     """
     Combine function/inputs by do cartesian product on group.
     """
-    def combine(self, function, inputs, verification_set):
-        # pylint: disable=unused-argument
-        ret = [(s1, s2) for s1 in function for s2 in inputs if s1[keyword.group] == s2[keyword.group]]
+    def __call__(self):
+        ret = [(s1, s2) for s1 in self.function for s2 in self.inputs if s1[keyword.group] == s2[keyword.group]]
         return ret

tests/mindspore_test_framework/components/function_inputs_policy/cartesian_product_on_id_for_function_inputs.py

@@ -22,7 +22,6 @@ class IdCartesianProductFIPC(IFIPolicyComponent):
     """
     Combine function/inputs by do cartesian product on id.
     """
-    def combine(self, function, inputs, verification_set):
-        # pylint: disable=unused-argument
-        ret = [(s1, s2) for s1 in function for s2 in inputs if s1[keyword.id] == s2[keyword.id]]
+    def __call__(self):
+        ret = [(s1, s2) for s1 in self.function for s2 in self.inputs if s1[keyword.id] == s2[keyword.id]]
         return ret

tests/mindspore_test_framework/components/icomponent.py

@@ -20,28 +20,19 @@ class IComponent:
     def __init__(self, verification_set):
         self.verification_set = verification_set
 
-    def run(self):
+    def __call__(self):
         raise NotImplementedError
 
-    def get_result(self):
-        return self.result
-
 
 class IDataComponent(IComponent):
     """Create inputs for verification_set."""
-    def run(self):
-        self.result = self.create_inputs(self.verification_set)
-
-    def create_inputs(self, verification_set):
+    def __call__(self):
         raise NotImplementedError
 
 
 class IBuilderComponent(IComponent):
     """Build system under test."""
-    def run(self):
-        self.result = self.build_sut(self.verification_set)
-
-    def build_sut(self, verification_set):
+    def __call__(self):
         raise NotImplementedError
 
 
@@ -52,10 +43,7 @@ class IExectorComponent(IComponent):
         self.function = function
         self.inputs = inputs
 
-    def run(self):
-        self.result = self.run_function(self.function, self.inputs, self.verification_set)
-
-    def run_function(self, function, inputs, verification_set):
+    def __call__(self):
         raise NotImplementedError
 
 
@@ -66,10 +54,7 @@ class IVerifierComponent(IComponent):
         self.expect = expect
         self.func_result = result
 
-    def run(self):
-        self.result = self.verify(self.expect, self.func_result, self.verification_set)
-
-    def verify(self, expect, func_result, verification_set):
+    def __call__(self):
         raise NotImplementedError
 
 
@@ -80,10 +65,7 @@ class IFIPolicyComponent(IComponent):
         self.function = function
         self.inputs = inputs
 
-    def run(self):
-        self.result = self.combine(self.function, self.inputs, self.verification_set)
-
-    def combine(self, function, inputs, verification_set):
+    def __call__(self):
         raise NotImplementedError
 
 
@@ -94,17 +76,11 @@ class IERPolicyComponent(IComponent):
         self.expect = expect
         self.result = result
 
-    def run(self):
-        self.result = self.combine(self.expect, self.result, self.verification_set)
-
-    def combine(self, expect, result, verification_set):
+    def __call__(self):
         raise NotImplementedError
 
 
 class IFacadeComponent(IComponent):
     """Adapt verification_set."""
-    def run(self):
-        self.result = self.adapt(self.verification_set)
-
-    def adapt(self, verification_set):
+    def __call__(self):
         raise NotImplementedError

tests/mindspore_test_framework/components/inputs/generate_dataset_for_linear_regression.py

@@ -30,9 +30,9 @@ class GenerateDataSetForLRDC(IDataComponent):
             'batch_size': 20,
         }
     """
-    def create_inputs(self, verification_set):
+    def __call__(self):
         result = []
-        for config in verification_set[keyword.inputs]:
+        for config in self.verification_set[keyword.inputs]:
             desc_inputs = config[keyword.desc_inputs]
             config[keyword.desc_inputs] = generate_dataset_for_linear_regression(desc_inputs[keyword.true_params][0],
                                                                                  desc_inputs[keyword.true_params][1],

tests/mindspore_test_framework/components/inputs/generate_inputs_from_shape.py

@@ -41,9 +41,9 @@ class GenerateFromShapeDC(IDataComponent):
             ([1, 16, 128, 64], np.float32, 6), # (inputs, dtype, scale)
         ]
     """
-    def create_inputs(self, verification_set):
+    def __call__(self):
         result = []
-        for config in verification_set[keyword.inputs]:
+        for config in self.verification_set[keyword.inputs]:
             desc_inputs = config[keyword.desc_inputs]
             add_fake_input = config.get(keyword.add_fake_input, False)
             fake_input_type = config.get(keyword.fake_input_type, np.float32)

tests/mindspore_test_framework/components/inputs/get_inputs_from_config.py

@@ -26,5 +26,5 @@ class IdentityDC(IDataComponent):
             np.array([[2, 2], [2, 2]]).astype(np.float32)
         ]
     """
-    def create_inputs(self, verification_set):
-        return verification_set['inputs']
+    def __call__(self):
+        return self.verification_set['inputs']

