From 5d98b6f217f8c59ae32f7dabefb69037d80f9cb2 Mon Sep 17 00:00:00 2001 From: chengduoZH Date: Mon, 21 Aug 2017 16:32:29 +0800 Subject: [PATCH 01/53] Adapting to the BatchNorm structure to support 3D data --- paddle/gserver/layers/BatchNormBaseLayer.cpp | 6 ++- paddle/gserver/layers/BatchNormBaseLayer.h | 1 + paddle/gserver/tests/test_LayerGrad.cpp | 49 ++++++++++++++++++++ paddle/parameter/Argument.cpp | 2 + paddle/parameter/Argument.h | 8 ++-- proto/ModelConfig.proto | 13 ++++++ 6 files changed, 75 insertions(+), 4 deletions(-) diff --git a/paddle/gserver/layers/BatchNormBaseLayer.cpp b/paddle/gserver/layers/BatchNormBaseLayer.cpp index 1ceaaaa206..f7a80e23e1 100644 --- a/paddle/gserver/layers/BatchNormBaseLayer.cpp +++ b/paddle/gserver/layers/BatchNormBaseLayer.cpp @@ -62,14 +62,18 @@ void BatchNormBaseLayer::calFeatureMapSize() { const ImageConfig& conf = config_.inputs(0).image_conf(); imageH_ = inputLayers_[0]->getOutput().getFrameHeight(); imageW_ = inputLayers_[0]->getOutput().getFrameWidth(); + imageD_ = inputLayers_[0]->getOutput().getFrameDepth(); + + if (0 == imageD_) imageD_ = conf.img_size_z(); if (imageH_ == 0 && imageW_ == 0) { imageH_ = conf.has_img_size_y() ? conf.img_size_y() : conf.img_size(); imageW_ = conf.img_size(); } else { getOutput().setFrameHeight(imageH_); getOutput().setFrameWidth(imageW_); + getOutput().setFrameDepth(imageD_); } - imgPixels_ = imageH_ * imageW_; + imgPixels_ = imageH_ * imageW_ * imageD_; } } // namespace paddle diff --git a/paddle/gserver/layers/BatchNormBaseLayer.h b/paddle/gserver/layers/BatchNormBaseLayer.h index 230bafc31d..e721d2d267 100644 --- a/paddle/gserver/layers/BatchNormBaseLayer.h +++ b/paddle/gserver/layers/BatchNormBaseLayer.h @@ -80,6 +80,7 @@ protected: /// Height or width of input image feature. /// Both of them are 1 if the input is fully-connected layer. + int imageD_; int imageH_; int imageW_; /// Height * Width. diff --git a/paddle/gserver/tests/test_LayerGrad.cpp b/paddle/gserver/tests/test_LayerGrad.cpp index 0f312b6ca5..6418772584 100644 --- a/paddle/gserver/tests/test_LayerGrad.cpp +++ b/paddle/gserver/tests/test_LayerGrad.cpp @@ -1594,6 +1594,55 @@ TEST(Layer, BatchNormalizationLayer) { #endif } +void testBatchNorm3DLayer(const string& type, bool trans, bool useGpu) { + TestConfig config; + const int CHANNELS = 10; + const int IMG_SIZE = 16; + const int IMG_SIZE_Y = 8; + const int IMG_SIZE_Z = 8; + size_t size = CHANNELS * IMG_SIZE * IMG_SIZE_Y * IMG_SIZE_Z; + config.layerConfig.set_type(type); + config.layerConfig.set_size(size); + config.layerConfig.set_active_type("sigmoid"); + config.biasSize = CHANNELS; + config.inputDefs.push_back({INPUT_DATA, + "layer_0", + /* dim= */ size, + /* paraSize= */ CHANNELS}); + + config.inputDefs.push_back({INPUT_DATA, "layer_1_running_mean", 1, CHANNELS}); + config.inputDefs.back().isStatic = true; + config.inputDefs.push_back({INPUT_DATA, "layer_2_running_var", 1, CHANNELS}); + config.inputDefs.back().isStatic = true; + + LayerInputConfig* input = config.layerConfig.add_inputs(); + config.layerConfig.add_inputs(); + config.layerConfig.add_inputs(); + + ImageConfig* img_conf = input->mutable_image_conf(); + img_conf->set_channels(CHANNELS); + img_conf->set_img_size(IMG_SIZE); + img_conf->set_img_size_y(IMG_SIZE_Y); + img_conf->set_img_size_z(IMG_SIZE_Z); + + testLayerGrad(config, + "batch_norm", + 64, + /* trans= */ trans, + useGpu, + /* useWeight */ true); +} + +TEST(Layer, testBatchNorm3DLayer) { + testBatchNorm3DLayer("batch_norm", false, false); +#ifndef PADDLE_ONLY_CPU + testBatchNorm3DLayer("batch_norm", false, true); + if (hl_get_cudnn_lib_version() >= int(4000)) { + testBatchNorm3DLayer("cudnn_batch_norm", false, true); + } +#endif +} + void testConvOperator(bool isDeconv) { TestConfig config; const int NUM_FILTERS = 16; diff --git a/paddle/parameter/Argument.cpp b/paddle/parameter/Argument.cpp index 0547ac93cd..77fd0c5890 100644 --- a/paddle/parameter/Argument.cpp +++ b/paddle/parameter/Argument.cpp @@ -186,6 +186,7 @@ void Argument::resizeAndCopyFrom(const Argument& src, resizeAndCopy(strs, src.strs, useGpu, stream); frameWidth = src.frameWidth; frameHeight = src.frameHeight; + frameDepth = src.frameDepth; } int32_t Argument::resizeAndCopyFrom(const Argument& src, @@ -206,6 +207,7 @@ int32_t Argument::resizeAndCopyFrom(const Argument& src, dataId = src.dataId; frameWidth = src.frameWidth; frameHeight = src.frameHeight; + frameDepth = src.frameDepth; if (!src.sequenceStartPositions) { // non-sequence input, copy samples directly diff --git a/paddle/parameter/Argument.h b/paddle/parameter/Argument.h index d8d7a4398f..ba3ad2fd4d 100644 --- a/paddle/parameter/Argument.h +++ b/paddle/parameter/Argument.h @@ -1,11 +1,8 @@ /* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve. - Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at - http://www.apache.org/licenses/LICENSE-2.0 - Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. @@ -35,6 +32,7 @@ struct Argument { strs(nullptr), frameHeight(0), frameWidth(0), + frameDepth(0), sequenceStartPositions(nullptr), subSequenceStartPositions(nullptr), cpuSequenceDims(nullptr), @@ -64,6 +62,7 @@ struct Argument { allCount = argument.allCount; frameHeight = argument.frameHeight; frameWidth = argument.frameWidth; + frameDepth = argument.frameDepth; dataId = argument.dataId; } @@ -76,6 +75,7 @@ struct Argument { // A dataBatch includes batchSize frames, one frame maybe not only vector size_t frameHeight; size_t frameWidth; + size_t frameDepth; // If NULL, each position is treated independently. // Otherwise, its size should be #NumberOfSequences + 1. @@ -136,8 +136,10 @@ struct Argument { } size_t getFrameHeight() const { return frameHeight; } size_t getFrameWidth() const { return frameWidth; } + size_t getFrameDepth() const { return frameDepth; } void setFrameHeight(size_t h) { frameHeight = h; } void setFrameWidth(size_t w) { frameWidth = w; } + void setFrameDepth(size_t d) { frameDepth = d; } int64_t getNumSequences() const { return sequenceStartPositions ? sequenceStartPositions->getSize() - 1 diff --git a/proto/ModelConfig.proto b/proto/ModelConfig.proto index 4f3d5bf3f6..ef2b076c33 100644 --- a/proto/ModelConfig.proto +++ b/proto/ModelConfig.proto @@ -82,6 +82,12 @@ message ConvConfig { // if not set, use img_size optional uint32 img_size_y = 14; + + optional uint32 filter_size_z = 15 [ default = 1 ]; + optional uint32 padding_z = 16 [ default = 1 ]; + optional uint32 stride_z = 17 [ default = 1 ]; + optional uint32 output_z = 18 [ default = 1 ]; + optional uint32 img_size_z = 19 [ default = 1 ]; } message PoolConfig { @@ -124,6 +130,12 @@ message PoolConfig { // if not set, use padding optional uint32 padding_y = 13; + + optional uint32 size_z = 14 [ default = 1 ]; + optional uint32 stride_z = 15 [ default = 1 ]; + optional uint32 output_z = 16 [ default = 1 ]; + optional uint32 img_size_z = 17 [ default = 1 ]; + optional uint32 padding_z = 18 [ default = 1 ]; } message SppConfig { @@ -256,6 +268,7 @@ message ImageConfig { // The size of input feature map. required uint32 img_size = 8; optional uint32 img_size_y = 9; + optional uint32 img_size_z = 10 [ default = 1 ]; } message PriorBoxConfig { From 46034faf97e7a135756d36391f5c4a970fed92ab Mon Sep 17 00:00:00 2001 From: Helin Wang Date: Tue, 29 Aug 2017 16:05:10 -0700 Subject: [PATCH 02/53] Design doc: operator based parameter server. --- doc/design/ops/dist_train.md | 82 +++++++++++++++++++++++++ doc/design/ops/src/dist-graph.graffle | Bin 0 -> 4915 bytes doc/design/ops/src/dist-graph.png | Bin 0 -> 133866 bytes doc/design/ops/src/local-graph.graffle | Bin 0 -> 2515 bytes doc/design/ops/src/local-graph.png | Bin 0 -> 31493 bytes 5 files changed, 82 insertions(+) create mode 100644 doc/design/ops/dist_train.md create mode 100644 doc/design/ops/src/dist-graph.graffle create mode 100644 doc/design/ops/src/dist-graph.png create mode 100644 doc/design/ops/src/local-graph.graffle create mode 100644 doc/design/ops/src/local-graph.png diff --git a/doc/design/ops/dist_train.md b/doc/design/ops/dist_train.md new file mode 100644 index 0000000000..0380826b0d --- /dev/null +++ b/doc/design/ops/dist_train.md @@ -0,0 +1,82 @@ +# Design Doc: Operation Graph Based Parameter Server + +## Abstract + +We propose an approach to implment the parameter server. In this +approach, there is no fundimental difference between the trainer and +the parameter server: they both run sub-graphs, but sub-graphs of +different purposes. + +## Background + +The previous implementations of the parameter server does not run a +sub-graph. parameter initialization, optimizer computation, network +communication and checkpointing are implemented twice on both the +trainer and the parameter server. + +It would be great if we can write code once and use them on both the +trainer and the parameter server: reduces code duplication and +improves extensibility. Given during the current refactor, we are +representing everything as a computing graph on the +trainer. Representing everything as a computing graph on the parameter +server becomes a natural extension. + +## Design + +### Graph Converter + +The *graph converter* converts user-defined operation (OP) graph into +sub-graphs to be scheduled on different nodes. + +1. The user-defined OP graph will be cut into sub-graphs of +different purposes (e.g., trainer, parameter server) to run on +different workers. + +1. OPs will be added to the subgraphs, so the subgraphs can +communicate with each other. We will need these OPs: *send*, *recv*, +*gradient accumulator*, *string accumulator*, *loop forever*. + +Below is an example of converting the user defined graph to the +sub-graphs for the trainer and the parameter server: + + + +After converting: + + + +1. The parameter variable W and it's optimizer subgraph are placed on the parameter server. +1. Operators are added to the sub-graphs. + - *send* operator sends data and sender's address to the destination. + - *recv* operator receives data and sender's address from the + destination. It will block until data has been received. + - *gradient accumulator* operator accumulates *N* pieces of + gradients. N=1 in Async-SGD, N>1 in Sync-SGD. + - *string accumulator* accumulates *N* pieces of strings into a + list of strings. N=1 in Async-SGD, N>1 in Sync-SGD. + - *loop forever* runs itself as a target forever. + +### Benefits + +- Model parallelism become easier to implement: it's an extension to + the trainer - parameter server approach. we already have the + communication OPs, but need to extend the graph converter. + +- User-defined optimizer is easier to add - user can now express it as + a subgraph. + +- No more duplication logic inside the trainer and the parameter + server in the background section. + +### Challenges + +- It might be hard for the graph converter to cut a general graph + (without any hint for which sub-graph is the optimizer). We may need + to label which sub-graph inside the OP graph is the optimizer. + +- It's important to balance the parameter shards of on multiple + parameter server. 