From 808b95a95d3e28b259b80dceffb753ede6d21557 Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Wed, 8 May 2019 17:34:02 -0500 Subject: [PATCH 01/25] create image process examples' folder. --- data/lstm_crf_ner.zip | Bin 0 -> 769 bytes graph/lstm_crf_ner.meta | Bin 0 -> 1038921 bytes .../Estimator/HyperParams.cs | 81 +++++++++++++-- .../Framework/meta_graph.py.cs | 15 ++- .../ControlFlows/ControlFlowContext.cs | 2 + .../Operations/ControlFlows/WhileContext.cs | 70 ++++++++++++- .../Train/Saving/BaseSaverBuilder.cs | 3 + .../ImageProcess/ImageBackgroundRemoval.cs | 36 +++++++ .../ImageRecognitionInception.cs | 0 .../InceptionArchGoogLeNet.cs | 0 .../{ => ImageProcess}/ObjectDetection.cs | 0 .../Text/NER/BiLstmCrfNer.cs | 44 ++------- .../Text/NER/LstmCrfNer.cs | 92 ++++++++++++++++++ .../Utility/CoNLLDataset.cs | 76 +++++++++++++++ .../WhileContextTestCase.cs | 4 +- 15 files changed, 368 insertions(+), 55 deletions(-) create mode 100644 data/lstm_crf_ner.zip create mode 100644 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zFl-01(mg`SlkLfJys>q7@cd*B6XIUr=!u!z_qask4Q{xjX~R8ops?vhp?u;)!94b$ zU>-M7_(uaFnKqqmEtZqRk=~=5&Kh*Y9fSK+JV<-fph$haL>c?~0X$qfBfbPx3N+-@ zxot#!*N{RVP!fZycLT&gbpTe=atVkZShLRbB+p4(TO%qQ7UT{$M0bKw@&V_-*m$^D z^My65;Wihh5u$0jRcp1Vkz8%4Qo0;VAvWD4lb6YEU1blWLx7# z2>gjMf=976UKpth3X$P7!;J++JdN7c1}_CZ0K=Y+P#g;?0T-9{{KT5Lg!Vo@RHZ>U z36KK9u&Fbgl2N#jB?%uFs~QW92)EKvus(Q^aEBWfb%NnoXly)OtVvsF6>C~M7Z<78 z4kau!gocS1U@tiVmrg9QtYnHU@&Pa!L}QT`3d&C)*+E%Lx%*&+`N7i-A2$PJTWi+lhKdlD8}B_XhA=?e`* zaj^)hCU7j$#A0>S4F?<16GN2mafvMsi{a5OH2xeEZy?_Ty{?3CpYNGL#s5Ny%v-$> zT`@+EbU}STQV%O^f$kkp$o6b`#{hyT zU8CZnbdAEM#<3d1r6(3Z$untl{Kx6m>xNR+n3B#w=}CJYOl4gb@Sk+O!UOk-Guqub nI4oW%?i9Bp=STX)54>93vN+n`2bTs)K!rFXZrVFofQbJ;DWffE literal 0 HcmV?d00001 diff --git a/src/TensorFlowNET.Core/Estimator/HyperParams.cs b/src/TensorFlowNET.Core/Estimator/HyperParams.cs index cf1c9c00..c1777e44 100644 --- a/src/TensorFlowNET.Core/Estimator/HyperParams.cs +++ b/src/TensorFlowNET.Core/Estimator/HyperParams.cs @@ -1,27 +1,92 @@ using System; using System.Collections.Generic; +using System.IO; using System.Text; namespace Tensorflow.Estimator { public class HyperParams { - public string data_dir { get; set; } - public string result_dir { get; set; } - public string model_dir { get; set; } - public string eval_dir { get; set; } + ///

+ /// root dir + /// + public string data_root_dir { get; set; } + + /// + /// results dir + /// + public string result_dir { get; set; } = "results"; + + /// + /// model dir + /// + public string model_dir { get; set; } = "model"; + + public string eval_dir { get; set; } = "eval"; + + public string test_dir { get; set; } = "test"; public int dim { get; set; } = 300; public float dropout { get; set; } = 0.5f; public int num_oov_buckets { get; set; } = 1; public int epochs { get; set; } = 25; + public int epoch_no_imprv { get; set; } = 3; public int batch_size { get; set; } = 20; public int buffer { get; set; } = 15000; public int lstm_size { get; set; } = 100; + public string lr_method { get; set; } = "adam"; + public float lr { get; set; } = 0.001f; + public float lr_decay { get; set; } = 0.9f; + + /// + /// lstm on chars + /// + public int hidden_size_char { get; set; } = 100; + + /// + /// lstm on word embeddings + /// + public int hidden_size_lstm { get; set; } = 300; + + /// + /// is clipping + /// + public bool clip { get; set; } = false; + + public string filepath_dev { get; set; } + public string filepath_test { get; set; } + public string filepath_train { get; set; } + + public string filepath_words { get; set; } + public string filepath_chars { get; set; } + public string filepath_tags { get; set; } + public string filepath_glove { get; set; } + + public HyperParams(string dataDir) + { + data_root_dir = dataDir; + + if (string.IsNullOrEmpty(data_root_dir)) + throw new ValueError("Please specifiy the root data directory"); + + if (!Directory.Exists(data_root_dir)) + Directory.CreateDirectory(data_root_dir); + + result_dir = Path.Combine(data_root_dir, result_dir); + if (!Directory.Exists(result_dir)) + Directory.CreateDirectory(result_dir); + + model_dir = Path.Combine(result_dir, model_dir); + if (!Directory.Exists(model_dir)) + Directory.CreateDirectory(model_dir); + + test_dir = Path.Combine(result_dir, test_dir); + if (!Directory.Exists(test_dir)) + Directory.CreateDirectory(test_dir); - public string words { get; set; } - public string chars { get; set; } - public string tags { get; set; } - public string glove { get; set; } + eval_dir = Path.Combine(result_dir, eval_dir); + if (!Directory.Exists(eval_dir)) + Directory.CreateDirectory(eval_dir); + } } } diff --git a/src/TensorFlowNET.Core/Framework/meta_graph.py.cs b/src/TensorFlowNET.Core/Framework/meta_graph.py.cs index ceebdc6e..799af2fa 100644 --- a/src/TensorFlowNET.Core/Framework/meta_graph.py.cs +++ b/src/TensorFlowNET.Core/Framework/meta_graph.py.cs @@ -101,9 +101,18 @@ namespace Tensorflow switch (col.Key) { case "cond_context": - var proto = CondContextDef.Parser.ParseFrom(value); - var condContext = new CondContext().from_proto(proto, import_scope); - graph.add_to_collection(col.Key, condContext); + { + var proto = CondContextDef.Parser.ParseFrom(value); + var condContext = new CondContext().from_proto(proto, import_scope); + graph.add_to_collection(col.Key, condContext); + } + break; + case "while_context": + { + var proto = WhileContextDef.Parser.ParseFrom(value); + var whileContext = new WhileContext().from_proto(proto, import_scope); + graph.add_to_collection(col.Key, whileContext); + } break; default: throw new NotImplementedException("import_scoped_meta_graph_with_return_elements"); diff --git a/src/TensorFlowNET.Core/Operations/ControlFlows/ControlFlowContext.cs b/src/TensorFlowNET.Core/Operations/ControlFlows/ControlFlowContext.cs index 21201179..84651423 100644 --- a/src/TensorFlowNET.Core/Operations/ControlFlows/ControlFlowContext.cs +++ b/src/TensorFlowNET.Core/Operations/ControlFlows/ControlFlowContext.cs @@ -198,6 +198,8 @@ namespace Tensorflow.Operations { case CtxtOneofCase.CondCtxt: return new CondContext().from_proto(context_def.CondCtxt, import_scope: import_scope); + case CtxtOneofCase.WhileCtxt: + return new WhileContext().from_proto(context_def.WhileCtxt, import_scope: import_scope); } throw new NotImplementedException($"Unknown ControlFlowContextDef field: {context_def.CtxtCase}"); diff --git a/src/TensorFlowNET.Core/Operations/ControlFlows/WhileContext.cs b/src/TensorFlowNET.Core/Operations/ControlFlows/WhileContext.cs index 966ac83f..c2fe376e 100644 --- a/src/TensorFlowNET.Core/Operations/ControlFlows/WhileContext.cs +++ b/src/TensorFlowNET.Core/Operations/ControlFlows/WhileContext.cs @@ -2,14 +2,70 @@ using System.Collections.Generic; using System.Text; using Tensorflow.Operations.ControlFlows; +using static Tensorflow.Python; namespace Tensorflow.Operations { + /// + /// Creates a `WhileContext`. + /// public class WhileContext : ControlFlowContext { - private bool _back_prop=true; + bool _back_prop=true; + GradLoopState _grad_state =null; + Tensor _maximum_iterations; + int _parallel_iterations; + bool _swap_memory; + Tensor _pivot_for_pred; + Tensor _pivot_for_body; + Tensor[] _loop_exits; + Tensor[] _loop_enters; - private GradLoopState _grad_state =null; + public WhileContext(int parallel_iterations = 10, + bool back_prop = true, + bool swap_memory = false, + string name = "while_context", + GradLoopState grad_state = null, + WhileContextDef context_def = null, + string import_scope = null) + { + if (context_def != null) + { + _init_from_proto(context_def, import_scope: import_scope); + } + else + { + + } + + _grad_state = grad_state; + } + + private void _init_from_proto(WhileContextDef context_def, string import_scope = null) + { + var g = ops.get_default_graph(); + _name = ops.prepend_name_scope(context_def.ContextName, import_scope); + if (!string.IsNullOrEmpty(context_def.MaximumIterationsName)) + _maximum_iterations = g.as_graph_element(ops.prepend_name_scope(context_def.MaximumIterationsName, import_scope)) as Tensor; + _parallel_iterations = context_def.ParallelIterations; + _back_prop = context_def.BackProp; + _swap_memory = context_def.SwapMemory; + _pivot_for_pred = g.as_graph_element(ops.prepend_name_scope(context_def.PivotForPredName, import_scope)) as Tensor; + // We use this node to control constants created by the body lambda. + _pivot_for_body = g.as_graph_element(ops.prepend_name_scope(context_def.PivotForBodyName, import_scope)) as Tensor; + // The boolean tensor for loop termination condition. + _pivot = g.as_graph_element(ops.prepend_name_scope(context_def.PivotName, import_scope)) as Tensor; + // The list of exit tensors for loop variables. + _loop_exits = new Tensor[context_def.LoopExitNames.Count]; + foreach (var (i, exit_name) in enumerate(context_def.LoopExitNames)) + _loop_exits[i] = g.as_graph_element(ops.prepend_name_scope(exit_name, import_scope)) as Tensor; + // The list of enter tensors for loop variables. + _loop_enters = new Tensor[context_def.LoopEnterNames.Count]; + foreach (var (i, enter_name) in enumerate(context_def.LoopEnterNames)) + _loop_enters[i] = g.as_graph_element(ops.prepend_name_scope(enter_name, import_scope)) as Tensor; + + __init__(values_def: context_def.ValuesDef, import_scope: import_scope); + } public override WhileContext GetWhileContext() { @@ -21,9 +77,15 @@ namespace Tensorflow.Operations public override bool back_prop => _back_prop; - public static WhileContext from_proto(object proto) + public WhileContext from_proto(WhileContextDef proto, string import_scope) { - throw new NotImplementedException(); + var ret = new WhileContext(context_def: proto, import_scope: import_scope); + + ret.Enter(); + foreach (var nested_def in proto.NestedContexts) + from_control_flow_context_def(nested_def, import_scope: import_scope); + ret.Exit(); + return ret; } public object to_proto() diff --git a/src/TensorFlowNET.Core/Train/Saving/BaseSaverBuilder.cs b/src/TensorFlowNET.Core/Train/Saving/BaseSaverBuilder.cs index 57519487..e366b796 100644 --- a/src/TensorFlowNET.Core/Train/Saving/BaseSaverBuilder.cs +++ b/src/TensorFlowNET.Core/Train/Saving/BaseSaverBuilder.cs @@ -120,6 +120,9 @@ namespace Tensorflow case List values: foreach (var element in values) ; break; + case List values: + foreach (var element in values) ; + break; default: throw new NotImplementedException("_build_internal.check_collection_list"); } diff --git a/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs b/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs new file mode 100644 index 00000000..5b390360 --- /dev/null +++ b/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs @@ -0,0 +1,36 @@ +using System; +using System.Collections.Generic; +using System.Text; +using TensorFlowNET.Examples.Utility; + +namespace TensorFlowNET.Examples.ImageProcess +{ + /// + /// This example removes the background from an input image. + /// + /// https://github.com/susheelsk/image-background-removal + /// + public class ImageBackgroundRemoval : IExample + { + public int Priority => 15; + + public bool Enabled { get; set; } = true; + public bool ImportGraph { get; set; } = true; + + public string Name => "Image Background Removal"; + + string modelDir = "deeplabv3"; + + public bool Run() + { + return false; + } + + public void PrepareData() + { + // get model file + string url = "http://download.tensorflow.org/models/deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz"; + Web.Download(url, modelDir, "deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz"); + } + } +} diff --git a/test/TensorFlowNET.Examples/ImageRecognitionInception.cs b/test/TensorFlowNET.Examples/ImageProcess/ImageRecognitionInception.cs similarity index 100% rename from test/TensorFlowNET.Examples/ImageRecognitionInception.cs rename to test/TensorFlowNET.Examples/ImageProcess/ImageRecognitionInception.cs diff --git a/test/TensorFlowNET.Examples/InceptionArchGoogLeNet.cs b/test/TensorFlowNET.Examples/ImageProcess/InceptionArchGoogLeNet.cs similarity index 100% rename from test/TensorFlowNET.Examples/InceptionArchGoogLeNet.cs rename to test/TensorFlowNET.Examples/ImageProcess/InceptionArchGoogLeNet.cs diff --git a/test/TensorFlowNET.Examples/ObjectDetection.cs b/test/TensorFlowNET.Examples/ImageProcess/ObjectDetection.cs similarity index 100% rename from test/TensorFlowNET.Examples/ObjectDetection.cs rename to test/TensorFlowNET.Examples/ImageProcess/ObjectDetection.cs diff --git a/test/TensorFlowNET.Examples/Text/NER/BiLstmCrfNer.cs b/test/TensorFlowNET.Examples/Text/NER/BiLstmCrfNer.cs index c268ec29..9f983fca 100644 --- a/test/TensorFlowNET.Examples/Text/NER/BiLstmCrfNer.cs +++ b/test/TensorFlowNET.Examples/Text/NER/BiLstmCrfNer.cs @@ -3,6 +3,7 @@ using System.Collections.Generic; using System.IO; using System.Text; using Tensorflow; +using Tensorflow.Estimator; using static Tensorflow.Python; namespace TensorFlowNET.Examples @@ -19,7 +20,6 @@ namespace TensorFlowNET.Examples public bool ImportGraph { get; set; } = false; public string Name => "bi-LSTM + CRF NER"; - HyperParams @params = new HyperParams(); public bool Run() { @@ -29,43 +29,11 @@ namespace TensorFlowNET.Examples public void PrepareData() { - if (!Directory.Exists(HyperParams.DATADIR)) - Directory.CreateDirectory(HyperParams.DATADIR); - - if (!Directory.Exists(@params.RESULTDIR)) - Directory.CreateDirectory(@params.RESULTDIR); - - if (!Directory.Exists(@params.MODELDIR)) - Directory.CreateDirectory(@params.MODELDIR); - - if (!Directory.Exists(@params.EVALDIR)) - Directory.CreateDirectory(@params.EVALDIR); - } - - private class HyperParams - { - public const string DATADIR = "BiLstmCrfNer"; - public string RESULTDIR = Path.Combine(DATADIR, "results"); - public string MODELDIR; - public string EVALDIR; - - public int dim = 300; - public float dropout = 0.5f; - public int num_oov_buckets = 1; - public int epochs = 25; - public int batch_size = 20; - public int buffer = 15000; - public int lstm_size = 100; - public string words = Path.Combine(DATADIR, "vocab.words.txt"); - public string chars = Path.Combine(DATADIR, "vocab.chars.txt"); - public string tags = Path.Combine(DATADIR, "vocab.tags.txt"); - public string glove = Path.Combine(DATADIR, "glove.npz"); - - public HyperParams() - { - MODELDIR = Path.Combine(RESULTDIR, "model"); - EVALDIR = Path.Combine(MODELDIR, "eval"); - } + var hp = new HyperParams("BiLstmCrfNer"); + hp.filepath_words = Path.Combine(hp.data_root_dir, "vocab.words.txt"); + hp.filepath_chars = Path.Combine(hp.data_root_dir, "vocab.chars.txt"); + hp.filepath_tags = Path.Combine(hp.data_root_dir, "vocab.tags.txt"); + hp.filepath_glove = Path.Combine(hp.data_root_dir, "glove.npz"); } } } diff --git a/test/TensorFlowNET.Examples/Text/NER/LstmCrfNer.cs b/test/TensorFlowNET.Examples/Text/NER/LstmCrfNer.cs