import unittest import paddle.v2.framework.core as core from paddle.v2.framework.framework import Program from paddle.v2.framework.framework import g_program class TestProgram(unittest.TestCase): def test_program(self): b = g_program.current_block() self.assertEqual(-1, b.parent_idx) self.assertEqual(0, b.idx) b = g_program.create_block() self.assertEqual(1, b.idx) self.assertEqual(0, b.parent_idx) b = g_program.create_block() self.assertEqual(2, b.idx) self.assertEqual(1, b.parent_idx) g_program.rollback() b = g_program.current_block() self.assertEqual(1, b.idx) self.assertEqual(0, b.parent_idx) b = g_program.create_block() self.assertEqual(3, b.idx) self.assertEqual(1, b.parent_idx) g_program.rollback() b = g_program.current_block() self.assertEqual(1, b.idx) self.assertEqual(0, b.parent_idx) def test_append_backward(self): prog = Program.instance() block = prog.global_block() mul_x = block.create_var( dtype="float32", shape=[5, 10], lod_level=0, name="mul.x") mul_y = block.create_var( dtype="float32", shape=[10, 8], lod_level=0, name="mul.y") mul_out = block.create_var( dtype="float32", shape=[5, 8], lod_level=0, name="mul.out") mul_op = block.append_op( type="mul", inputs={"X": [mul_x], "Y": mul_y}, outputs={"Out": [mul_out]}, attrs={"x_num_col_dims": 1}) add_y = block.create_var( dtype="float32", shape=[5, 8], lod_level=0, name="add.y") add_out = block.create_var( dtype="float32", shape=[5, 8], lod_level=0, name="add.out") add_op = block.append_op( type="elementwise_add", inputs={"X": mul_out, "Y": add_y}, outputs={"Out": add_out}, attrs={"x_num_col_dims": 1}) param_to_grad = prog.append_backward(add_out, set()) def grad_name(name): return name + "@GRAD" for var_name in ("mul.x", "mul.y", "mul.out", "add.y", "add.out"): self.assertEqual(param_to_grad[var_name][0], grad_name(var_name)) self.assertEqual(param_to_grad[var_name][1], 0) expect_ops = [ "mul", "elementwise_add", "fill_constant", "elementwise_add_grad", "mul_grad" ] actual_ops = [] for op in block.ops: actual_ops.append(op.type) self.assertEqual(actual_ops, expect_ops) if __name__ == '__main__': unittest.main()