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zs8CZvSIs}5Jg818EAxiYT~6X|fB$~n6L|@P!C%teVnu$VVq#*dsI2U*SB<5vtf*jO zW?rx`ir+zf@h*k~!N(!j*VlP@dF$)z&!0c9`*3~NY1=~78V9S-D$Q`epffN@P_w(~x zSy_Q`zv}Ahl!|yfK2D{jp&?G5=H!C_H8u=B*HS%B`xVJe!QS3JUips@Z%S$^9D(q^ z+1!WQkwHvxl9<`DC!5lD_wWi+&y)X67&q}P*_8ffsJv^QQ_D}>(^%iy+WP+e`{w56 zuV26B=3I3=Q&-kz0~7a7dxVR6Y6#pA57ODSd%U)H?-5C|hTa#0g|lBskbN#Pd)%A= zr@t6=A=cK1|A8R+noA*w_e9HN5O6IrSuyzHkpgb`5z`Gn+t)0!l3#laLHxhJ{(tby vd}Q4_JiOrGQ2Ht3Dw=$?NEfJtmTn>KdmR3r Date: Tue, 29 Aug 2017 16:07:26 -0700 Subject: [PATCH 03/53] change image size --- doc/design/ops/dist_train.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/doc/design/ops/dist_train.md b/doc/design/ops/dist_train.md index 0380826b0d..0bc350d8c0 100644 --- a/doc/design/ops/dist_train.md +++ b/doc/design/ops/dist_train.md @@ -39,11 +39,11 @@ communicate with each other. We will need these OPs: *send*, *recv*, Below is an example of converting the user defined graph to the sub-graphs for the trainer and the parameter server: - + After converting: - + 1. The parameter variable W and it's optimizer subgraph are placed on the parameter server. 1. Operators are added to the sub-graphs. From 75856ec3370358b0c182e03095032a01c8202fa7 Mon Sep 17 00:00:00 2001 From: Helin Wang Date: Tue, 29 Aug 2017 16:17:49 -0700 Subject: [PATCH 04/53] fix typo --- doc/design/ops/dist_train.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/doc/design/ops/dist_train.md b/doc/design/ops/dist_train.md index 0bc350d8c0..8e92c87a59 100644 --- a/doc/design/ops/dist_train.md +++ b/doc/design/ops/dist_train.md @@ -2,8 +2,8 @@ ## Abstract -We propose an approach to implment the parameter server. In this -approach, there is no fundimental difference between the trainer and +We propose an approach to implement the parameter server. In this +approach, there is no fundamental difference between the trainer and the parameter server: they both run sub-graphs, but sub-graphs of different purposes. @@ -16,7 +16,7 @@ trainer and the parameter server. It would be great if we can write code once and use them on both the trainer and the parameter server: reduces code duplication and -improves extensibility. Given during the current refactor, we are +improves extensibility. Given that after the current refactor, we are representing everything as a computing graph on the trainer. Representing everything as a computing graph on the parameter server becomes a natural extension. @@ -25,8 +25,8 @@ server becomes a natural extension. ### Graph Converter -The *graph converter* converts user-defined operation (OP) graph into -sub-graphs to be scheduled on different nodes. +The *graph converter* converts the user-defined operation (OP) graph +into sub-graphs to be scheduled on different nodes. 1. The user-defined OP graph will be cut into sub-graphs of different purposes (e.g., trainer, parameter server) to run on @@ -66,7 +66,7 @@ After converting: a subgraph. - No more duplication logic inside the trainer and the parameter - server in the background section. + server mentioned in the background section. ### Challenges From 3b0e43aa6ab4f30ca960537b13f600cc36d6066e Mon Sep 17 00:00:00 2001 From: chengduoZH Date: Wed, 30 Aug 2017 23:09:58 +0800 Subject: [PATCH 05/53] add config parse --- proto/ModelConfig.proto | 2 + python/paddle/trainer/config_parser.py | 90 +++++++++++++++++-- .../paddle/trainer_config_helpers/layers.py | 15 +++- .../tests/configs/test_BatchNorm3D.py | 17 ++++ .../tests/layers_test.py | 2 +- 5 files changed, 112 insertions(+), 14 deletions(-) create mode 100644 python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py diff --git a/proto/ModelConfig.proto b/proto/ModelConfig.proto index 95c236ad88..0525fb9dc3 