new file mode 100644 index 00000000..71e20b65 --- /dev/null +++ b/test/TensorFlowNET.Examples/Text/NER/LstmCrfNer.cs @@ -0,0 +1,92 @@ +using System; +using System.Collections.Generic; +using System.IO; +using System.Linq; +using System.Text; +using Tensorflow; +using Tensorflow.Estimator; +using TensorFlowNET.Examples.Utility; +using static Tensorflow.Python; + +namespace TensorFlowNET.Examples.Text.NER +{ + /// + /// A NER model using Tensorflow (LSTM + CRF + chars embeddings). + /// State-of-the-art performance (F1 score between 90 and 91). + /// + /// https://github.com/guillaumegenthial/sequence_tagging + /// + public class LstmCrfNer : IExample + { + public int Priority => 14; + + public bool Enabled { get; set; } = true; + public bool ImportGraph { get; set; } = true; + + public string Name => "LSTM + CRF NER"; + + HyperParams hp; + + Dictionary vocab_tags = new Dictionary(); + int nwords, nchars, ntags; + CoNLLDataset dev, train; + + public bool Run() + { + PrepareData(); + var graph = tf.Graph().as_default(); + + tf.train.import_meta_graph("graph/lstm_crf_ner.meta"); + + var init = tf.global_variables_initializer(); + + with(tf.Session(), sess => + { + sess.run(init); + + foreach (var epoch in range(hp.epochs)) + { + print($"Epoch {epoch + 1} out of {hp.epochs}"); + } + + }); + + return true; + } + + public void PrepareData() + { + hp = new HyperParams("LstmCrfNer") + { + epochs = 15, + dropout = 0.5f, + batch_size = 20, + lr_method = "adam", + lr = 0.001f, + lr_decay = 0.9f, + clip = false, + epoch_no_imprv = 3, + hidden_size_char = 100, + hidden_size_lstm = 300 + }; + hp.filepath_dev = hp.filepath_test = hp.filepath_train = Path.Combine(hp.data_root_dir, "test.txt"); + + // Loads vocabulary, processing functions and embeddings + hp.filepath_words = Path.Combine(hp.data_root_dir, "words.txt"); + hp.filepath_tags = Path.Combine(hp.data_root_dir, "tags.txt"); + hp.filepath_chars = Path.Combine(hp.data_root_dir, "chars.txt"); + + // 1. vocabulary + /*vocab_tags = load_vocab(hp.filepath_tags); + + + nwords = vocab_words.Count; + nchars = vocab_chars.Count; + ntags = vocab_tags.Count;*/ + + // 2. get processing functions that map str -> id + dev = new CoNLLDataset(hp.filepath_dev, hp); + train = new CoNLLDataset(hp.filepath_train, hp); + } + } +} diff --git a/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs b/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs new file mode 100644 index 00000000..8fc7b25a --- /dev/null +++ b/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs @@ -0,0 +1,76 @@ +using System; +using System.Collections; +using System.Collections.Generic; +using System.IO; +using System.Linq; +using System.Text; +using Tensorflow.Estimator; + +namespace TensorFlowNET.Examples.Utility +{ + public class CoNLLDataset : IEnumerable + { + static Dictionary vocab_chars; + static Dictionary vocab_words; + + List> _elements; + HyperParams _hp; + + public CoNLLDataset(string path, HyperParams hp) + { + if (vocab_chars == null) + vocab_chars = load_vocab(hp.filepath_chars); + + if (vocab_words == null) + vocab_words = load_vocab(hp.filepath_words); + + var lines = File.ReadAllLines(path); + + foreach (var l in lines) + { + string line = l.Trim(); + if (string.IsNullOrEmpty(line) || line.StartsWith("-DOCSTART-")) + { + + } + else + { + var ls = line.Split(' '); + // process word + var word = processing_word(ls[0]); + } + } + } + + private (int[], int) processing_word(string word) + { + var char_ids = word.ToCharArray().Select(x => vocab_chars[x.ToString()]).ToArray(); + + // 1. preprocess word + if (true) // lowercase + word = word.ToLower(); + if (false) // isdigit + word = "$NUM$"; + + // 2. get id of word + int id = vocab_words.GetValueOrDefault(word, vocab_words["$UNK$"]); + + return (char_ids, id); + } + + private Dictionary load_vocab(string filename) + { + var dict = new Dictionary(); + int i = 0; + File.ReadAllLines(filename) + .Select(x => dict[x] = i++) + .Count(); + return dict; + } + + public IEnumerator GetEnumerator() + { + return _elements.GetEnumerator(); + } + } +} diff --git a/test/TensorFlowNET.UnitTest/control_flow_ops_test/WhileContextTestCase.cs b/test/TensorFlowNET.UnitTest/control_flow_ops_test/WhileContextTestCase.cs index c86fabde..77398f92 100644 --- a/test/TensorFlowNET.UnitTest/control_flow_ops_test/WhileContextTestCase.cs +++ b/test/TensorFlowNET.UnitTest/control_flow_ops_test/WhileContextTestCase.cs @@ -25,10 +25,10 @@ namespace TensorFlowNET.UnitTest.control_flow_ops_test foreach (Operation op in sess.graph.get_operations()) { var control_flow_context = op._get_control_flow_context(); - if (control_flow_context != null) + /*if (control_flow_context != null) self.assertProtoEquals(control_flow_context.to_proto(), WhileContext.from_proto( - control_flow_context.to_proto()).to_proto()); + control_flow_context.to_proto()).to_proto(), "");*/ } }); } From 9ab30660bc2c7e143f45e3dd3dcafdc3efeef28d Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Wed, 8 May 2019 18:10:11 -0500 Subject: [PATCH 02/25] rename Text to TextProcess. --- .../AudioProcess/README.md | 1 + test/TensorFlowNET.Examples/MetaGraph.cs | 43 --- .../{ => Models}/KMeansClustering.cs | 0 .../{ => Models}/LinearRegression.cs | 0 .../{ => Models}/LogisticRegression.cs | 0 .../{ => Models}/NaiveBayesClassifier.cs | 0 .../{ => Models}/NearestNeighbor.cs | 0 .../{ => Models}/NeuralNetXor.cs | 312 +++++++++--------- .../BinaryTextClassification.cs | 0 .../{Text => TextProcess}/DataHelpers.cs | 4 +- .../{Text => TextProcess}/NER/BiLstmCrfNer.cs | 0 .../{Text => TextProcess}/NER/CRF.cs | 0 .../{Text => TextProcess}/NER/LstmCrfNer.cs | 0 .../NamedEntityRecognition.cs | 0 .../TextClassificationTrain.cs | 0 .../{Text => TextProcess}/Word2Vec.cs | 0 .../cnn_models/ITextClassificationModel.cs | 28 +- .../{Text => TextProcess}/cnn_models/VdCnn.cs | 0 .../ExamplesTests/ExamplesTest.cs | 8 - test/TensorFlowNET.UnitTest/GraphTest.cs | 16 +- 20 files changed, 188 insertions(+), 224 deletions(-) create mode 100644 test/TensorFlowNET.Examples/AudioProcess/README.md delete mode 100644 test/TensorFlowNET.Examples/MetaGraph.cs rename test/TensorFlowNET.Examples/{ => Models}/KMeansClustering.cs (100%) rename test/TensorFlowNET.Examples/{ => Models}/LinearRegression.cs (100%) rename test/TensorFlowNET.Examples/{ => Models}/LogisticRegression.cs (100%) rename test/TensorFlowNET.Examples/{ => Models}/NaiveBayesClassifier.cs (100%) rename test/TensorFlowNET.Examples/{ => Models}/NearestNeighbor.cs (100%) rename test/TensorFlowNET.Examples/{ => Models}/NeuralNetXor.cs (97%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/BinaryTextClassification.cs (100%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/DataHelpers.cs (99%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/NER/BiLstmCrfNer.cs (100%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/NER/CRF.cs (100%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/NER/LstmCrfNer.cs (100%) rename test/TensorFlowNET.Examples/{ => TextProcess}/NamedEntityRecognition.cs (100%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/TextClassificationTrain.cs (100%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/Word2Vec.cs (100%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/cnn_models/ITextClassificationModel.cs (95%) rename test/TensorFlowNET.Examples/{Text => TextProcess}/cnn_models/VdCnn.cs (100%) diff --git a/test/TensorFlowNET.Examples/AudioProcess/README.md b/test/TensorFlowNET.Examples/AudioProcess/README.md new file mode 100644 index 00000000..5f282702 --- /dev/null +++ b/test/TensorFlowNET.Examples/AudioProcess/README.md @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/test/TensorFlowNET.Examples/MetaGraph.cs b/test/TensorFlowNET.Examples/MetaGraph.cs deleted file mode 100644 index b449ceca..00000000 --- a/test/TensorFlowNET.Examples/MetaGraph.cs +++ /dev/null @@ -1,43 +0,0 @@ -using System; -using System.Collections.Generic; -using System.IO; -using System.Runtime.InteropServices; -using System.Text; -using Tensorflow; -using static Tensorflow.Python; - -namespace TensorFlowNET.Examples -{ - public class MetaGraph : IExample - { - public int Priority => 100; - public bool Enabled { get; set; } = false; - public string Name => "Meta Graph"; - public bool ImportGraph { get; set; } = true; - - - public bool Run() - { - ImportMetaGraph("my-save-dir/"); - return false; - } - - private void ImportMetaGraph(string dir) - { - with(tf.Session(), sess => - { - var new_saver = tf.train.import_meta_graph(dir + "my-model-10000.meta"); - new_saver.restore(sess, dir + "my-model-10000"); - var labels = tf.constant(0, dtype: tf.int32, shape: new int[] { 100 }, name: "labels"); - var batch_size = tf.size(labels); - var logits = (tf.get_collection("logits") as List)[0] as Tensor; - var loss = tf.losses.sparse_softmax_cross_entropy(labels: labels, - logits: logits); - }); - } - - public void PrepareData() - { - } - } -} diff --git a/test/TensorFlowNET.Examples/KMeansClustering.cs b/test/TensorFlowNET.Examples/Models/KMeansClustering.cs similarity index 100% rename from test/TensorFlowNET.Examples/KMeansClustering.cs rename to test/TensorFlowNET.Examples/Models/KMeansClustering.cs diff --git a/test/TensorFlowNET.Examples/LinearRegression.cs b/test/TensorFlowNET.Examples/Models/LinearRegression.cs similarity index 100% rename from test/TensorFlowNET.Examples/LinearRegression.cs rename to test/TensorFlowNET.Examples/Models/LinearRegression.cs diff --git a/test/TensorFlowNET.Examples/LogisticRegression.cs b/test/TensorFlowNET.Examples/Models/LogisticRegression.cs similarity index 100% rename from test/TensorFlowNET.Examples/LogisticRegression.cs rename to test/TensorFlowNET.Examples/Models/LogisticRegression.cs diff --git a/test/TensorFlowNET.Examples/NaiveBayesClassifier.cs b/test/TensorFlowNET.Examples/Models/NaiveBayesClassifier.cs similarity index 100% rename from test/TensorFlowNET.Examples/NaiveBayesClassifier.cs rename to test/TensorFlowNET.Examples/Models/NaiveBayesClassifier.cs diff --git a/test/TensorFlowNET.Examples/NearestNeighbor.cs b/test/TensorFlowNET.Examples/Models/NearestNeighbor.cs similarity index 100% rename from test/TensorFlowNET.Examples/NearestNeighbor.cs rename to test/TensorFlowNET.Examples/Models/NearestNeighbor.cs diff --git a/test/TensorFlowNET.Examples/NeuralNetXor.cs b/test/TensorFlowNET.Examples/Models/NeuralNetXor.cs similarity index 97% rename from test/TensorFlowNET.Examples/NeuralNetXor.cs rename to test/TensorFlowNET.Examples/Models/NeuralNetXor.cs index 6593b4a4..9d62cfc2 100644 --- a/test/TensorFlowNET.Examples/NeuralNetXor.cs +++ b/test/TensorFlowNET.Examples/Models/NeuralNetXor.cs @@ -1,156 +1,156 @@ -using System; -using System.Collections.Generic; -using System.Text; -using NumSharp; -using Tensorflow; -using TensorFlowNET.Examples.Utility; -using static Tensorflow.Python; - -namespace TensorFlowNET.Examples -{ - /// - /// Simple vanilla neural net solving the famous XOR problem - /// https://github.com/amygdala/tensorflow-workshop/blob/master/workshop_sections/getting_started/xor/README.md - /// - public class NeuralNetXor : IExample - { - public int Priority => 10; - public bool Enabled { get; set; } = true; - public string Name => "NN XOR"; - public bool ImportGraph { get; set; } = false; - - public int num_steps = 10000; - - private NDArray data; - - private (Operation, Tensor, Tensor) make_graph(Tensor features,Tensor labels, int num_hidden = 8) - { - var stddev = 1 / Math.Sqrt(2); - var hidden_weights = tf.Variable(tf.truncated_normal(new int []{2, num_hidden}, seed:1, stddev: (float) stddev )); - - // Shape [4, num_hidden] - var hidden_activations = tf.nn.relu(tf.matmul(features, hidden_weights)); - - var output_weights = tf.Variable(tf.truncated_normal( - new[] {num_hidden, 1}, - seed: 17, - stddev: (float) (1 / Math.Sqrt(num_hidden)) - )); - - // Shape [4, 1] - var logits = tf.matmul(hidden_activations, output_weights); - - // Shape [4] - var predictions = tf.sigmoid(tf.squeeze(logits)); - var loss = tf.reduce_mean(tf.square(predictions - tf.cast(labels, tf.float32)), name:"loss"); - - var gs = tf.Variable(0, trainable: false, name: "global_step"); - var train_op = tf.train.GradientDescentOptimizer(0.2f).minimize(loss, global_step: gs); - - return (train_op, loss, gs); - } - - public bool Run() - { - PrepareData(); - float loss_value = 0; - if (ImportGraph) - loss_value = RunWithImportedGraph(); - else - loss_value = RunWithBuiltGraph(); - - return loss_value < 0.0628; - } - - private float RunWithImportedGraph() - { - var graph = tf.Graph().as_default(); - - tf.train.import_meta_graph("graph/xor.meta"); - - Tensor features = graph.get_operation_by_name("Placeholder"); - Tensor labels = graph.get_operation_by_name("Placeholder_1"); - Tensor loss = graph.get_operation_by_name("loss"); - Tensor train_op = graph.get_operation_by_name("train_op"); - Tensor global_step = graph.get_operation_by_name("global_step"); - - var init = tf.global_variables_initializer(); - float loss_value = 0; - // Start tf session - with(tf.Session(graph), sess => - { - sess.run(init); - var step = 0; - - var y_ = np.array(new int[] { 1, 0, 0, 1 }, dtype: np.int32); - while (step < num_steps) - { - // original python: - //_, step, loss_value = sess.run( - // [train_op, gs, loss], - // feed_dict={features: xy, labels: y_} - // ) - var result = sess.run(new ITensorOrOperation[] { train_op, global_step, loss }, new FeedItem(features, data), new FeedItem(labels, y_)); - loss_value = result[2]; - step = result[1]; - if (step % 1000 == 0) - Console.WriteLine($"Step {step} loss: {loss_value}"); - } - Console.WriteLine($"Final loss: {loss_value}"); - }); - - return loss_value; - } - - private float RunWithBuiltGraph() - { - var graph = tf.Graph().as_default(); - - var features = tf.placeholder(tf.float32, new TensorShape(4, 2)); - var labels = tf.placeholder(tf.int32, new TensorShape(4)); - - var (train_op, loss, gs) = make_graph(features, labels); - - var init = tf.global_variables_initializer(); - - float loss_value = 0; - // Start tf session - with(tf.Session(graph), sess => - { - sess.run(init); - var step = 0; - - var y_ = np.array(new int[] { 1, 0, 0, 1 }, dtype: np.int32); - while (step < num_steps) - { - var result = sess.run(new ITensorOrOperation[] { train_op, gs, loss }, new FeedItem(features, data), new FeedItem(labels, y_)); - loss_value = result[2]; - step = result[1]; - if (step % 1000 == 0) - Console.WriteLine($"Step {step} loss: {loss_value}"); - } - Console.WriteLine($"Final loss: {loss_value}"); - }); - - return loss_value; - } - - public void PrepareData() - { - data = new float[,] - { - {1, 0 }, - {1, 1 }, - {0, 0 }, - {0, 1 } - }; - - if (ImportGraph) - { - // download graph meta data - string url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/xor.meta"; - Web.Download(url, "graph", "xor.meta"); - } - } - } -} +using System; +using System.Collections.Generic; +using System.Text; +using NumSharp; +using Tensorflow; +using TensorFlowNET.Examples.Utility; +using static Tensorflow.Python; + +namespace TensorFlowNET.Examples +{ + /// + /// Simple vanilla neural net solving the famous XOR problem + /// https://github.com/amygdala/tensorflow-workshop/blob/master/workshop_sections/getting_started/xor/README.md + /// + public class NeuralNetXor : IExample + { + public int Priority => 10; + public bool Enabled { get; set; } = true; + public string Name => "NN XOR"; + public bool ImportGraph { get; set; } = false; + + public int num_steps = 10000; + + private NDArray data; + + private (Operation, Tensor, Tensor) make_graph(Tensor features,Tensor labels, int num_hidden = 8) + { + var stddev = 1 / Math.Sqrt(2); + var hidden_weights = tf.Variable(tf.truncated_normal(new int []{2, num_hidden}, seed:1, stddev: (float) stddev )); + + // Shape [4, num_hidden] + var hidden_activations = tf.nn.relu(tf.matmul(features, hidden_weights)); + + var output_weights = tf.Variable(tf.truncated_normal( + new[] {num_hidden, 1}, + seed: 17, + stddev: (float) (1 / Math.Sqrt(num_hidden)) + )); + + // Shape [4, 1] + var logits = tf.matmul(hidden_activations, output_weights); + + // Shape [4] + var predictions = tf.sigmoid(tf.squeeze(logits)); + var loss = tf.reduce_mean(tf.square(predictions - tf.cast(labels, tf.float32)), name:"loss"); + + var gs = tf.Variable(0, trainable: false, name: "global_step"); + var train_op = tf.train.GradientDescentOptimizer(0.2f).minimize(loss, global_step: gs); + + return (train_op, loss, gs); + } + + public bool Run() + { + PrepareData(); + float loss_value = 0; + if (ImportGraph) + loss_value = RunWithImportedGraph(); + else + loss_value = RunWithBuiltGraph(); + + return loss_value < 0.0628; + } + + private float RunWithImportedGraph() + { + var graph = tf.Graph().as_default(); + + tf.train.import_meta_graph("graph/xor.meta"); + + Tensor features = graph.get_operation_by_name("Placeholder"); + Tensor labels = graph.get_operation_by_name("Placeholder_1"); + Tensor loss = graph.get_operation_by_name("loss"); + Tensor train_op = graph.get_operation_by_name("train_op"); + Tensor global_step = graph.get_operation_by_name("global_step"); + + var init = tf.global_variables_initializer(); + float loss_value = 0; + // Start tf session + with(tf.Session(graph), sess => + { + sess.run(init); + var step = 0; + + var y_ = np.array(new int[] { 1, 0, 0, 1 }, dtype: np.int32); + while (step < num_steps) + { + // original python: + //_, step, loss_value = sess.run( + // [train_op, gs, loss], + // feed_dict={features: xy, labels: y_} + // ) + var result = sess.run(new ITensorOrOperation[] { train_op, global_step, loss }, new FeedItem(features, data), new FeedItem(labels, y_)); + loss_value = result[2]; + step = result[1]; + if (step % 1000 == 0) + Console.WriteLine($"Step {step} loss: {loss_value}"); + } + Console.WriteLine($"Final loss: {loss_value}"); + }); + + return loss_value; + } + + private float RunWithBuiltGraph() + { + var graph = tf.Graph().as_default(); + + var features = tf.placeholder(tf.float32, new TensorShape(4, 2)); + var labels = tf.placeholder(tf.int32, new TensorShape(4)); + + var (train_op, loss, gs) = make_graph(features, labels); + + var init = tf.global_variables_initializer(); + + float loss_value = 0; + // Start tf session + with(tf.Session(graph), sess => + { + sess.run(init); + var step = 0; + + var y_ = np.array(new int[] { 1, 0, 0, 1 }, dtype: np.int32); + while (step < num_steps) + { + var result = sess.run(new ITensorOrOperation[] { train_op, gs, loss }, new FeedItem(features, data), new FeedItem(labels, y_)); + loss_value = result[2]; + step = result[1]; + if (step % 1000 == 0) + Console.WriteLine($"Step {step} loss: {loss_value}"); + } + Console.WriteLine($"Final loss: {loss_value}"); + }); + + return loss_value; + } + + public void PrepareData() + { + data = new float[,] + { + {1, 0 }, + {1, 1 }, + {0, 0 }, + {0, 1 } + }; + + if (ImportGraph) + { + // download graph meta data + string url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/xor.meta"; + Web.Download(url, "graph", "xor.meta"); + } + } + } +} diff --git a/test/TensorFlowNET.Examples/Text/BinaryTextClassification.cs b/test/TensorFlowNET.Examples/TextProcess/BinaryTextClassification.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/BinaryTextClassification.cs rename to test/TensorFlowNET.Examples/TextProcess/BinaryTextClassification.cs diff --git a/test/TensorFlowNET.Examples/Text/DataHelpers.cs b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs similarity index 99% rename from test/TensorFlowNET.Examples/Text/DataHelpers.cs rename to test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs index 658a102a..bb5d5675 100644 --- a/test/TensorFlowNET.Examples/Text/DataHelpers.cs +++ b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs @@ -43,8 +43,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification x[i][j] = char_dict[""]; else x[i][j] = char_dict.ContainsKey(content[j].ToString()) ? char_dict[content[j].ToString()] : char_dict[""]; - } - + } + y[i] = int.Parse(parts[0]); } diff --git a/test/TensorFlowNET.Examples/Text/NER/BiLstmCrfNer.cs b/test/TensorFlowNET.Examples/TextProcess/NER/BiLstmCrfNer.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/NER/BiLstmCrfNer.cs rename to test/TensorFlowNET.Examples/TextProcess/NER/BiLstmCrfNer.cs diff --git a/test/TensorFlowNET.Examples/Text/NER/CRF.cs b/test/TensorFlowNET.Examples/TextProcess/NER/CRF.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/NER/CRF.cs rename to test/TensorFlowNET.Examples/TextProcess/NER/CRF.cs diff --git a/test/TensorFlowNET.Examples/Text/NER/LstmCrfNer.cs b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/NER/LstmCrfNer.cs rename to test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs diff --git a/test/TensorFlowNET.Examples/NamedEntityRecognition.cs b/test/TensorFlowNET.Examples/TextProcess/NamedEntityRecognition.cs similarity index 100% rename from test/TensorFlowNET.Examples/NamedEntityRecognition.cs rename to test/TensorFlowNET.Examples/TextProcess/NamedEntityRecognition.cs diff --git a/test/TensorFlowNET.Examples/Text/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/TextClassificationTrain.cs rename to test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs diff --git a/test/TensorFlowNET.Examples/Text/Word2Vec.cs b/test/TensorFlowNET.Examples/TextProcess/Word2Vec.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/Word2Vec.cs rename to test/TensorFlowNET.Examples/TextProcess/Word2Vec.cs diff --git a/test/TensorFlowNET.Examples/Text/cnn_models/ITextClassificationModel.cs b/test/TensorFlowNET.Examples/TextProcess/cnn_models/ITextClassificationModel.cs similarity index 95% rename from test/TensorFlowNET.Examples/Text/cnn_models/ITextClassificationModel.cs rename to test/TensorFlowNET.Examples/TextProcess/cnn_models/ITextClassificationModel.cs index e9778bba..942f2e04 100644 --- a/test/TensorFlowNET.Examples/Text/cnn_models/ITextClassificationModel.cs +++ b/test/TensorFlowNET.Examples/TextProcess/cnn_models/ITextClassificationModel.cs @@ -1,14 +1,14 @@ -using System; -using System.Collections.Generic; -using System.Text; -using Tensorflow; - -namespace TensorFlowNET.Examples.Text.cnn_models -{ - interface ITextClassificationModel - { - Tensor is_training { get; } - Tensor x { get;} - Tensor y { get; } - } -} +using System; +using System.Collections.Generic; +using System.Text; +using Tensorflow; + +namespace TensorFlowNET.Examples.Text.cnn_models +{ + interface ITextClassificationModel + { + Tensor is_training { get; } + Tensor x { get;} + Tensor y { get; } + } +} diff --git a/test/TensorFlowNET.Examples/Text/cnn_models/VdCnn.cs b/test/TensorFlowNET.Examples/TextProcess/cnn_models/VdCnn.cs similarity index 100% rename from test/TensorFlowNET.Examples/Text/cnn_models/VdCnn.cs rename to test/TensorFlowNET.Examples/TextProcess/cnn_models/VdCnn.cs diff --git a/test/TensorFlowNET.UnitTest/ExamplesTests/ExamplesTest.cs b/test/TensorFlowNET.UnitTest/ExamplesTests/ExamplesTest.cs index b93f678b..bca6e64f 100644 --- a/test/TensorFlowNET.UnitTest/ExamplesTests/ExamplesTest.cs +++ b/test/TensorFlowNET.UnitTest/ExamplesTests/ExamplesTest.cs @@ -61,14 +61,6 @@ namespace TensorFlowNET.ExamplesTests new LogisticRegression() { Enabled = true, training_epochs=10, train_size = 500, validation_size = 100, test_size = 100 }.Run(); } - [Ignore] - [TestMethod] - public void MetaGraph() - { - tf.Graph().as_default(); - new MetaGraph() { Enabled = true }.Run(); - } - [Ignore] [TestMethod] public void NaiveBayesClassifier() diff --git a/test/TensorFlowNET.UnitTest/GraphTest.cs b/test/TensorFlowNET.UnitTest/GraphTest.cs index 0fc086a4..b83fd291 100644 --- a/test/TensorFlowNET.UnitTest/GraphTest.cs +++ b/test/TensorFlowNET.UnitTest/GraphTest.cs @@ -5,6 +5,7 @@ using System.Runtime.InteropServices; using System.Text; using Tensorflow; using Buffer = Tensorflow.Buffer; +using static Tensorflow.Python; namespace TensorFlowNET.UnitTest { @@ -417,6 +418,19 @@ namespace TensorFlowNET.UnitTest } - + public void ImportGraphMeta() + { + var dir = "my-save-dir/"; + with(tf.Session(), sess => + { + var new_saver = tf.train.import_meta_graph(dir + "my-model-10000.meta"); + new_saver.restore(sess, dir + "my-model-10000"); + var labels = tf.constant(0, dtype: tf.int32, shape: new int[] { 100 }, name: "labels"); + var batch_size = tf.size(labels); + var logits = (tf.get_collection("logits") as List)[0] as Tensor; + var loss = tf.losses.sparse_softmax_cross_entropy(labels: labels, + logits: logits); + }); + } } } From 95cd55d5e9091e10dfa2ac2f4a58106bf2bd8e3b Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Wed, 8 May 2019 20:33:17 -0500 Subject: [PATCH 03/25] Image Background Removal --- .../ImageProcess/ImageBackgroundRemoval.cs | 35 +++++++++-- .../Utility/PbtxtParser.cs | 63 +++++++++---------- 2 files changed, 59 insertions(+), 39 deletions(-) diff --git a/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs b/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs index 5b390360..46556989 100644 --- a/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs +++ b/test/TensorFlowNET.Examples/ImageProcess/ImageBackgroundRemoval.cs @@ -1,7 +1,10 @@ using System; using System.Collections.Generic; +using System.IO; using System.Text; +using Tensorflow; using TensorFlowNET.Examples.Utility; +using static Tensorflow.Python; namespace TensorFlowNET.Examples.ImageProcess { @@ -19,18 +22,42 @@ namespace TensorFlowNET.Examples.ImageProcess public string Name => "Image Background Removal"; - string modelDir = "deeplabv3"; + string dataDir = "deeplabv3"; + string modelDir = "deeplabv3_mnv2_pascal_train_aug"; + string modelName = "frozen_inference_graph.pb"; public bool Run() { + PrepareData(); + + // import GraphDef from pb file + var graph = new Graph().as_default(); + graph.Import(Path.Join(dataDir, modelDir, modelName)); + + Tensor output = graph.OperationByName("SemanticPredictions"); + + with(tf.Session(graph), sess => + { + // Runs inference on a single image. + sess.run(output, new FeedItem(output, "[np.asarray(resized_image)]")); + }); + return false; } public void PrepareData() { - // get model file - string url = "http://download.tensorflow.org/models/deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz"; - Web.Download(url, modelDir, "deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz"); + // get mobile_net_model file + string fileName = "deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz"; + string url = $"http://download.tensorflow.org/models/{fileName}"; + Web.Download(url, dataDir, fileName); + Compress.ExtractTGZ(Path.Join(dataDir, fileName), dataDir); + + // xception_model, better accuracy + /*fileName = "deeplabv3_pascal_train_aug_2018_01_04.tar.gz"; + url = $"http://download.tensorflow.org/models/{fileName}"; + Web.Download(url, modelDir, fileName); + Compress.ExtractTGZ(Path.Join(modelDir, fileName), modelDir);*/ } } } diff --git a/test/TensorFlowNET.Examples/Utility/PbtxtParser.cs b/test/TensorFlowNET.Examples/Utility/PbtxtParser.cs index 45d6ebb8..b994dd76 100644 --- a/test/TensorFlowNET.Examples/Utility/PbtxtParser.cs +++ b/test/TensorFlowNET.Examples/Utility/PbtxtParser.cs @@ -23,52 +23,45 @@ namespace TensorFlowNET.Examples.Utility string line; string newText = "{\"items\":["; - try + using (System.IO.StreamReader reader = new System.IO.StreamReader(filePath)) { - using (System.IO.StreamReader reader = new System.IO.StreamReader(filePath)) + + while ((line = reader.ReadLine()) != null) { + string newline = string.Empty; - while ((line = reader.ReadLine()) != null) + if (line.Contains("{")) { - string newline = string.Empty; - - if (line.Contains("{")) - { - newline = line.Replace("item", "").Trim(); - //newText += line.Insert(line.IndexOf("=") + 1, "\"") + "\","; - newText += newline; - } - else if (line.Contains("}")) - { - newText = newText.Remove(newText.Length - 1); - newText += line; - newText += ","; - } - else - { - newline = line.Replace(":", "\":").Trim(); - newline = "\"" + newline;// newline.Insert(0, "\""); - newline += ","; - - newText += newline; - } - + newline = line.Replace("item", "").Trim(); + //newText += line.Insert(line.IndexOf("=") + 1, "\"") + "\","; + newText += newline; + } + else if (line.Contains("}")) + { + newText = newText.Remove(newText.Length - 1); + newText += line; + newText += ","; } + else + { + newline = line.Replace(":", "\":").Trim(); + newline = "\"" + newline;// newline.Insert(0, "\""); + newline += ","; - newText = newText.Remove(newText.Length - 1); - newText += "]}"; + newText += newline; + } - reader.Close(); } - PbtxtItems items = JsonConvert.DeserializeObject(newText); + newText = newText.Remove(newText.Length - 1); + newText += "]}"; - return items; - } - catch (Exception ex) - { - return null; + reader.Close(); } + + PbtxtItems items = JsonConvert.DeserializeObject(newText); + + return items; } } } From 664e1c779b135ae1f55d04f89e3e4ac4827b04ee Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Fri, 10 May 2019 00:27:12 -0500 Subject: [PATCH 04/25] completed the CoNLLDataset load for LSTM + CRF NER example. --- TensorFlow.NET.sln | 6 ++ .../TensorFlowNET.Core.csproj | 4 + .../TextProcess/DataHelpers.cs | 62 ++++++++++++- .../TextProcess/NER/LstmCrfNer.cs | 93 ++++++++++++++++++- .../Utility/CoNLLDataset.cs | 70 ++++++++++---- 5 files changed, 213 insertions(+), 22 deletions(-) diff --git a/TensorFlow.NET.sln b/TensorFlow.NET.sln index b96f8203..23c4296c 100644 --- a/TensorFlow.NET.sln +++ b/TensorFlow.NET.sln @@ -9,6 +9,8 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "TensorFlowNET.Examples", "t EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "TensorFlowNET.Core", "src\TensorFlowNET.Core\TensorFlowNET.Core.csproj", "{FD682AC0-7B2D-45D3-8B0D-C6D678B04144}" EndProject +Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "NumSharp.Core", "..\NumSharp\src\NumSharp.Core\NumSharp.Core.csproj", "{265765E1-C746-4241-AF2B-39B8045292D8}" +EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU @@ -27,6 +29,10 @@ Global {FD682AC0-7B2D-45D3-8B0D-C6D678B04144}.Debug|Any CPU.Build.0 = Debug|Any CPU {FD682AC0-7B2D-45D3-8B0D-C6D678B04144}.Release|Any CPU.ActiveCfg = Release|Any CPU {FD682AC0-7B2D-45D3-8B0D-C6D678B04144}.Release|Any CPU.Build.0 = Release|Any CPU + {265765E1-C746-4241-AF2B-39B8045292D8}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {265765E1-C746-4241-AF2B-39B8045292D8}.Debug|Any CPU.Build.0 = Debug|Any CPU + {265765E1-C746-4241-AF2B-39B8045292D8}.Release|Any CPU.ActiveCfg = Release|Any CPU + {265765E1-C746-4241-AF2B-39B8045292D8}.Release|Any CPU.Build.0 = Release|Any CPU EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE diff --git a/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj b/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj index 3aa0192b..2aa6ad17 100644 --- a/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj +++ b/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj @@ -62,4 +62,8 @@ Add Word2Vec example. + + + + diff --git a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs index bb5d5675..4bc1d84d 100644 --- a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs +++ b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs @@ -6,7 +6,7 @@ using System.Linq; using System.Text; using System.Text.RegularExpressions; -namespace TensorFlowNET.Examples.CnnTextClassification +namespace TensorFlowNET.Examples { public class DataHelpers { @@ -90,5 +90,65 @@ namespace TensorFlowNET.Examples.CnnTextClassification str = Regex.Replace(str, @"\'s", " \'s"); return str; } + + /// + /// Padding + /// + /// + /// the char to pad with + /// a list of list where each sublist has same length + public static (int[][], int[]) pad_sequences(int[][] sequences, int pad_tok = 0) + { + int max_length = sequences.Select(x => x.Length).Max(); + return _pad_sequences(sequences, pad_tok, max_length); + } + + public static (int[][][], int[][]) pad_sequences(int[][][] sequences, int pad_tok = 0) + { + int max_length_word = sequences.Select(x => x.Select(w => w.Length).Max()).Max(); + int[][][] sequence_padded; + var sequence_length = new int[sequences.Length][]; + for (int i = 0; i < sequences.Length; i++) + { + // all words are same length now + var (sp, sl) = _pad_sequences(sequences[i], pad_tok, max_length_word); + sequence_length[i] = sl; + } + + int max_length_sentence = sequences.Select(x => x.Length).Max(); + (sequence_padded, _) = _pad_sequences(sequences, np.repeat(pad_tok, max_length_word).Data(), max_length_sentence); + (sequence_length, _) = _pad_sequences(sequence_length, 0, max_length_sentence); + + return (sequence_padded, sequence_length); + } + + private static (int[][], int[]) _pad_sequences(int[][] sequences, int pad_tok, int max_length) + { + var sequence_length = new int[sequences.Length]; + for (int i = 0; i < sequences.Length; i++) + { + sequence_length[i] = sequences[i].Length; + Array.Resize(ref sequences[i], max_length); + } + + return (sequences, sequence_length); + } + + private static (int[][][], int[]) _pad_sequences(int[][][] sequences, int[] pad_tok, int max_length) + { + var sequence_length = new int[sequences.Length]; + for (int i = 0; i < sequences.Length; i++) + { + sequence_length[i] = sequences[i].Length; + Array.Resize(ref sequences[i], max_length); + for (int j = 0; j < max_length - sequence_length[i]; j++) + { + sequences[i][max_length - j - 1] = new int[pad_tok.Length]; + Array.Copy(pad_tok, sequences[i][max_length - j - 1], pad_tok.Length); + } + } + + return (sequences, sequence_length); + } } } diff --git a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs index 71e20b65..f34b132b 100644 --- a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs +++ b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs @@ -1,4 +1,5 @@ -using System; +using NumSharp; +using System; using System.Collections.Generic; using System.IO; using System.Linq; @@ -7,6 +8,7 @@ using Tensorflow; using Tensorflow.Estimator; using TensorFlowNET.Examples.Utility; using static Tensorflow.Python; +using static TensorFlowNET.Examples.DataHelpers; namespace TensorFlowNET.Examples.Text.NER { @@ -27,10 +29,17 @@ namespace TensorFlowNET.Examples.Text.NER HyperParams hp; - Dictionary vocab_tags = new Dictionary(); int nwords, nchars, ntags; CoNLLDataset dev, train; + Tensor word_ids_tensor; + Tensor sequence_lengths_tensor; + Tensor char_ids_tensor; + Tensor word_lengths_tensor; + Tensor labels_tensor; + Tensor dropout_tensor; + Tensor lr_tensor; + public bool Run() { PrepareData(); @@ -38,6 +47,14 @@ namespace TensorFlowNET.Examples.Text.NER tf.train.import_meta_graph("graph/lstm_crf_ner.meta"); + word_ids_tensor = graph.OperationByName("word_ids"); + sequence_lengths_tensor = graph.OperationByName("sequence_lengths"); + char_ids_tensor = graph.OperationByName("char_ids"); + word_lengths_tensor = graph.OperationByName("word_lengths"); + labels_tensor = graph.OperationByName("labels"); + dropout_tensor = graph.OperationByName("dropout"); + lr_tensor = graph.OperationByName("lr"); + var init = tf.global_variables_initializer(); with(tf.Session(), sess => @@ -47,6 +64,7 @@ namespace TensorFlowNET.Examples.Text.NER foreach (var epoch in range(hp.epochs)) { print($"Epoch {epoch + 1} out of {hp.epochs}"); + run_epoch(train, dev, epoch); } }); @@ -54,6 +72,77 @@ namespace TensorFlowNET.Examples.Text.NER return true; } + private void run_epoch(CoNLLDataset train, CoNLLDataset dev, int epoch) + { + int i = 0; + // iterate over dataset + var batches = minibatches(train, hp.batch_size); + foreach (var(words, labels) in batches) + { + get_feed_dict(words, labels, hp.lr, hp.dropout); + } + } + + private IEnumerable<((int[][], int[])[], int[][])> minibatches(CoNLLDataset data, int minibatch_size) + { + var x_batch = new List<(int[][], int[])>(); + var y_batch = new List(); + foreach(var (x, y) in data.GetItems()) + { + if (len(y_batch) == minibatch_size) + { + yield return (x_batch.ToArray(), y_batch.ToArray()); + x_batch.Clear(); + y_batch.Clear(); + } + + var x3 = (x.Select(x1 => x1.Item1).ToArray(), x.Select(x2 => x2.Item2).ToArray()); + x_batch.Add(x3); + y_batch.Add(y); + } + + if (len(y_batch) > 0) + yield return (x_batch.ToArray(), y_batch.ToArray()); + } + + /// + /// Given some data, pad it and build a feed dictionary + /// + /// + /// list of sentences. A sentence is a list of ids of a list of + /// words. A word is a list of ids + /// + /// list of ids + /// learning rate + /// keep prob + private FeedItem[] get_feed_dict((int[][], int[])[] words, int[][] labels, float lr = 0f, float dropout = 0f) + { + int[] sequence_lengths; + int[][] word_lengths; + int[][] word_ids; + int[][][] char_ids; + + if (true) // use_chars + { + (char_ids, word_ids) = (words.Select(x => x.Item1).ToArray(), words.Select(x => x.Item2).ToArray()); + (word_ids, sequence_lengths) = pad_sequences(word_ids, pad_tok: 0); + (char_ids, word_lengths) = pad_sequences(char_ids, pad_tok: 0); + } + + // build feed dictionary + var feeds = new List(); + feeds.Add(new FeedItem(word_ids_tensor, np.array(word_ids))); + feeds.Add(new FeedItem(sequence_lengths_tensor, np.array(sequence_lengths))); + + if(true) // use_chars + { + feeds.Add(new FeedItem(char_ids_tensor, np.array(char_ids))); + feeds.Add(new FeedItem(word_lengths_tensor, np.array(word_lengths))); + } + + throw new NotImplementedException("get_feed_dict"); + } + public void PrepareData() { hp = new HyperParams("LstmCrfNer") diff --git a/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs b/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs index 8fc7b25a..9b50bfd6 100644 --- a/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs +++ b/test/TensorFlowNET.Examples/Utility/CoNLLDataset.cs @@ -8,13 +8,14 @@ using Tensorflow.Estimator; namespace TensorFlowNET.Examples.Utility { - public class CoNLLDataset : IEnumerable + public class CoNLLDataset { static Dictionary vocab_chars; static Dictionary vocab_words; + static Dictionary vocab_tags; - List> _elements; HyperParams _hp; + string _path; public CoNLLDataset(string path, HyperParams hp) { @@ -24,22 +25,10 @@ namespace TensorFlowNET.Examples.Utility if (vocab_words == null) vocab_words = load_vocab(hp.filepath_words); - var lines = File.ReadAllLines(path); + if (vocab_tags == null) + vocab_tags = load_vocab(hp.filepath_tags); - foreach (var l in lines) - { - string line = l.Trim(); - if (string.IsNullOrEmpty(line) || line.StartsWith("-DOCSTART-")) - { - - } - else - { - var ls = line.Split(' '); - // process word - var word = processing_word(ls[0]); - } - } + _path = path; } private (int[], int) processing_word(string word) @@ -58,6 +47,20 @@ namespace TensorFlowNET.Examples.Utility return (char_ids, id); } + private int processing_tag(string word) + { + // 1. preprocess word + if (false) // lowercase + word = word.ToLower(); + if (false) // isdigit + word = "$NUM$"; + + // 2. get id of word + int id = vocab_tags.GetValueOrDefault(word, -1); + + return id; + } + private Dictionary load_vocab(string filename) { var dict = new Dictionary(); @@ -68,9 +71,38 @@ namespace TensorFlowNET.Examples.Utility return dict; } - public IEnumerator GetEnumerator() + public IEnumerable<((int[], int)[], int[])> GetItems() { - return _elements.GetEnumerator(); + var lines = File.ReadAllLines(_path); + + int niter = 0; + var words = new List<(int[], int)>(); + var tags = new List(); + + foreach (var l in lines) + { + string line = l.Trim(); + if (string.IsNullOrEmpty(line) || line.StartsWith("-DOCSTART-")) + { + if (words.Count > 0) + { + niter++; + yield return (words.ToArray(), tags.ToArray()); + words.Clear(); + tags.Clear(); + } + } + else + { + var ls = line.Split(' '); + // process word + var word = processing_word(ls[0]); + var tag = processing_tag(ls[1]); + + words.Add(word); + tags.Add(tag); + } + } } } } From 3208ee56f846e04675be3f34006694d9a60aabe6 Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Fri, 10 May 2019 09:50:11 -0500 Subject: [PATCH 05/25] Finished NER training but missing run_evaluate function. --- .../TextProcess/NER/LstmCrfNer.cs | 40 ++++++++++++++----- 1 file changed, 30 insertions(+), 10 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs index f34b132b..1b83da37 100644 --- a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs +++ b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs @@ -39,6 +39,9 @@ namespace TensorFlowNET.Examples.Text.NER Tensor labels_tensor; Tensor dropout_tensor; Tensor lr_tensor; + Operation train_op; + Tensor loss; + Tensor merged; public bool Run() { @@ -47,6 +50,9 @@ namespace TensorFlowNET.Examples.Text.NER tf.train.import_meta_graph("graph/lstm_crf_ner.meta"); + float loss_value = 0f; + + //add_summary(); word_ids_tensor = graph.OperationByName("word_ids"); sequence_lengths_tensor = graph.OperationByName("sequence_lengths"); char_ids_tensor = graph.OperationByName("char_ids"); @@ -54,6 +60,9 @@ namespace TensorFlowNET.Examples.Text.NER labels_tensor = graph.OperationByName("labels"); dropout_tensor = graph.OperationByName("dropout"); lr_tensor = graph.OperationByName("lr"); + train_op = graph.OperationByName("train_step/Adam"); + loss = graph.OperationByName("Mean"); + //merged = graph.OperationByName("Merge/MergeSummary"); var init = tf.global_variables_initializer(); @@ -63,24 +72,28 @@ namespace TensorFlowNET.Examples.Text.NER foreach (var epoch in range(hp.epochs)) { - print($"Epoch {epoch + 1} out of {hp.epochs}"); - run_epoch(train, dev, epoch); + Console.Write($"Epoch {epoch + 1} out of {hp.epochs}, "); + loss_value = run_epoch(sess, train, dev, epoch); + print($"train loss: {loss_value}"); } - }); - return true; + return loss_value < 0.1; } - private void run_epoch(CoNLLDataset train, CoNLLDataset dev, int epoch) + private float run_epoch(Session sess, CoNLLDataset train, CoNLLDataset dev, int epoch) { - int i = 0; + NDArray results = null; + // iterate over dataset var batches = minibatches(train, hp.batch_size); foreach (var(words, labels) in batches) { - get_feed_dict(words, labels, hp.lr, hp.dropout); + var (fd, _) = get_feed_dict(words, labels, hp.lr, hp.dropout); + results = sess.run(new ITensorOrOperation[] { train_op, loss }, feed_dict: fd); } + + return results[1]; } private IEnumerable<((int[][], int[])[], int[][])> minibatches(CoNLLDataset data, int minibatch_size) @@ -115,7 +128,7 @@ namespace TensorFlowNET.Examples.Text.NER /// list of ids /// learning rate /// keep prob - private FeedItem[] get_feed_dict((int[][], int[])[] words, int[][] labels, float lr = 0f, float dropout = 0f) + private (FeedItem[], int[]) get_feed_dict((int[][], int[])[] words, int[][] labels, float lr = 0f, float dropout = 0f) { int[] sequence_lengths; int[][] word_lengths; @@ -140,14 +153,21 @@ namespace TensorFlowNET.Examples.Text.NER feeds.Add(new FeedItem(word_lengths_tensor, np.array(word_lengths))); } - throw new NotImplementedException("get_feed_dict"); + (labels, _) = pad_sequences(labels, 0); + feeds.Add(new FeedItem(labels_tensor, np.array(labels))); + + feeds.Add(new FeedItem(lr_tensor, lr)); + + feeds.Add(new FeedItem(dropout_tensor, dropout)); + + return (feeds.ToArray(), sequence_lengths); } public void PrepareData() { hp = new HyperParams("LstmCrfNer") { - epochs = 15, + epochs = 50, dropout = 0.5f, 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zhuWlLre!nT%AA9*Hd8&aKd46tfuv^4xr8may*Cz%?O-6jhcdR(9QblG%000K?V(%H zo_DvZ#rv^Z! z_*>|9YJ+#he;wV98@}F#uYZ0cj_nuCs@Q>JPp#*JVXJ6c`wmP=qm@noZ5?0W`0Ea8 zjMGmNNK3QH(pc4G)oBE^^V>b*Gpu9Y Date: Fri, 10 May 2019 22:32:53 +0200 Subject: [PATCH 07/25] session.run: added overload with Hashtable as feed dict --- src/TensorFlowNET.Core/Sessions/BaseSession.cs | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/src/TensorFlowNET.Core/Sessions/BaseSession.cs b/src/TensorFlowNET.Core/Sessions/BaseSession.cs index 022d378c..587aca5b 100644 --- a/src/TensorFlowNET.Core/Sessions/BaseSession.cs +++ b/src/TensorFlowNET.Core/Sessions/BaseSession.cs @@ -1,5 +1,6 @@ using NumSharp; using System; +using System.Collections; using System.Collections.Generic; using System.Linq; using System.Runtime.InteropServices; @@ -40,6 +41,13 @@ namespace Tensorflow return _run(fetches, feed_dict); } + public virtual NDArray run(ITensorOrOperation[] fetches, Hashtable feed_dict = null) + { + var feed_items = feed_dict == null ? new FeedItem[0] : + feed_dict.Keys.OfType().Select(key => new FeedItem(key, feed_dict[key])).ToArray(); + return _run(fetches, feed_items); + } + private NDArray _run(object fetches, FeedItem[] feed_dict = null) { var feed_dict_tensor = new Dictionary(); @@ -89,6 +97,12 @@ namespace Tensorflow case byte[] val: feed_dict_tensor[subfeed_t] = (NDArray)val; break; + case bool val: + feed_dict_tensor[subfeed_t] = (NDArray) val; + break; + case bool[] val: + feed_dict_tensor[subfeed_t] = (NDArray)val; + break; default: Console.WriteLine($"can't handle data type of subfeed_val"); throw new NotImplementedException("_run subfeed"); From 5d16dc67cbd5c4182cb946b3c11394004cf1455a Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Fri, 10 May 2019 22:34:35 +0200 Subject: [PATCH 08/25] Tensor: added missing data types --- src/TensorFlowNET.Core/Tensors/Tensor.cs | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/TensorFlowNET.Core/Tensors/Tensor.cs b/src/TensorFlowNET.Core/Tensors/Tensor.cs index a4cc1769..34b98b35 100644 --- a/src/TensorFlowNET.Core/Tensors/Tensor.cs +++ b/src/TensorFlowNET.Core/Tensors/Tensor.cs @@ -191,6 +191,8 @@ namespace Tensorflow return TF_DataType.TF_INT16; case "Int32": return TF_DataType.TF_INT32; + case "Int64": + return TF_DataType.TF_INT64; case "Single": return TF_DataType.TF_FLOAT; case "Double": @@ -199,6 +201,8 @@ namespace Tensorflow return TF_DataType.TF_UINT8; case "String": return TF_DataType.TF_STRING; + case "Boolean": + return TF_DataType.TF_BOOL; default: throw new NotImplementedException("ToTFDataType error"); } From 86c142e067e1d36847db7df476a362fa1676bc60 Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Fri, 10 May 2019 22:35:09 +0200 Subject: [PATCH 09/25] test classification: improved batching performance with slicing --- .../TextProcess/DataHelpers.cs | 26 ++-- .../TextProcess/TextClassificationTrain.cs | 121 ++++++++++-------- 2 files changed, 89 insertions(+), 58 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs index 4bc1d84d..bae875e6 100644 --- a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs +++ b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs @@ -13,7 +13,7 @@ namespace TensorFlowNET.Examples private const string TRAIN_PATH = "text_classification/dbpedia_csv/train.csv"; private const string TEST_PATH = "text_classification/dbpedia_csv/test.csv"; - public static (int[][], int[], int) build_char_dataset(string step, string model, int document_max_len, int? limit = null) + public static (NDArray, NDArray, int) build_char_dataset(string step, string model, int document_max_len, int? limit = null) { if (model != "vd_cnn") throw new NotImplementedException(model); @@ -29,22 +29,32 @@ namespace TensorFlowNET.Examples var contents = File.ReadAllLines(TRAIN_PATH); var size = limit == null ? contents.Length : limit.Value; - var x = new int[size][]; - var y = new int[size]; + var x = new NDArray(np.int32, new Shape(size, document_max_len)); + var y = new NDArray(np.int32, new Shape(size)); + var tenth = size / 10; + var percent = 0; for (int i = 0; i < size; i++) { + if ((i + 1) % tenth == 0) + { + percent += 10; + Console.WriteLine($"\t{percent}%"); + } + string[] parts = contents[i].ToLower().Split(",\"").ToArray(); string content = parts[2]; content = content.Substring(0, content.Length - 1); - x[i] = new int[document_max_len]; + var a = new int[document_max_len]; for (int j = 0; j < document_max_len; j++) { if (j >= content.Length) - x[i][j] = char_dict[""]; - else - x[i][j] = char_dict.ContainsKey(content[j].ToString()) ? char_dict[content[j].ToString()] : char_dict[""]; + a[j] = char_dict[""]; + //x[i, j] = char_dict[""]; + else + a[j] = char_dict.ContainsKey(content[j].ToString()) ? char_dict[content[j].ToString()] : char_dict[""]; + //x[i, j] = char_dict.ContainsKey(content[j].ToString()) ? char_dict[content[j].ToString()] : char_dict[""]; } - + x[i] = a; y[i] = int.Parse(parts[0]); } diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 94f990cf..e4f92cd2 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -39,28 +39,30 @@ namespace TensorFlowNET.Examples.CnnTextClassification public bool Run() { PrepareData(); - return with(tf.Session(), sess => + var graph = tf.Graph().as_default(); + return with(tf.Session(graph), sess => { if (ImportGraph) - return RunWithImportedGraph(sess); + return RunWithImportedGraph(sess, graph); else - return RunWithBuiltGraph(sess); + return RunWithBuiltGraph(sess, graph); }); } - protected virtual bool RunWithImportedGraph(Session sess) + protected virtual bool RunWithImportedGraph(Session sess, Graph graph) { - var graph = tf.Graph().as_default(); Console.WriteLine("Building dataset..."); var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit); + Console.WriteLine("\tDONE"); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); - var meta_file = model_name + "_untrained.meta"; + Console.WriteLine("Import graph..."); + var meta_file = model_name + ".meta"; tf.train.import_meta_graph(Path.Join("graph", meta_file)); - - //sess.run(tf.global_variables_initializer()); // not necessary here, has already been done before meta graph export - + Console.WriteLine("\tDONE"); + //sess.run(tf.global_variables_initializer()); // not necessary here, has already been done before meta graph export + var train_batches = batch_iter(train_x, train_y, BATCH_SIZE, NUM_EPOCHS); var num_batches_per_epoch = (len(train_x) - 1); // BATCH_SIZE + 1 double max_accuracy = 0; @@ -68,25 +70,64 @@ namespace TensorFlowNET.Examples.CnnTextClassification Tensor is_training = graph.get_operation_by_name("is_training"); Tensor model_x = graph.get_operation_by_name("x"); Tensor model_y = graph.get_operation_by_name("y"); - Tensor loss = graph.get_operation_by_name("Variable"); + Tensor loss = graph.get_operation_by_name("loss/loss"); + //var optimizer_nodes = graph._nodes_by_name.Keys.Where(key => key.Contains("optimizer")).ToArray(); + Tensor optimizer = graph.get_operation_by_name("loss/optimizer"); + Tensor global_step = graph.get_operation_by_name("global_step"); Tensor accuracy = graph.get_operation_by_name("accuracy/accuracy"); + int i = 0; foreach (var (x_batch, y_batch) in train_batches) { + i++; + Console.WriteLine("Training on batch " + i); var train_feed_dict = new Hashtable { [model_x] = x_batch, [model_y] = y_batch, [is_training] = true, - }; - + }; + // original python: //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) + var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); + loss_value = result[2]; + var step = result[1]; + if (step % 100 == 0) + Console.WriteLine($"Step {step} loss: {loss_value}"); + if (step % 2000 == 0) + { + continue; + // # Test accuracy with validation data for each epoch. + var valid_batches = batch_iter(valid_x, valid_y, BATCH_SIZE, 1); + var (sum_accuracy, cnt) = (0, 0); + foreach (var (valid_x_batch, valid_y_batch) in valid_batches) + { + // valid_feed_dict = { + // model.x: valid_x_batch, + // model.y: valid_y_batch, + // model.is_training: False + // } + + // accuracy = sess.run(model.accuracy, feed_dict = valid_feed_dict) + // sum_accuracy += accuracy + // cnt += 1 + } + // valid_accuracy = sum_accuracy / cnt + + // print("\nValidation Accuracy = {1}\n".format(step // num_batches_per_epoch, sum_accuracy / cnt)) + + // # Save model + // if valid_accuracy > max_accuracy: + // max_accuracy = valid_accuracy + // saver.save(sess, "{0}/{1}.ckpt".format(args.model, args.model), global_step = step) + // print("Model is saved.\n") + } } return false; } - protected virtual bool RunWithBuiltGraph(Session session) + protected virtual bool RunWithBuiltGraph(Session session, Graph graph) { Console.WriteLine("Building dataset..."); var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit); @@ -104,51 +145,31 @@ namespace TensorFlowNET.Examples.CnnTextClassification throw new NotImplementedException(); break; case "vd_cnn": - model=new VdCnn(alphabet_size, CHAR_MAX_LEN, NUM_CLASS); + model = new VdCnn(alphabet_size, CHAR_MAX_LEN, NUM_CLASS); break; } // todo train the model return false; } - private (int[][], int[][], int[], int[]) train_test_split(int[][] x, int[] y, float test_size = 0.3f) + // TODO: this originally is an SKLearn utility function. it randomizes train and test which we don't do here + private (NDArray, NDArray, NDArray, NDArray) train_test_split(NDArray x, NDArray y, float test_size = 0.3f) { - int len = x.Length; - int classes = y.Distinct().Count(); - int samples = len / classes; - int train_size = int.Parse((samples * (1 - test_size)).ToString()); - - var train_x = new List(); - var valid_x = new List(); - var train_y = new List(); - var valid_y = new List(); - - for (int i = 0; i < classes; i++) - { - for (int j = 0; j < samples; j++) - { - int idx = i * samples + j; - if (idx < train_size + samples * i) - { - train_x.Add(x[idx]); - train_y.Add(y[idx]); - } - else - { - valid_x.Add(x[idx]); - valid_y.Add(y[idx]); - } - } - } - - return (train_x.ToArray(), valid_x.ToArray(), train_y.ToArray(), valid_y.ToArray()); + Console.WriteLine("Splitting in Training and Testing data..."); + int len = x.shape[0]; + //int classes = y.Data().Distinct().Count(); + //int samples = len / classes; + int train_size = (int)Math.Round(len * (1 - test_size)); + var train_x = x[new Slice(stop:train_size), new Slice()]; + var valid_x = x[new Slice(start: train_size+1), new Slice()]; + var train_y = y[new Slice(stop: train_size)]; + var valid_y = y[new Slice(start: train_size + 1)]; + Console.WriteLine("\tDONE"); + return (train_x, valid_x, train_y, valid_y); } - private IEnumerable<(NDArray, NDArray)> batch_iter(int[][] raw_inputs, int[] raw_outputs, int batch_size, int num_epochs) + private IEnumerable<(NDArray, NDArray)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) { - var inputs = np.array(raw_inputs); - var outputs = np.array(raw_outputs); - var num_batches_per_epoch = (len(inputs) - 1); // batch_size + 1 foreach (var epoch in range(num_epochs)) { @@ -156,7 +177,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification { var start_index = batch_num * batch_size; var end_index = Math.Min((batch_num + 1) * batch_size, len(inputs)); - yield return (inputs[$"{start_index}:{end_index}"], outputs[$"{start_index}:{end_index}"]); + yield return (inputs[new Slice(start_index, end_index)], outputs[new Slice(start_index,end_index)]); } } } @@ -170,7 +191,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification if (ImportGraph) { // download graph meta data - var meta_file = model_name + "_untrained.meta"; + var meta_file = model_name + ".meta"; url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/" + meta_file; Web.Download(url, "graph", meta_file); } From e615351373c37791c749d06333e26e902076616e Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Fri, 10 May 2019 18:55:03 -0500 Subject: [PATCH 10/25] add MarShall.Copy for Boolean when creating Tensor. --- src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs | 3 +++ test/TensorFlowNET.Examples/Program.cs | 1 + .../TextProcess/TextClassificationTrain.cs | 12 +++++++----- 3 files changed, 11 insertions(+), 5 deletions(-) diff --git a/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs b/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs index 3b8b65dd..5ebaa092 100644 --- a/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs +++ b/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs @@ -55,6 +55,9 @@ namespace Tensorflow var nd1 = nd.ravel(); switch (nd.dtype.Name) { + case "Boolean": + Marshal.Copy(nd1.Data(), 0, dotHandle, nd.size); + break; case "Int16": Marshal.Copy(nd1.Data(), 0, dotHandle, nd.size); break; diff --git a/test/TensorFlowNET.Examples/Program.cs b/test/TensorFlowNET.Examples/Program.cs index 01928b88..9fd9c714 100644 --- a/test/TensorFlowNET.Examples/Program.cs +++ b/test/TensorFlowNET.Examples/Program.cs @@ -64,6 +64,7 @@ namespace TensorFlowNET.Examples disabled.ForEach(x => Console.WriteLine($"{x} is Disabled!", Color.Tan)); errors.ForEach(x => Console.WriteLine($"{x} is Failed!", Color.Red)); + Console.Write("Please [Enter] to quit."); Console.ReadLine(); } } diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index e4f92cd2..15f1e55b 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -61,7 +61,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification var meta_file = model_name + ".meta"; tf.train.import_meta_graph(Path.Join("graph", meta_file)); Console.WriteLine("\tDONE"); - //sess.run(tf.global_variables_initializer()); // not necessary here, has already been done before meta graph export + // definitely necessary, otherwize will get the exception of "use uninitialized variable" + sess.run(tf.global_variables_initializer()); var train_batches = batch_iter(train_x, train_y, BATCH_SIZE, NUM_EPOCHS); var num_batches_per_epoch = (len(train_x) - 1); // BATCH_SIZE + 1 @@ -89,12 +90,13 @@ namespace TensorFlowNET.Examples.CnnTextClassification }; // original python: //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) - var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); - loss_value = result[2]; + var result = sess.run(new Tensor[] { optimizer, global_step, loss }, train_feed_dict); + // exception here, loss value seems like a float[] + //loss_value = result[2]; var step = result[1]; + if (step % 10 == 0) + Console.WriteLine($"Step {step} loss: {result[2]}"); if (step % 100 == 0) - Console.WriteLine($"Step {step} loss: {loss_value}"); - if (step % 2000 == 0) { continue; // # Test accuracy with validation data for each epoch. From 0f67489e5f33e7e438accd69c46532a4ec796d86 Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Fri, 10 May 2019 21:55:44 -0500 Subject: [PATCH 11/25] added auto download data for LSTM + CRF NER. --- TensorFlow.NET.sln | 6 ------ src/TensorFlowNET.Core/TensorFlowNET.Core.csproj | 6 +----- test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs | 4 ++++ 3 files changed, 5 insertions(+), 11 deletions(-) diff --git a/TensorFlow.NET.sln b/TensorFlow.NET.sln index 23c4296c..b96f8203 100644 --- a/TensorFlow.NET.sln +++ b/TensorFlow.NET.sln @@ -9,8 +9,6 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "TensorFlowNET.Examples", "t EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "TensorFlowNET.Core", "src\TensorFlowNET.Core\TensorFlowNET.Core.csproj", "{FD682AC0-7B2D-45D3-8B0D-C6D678B04144}" EndProject -Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "NumSharp.Core", "..