@@ -43,13 +43,13 @@ def fusion_lstm(
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act_cell , act_cand )
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- class TestLstmOp (OpTest ):
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- def set_argument (self ):
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+ class TestFusionLSTMOp (OpTest ):
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+ def set_conf (self ):
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pass
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def setUp (self ):
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self .op_type = 'fusion_lstm'
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- self .lod = [[2 , 3 , 2 ]]
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+ self .lod = [[2 , 3 , 5 , 4 ]]
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self .M = 8
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self .D = 16
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self .has_initial_state = False
@@ -58,33 +58,33 @@ def setUp(self):
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self .act_cell = 'tanh'
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self .act_cand = 'tanh'
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self .use_peepholes = False
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- self .set_argument ()
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+ self .set_conf ()
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T = sum (self .lod [0 ])
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bs = len (self .lod [0 ])
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- x = np .random .normal (size = (T , self .M )).astype ('float64 ' )
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+ x = np .random .normal (size = (T , self .M )).astype ('float32 ' )
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if self .has_initial_state :
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- h0 = np .random .normal (size = (bs , self .D )).astype ('float64 ' )
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- c0 = np .random .normal (size = (bs , self .D )).astype ('float64 ' )
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+ h0 = np .random .normal (size = (bs , self .D )).astype ('float32 ' )
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+ c0 = np .random .normal (size = (bs , self .D )).astype ('float32 ' )
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else :
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- h0 = np .zeros ((bs , self .D )).astype ('float64 ' )
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- c0 = np .zeros ((bs , self .D )).astype ('float64 ' )
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+ h0 = np .zeros ((bs , self .D )).astype ('float32 ' )
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+ c0 = np .zeros ((bs , self .D )).astype ('float32 ' )
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- wh = np .random .normal (size = (self .D , 4 * self .D )).astype ('float64 ' )
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+ wh = np .random .normal (size = (self .D , 4 * self .D )).astype ('float32 ' )
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if self .use_peepholes :
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- b = np .random .normal (size = (1 , 7 * self .D )).astype ('float64 ' )
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+ b = np .random .normal (size = (1 , 7 * self .D )).astype ('float32 ' )
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else :
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- b = np .random .normal (size = (1 , 4 * self .D )).astype ('float64 ' )
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+ b = np .random .normal (size = (1 , 4 * self .D )).astype ('float32 ' )
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w_b = np .copy (b [:, 0 :4 * self .D ])
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w_c = b [:, 4 * self .D :] if self .use_peepholes else None
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# this is the weight of fc
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- wx = np .random .normal (size = (self .M , 4 * self .D )).astype ('float64 ' )
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+ wx = np .random .normal (size = (self .M , 4 * self .D )).astype ('float32 ' )
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# this is the bias of fc
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# and it should be manually added into the bias of this fusion LSTM
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- bx = np .random .normal (size = (1 , 4 * self .D )).astype ('float64 ' )
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+ bx = np .random .normal (size = (1 , 4 * self .D )).astype ('float32 ' )
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b [0 , 0 :4 * self .D ] += bx [0 , :]
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h , c = fusion_lstm (x , self .lod , wx , bx , h0 , c0 , wh , w_b , w_c ,
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self .is_reverse , ACTIVATION [self .act_gate ],
@@ -114,35 +114,44 @@ def setUp(self):
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}
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def test_check_output (self ):
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- self .check_output (atol = 1e-8 )
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+ self .check_output ()
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- class TestLstmOpInitReverse ( TestLstmOp ):
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- def set_argument (self ):
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+ class TestFusionLSTMOpInit ( TestFusionLSTMOp ):
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+ def set_conf (self ):
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self .has_initial_state = True
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- self .is_reverse = True
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- class TestLstmOpMD1 (TestLstmOp ):
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- def set_argument (self ):
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+ # class TestFusionLSTMOpReverse(TestFusionLSTMOp):
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+ # def set_conf(self):
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+ # self.is_reverse = True
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+
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+ # class TestFusionLSTMOpInitReverse(TestFusionLSTMOp):
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+ # def set_conf(self):
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+ # self.has_initial_state = True
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+ # self.is_reverse = True
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+
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+
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+ class TestFusionLSTMOpMD1 (TestFusionLSTMOp ):
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+ def set_conf (self ):
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self .M = 36
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self .D = 8
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- class TestLstmOpMD2 ( TestLstmOp ):
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- def set_argument (self ):
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+ class TestFusionLSTMOpMD2 ( TestFusionLSTMOp ):
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+ def set_conf (self ):
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self .M = 8
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self .D = 8
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- class TestLstmOpMD3 ( TestLstmOp ):
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- def set_argument (self ):
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+ class TestFusionLSTMOpMD3 ( TestFusionLSTMOp ):
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+ def set_conf (self ):
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self .M = 15
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self .D = 3
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- class TestLstmOpBS1 ( TestLstmOp ):
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- def set_argument (self ):
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+ class TestFusionLSTMOpBS1 ( TestFusionLSTMOp ):
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+ def set_conf (self ):
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self .lod = [[3 ]]
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self .D = 16
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