tests/mindspore_test_framework/components/inputs/load_inputs_from_npy.py

@@ -43,9 +43,9 @@ class LoadFromNpyDC(IDataComponent):
             ([2, 2], np.float32, 6)
         ]
     """
-    def create_inputs(self, verification_set):
+    def __call__(self):
         result = []
-        for config in verification_set[keyword.inputs]:
+        for config in self.verification_set[keyword.inputs]:
             config[keyword.desc_inputs] = load_data_from_npy_or_shape(config[keyword.desc_inputs])
             config[keyword.desc_bprop] = load_data_from_npy_or_shape(config.get(keyword.desc_bprop, []))
             result.append(config)

tests/mindspore_test_framework/components/verifier/compare_forward.py

@@ -41,5 +41,5 @@ class CompareWithVC(IVerifierComponent):
         'max_error': 1e-3
     }
     """
-    def verify(self, expect, func_result, verification_set):
-        compare(expect, func_result, baseline=keyword.compare_with)
+    def __call__(self):
+        compare(self.expect, self.func_result, baseline=keyword.compare_with)

tests/mindspore_test_framework/components/verifier/compare_gradient.py

@@ -35,5 +35,5 @@ class CompareGradientWithVC(IVerifierComponent):
         'max_error': 1e-3
     }
     """
-    def verify(self, expect, func_result, verification_set):
-        compare(expect, func_result, baseline=keyword.compare_gradient_with)
+    def __call__(self):
+        compare(self.expect, self.func_result, baseline=keyword.compare_gradient_with)

tests/mindspore_test_framework/components/verifier/verify_expect_from_npy.py

@@ -37,10 +37,10 @@ class LoadFromNpyVC(IVerifierComponent):
             ([2, 2], np.float32, 6, 1e-3) # (shape, dtype, scale, max_error)
         ]
     """
-    def verify(self, expect, func_result, verification_set):
-        dpaths = expect.get(keyword.desc_expect)
+    def __call__(self):
+        dpaths = self.expect.get(keyword.desc_expect)
         expects = load_data_from_npy_or_shape(dpaths, False)
-        results = func_result[keyword.result]
+        results = self.func_result[keyword.result]
         if results:
             results = to_numpy_list(results)
             for i, e in enumerate(expects):

tests/mindspore_test_framework/components/verifier/verify_shapetype.py

@@ -33,9 +33,9 @@ class ShapeTypeVC(IVerifierComponent):
             ]
         }
     """
-    def verify(self, expect, func_result, verification_set):
-        results = to_numpy_list(func_result[keyword.result])
-        expects = expect[keyword.desc_expect][keyword.shape_type]
+    def __call__(self):
+        results = to_numpy_list(self.func_result[keyword.result])
+        expects = self.expect[keyword.desc_expect][keyword.shape_type]
         for i, e in enumerate(expects):
             if results[i].shape != e[keyword.shape] or results[i].dtype != e[keyword.type]:
-                raise TypeError(f'Error: expect {expect}, but got {func_result}')
+                raise TypeError(f'Error: expect {self.expect}, but got {self.func_result}')

tests/mindspore_test_framework/mindspore_test.py

@@ -61,14 +61,13 @@ def mindspore_test(verification_pipeline):
 
         for component in facade_components:
             fc = component(verification_set)
-            fc.run()
-            verification_set = fc.get_result()
+            verification_set = fc()
 
         inputs = []
         for component in data_components:
             dc = component(verification_set)
-            dc.run()
-            inputs.extend(dc.get_result())
+            item = dc()
+            inputs.extend(item)
 
         if not inputs:
             logging.warning("Inputs set is empty.")
@@ -76,8 +75,8 @@ def mindspore_test(verification_pipeline):
         functions = []
         for component in builder_components:
             bc = component(verification_set)
-            bc.run()
-            functions.extend(bc.get_result())
+            f = bc()
+            functions.extend(f)
 
         if not functions:
             logging.warning("Function set is empty.")
@@ -85,8 +84,8 @@ def mindspore_test(verification_pipeline):
         fis = []
         for component in fi_policy_components:
             fipc = component(verification_set, functions, inputs)
-            fipc.run()
-            fis.extend(fipc.get_result())
+            result = fipc()
+            fis.extend(result)
 
         if not fis:
             logging.warning("Function inputs pair set is empty.")
@@ -97,8 +96,8 @@ def mindspore_test(verification_pipeline):
             results = []
             for component in executor_components:
                 ec = component(verification_set, sut, inputs)
-                ec.run()
-                results.append(ec.get_result())
+                result = ec()
+                results.append(result)
 
             if not results:
                 logging.warning("Result set is empty.")
@@ -106,8 +105,8 @@ def mindspore_test(verification_pipeline):
             expect_actuals = []
             for component in er_policy_components:
                 erpc = component(verification_set, verification_set['expect'], results)
-                erpc.run()
-                expect_actuals.extend(erpc.get_result())
+                result = erpc()
+                expect_actuals.extend(result)
 
             if not expect_actuals:
                 logging.warning("Expect Result pair set is empty.")
@@ -115,11 +114,11 @@ def mindspore_test(verification_pipeline):
             for ea in expect_actuals:
                 for component in verifier_components:
                     vc = component(verification_set, *ea)
-                    vc.run()
+                    vc()
 
         def get_tc_name(f, inputs):
-            tc_id = f[keyword.id]+'-'+inputs[keyword.id]
-            group = f[keyword.group]+'-'+inputs[keyword.group]
+            tc_id = f[keyword.id] + '-' + inputs[keyword.id]
+            group = f[keyword.group] + '-' + inputs[keyword.group]
             return 'Group_' + group + '-' + 'Id_' + tc_id
 
         if fis: