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154 changes: 154 additions & 0 deletions
154
...s/gravnet/ParallelReverseAutoDiff.GravNetExample/GlyphNetwork/Architecture/glyphnet2.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,154 @@ | ||
| { | ||
| "timeSteps": [ | ||
| { | ||
| "startOperations": [ | ||
| { | ||
| "id": "angles_square", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "Angles" ], | ||
| "gradientResultTo": [ "DAngles" ] | ||
| }, | ||
| { | ||
| "id": "vectorize_input", | ||
| "type": "VectorizeOperation", | ||
| "inputs": [ "Input", "angles_square" ] | ||
| }, | ||
| { | ||
| "id": "projection_vectors_square", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "ProjectionVectors" ], | ||
| "gradientResultTo": [ "DProjectionVectors" ] | ||
| }, | ||
| { | ||
| "id": "vector_decomposition", | ||
| "type": "ElementwiseVectorMiniDecompositionOperation", | ||
| "inputs": [ "vectorize_input", "projection_vectors_square", "ProjectionWeights" ], | ||
| "gradientResultTo": [ null, null, "DProjectionWeights" ] | ||
| }, | ||
| { | ||
| "id": "weight_vectors_square", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "WeightVectors" ], | ||
| "gradientResultTo": [ "DWeightVectors" ] | ||
| }, | ||
| { | ||
| "id": "weight_vectors_square2", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "WeightVectors2" ], | ||
| "gradientResultTo": [ "DWeightVectors2" ] | ||
| }, | ||
| { | ||
| "id": "weight_square", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "Weights" ], | ||
| "gradientResultTo": [ "DWeights" ] | ||
| }, | ||
| { | ||
| "id": "weight_square2", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "Weights2" ], | ||
| "gradientResultTo": [ "DWeights2" ] | ||
| }, | ||
| { | ||
| "id": "start_solar_system", | ||
| "type": "ElementwiseVectorConstituentMonoMultiplyOperation", | ||
| "inputs": [ "vector_decomposition", "weight_vectors_square", "weight_square" ] | ||
| }, | ||
| { | ||
| "id": "start_solar_system_2", | ||
| "type": "ElementwiseVectorConstituentMonoMultiplyOperation", | ||
| "inputs": [ "vector_decomposition", "weight_vectors_square2", "weight_square2" ] | ||
| }, | ||
| { | ||
| "id": "vector_add", | ||
| "type": "ElementwiseVectorAddOperation", | ||
| "inputs": [ "start_solar_system", "start_solar_system_2" ] | ||
| }, | ||
| { | ||
| "id": "vector_keys", | ||
| "type": "NewGpuMatrixMultiplyOperation", | ||
| "inputs": [ "vector_add", "Keys" ], | ||
| "gradientResultTo": [ null, "DKeys" ] | ||
| }, | ||
| { | ||
| "id": "vector_add_broadcasting", | ||
| "type": "MatrixAddBroadcastingOperation", | ||
| "inputs": [ "vector_keys", "KB" ], | ||
| "gradientResultTo": [ null, "DKB" ] | ||
| }, | ||
| { | ||
| "id": "vector_act", | ||
| "type": "LeakyReLUOperation", | ||
| "inputs": [ "vector_add_broadcasting" ] | ||
| }, | ||
| { | ||
| "id": "vector_queries", | ||
| "type": "NewGpuMatrixMultiplyOperation", | ||
| "inputs": [ "vector_add", "Queries" ], | ||
| "gradientResultTo": [ null, "DQueries" ] | ||
| }, | ||
| { | ||
| "id": "vector_queries_add_broadcasting", | ||
| "type": "MatrixAddBroadcastingOperation", | ||
| "inputs": [ "vector_queries", "QB" ], | ||
| "gradientResultTo": [ null, "DQB" ] | ||
| }, | ||
| { | ||
| "id": "vector_queries_act", | ||
| "type": "LeakyReLUOperation", | ||
| "inputs": [ "vector_queries_add_broadcasting" ] | ||
| }, | ||
| { | ||
| "id": "vector_softmax", | ||
| "type": "PairwiseSineSoftmaxOperation", | ||
| "inputs": [ "vector_act" ] | ||
| }, | ||
| { | ||
| "id": "vector_attention", | ||
| "type": "VectorAttentionOperation", | ||
| "inputs": [ "vector_add", "vector_softmax" ] | ||
| }, | ||
| { | ||
| "id": "vector_queries_softmax", | ||
| "type": "PairwiseSineSoftmaxOperation", | ||
| "inputs": [ "vector_queries_act" ] | ||
| }, | ||
| { | ||
| "id": "vector_queries_attention", | ||
| "type": "VectorAttentionOperation", | ||
| "inputs": [ "vector_add", "vector_queries_softmax" ] | ||
| }, | ||
| { | ||
| "id": "summation_weights_square", | ||
| "type": "ElementwiseSquareOperation", | ||
| "inputs": [ "SummationWeights" ], | ||
| "gradientResultTo": [ "DSummationWeights" ] | ||
| }, | ||
| { | ||
| "id": "glyph", | ||
| "type": "ElementwiseVectorCartesianGlyphOperation", | ||
| "inputs": [ "vector_attention", "vector_queries_attention", "summation_weights_square" ], | ||
| "setResultTo": "Glyph" | ||
| }, | ||
| { | ||
| "id": "targeted_sum_0", | ||
| "type": "ElementwiseVectorCartesianTargetedSumOperation", | ||
| "inputs": [ "glyph", "RotationTargets", "Target0" ], | ||
| "setResultTo": "TargetedSum0" | ||
| }, | ||
| { | ||
| "id": "targeted_sum_1", | ||
| "type": "ElementwiseVectorCartesianTargetedSumOperation", | ||
| "inputs": [ "glyph", "RotationTargets", "Target1" ], | ||
| "setResultTo": "TargetedSum1" | ||
| }, | ||
| { | ||
| "id": "output", | ||
| "type": "ElementwiseVectorCartesianRotationAndSumOperation", | ||
| "inputs": [ "glyph", "RotationTargets" ], | ||
| "setResultTo": "Output" | ||
| } | ||
| ] | ||
| } | ||
| ] | ||
| } |
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