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Gradient for AddN
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2 changed files with 16 additions and 0 deletions
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@ -511,6 +511,11 @@ opGrad "Add" _ [toT -> x, toT -> y] [dz] =
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sy = shape (y :: Tensor Build a)
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sy = shape (y :: Tensor Build a)
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(rx, ry) = broadcastGradientArgs sx sy
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(rx, ry) = broadcastGradientArgs sx sy
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-- Copies the gradients to all inputs
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-- Not broadcasting
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opGrad "AddN" _ inputs [dz] =
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map ((const . Just . expr) dz) inputs
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opGrad "Sub" u v w =
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opGrad "Sub" u v w =
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[Just x, Just (-y)]
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[Just x, Just (-y)]
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where
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where
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@ -711,6 +716,7 @@ numOutputs o =
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case o ^. op of
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case o ^. op of
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"Abs" -> 1
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"Abs" -> 1
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"Add" -> 1
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"Add" -> 1
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"AddN" -> 1
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"Cast" -> 1
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"Cast" -> 1
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"Const" -> 1
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"Const" -> 1
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"Conv2D" -> 1
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"Conv2D" -> 1
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@ -156,6 +156,15 @@ testDiamond = testCase "testDiamond" $ do
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(4 :: Float) @=? TF.unScalar dx
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(4 :: Float) @=? TF.unScalar dx
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testAddNGradient :: Test
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testAddNGradient = testCase "testAddNGradient" $ do
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[dx] <- TF.runSession $ do
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x <- TF.render $ TF.vector [1, 2, 0 :: Float]
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let y = TF.addN [x, x]
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TF.gradients y [x] >>= TF.run
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V.fromList [2, 2, 2 :: Float] @=? dx
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testMaxGradient :: Test
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testMaxGradient :: Test
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testMaxGradient = testCase "testMaxGradient" $ do
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testMaxGradient = testCase "testMaxGradient" $ do
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[dx] <- TF.runSession $ do
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[dx] <- TF.runSession $ do
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@ -298,6 +307,7 @@ main = defaultMain
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, testCreateGraphStateful
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, testCreateGraphStateful
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, testCreateGraphNameScopes
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, testCreateGraphNameScopes
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, testDiamond
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, testDiamond
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, testAddNGradient
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, testMaxGradient
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, testMaxGradient
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, testReluGrad
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, testReluGrad
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, testReluGradGrad
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, testReluGradGrad
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