100644 --- a/proto/ModelConfig.proto +++ b/proto/ModelConfig.proto @@ -515,6 +515,8 @@ message LayerConfig { // for HuberRegressionLoss optional double delta = 57 [ default = 1.0 ]; + // for 3D data + optional double depth = 58 [ default = 1 ]; } message EvaluatorConfig { diff --git a/python/paddle/trainer/config_parser.py b/python/paddle/trainer/config_parser.py index c11037c3c8..bc9aacaf11 100644 --- a/python/paddle/trainer/config_parser.py +++ b/python/paddle/trainer/config_parser.py @@ -1172,6 +1172,20 @@ def get_img_size(input_layer_name, channels): return img_size, img_size_y +def get_img3d_size(input_layer_name, channels): + input = g_layer_map[input_layer_name] + img_pixels = input.size / channels + img_size = input.width + img_size_y = input.height + img_size_z = input.depth + + config_assert( + img_size * img_size_y * img_size_z == img_pixels, + "Input layer %s: Incorrect input image size %d * %d * %d for input image pixels %d" + % (input_layer_name, img_size, img_size_y, img_size_z, img_pixels)) + return img_size, img_size_y, img_size_z + + def parse_bilinear(bilinear, input_layer_name, bilinear_conf): parse_image(bilinear, input_layer_name, bilinear_conf.image_conf) bilinear_conf.out_size_x = bilinear.out_size_x @@ -1224,6 +1238,12 @@ def parse_image(image, input_layer_name, image_conf): get_img_size(input_layer_name, image_conf.channels) +def parse_image3d(image, input_layer_name, image_conf): + image_conf.channels = image.channels + image_conf.img_size, image_conf.img_size_y, image_conf.img_size_z = \ + get_img3d_size(input_layer_name, image_conf.channels) + + def parse_norm(norm, input_layer_name, norm_conf): norm_conf.norm_type = norm.norm_type config_assert( @@ -1585,6 +1605,9 @@ class LayerBase(object): self.config.height = height self.config.width = width + def set_layer_depth(self, depth): + self.config.depth = depth + def set_cnn_layer(self, input_layer_name, height, @@ -1788,11 +1811,19 @@ class DetectionOutputLayer(LayerBase): @config_layer('data') class DataLayer(LayerBase): - def __init__(self, name, size, height=None, width=None, device=None): + def __init__(self, + name, + size, + depth=None, + height=None, + width=None, + device=None): super(DataLayer, self).__init__( name, 'data', size, inputs=[], device=device) if height and width: self.set_layer_height_width(height, width) + if depth: + self.set_layer_depth(depth) ''' @@ -2077,6 +2108,7 @@ class BatchNormLayer(LayerBase): name, inputs, bias=True, + img3D=False, use_global_stats=True, moving_average_fraction=0.9, batch_norm_type=None, @@ -2121,15 +2153,33 @@ class BatchNormLayer(LayerBase): input_layer = self.get_input_layer(0) image_conf = self.config.inputs[0].image_conf - parse_image(self.inputs[0].image, input_layer.name, image_conf) - - # Only pass the width and height of input to batch_norm layer - # when either of it is non-zero. - if input_layer.width != 0 or input_layer.height != 0: - self.set_cnn_layer(name, image_conf.img_size_y, image_conf.img_size, - image_conf.channels, False) + if img3D: + parse_image3d(self.inputs[0].image, input_layer.name, image_conf) + # Only pass the width and height of input to batch_norm layer + # when either of it is non-zero. + if input_layer.width != 0 or input_layer.height != 0: + self.set_cnn_layer( + input_layer_name=name, + depth=image_conf.img_size_z, + height=image_conf.img_size_y, + width=image_conf.img_size, + channels=image_conf.channels, + is_print=True) + else: + self.set_layer_size(input_layer.size) else: - self.set_layer_size(input_layer.size) + parse_image(self.inputs[0].image, input_layer.name, image_conf) + # Only pass the width and height of input to batch_norm layer + # when either of it is non-zero. + if input_layer.width != 0 or input_layer.height != 0: + self.set_cnn_layer( + input_layer_name=name, + height=image_conf.img_size_y, + width=image_conf.img_size, + channels=image_conf.channels, + is_print=True) + else: + self.set_layer_size(input_layer.size) psize = self.calc_parameter_size(image_conf) dims = [1, psize] @@ -2139,6 +2189,28 @@ class BatchNormLayer(LayerBase): self.create_bias_parameter(bias, psize) + def set_cnn_layer(self, + input_layer_name, + depth=None, + height=None, + width=None, + channels=None, + is_print=True): + depthIsNone = False + if depth is None: + depth = 1 + depthIsNone = True + size = depth * height * width * channels + self.set_layer_size(size) + self.set_layer_height_width(height, width) + self.set_layer_depth(depth) + if is_print and depthIsNone: + print("output for %s: c = %d, h = %d, w = %d, size = %d" % + (input_layer_name, channels, height, width, size)) + elif is_print: + print("output for %s: c = %d, d = %d, h = %d, w = %d, size = %d" % + (input_layer_name, channels, depth, height, width, size)) + def calc_parameter_size(self, image_conf): return image_conf.channels diff --git a/python/paddle/trainer_config_helpers/layers.py b/python/paddle/trainer_config_helpers/layers.py index a525ce71d0..35c84ad597 100755 --- a/python/paddle/trainer_config_helpers/layers.py +++ b/python/paddle/trainer_config_helpers/layers.py @@ -166,6 +166,7 @@ class LayerType(object): EXCONVTRANS_LAYER = 'exconvt' CUDNNCONV_LAYER = 'cudnn_conv' POOL_LAYER = 'pool' + POOL3D_LAYER = 'pool3d' BATCH_NORM_LAYER = 'batch_norm' NORM_LAYER = 'norm' SUM_TO_ONE_NORM_LAYER = 'sum_to_one_norm' @@ -894,7 +895,8 @@ def mixed_layer(size=0, @layer_support() -def data_layer(name, size, height=None, width=None, layer_attr=None): +def data_layer(name, size, depth=None, height=None, width=None, + layer_attr=None): """ Define DataLayer For NeuralNetwork. @@ -921,15 +923,18 @@ def data_layer(name, size, height=None, width=None, layer_attr=None): type=LayerType.DATA, name=name, size=size, + depth=depth, height=height, width=width, **ExtraLayerAttribute.to_kwargs(layer_attr)) + if depth is None: + depth = 1 num_filters = None if height is not None and width is not None: - num_filters = size / (width * height) - assert num_filters * width * height == size, \ - "size=%s width=%s height=%s" % (size, width, height) + num_filters = size / (width * height * depth) + assert num_filters * width * height * depth == size, \ + "size=%s width=%s height=%s depth=%s" % (size, width, height, depth) return LayerOutput(name, LayerType.DATA, size=size, num_filters=num_filters) @@ -2799,6 +2804,7 @@ def img_cmrnorm_layer(input, def batch_norm_layer(input, act=None, name=None, + img3D=False, num_channels=None, bias_attr=None, param_attr=None, @@ -2885,6 +2891,7 @@ def batch_norm_layer(input, (batch_norm_type == "cudnn_batch_norm") l = Layer( name=name, + img3D=img3D, inputs=Input( input.name, image=Image(channels=num_channels), **param_attr.attr), active_type=act.name, diff --git a/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py b/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py new file mode 100644 index 0000000000..af694382b6 --- /dev/null +++ b/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py @@ -0,0 +1,17 @@ +from paddle.trainer_config_helpers import * + +settings(batch_size=1000, learning_rate=1e-4) + +data = data_layer(name='data', size=180, width=30, height=6) +# +batchNorm = batch_norm_layer(data, num_channels=1) +# +outputs(batchNorm) + +# # +data3D = data_layer(name='data3D22', size=120 * 3, width=20, height=6, depth=3) +# +print(data3D) +batchNorm3D = batch_norm_layer(data3D, num_channels=1, img3D=True) +# +outputs(batchNorm3D) diff --git a/python/paddle/trainer_config_helpers/tests/layers_test.py b/python/paddle/trainer_config_helpers/tests/layers_test.py index 05902ea293..68c8e128cb 100644 --- a/python/paddle/trainer_config_helpers/tests/layers_test.py +++ b/python/paddle/trainer_config_helpers/tests/layers_test.py @@ -16,4 +16,4 @@ from paddle.trainer.config_parser import parse_config_and_serialize if __name__ == '__main__': parse_config_and_serialize( - 'trainer_config_helpers/tests/layers_test_config.py', '') + 'trainer_config_helpers/tests/configs/test_BatchNorm3D.py', '') From 30c0df6d27198867f8c9ef0c098505eeaded1522 Mon Sep 17 00:00:00 2001 From: chengduoZH Date: Thu, 31 Aug 2017 13:49:42 +0800 Subject: [PATCH 06/53] fix layers_test.py --- python/paddle/trainer_config_helpers/tests/configs/file_list.sh | 2 +- python/paddle/trainer_config_helpers/tests/layers_test.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/python/paddle/trainer_config_helpers/tests/configs/file_list.sh b/python/paddle/trainer_config_helpers/tests/configs/file_list.sh index 1ca5c8a07e..8462f2d710 100755 --- a/python/paddle/trainer_config_helpers/tests/configs/file_list.sh +++ b/python/paddle/trainer_config_helpers/tests/configs/file_list.sh @@ -9,6 +9,6 @@ test_seq_concat_reshape test_pad test_smooth_l1 test_multiplex_layer test_prelu_layer test_row_conv test_detection_output_layer test_multibox_loss_layer test_recursive_topology test_gated_unit_layer test_clip_layer test_row_l2_norm_layer test_kmax_seq_socre_layer test_seq_select_layers test_scale_shift_layer -test_seq_slice_layer) +test_seq_slice_layer test_BatchNorm3D) export whole_configs=(test_split_datasource) diff --git a/python/paddle/trainer_config_helpers/tests/layers_test.py b/python/paddle/trainer_config_helpers/tests/layers_test.py index 68c8e128cb..05902ea293 100644 --- a/python/paddle/trainer_config_helpers/tests/layers_test.py +++ b/python/paddle/trainer_config_helpers/tests/layers_test.py @@ -16,4 +16,4 @@ from paddle.trainer.config_parser import parse_config_and_serialize if __name__ == '__main__': parse_config_and_serialize( - 'trainer_config_helpers/tests/configs/test_BatchNorm3D.py', '') + 'trainer_config_helpers/tests/layers_test_config.py', '') From 3ad748e225f7c5537338b1a5786924b93363c12d Mon Sep 17 00:00:00 2001 From: chengduoZH Date: Thu, 31 Aug 2017 16:23:12 +0800 Subject: [PATCH 07/53] Fix img_layers.protostr,img_trans_layers.protostr. Add test_BatchNorm3D.protostr --- .../configs/protostr/img_layers.protostr | 1 + .../protostr/img_trans_layers.protostr | 1 + .../protostr/test_BatchNorm3D.protostr | 92 +++++++++++++++++++ .../tests/configs/test_BatchNorm3D.py | 14 +-- 4 files changed, 98 insertions(+), 10 deletions(-) create mode 100644 python/paddle/trainer_config_helpers/tests/configs/protostr/test_BatchNorm3D.protostr diff --git a/python/paddle/trainer_config_helpers/tests/configs/protostr/img_layers.protostr b/python/paddle/trainer_config_helpers/tests/configs/protostr/img_layers.protostr index 1a577b8d9b..5ddf6052df 100644 --- a/python/paddle/trainer_config_helpers/tests/configs/protostr/img_layers.protostr +++ b/python/paddle/trainer_config_helpers/tests/configs/protostr/img_layers.protostr @@ -62,6 +62,7 @@ layers { moving_average_fraction: 0.9 height: 227 width: 227 + depth: 1 } layers { name: "__crmnorm_0__" diff --git a/python/paddle/trainer_config_helpers/tests/configs/protostr/img_trans_layers.protostr b/python/paddle/trainer_config_helpers/tests/configs/protostr/img_trans_layers.protostr index 2818389b16..c0252b945b 100644 --- a/python/paddle/trainer_config_helpers/tests/configs/protostr/img_trans_layers.protostr +++ b/python/paddle/trainer_config_helpers/tests/configs/protostr/img_trans_layers.protostr @@ -62,6 +62,7 @@ layers { moving_average_fraction: 0.9 height: 256 width: 256 + depth: 1 } layers { name: "__crmnorm_0__" diff --git a/python/paddle/trainer_config_helpers/tests/configs/protostr/test_BatchNorm3D.protostr b/python/paddle/trainer_config_helpers/tests/configs/protostr/test_BatchNorm3D.protostr new file mode 100644 index 0000000000..832ed24a31 --- /dev/null +++ b/python/paddle/trainer_config_helpers/tests/configs/protostr/test_BatchNorm3D.protostr @@ -0,0 +1,92 @@ +type: "nn" +layers { + name: "data3D" + type: "data" + size: 360 + active_type: "" + height: 6 + width: 20 + depth: 3 +} +layers { + name: "__batch_norm_0__" + type: "batch_norm" + size: 360 + active_type: "relu" + inputs { + input_layer_name: "data3D" + input_parameter_name: "___batch_norm_0__.w0" + image_conf { + channels: 1 + img_size: 20 + img_size_y: 6 + img_size_z: 3 + } + } + inputs { + input_layer_name: "data3D" + input_parameter_name: "___batch_norm_0__.w1" + } + inputs { + input_layer_name: "data3D" + input_parameter_name: "___batch_norm_0__.w2" + } + bias_parameter_name: "___batch_norm_0__.wbias" + moving_average_fraction: 0.9 + height: 6 + width: 20 + depth: 3 +} +parameters { + name: "___batch_norm_0__.w0" + size: 1 + initial_mean: 1.0 + initial_std: 0.0 + initial_strategy: 0 + initial_smart: false +} +parameters { + name: "___batch_norm_0__.w1" + size: 1 + initial_mean: 0.0 + initial_std: 0.0 + dims: 1 + dims: 1 + initial_strategy: 0 + initial_smart: false + is_static: true + is_shared: true +} +parameters { + name: "___batch_norm_0__.w2" + size: 1 + initial_mean: 0.0 + initial_std: 0.0 + dims: 1 + dims: 1 + initial_strategy: 0 + initial_smart: false + is_static: true + is_shared: true +} +parameters { + name: "___batch_norm_0__.wbias" + size: 1 + initial_mean: 0.0 + initial_std: 0.0 + dims: 1 + dims: 1 + initial_strategy: 0 + initial_smart: false +} +input_layer_names: "data3D" +output_layer_names: "__batch_norm_0__" +sub_models { + name: "root" + layer_names: "data3D" + layer_names: "__batch_norm_0__" + input_layer_names: "data3D" + output_layer_names: "__batch_norm_0__" + is_recurrent_layer_group: false +} + diff --git a/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py b/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py index af694382b6..a991b22252 100644 --- a/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py +++ b/python/paddle/trainer_config_helpers/tests/configs/test_BatchNorm3D.py @@ -2,16 +2,10 @@ from paddle.trainer_config_helpers import * settings(batch_size=1000, learning_rate=1e-4) -data = data_layer(name='data', size=180, width=30, height=6) -# -batchNorm = batch_norm_layer(data, num_channels=1) -# -outputs(batchNorm) +#data = data_layer(name='data', size=180, width=30, height=6) +#batchNorm = batch_norm_layer(data, num_channels=1) +#outputs(batchNorm) -# # -data3D = data_layer(name='data3D22', size=120 * 3, width=20, height=6, depth=3) -# -print(data3D) +data3D = data_layer(name='data3D', size=120 * 3, width=20, height=6, depth=3) batchNorm3D = batch_norm_layer(data3D, num_channels=1, img3D=True) -# outputs(batchNorm3D) From 74b22c3737834021e46430f6f74248a461f92e86 Mon Sep 17 00:00:00 2001 From: Helin Wang Date: Thu, 31 Aug 2017 15:47:22 -0700 Subject: [PATCH 08/53] update figures --- doc/design/ops/src/dist-graph.graffle | Bin 4915 -> 6059 bytes doc/design/ops/src/dist-graph.png | Bin 133866 -> 228040 bytes doc/design/ops/src/local-graph.graffle | Bin 2515 -> 2527 bytes doc/design/ops/src/local-graph.png | Bin 31493 -> 28561 bytes 4 files changed, 0 insertions(+), 0 deletions(-) diff --git a/doc/design/ops/src/dist-graph.graffle 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