\NumSharp\src\NumSharp.Core\NumSharp.Core.csproj", "{265765E1-C746-4241-AF2B-39B8045292D8}" -EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU @@ -29,10 +27,6 @@ Global {FD682AC0-7B2D-45D3-8B0D-C6D678B04144}.Debug|Any CPU.Build.0 = Debug|Any CPU {FD682AC0-7B2D-45D3-8B0D-C6D678B04144}.Release|Any CPU.ActiveCfg = Release|Any CPU {FD682AC0-7B2D-45D3-8B0D-C6D678B04144}.Release|Any CPU.Build.0 = Release|Any CPU - {265765E1-C746-4241-AF2B-39B8045292D8}.Debug|Any CPU.ActiveCfg = Debug|Any CPU - {265765E1-C746-4241-AF2B-39B8045292D8}.Debug|Any CPU.Build.0 = Debug|Any CPU - {265765E1-C746-4241-AF2B-39B8045292D8}.Release|Any CPU.ActiveCfg = Release|Any CPU - {265765E1-C746-4241-AF2B-39B8045292D8}.Release|Any CPU.Build.0 = Release|Any CPU EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE diff --git a/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj b/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj index 2aa6ad17..2962902a 100644 --- a/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj +++ b/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj @@ -49,7 +49,7 @@ Add Word2Vec example. - + @@ -62,8 +62,4 @@ Add Word2Vec example. - - - - diff --git a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs index 1b83da37..0de128c5 100644 --- a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs +++ b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs @@ -185,6 +185,10 @@ namespace TensorFlowNET.Examples.Text.NER hp.filepath_tags = Path.Combine(hp.data_root_dir, "tags.txt"); hp.filepath_chars = Path.Combine(hp.data_root_dir, "chars.txt"); + string url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/data/lstm_crf_ner.zip"; + Web.Download(url, hp.data_root_dir, "lstm_crf_ner.zip"); + Compress.UnZip(Path.Combine(hp.data_root_dir, "lstm_crf_ner.zip"), hp.data_root_dir); + // 1. vocabulary /*vocab_tags = load_vocab(hp.filepath_tags); From 0a82e581de0456968e2d9d0c91019d15799f678d Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sat, 11 May 2019 12:08:33 +0200 Subject: [PATCH 12/25] text classification train --- .../TextProcess/TextClassificationTrain.cs | 24 +++++++++++-------- 1 file changed, 14 insertions(+), 10 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 15f1e55b..d9877d8c 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -1,6 +1,7 @@ using System; using System.Collections; using System.Collections.Generic; +using System.Diagnostics; using System.IO; using System.Linq; using System.Text; @@ -52,7 +53,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification protected virtual bool RunWithImportedGraph(Session sess, Graph graph) { Console.WriteLine("Building dataset..."); - var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit); + var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit=null); Console.WriteLine("\tDONE"); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); @@ -76,12 +77,13 @@ namespace TensorFlowNET.Examples.CnnTextClassification Tensor optimizer = graph.get_operation_by_name("loss/optimizer"); Tensor global_step = graph.get_operation_by_name("global_step"); Tensor accuracy = graph.get_operation_by_name("accuracy/accuracy"); - + var stopwatch = Stopwatch.StartNew(); int i = 0; - foreach (var (x_batch, y_batch) in train_batches) + foreach (var (x_batch, y_batch, total) in train_batches) { i++; - Console.WriteLine("Training on batch " + i); + var estimate = TimeSpan.FromSeconds((stopwatch.Elapsed.TotalSeconds / i) * total); + Console.WriteLine($"Training on batch {i}/{total}. Estimated training time: {estimate}"); var train_feed_dict = new Hashtable { [model_x] = x_batch, @@ -90,8 +92,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification }; // original python: //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) - var result = sess.run(new Tensor[] { optimizer, global_step, loss }, train_feed_dict); - // exception here, loss value seems like a float[] + var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); //loss_value = result[2]; var step = result[1]; if (step % 10 == 0) @@ -102,7 +103,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification // # Test accuracy with validation data for each epoch. var valid_batches = batch_iter(valid_x, valid_y, BATCH_SIZE, 1); var (sum_accuracy, cnt) = (0, 0); - foreach (var (valid_x_batch, valid_y_batch) in valid_batches) + foreach (var (valid_x_batch, valid_y_batch, total_validation_batches) in valid_batches) { // valid_feed_dict = { // model.x: valid_x_batch, @@ -170,16 +171,19 @@ namespace TensorFlowNET.Examples.CnnTextClassification return (train_x, valid_x, train_y, valid_y); } - private IEnumerable<(NDArray, NDArray)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) + private IEnumerable<(NDArray, NDArray, int)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) { - var num_batches_per_epoch = (len(inputs) - 1); // batch_size + 1 + var num_batches_per_epoch = (len(inputs) - 1) / batch_size; + var total_batches = num_batches_per_epoch * num_epochs; foreach (var epoch in range(num_epochs)) { foreach (var batch_num in range(num_batches_per_epoch)) { var start_index = batch_num * batch_size; var end_index = Math.Min((batch_num + 1) * batch_size, len(inputs)); - yield return (inputs[new Slice(start_index, end_index)], outputs[new Slice(start_index,end_index)]); + if (end_index <= start_index) + break; + yield return (inputs[new Slice(start_index, end_index)], outputs[new Slice(start_index,end_index)], total_batches); } } } From 9b14b46464f2add51236568dd01f445b06ca33de Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sat, 11 May 2019 14:58:19 +0200 Subject: [PATCH 13/25] fixed vd_cnn.meta --- graph/vd_cnn.meta | Bin 697103 -> 700216 bytes .../TextProcess/TextClassificationTrain.cs | 26 +++++++++++------- 2 files changed, 16 insertions(+), 10 deletions(-) diff --git a/graph/vd_cnn.meta b/graph/vd_cnn.meta index 1c676f523f50465e6dc6166f0380e2f82d8c8a62..b857fc6c5e31db1d39ebbaf4810d8508c6ebb929 100644 GIT binary patch delta 6366 zcmbVQYitx%6wW>O_H~g$2eySNv>-~iEx6qU5jA2P9t-7JiUjbnF53k*Y`dk?MbKzL zOo%iHM(v5l7!i#M$QuSEK8R64BTz|%ABYM+WKm2}V+BBCEEf<&vko|i{snBi<;|$D*~Y=@mC<+ z(A*SjTp4&G(!3-PjV+Ee*S}pSMBf=%={XQ5-GuWEj2sp$I?u63SctC6Yo5Vo97z zhVh}wHPewuHNx&Rt|i&kmSe`nhyV zuGs-4C6Wz;XXa-WET8S29?2gfsJ6&f^Ng2wrIGLkB z1uf&81y@8g1@OOZ;2!fdALS537dLqhL#fqr;#H_Ub~m&_vi_rR>WSAct@B6Qk<&@1IA^5FWs(6o4R;; 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Console.WriteLine("Building dataset..."); var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit=null); - Console.WriteLine("\tDONE"); + Console.WriteLine("\tDONE "); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); Console.WriteLine("Import graph..."); var meta_file = model_name + ".meta"; tf.train.import_meta_graph(Path.Join("graph", meta_file)); - Console.WriteLine("\tDONE"); - // definitely necessary, otherwize will get the exception of "use uninitialized variable" + Console.WriteLine("\tDONE " + stopwatch.Elapsed); + sess.run(tf.global_variables_initializer()); var train_batches = batch_iter(train_x, train_y, BATCH_SIZE, NUM_EPOCHS); - var num_batches_per_epoch = (len(train_x) - 1); // BATCH_SIZE + 1 + var num_batches_per_epoch = (len(train_x) - 1) / BATCH_SIZE + 1; double max_accuracy = 0; Tensor is_training = graph.get_operation_by_name("is_training"); Tensor model_x = graph.get_operation_by_name("x"); Tensor model_y = graph.get_operation_by_name("y"); - Tensor loss = graph.get_operation_by_name("loss/loss"); + Tensor loss = graph.get_operation_by_name("loss/value"); //var optimizer_nodes = graph._nodes_by_name.Keys.Where(key => key.Contains("optimizer")).ToArray(); Tensor optimizer = graph.get_operation_by_name("loss/optimizer"); Tensor global_step = graph.get_operation_by_name("global_step"); - Tensor accuracy = graph.get_operation_by_name("accuracy/accuracy"); - var stopwatch = Stopwatch.StartNew(); + Tensor accuracy = graph.get_operation_by_name("accuracy/value"); + stopwatch = Stopwatch.StartNew(); int i = 0; foreach (var (x_batch, y_batch, total) in train_batches) { i++; - var estimate = TimeSpan.FromSeconds((stopwatch.Elapsed.TotalSeconds / i) * total); - Console.WriteLine($"Training on batch {i}/{total}. Estimated training time: {estimate}"); var train_feed_dict = new Hashtable { [model_x] = x_batch, @@ -94,9 +93,14 @@ namespace TensorFlowNET.Examples.CnnTextClassification //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); //loss_value = result[2]; - var step = result[1]; + var step = result[1]; if (step % 10 == 0) + { + var estimate = TimeSpan.FromSeconds((stopwatch.Elapsed.TotalSeconds / i) * total); + Console.WriteLine($"Training on batch {i}/{total}. Estimated training time: {estimate}"); Console.WriteLine($"Step {step} loss: {result[2]}"); + } + if (step % 100 == 0) { continue; @@ -198,6 +202,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification { // download graph meta data var meta_file = model_name + ".meta"; + if (File.GetLastWriteTime(meta_file) < new DateTime(2019,05,11)) // delete old cached file which contains errors + File.Delete(meta_file); url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/" + meta_file; Web.Download(url, "graph", meta_file); } From 47a7ac8017b1dfe5c832d7957f69b030e5daca40 Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sat, 11 May 2019 15:19:43 +0200 Subject: [PATCH 14/25] TextClassification: delete old cached meta graph which has a bug --- .../TextProcess/TextClassificationTrain.cs | 17 ++++++++++++----- 1 file changed, 12 insertions(+), 5 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 891ad81f..9d24e3c6 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -32,6 +32,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification public string model_name = "vd_cnn"; // word_cnn | char_cnn | vd_cnn | word_rnn | att_rnn | rcnn private const int CHAR_MAX_LEN = 1014; + private const int WORD_MAX_LEN = 1014; private const int NUM_CLASS = 2; private const int BATCH_SIZE = 64; private const int NUM_EPOCHS = 10; @@ -58,6 +59,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification Console.WriteLine("\tDONE "); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); + Console.WriteLine("Training set size: " + train_x.shape[0]); + Console.WriteLine("Test set size: " + valid_x.shape[0]); Console.WriteLine("Import graph..."); var meta_file = model_name + ".meta"; @@ -74,7 +77,6 @@ namespace TensorFlowNET.Examples.CnnTextClassification Tensor model_x = graph.get_operation_by_name("x"); Tensor model_y = graph.get_operation_by_name("y"); Tensor loss = graph.get_operation_by_name("loss/value"); - //var optimizer_nodes = graph._nodes_by_name.Keys.Where(key => key.Contains("optimizer")).ToArray(); Tensor optimizer = graph.get_operation_by_name("loss/optimizer"); Tensor global_step = graph.get_operation_by_name("global_step"); Tensor accuracy = graph.get_operation_by_name("accuracy/value"); @@ -92,7 +94,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification // original python: //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); - //loss_value = result[2]; + loss_value = result[2]; var step = result[1]; if (step % 10 == 0) { @@ -177,7 +179,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification private IEnumerable<(NDArray, NDArray, int)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) { - var num_batches_per_epoch = (len(inputs) - 1) / batch_size; + var num_batches_per_epoch = (len(inputs) - 1) / batch_size +1; var total_batches = num_batches_per_epoch * num_epochs; foreach (var epoch in range(num_epochs)) { @@ -202,8 +204,13 @@ namespace TensorFlowNET.Examples.CnnTextClassification { // download graph meta data var meta_file = model_name + ".meta"; - if (File.GetLastWriteTime(meta_file) < new DateTime(2019,05,11)) // delete old cached file which contains errors - File.Delete(meta_file); + var meta_path = Path.Combine("graph", meta_file); + if (File.GetLastWriteTime(meta_path) < new DateTime(2019, 05, 11)) + { + // delete old cached file which contains errors + Console.WriteLine("Discarding cached file: " + meta_path); + File.Delete(meta_path); + } url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/" + meta_file; Web.Download(url, "graph", meta_file); } From 6845233c09ed93b4caff5e037da3872c35ee45da Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Sat, 11 May 2019 08:31:33 -0500 Subject: [PATCH 15/25] fix bool warning --- src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs b/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs index 5ebaa092..a5c03c04 100644 --- a/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs +++ b/src/TensorFlowNET.Core/Tensors/Tensor.Creation.cs @@ -56,7 +56,8 @@ namespace Tensorflow switch (nd.dtype.Name) { case "Boolean": - Marshal.Copy(nd1.Data(), 0, dotHandle, nd.size); + var boolVals = Array.ConvertAll(nd1.Data(), x => Convert.ToByte(x)); + Marshal.Copy(boolVals, 0, dotHandle, nd.size); break; case "Int16": Marshal.Copy(nd1.Data(), 0, dotHandle, nd.size); From bf53773f643cc52c751134e99efd25c4002237f2 Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Sat, 11 May 2019 08:38:52 -0500 Subject: [PATCH 16/25] sync --- .../TextProcess/TextClassificationTrain.cs | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 9d24e3c6..15ee6c1c 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -55,7 +55,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification { var stopwatch = Stopwatch.StartNew(); Console.WriteLine("Building dataset..."); - var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit=null); + var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit = null); Console.WriteLine("\tDONE "); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); @@ -169,8 +169,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification //int classes = y.Data().Distinct().Count(); //int samples = len / classes; int train_size = (int)Math.Round(len * (1 - test_size)); - var train_x = x[new Slice(stop:train_size), new Slice()]; - var valid_x = x[new Slice(start: train_size+1), new Slice()]; + var train_x = x[new Slice(stop: train_size), new Slice()]; + var valid_x = x[new Slice(start: train_size + 1), new Slice()]; var train_y = y[new Slice(stop: train_size)]; var valid_y = y[new Slice(start: train_size + 1)]; Console.WriteLine("\tDONE"); @@ -179,7 +179,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification private IEnumerable<(NDArray, NDArray, int)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) { - var num_batches_per_epoch = (len(inputs) - 1) / batch_size +1; + var num_batches_per_epoch = (len(inputs) - 1) / batch_size + 1; var total_batches = num_batches_per_epoch * num_epochs; foreach (var epoch in range(num_epochs)) { @@ -189,7 +189,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification var end_index = Math.Min((batch_num + 1) * batch_size, len(inputs)); if (end_index <= start_index) break; - yield return (inputs[new Slice(start_index, end_index)], outputs[new Slice(start_index,end_index)], total_batches); + yield return (inputs[new Slice(start_index, end_index)], outputs[new Slice(start_index, end_index)], total_batches); } } } From 900d45c234d9b5b6a7dfd476c089c2ac1edf0dbd Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Sat, 11 May 2019 08:45:57 -0500 Subject: [PATCH 17/25] add more info for debug --- .../TextProcess/TextClassificationTrain.cs | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 15ee6c1c..aea86660 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -95,12 +95,12 @@ namespace TensorFlowNET.Examples.CnnTextClassification //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); loss_value = result[2]; - var step = result[1]; - if (step % 10 == 0) + var step = (int)result[1]; + if (step % 10 == 0 || step < 10) { var estimate = TimeSpan.FromSeconds((stopwatch.Elapsed.TotalSeconds / i) * total); Console.WriteLine($"Training on batch {i}/{total}. Estimated training time: {estimate}"); - Console.WriteLine($"Step {step} loss: {result[2]}"); + Console.WriteLine($"Step {step} loss: {loss_value}"); } if (step % 100 == 0) From 72e96b93a27cc051869fc70827a8211460fce4c3 Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sat, 11 May 2019 16:39:39 +0200 Subject: [PATCH 18/25] text classification train works!!!! --- test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs | 4 ++-- .../TextProcess/TextClassificationTrain.cs | 2 ++ 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs index bae875e6..435630a5 100644 --- a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs +++ b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs @@ -25,8 +25,8 @@ namespace TensorFlowNET.Examples char_dict[""] = 1; foreach (char c in alphabet) char_dict[c.ToString()] = char_dict.Count; - - var contents = File.ReadAllLines(TRAIN_PATH); + var random=new Random(42); + var contents = File.ReadAllLines(TRAIN_PATH).OrderBy(line=>random.NextDouble()).ToArray(); var size = limit == null ? contents.Length : limit.Value; var x = new NDArray(np.int32, new Shape(size, document_max_len)); diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index aea86660..85ce2217 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -91,6 +91,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification [model_y] = y_batch, [is_training] = true, }; + //Console.WriteLine("x: " + x_batch.ToString() + "\n"); + //Console.WriteLine("y: " + y_batch.ToString()); // original python: //_, step, loss = sess.run([model.optimizer, model.global_step, model.loss], feed_dict = train_feed_dict) var result = sess.run(new ITensorOrOperation[] { optimizer, global_step, loss }, train_feed_dict); From 7a4f4fe318a74b09ed55db75015317abb295fafa Mon Sep 17 00:00:00 2001 From: Oceania2018 Date: Sat, 11 May 2019 09:47:33 -0500 Subject: [PATCH 19/25] added math_grad._ExpGrad(oper, out_grads) for #242 --- src/TensorFlowNET.Core/Gradients/math_grad.cs | 16 ++++++++++++++++ .../Gradients/ops.gradient_function_mapping.cs | 2 ++ .../Operations/gen_math_ops.cs | 7 +++++++ src/TensorFlowNET.Core/Operations/math_ops.cs | 3 +++ 4 files changed, 28 insertions(+) diff --git a/src/TensorFlowNET.Core/Gradients/math_grad.cs b/src/TensorFlowNET.Core/Gradients/math_grad.cs index b63ea061..cac1c85e 100644 --- a/src/TensorFlowNET.Core/Gradients/math_grad.cs +++ b/src/TensorFlowNET.Core/Gradients/math_grad.cs @@ -32,6 +32,22 @@ namespace Tensorflow.Gradients return new Tensor[] { r1, r2 }; } + /// + /// Returns grad * exp(x). + /// + /// + /// + /// + public static Tensor[] _ExpGrad(Operation op, Tensor[] grads) + { + var grad = grads[0]; + var y = op.outputs[0]; // y = e^x + return with(ops.control_dependencies(new Operation[] { grad }), dp => { + y = math_ops.conj(y); + return new Tensor[] { math_ops.mul_no_nan(y, grad) }; + }); + } + public static Tensor[] _IdGrad(Operation op, Tensor[] grads) { return new Tensor[] { grads[0] }; diff --git a/src/TensorFlowNET.Core/Gradients/ops.gradient_function_mapping.cs b/src/TensorFlowNET.Core/Gradients/ops.gradient_function_mapping.cs index 0c63300d..d01d47be 100644 --- a/src/TensorFlowNET.Core/Gradients/ops.gradient_function_mapping.cs +++ b/src/TensorFlowNET.Core/Gradients/ops.gradient_function_mapping.cs @@ -22,6 +22,8 @@ namespace Tensorflow return math_grad._AddGrad(oper, out_grads); case "BiasAdd": return nn_grad._BiasAddGrad(oper, out_grads); + case "Exp": + return math_grad._ExpGrad(oper, out_grads); case "Identity": return math_grad._IdGrad(oper, out_grads); case "Log": diff --git a/src/TensorFlowNET.Core/Operations/gen_math_ops.cs b/src/TensorFlowNET.Core/Operations/gen_math_ops.cs index aa18bf07..74056057 100644 --- a/src/TensorFlowNET.Core/Operations/gen_math_ops.cs +++ b/src/TensorFlowNET.Core/Operations/gen_math_ops.cs @@ -352,6 +352,13 @@ namespace Tensorflow return _op.outputs[0]; } + public static Tensor mul_no_nan(Tx x, Ty y, string name = null) + { + var _op = _op_def_lib._apply_op_helper("MulNoNan", name, args: new { x, y }); + + return _op.outputs[0]; + } + public static Tensor real_div(Tensor x, Tensor y, string name = null) { var _op = _op_def_lib._apply_op_helper("RealDiv", name, args: new { x, y }); diff --git a/src/TensorFlowNET.Core/Operations/math_ops.cs b/src/TensorFlowNET.Core/Operations/math_ops.cs index ce91dbe9..9af59e1e 100644 --- a/src/TensorFlowNET.Core/Operations/math_ops.cs +++ b/src/TensorFlowNET.Core/Operations/math_ops.cs @@ -71,6 +71,9 @@ namespace Tensorflow public static Tensor multiply(Tensor x, Tensor y, string name = null) => gen_math_ops.mul(x, y, name: name); + public static Tensor mul_no_nan(Tensor x, Tensor y, string name = null) + => gen_math_ops.mul_no_nan(x, y, name: name); + /// /// Computes the mean of elements across dimensions of a tensor. /// Reduces `input_tensor` along the dimensions given in `axis`. From ff9d875d68ded6b76b5516a17fe32b037d0af1fa Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sat, 11 May 2019 20:15:24 +0200 Subject: [PATCH 20/25] TextClassification: training set shuffling --- .../TextProcess/DataHelpers.cs | 11 +- .../TextProcess/TextClassificationTrain.cs | 113 ++++++++++++++++-- 2 files changed, 104 insertions(+), 20 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs index 435630a5..2bc1a838 100644 --- a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs +++ b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs @@ -13,7 +13,7 @@ namespace TensorFlowNET.Examples private const string TRAIN_PATH = "text_classification/dbpedia_csv/train.csv"; private const string TEST_PATH = "text_classification/dbpedia_csv/test.csv"; - public static (NDArray, NDArray, int) build_char_dataset(string step, string model, int document_max_len, int? limit = null) + public static (int[][], int[], int) build_char_dataset(string step, string model, int document_max_len, int? limit = null) { if (model != "vd_cnn") throw new NotImplementedException(model); @@ -25,12 +25,11 @@ namespace TensorFlowNET.Examples char_dict[""] = 1; foreach (char c in alphabet) char_dict[c.ToString()] = char_dict.Count; - var random=new Random(42); - var contents = File.ReadAllLines(TRAIN_PATH).OrderBy(line=>random.NextDouble()).ToArray(); + var contents = File.ReadAllLines(TRAIN_PATH); var size = limit == null ? contents.Length : limit.Value; - var x = new NDArray(np.int32, new Shape(size, document_max_len)); - var y = new NDArray(np.int32, new Shape(size)); + var x = new int[size][]; + var y = new int[size]; var tenth = size / 10; var percent = 0; for (int i = 0; i < size; i++) @@ -49,10 +48,8 @@ namespace TensorFlowNET.Examples { if (j >= content.Length) a[j] = char_dict[""]; - //x[i, j] = char_dict[""]; else a[j] = char_dict.ContainsKey(content[j].ToString()) ? char_dict[content[j].ToString()] : char_dict[""]; - //x[i, j] = char_dict.ContainsKey(content[j].ToString()) ? char_dict[content[j].ToString()] : char_dict[""]; } x[i] = a; y[i] = int.Parse(parts[0]); diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 85ce2217..7b8687ef 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -59,8 +59,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification Console.WriteLine("\tDONE "); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); - Console.WriteLine("Training set size: " + train_x.shape[0]); - Console.WriteLine("Test set size: " + valid_x.shape[0]); + Console.WriteLine("Training set size: " + train_x.Length); + Console.WriteLine("Test set size: " + valid_x.Length); Console.WriteLine("Import graph..."); var meta_file = model_name + ".meta"; @@ -161,24 +161,111 @@ namespace TensorFlowNET.Examples.CnnTextClassification } // todo train the model return false; - } + } + + // TODO: this originally is an SKLearn utility function. it randomizes train and test which we don't do here + //private (NDArray, NDArray, NDArray, NDArray) train_test_split(NDArray x, NDArray y, float test_size = 0.3f) + //{ + // Console.WriteLine("Splitting in Training and Testing data..."); + // int len = x.shape[0]; + // //int classes = y.Data().Distinct().Count(); + // //int samples = len / classes; + // int train_size = (int)Math.Round(len * (1 - test_size)); + // var train_x = x[new Slice(stop: train_size), new Slice()]; + // var valid_x = x[new Slice(start: train_size + 1), new Slice()]; + // var train_y = y[new Slice(stop: train_size)]; + // var valid_y = y[new Slice(start: train_size + 1)]; + // Console.WriteLine("\tDONE"); + // return (train_x, valid_x, train_y, valid_y); + //} - // TODO: this originally is an SKLearn utility function. it randomizes train and test which we don't do here - private (NDArray, NDArray, NDArray, NDArray) train_test_split(NDArray x, NDArray y, float test_size = 0.3f) + private (int[][], int[][], int[], int[]) train_test_split(int[][] x, int[] y, float test_size = 0.3f) { Console.WriteLine("Splitting in Training and Testing data..."); - int len = x.shape[0]; - //int classes = y.Data().Distinct().Count(); + var stopwatch = Stopwatch.StartNew(); + int len = x.Length; + //int classes = y.Distinct().Count(); //int samples = len / classes; - int train_size = (int)Math.Round(len * (1 - test_size)); - var train_x = x[new Slice(stop: train_size), new Slice()]; - var valid_x = x[new Slice(start: train_size + 1), new Slice()]; - var train_y = y[new Slice(stop: train_size)]; - var valid_y = y[new Slice(start: train_size + 1)]; - Console.WriteLine("\tDONE"); + int train_size = int.Parse((len * (1 - test_size)).ToString()); + + //var train_x = new List(); + //var valid_x = new List(); + //var train_y = new List(); + //var valid_y = new List(); + + //for (int i = 0; i < classes; i++) + //{ + // for (int j = 0; j < samples; j++) + // { + // int idx = i * samples + j; + // if (idx < train_size + samples * i) + // { + // train_x.Add(x[idx]); + // train_y.Add(y[idx]); + // } + // else + // { + // valid_x.Add(x[idx]); + // valid_y.Add(y[idx]); + // } + // } + //} + var random = new Random(17); + + // we collect indices of labels + var labels = new Dictionary>(); + var shuffled_indices = Shuffle(random, range(len).ToArray()); + foreach (var i in shuffled_indices) + { + var label = y[i]; + if (!labels.ContainsKey(i)) + labels[label] = new HashSet(); + labels[label].Add(i); + } + + var train_x = new int[train_size][]; + var valid_x = new int[len - train_size][]; + var train_y = new int[train_size]; + var valid_y = new int[len - train_size]; + + FillWithShuffledLabels(x, y, train_x, train_y, random, labels); + FillWithShuffledLabels(x, y, valid_x, valid_y, random, labels); + + Console.WriteLine("\tDONE " + stopwatch.Elapsed); return (train_x, valid_x, train_y, valid_y); } + private static void FillWithShuffledLabels(int[][] x, int[] y, int[][] shuffled_x, int[] shuffled_y, Random random, Dictionary> labels) + { + int i = 0; + while (i < shuffled_x.Length) + { + foreach (var key in Shuffle(random, labels.Keys.ToArray())) + { + var set = labels[key]; + var index = set.First(); + if (set.Count == 0) + labels.Remove(key); // remove the set as it is empty + shuffled_x[i] = x[index]; + shuffled_y[i] = y[index]; + i++; + } + } + } + + public static T[] Shuffle(Random rng, T[] array) + { + int n = array.Length; + while (n > 1) + { + int k = rng.Next(n--); + T temp = array[n]; + array[n] = array[k]; + array[k] = temp; + } + return array; + } + private IEnumerable<(NDArray, NDArray, int)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) { var num_batches_per_epoch = (len(inputs) - 1) / batch_size + 1; From 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System.Text; using System.Text.RegularExpressions; +using TensorFlowNET.Examples.Utility; namespace TensorFlowNET.Examples { @@ -25,7 +26,8 @@ namespace TensorFlowNET.Examples char_dict[""] = 1; foreach (char c in alphabet) char_dict[c.ToString()] = char_dict.Count; - var contents = File.ReadAllLines(TRAIN_PATH); + var contents = new Random(17).Shuffle( File.ReadAllLines(TRAIN_PATH)); + //File.WriteAllLines("text_classification/dbpedia_csv/train_6400.csv", contents.Take(6400)); var size = limit == null ? contents.Length : limit.Value; var x = new int[size][]; diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 7b8687ef..528c453f 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -59,8 +59,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification Console.WriteLine("\tDONE "); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); - Console.WriteLine("Training set size: " + train_x.Length); - Console.WriteLine("Test set size: " + valid_x.Length); + Console.WriteLine("Training set size: " + train_x.len); + Console.WriteLine("Test set size: " + valid_x.len); Console.WriteLine("Import graph..."); var meta_file = model_name + ".meta"; @@ -164,106 +164,70 @@ namespace TensorFlowNET.Examples.CnnTextClassification } // TODO: this originally is an SKLearn utility function. it randomizes train and test which we don't do here - //private (NDArray, NDArray, NDArray, NDArray) train_test_split(NDArray x, NDArray y, float test_size = 0.3f) - //{ - // Console.WriteLine("Splitting in Training and Testing data..."); - // int len = x.shape[0]; - // //int classes = y.Data().Distinct().Count(); - // //int samples = len / classes; - // int train_size = (int)Math.Round(len * (1 - test_size)); - // var train_x = x[new Slice(stop: train_size), new Slice()]; - // var valid_x = x[new Slice(start: train_size + 1), new Slice()]; - // var train_y = y[new Slice(stop: train_size)]; - // var valid_y = y[new Slice(start: train_size + 1)]; - // Console.WriteLine("\tDONE"); - // return (train_x, valid_x, train_y, valid_y); - //} - - private (int[][], int[][], int[], int[]) train_test_split(int[][] x, int[] y, float test_size = 0.3f) - { - Console.WriteLine("Splitting in Training and Testing data..."); - var stopwatch = Stopwatch.StartNew(); - int len = x.Length; - //int classes = y.Distinct().Count(); - //int samples = len / classes; - int train_size = int.Parse((len * (1 - test_size)).ToString()); - - //var train_x = new List(); - //var valid_x = new List(); - //var train_y = new List(); - //var valid_y = new List(); + private (NDArray, NDArray, NDArray, NDArray) train_test_split(NDArray x, NDArray y, float test_size = 0.3f) + { + Console.WriteLine("Splitting in Training and Testing data..."); + int len = x.shape[0]; + //int classes = y.Data().Distinct().Count(); + //int samples = len / classes; + int train_size = (int)Math.Round(len * (1 - test_size)); + var train_x = x[new Slice(stop: train_size), new Slice()]; + var valid_x = x[new Slice(start: train_size + 1), new Slice()]; + var train_y = y[new Slice(stop: train_size)]; + var valid_y = y[new Slice(start: train_size + 1)]; + Console.WriteLine("\tDONE"); + return (train_x, valid_x, train_y, valid_y); + } - //for (int i = 0; i < classes; i++) - //{ - // for (int j = 0; j < samples; j++) - // { - // int idx = i * samples + j; - // if (idx < train_size + samples * i) - // { - // train_x.Add(x[idx]); - // train_y.Add(y[idx]); - // } - // else - // { - // valid_x.Add(x[idx]); - // valid_y.Add(y[idx]); - // } - // } - //} - var random = new Random(17); + //private (int[][], int[][], int[], int[]) train_test_split(int[][] x, int[] y, float test_size = 0.3f) + //{ + // Console.WriteLine("Splitting in Training and Testing data..."); + // var stopwatch = Stopwatch.StartNew(); + // int len = x.Length; + // int train_size = int.Parse((len * (1 - test_size)).ToString()); + // var random = new Random(17); - // we collect indices of labels - var labels = new Dictionary>(); - var shuffled_indices = Shuffle(random, range(len).ToArray()); - foreach (var i in shuffled_indices) - { - var label = y[i]; - if (!labels.ContainsKey(i)) - labels[label] = new HashSet(); - labels[label].Add(i); - } + // // we collect indices of labels + // var labels = new Dictionary>(); + // var shuffled_indices = random.Shuffle(range(len).ToArray()); + // foreach (var i in shuffled_indices) + // { + // var label = y[i]; + // if (!labels.ContainsKey(i)) + // labels[label] = new HashSet(); + // labels[label].Add(i); + // } - var train_x = new int[train_size][]; - var valid_x = new int[len - train_size][]; - var train_y = new int[train_size]; - var valid_y = new int[len - train_size]; + // var train_x = new int[train_size][]; + // var valid_x = new int[len - train_size][]; + // var train_y = new int[train_size]; + // var valid_y = new int[len - train_size]; - FillWithShuffledLabels(x, y, train_x, train_y, random, labels); - FillWithShuffledLabels(x, y, valid_x, valid_y, random, labels); + // FillWithShuffledLabels(x, y, train_x, train_y, random, labels); + // FillWithShuffledLabels(x, y, valid_x, valid_y, random, labels); - Console.WriteLine("\tDONE " + stopwatch.Elapsed); - return (train_x, valid_x, train_y, valid_y); - } + // Console.WriteLine("\tDONE " + stopwatch.Elapsed); + // return (train_x, valid_x, train_y, valid_y); + //} private static void FillWithShuffledLabels(int[][] x, int[] y, int[][] shuffled_x, int[] shuffled_y, Random random, Dictionary> labels) { int i = 0; + var label_keys = labels.Keys.ToArray(); while (i < shuffled_x.Length) { - foreach (var key in Shuffle(random, labels.Keys.ToArray())) - { - var set = labels[key]; - var index = set.First(); - if (set.Count == 0) - labels.Remove(key); // remove the set as it is empty - shuffled_x[i] = x[index]; - shuffled_y[i] = y[index]; - i++; - } - } - } - - public static T[] Shuffle(Random rng, T[] array) - { - int n = array.Length; - while (n > 1) - { - int k = rng.Next(n--); - T temp = array[n]; - array[n] = array[k]; - array[k] = temp; + var key = label_keys[random.Next(label_keys.Length)]; + var set = labels[key]; + var index = set.First(); + if (set.Count == 0) + { + labels.Remove(key); // remove the set as it is empty + label_keys = labels.Keys.ToArray(); + } + shuffled_x[i] = x[index]; + shuffled_y[i] = y[index]; + i++; } - return array; } private IEnumerable<(NDArray, NDArray, int)> batch_iter(NDArray inputs, NDArray outputs, int batch_size, int num_epochs) diff --git a/test/TensorFlowNET.Examples/Utility/ArrayShuffling.cs b/test/TensorFlowNET.Examples/Utility/ArrayShuffling.cs new file mode 100644 index 00000000..6620623b --- /dev/null +++ b/test/TensorFlowNET.Examples/Utility/ArrayShuffling.cs @@ -0,0 +1,22 @@ +using System; +using System.Collections.Generic; +using System.Text; + +namespace TensorFlowNET.Examples.Utility +{ + public static class ArrayShuffling + { + public static T[] Shuffle(this Random rng, T[] array) + { + int n = array.Length; + while (n > 1) + { + int k = rng.Next(n--); + T temp = array[n]; + array[n] = array[k]; + array[k] = temp; + } + return array; + } + } +} From f4d25c9c6ae433b2b7aee92b5a0f459d80fa2d6c Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sat, 11 May 2019 23:30:25 +0200 Subject: [PATCH 22/25] TextClassification: supported training against dbpedia subset --- .../TextProcess/DataHelpers.cs | 10 +++---- .../TextProcess/TextClassificationTrain.cs | 27 ++++++++++++++----- 2 files changed, 26 insertions(+), 11 deletions(-) diff --git a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs index 1906e305..66e4cc0a 100644 --- a/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs +++ b/test/TensorFlowNET.Examples/TextProcess/DataHelpers.cs @@ -11,10 +11,8 @@ namespace TensorFlowNET.Examples { public class DataHelpers { - private const string TRAIN_PATH = "text_classification/dbpedia_csv/train.csv"; - private const string TEST_PATH = "text_classification/dbpedia_csv/test.csv"; - public static (int[][], int[], int) build_char_dataset(string step, string model, int document_max_len, int? limit = null) + public static (int[][], int[], int) build_char_dataset(string path, string model, int document_max_len, int? limit = null, bool shuffle=true) { if (model != "vd_cnn") throw new NotImplementedException(model); @@ -26,8 +24,10 @@ namespace TensorFlowNET.Examples char_dict[""] = 1; foreach (char c in alphabet) char_dict[c.ToString()] = char_dict.Count; - var contents = new Random(17).Shuffle( File.ReadAllLines(TRAIN_PATH)); - //File.WriteAllLines("text_classification/dbpedia_csv/train_6400.csv", contents.Take(6400)); + var contents = File.ReadAllLines(path); + if (shuffle) + new Random(17).Shuffle(contents); + //File.WriteAllLines("text_classification/dbpedia_csv/train_6400.csv", contents.Take(6400)); var size = limit == null ? contents.Length : limit.Value; var x = new int[size][]; diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 528c453f..1c1d84bb 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -25,15 +25,20 @@ namespace TensorFlowNET.Examples.CnnTextClassification public string Name => "Text Classification"; public int? DataLimit = null; public bool ImportGraph { get; set; } = true; + public bool UseSubset = true; // <----- set this true to use a limited subset of dbpedia private string dataDir = "text_classification"; private string dataFileName = "dbpedia_csv.tar.gz"; public string model_name = "vd_cnn"; // word_cnn | char_cnn | vd_cnn | word_rnn | att_rnn | rcnn + private const string TRAIN_PATH = "text_classification/dbpedia_csv/train.csv"; + private const string SUBSET_PATH = "text_classification/dbpedia_csv/dbpedia_6400.csv"; + private const string TEST_PATH = "text_classification/dbpedia_csv/test.csv"; + private const int CHAR_MAX_LEN = 1014; private const int WORD_MAX_LEN = 1014; - private const int NUM_CLASS = 2; + private const int NUM_CLASS = 14; private const int BATCH_SIZE = 64; private const int NUM_EPOCHS = 10; protected float loss_value = 0; @@ -55,7 +60,8 @@ namespace TensorFlowNET.Examples.CnnTextClassification { var stopwatch = Stopwatch.StartNew(); Console.WriteLine("Building dataset..."); - var (x, y, alphabet_size) = DataHelpers.build_char_dataset("train", model_name, CHAR_MAX_LEN, DataLimit = null); + var path = UseSubset ? SUBSET_PATH : TRAIN_PATH; + var (x, y, alphabet_size) = DataHelpers.build_char_dataset(path, model_name, CHAR_MAX_LEN, DataLimit = null, shuffle:!UseSubset); Console.WriteLine("\tDONE "); var (train_x, valid_x, train_y, valid_y) = train_test_split(x, y, test_size: 0.15f); @@ -249,9 +255,18 @@ namespace TensorFlowNET.Examples.CnnTextClassification public void PrepareData() { - string url = "https://github.com/le-scientifique/torchDatasets/raw/master/dbpedia_csv.tar.gz"; - Web.Download(url, dataDir, dataFileName); - Compress.ExtractTGZ(Path.Join(dataDir, dataFileName), dataDir); + if (UseSubset) + { + var url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/data/dbpedia_subset.zip"; + Web.Download(url, dataDir, "dbpedia_subset.zip"); + Compress.UnZip(Path.Combine(dataDir, "dbpedia_subset.zip"), Path.Combine(dataDir, "dbpedia_csv")); + } + else + { + string url = "https://github.com/le-scientifique/torchDatasets/raw/master/dbpedia_csv.tar.gz"; + Web.Download(url, dataDir, dataFileName); + Compress.ExtractTGZ(Path.Join(dataDir, dataFileName), dataDir); + } if (ImportGraph) { @@ -264,7 +279,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification Console.WriteLine("Discarding cached file: " + meta_path); File.Delete(meta_path); } - url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/" + meta_file; + var url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/" + meta_file; Web.Download(url, "graph", meta_file); } } From 08266afb0b9b1d94b49b1970fe752dabd97f1e4c Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sun, 12 May 2019 12:25:04 +0200 Subject: [PATCH 23/25] minor change in TextClassificationTrain --- src/TensorFlowNET.Core/Graphs/Graph.cs | 9 ++++++++- .../TextProcess/TextClassificationTrain.cs | 14 +++++++------- 2 files changed, 15 insertions(+), 8 deletions(-) diff --git a/src/TensorFlowNET.Core/Graphs/Graph.cs b/src/TensorFlowNET.Core/Graphs/Graph.cs index ab228c47..c84684e6 100644 --- a/src/TensorFlowNET.Core/Graphs/Graph.cs +++ b/src/TensorFlowNET.Core/Graphs/Graph.cs @@ -160,7 +160,14 @@ namespace Tensorflow } else if (!name.Contains(":") & !allow_operation) { - throw new NotImplementedException("_as_graph_element_locked"); + // Looks like an Operation name but can't be an Operation. + if (_nodes_by_name.ContainsKey(name)) + // Yep, it's an Operation name + throw new ValueError($"The name {name} refers to an Operation, not a {types_str}."); + else + throw new ValueError( + $"The name {name} looks like an (invalid) Operation name, not a {types_str}" + + " Tensor names must be of the form \":\"."); } } diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index 1c1d84bb..a8eb01c9 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -79,13 +79,13 @@ namespace TensorFlowNET.Examples.CnnTextClassification var num_batches_per_epoch = (len(train_x) - 1) / BATCH_SIZE + 1; double max_accuracy = 0; - Tensor is_training = graph.get_operation_by_name("is_training"); - Tensor model_x = graph.get_operation_by_name("x"); - Tensor model_y = graph.get_operation_by_name("y"); - Tensor loss = graph.get_operation_by_name("loss/value"); - Tensor optimizer = graph.get_operation_by_name("loss/optimizer"); - Tensor global_step = graph.get_operation_by_name("global_step"); - Tensor accuracy = graph.get_operation_by_name("accuracy/value"); + Tensor is_training = graph.get_tensor_by_name("is_training:0"); + Tensor model_x = graph.get_tensor_by_name("x:0"); + Tensor model_y = graph.get_tensor_by_name("y:0"); + Tensor loss = graph.get_tensor_by_name("loss/value:0"); + Tensor optimizer = graph.get_tensor_by_name("loss/optimizer:0"); + Tensor global_step = graph.get_tensor_by_name("global_step:0"); + Tensor accuracy = graph.get_tensor_by_name("accuracy/value:0"); stopwatch = Stopwatch.StartNew(); int i = 0; foreach (var (x_batch, y_batch, total) in train_batches) From 647970653591e06bba717016af13055fc107b769 Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sun, 12 May 2019 14:05:46 +0200 Subject: [PATCH 24/25] added FeedDict --- .../Sessions/BaseSession.cs | 16 +++++----- src/TensorFlowNET.Core/Sessions/FeedDict.cs | 11 +++++++ .../TextProcess/TextClassificationTrain.cs | 30 ++++++++++--------- 3 files changed, 35 insertions(+), 22 deletions(-) create mode 100644 src/TensorFlowNET.Core/Sessions/FeedDict.cs diff --git a/src/TensorFlowNET.Core/Sessions/BaseSession.cs b/src/TensorFlowNET.Core/Sessions/BaseSession.cs index 587aca5b..22339226 100644 --- a/src/TensorFlowNET.Core/Sessions/BaseSession.cs +++ b/src/TensorFlowNET.Core/Sessions/BaseSession.cs @@ -19,7 +19,7 @@ namespace Tensorflow public BaseSession(string target = "", Graph graph = null) { - if(graph is null) + if (graph is null) { _graph = ops.get_default_graph(); } @@ -41,9 +41,9 @@ namespace Tensorflow return _run(fetches, feed_dict); } - public virtual NDArray run(ITensorOrOperation[] fetches, Hashtable feed_dict = null) + public virtual NDArray run(object fetches, Hashtable feed_dict = null) { - var feed_items = feed_dict == null ? new FeedItem[0] : + var feed_items = feed_dict == null ? new FeedItem[0] : feed_dict.Keys.OfType().Select(key => new FeedItem(key, feed_dict[key])).ToArray(); return _run(fetches, feed_items); } @@ -98,7 +98,7 @@ namespace Tensorflow feed_dict_tensor[subfeed_t] = (NDArray)val; break; case bool val: - feed_dict_tensor[subfeed_t] = (NDArray) val; + feed_dict_tensor[subfeed_t] = (NDArray)val; break; case bool[] val: feed_dict_tensor[subfeed_t] = (NDArray)val; @@ -106,8 +106,8 @@ namespace Tensorflow default: Console.WriteLine($"can't handle data type of subfeed_val"); throw new NotImplementedException("_run subfeed"); - } - + } + feed_map[subfeed_t.name] = (subfeed_t, subfeed_val); } } @@ -146,9 +146,9 @@ namespace Tensorflow /// private NDArray[] _do_run(List target_list, List fetch_list, Dictionary feed_dict) { - var feeds = feed_dict.Select(x => + var feeds = feed_dict.Select(x => { - if(x.Key is Tensor tensor) + if (x.Key is Tensor tensor) { switch (x.Value) { diff --git a/src/TensorFlowNET.Core/Sessions/FeedDict.cs b/src/TensorFlowNET.Core/Sessions/FeedDict.cs new file mode 100644 index 00000000..95e51b06 --- /dev/null +++ b/src/TensorFlowNET.Core/Sessions/FeedDict.cs @@ -0,0 +1,11 @@ +using System; +using System.Collections; +using System.Collections.Generic; +using System.Text; + +namespace Tensorflow.Sessions +{ + public class FeedDict : Hashtable + { + } +} diff --git a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs index a8eb01c9..73c74e3f 100644 --- a/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs +++ b/test/TensorFlowNET.Examples/TextProcess/TextClassificationTrain.cs @@ -8,6 +8,7 @@ using System.Text; using NumSharp; using Tensorflow; using Tensorflow.Keras.Engine; +using Tensorflow.Sessions; using TensorFlowNET.Examples.Text.cnn_models; using TensorFlowNET.Examples.TextClassification; using TensorFlowNET.Examples.Utility; @@ -91,7 +92,7 @@ namespace TensorFlowNET.Examples.CnnTextClassification foreach (var (x_batch, y_batch, total) in train_batches) { i++; - var train_feed_dict = new Hashtable + var train_feed_dict = new FeedDict { [model_x] = x_batch, [model_y] = y_batch, @@ -113,25 +114,26 @@ namespace TensorFlowNET.Examples.CnnTextClassification if (step % 100 == 0) { - continue; // # Test accuracy with validation data for each epoch. var valid_batches = batch_iter(valid_x, valid_y, BATCH_SIZE, 1); - var (sum_accuracy, cnt) = (0, 0); + var (sum_accuracy, cnt) = (0.0f, 0); foreach (var (valid_x_batch, valid_y_batch, total_validation_batches) in valid_batches) { - // valid_feed_dict = { - // model.x: valid_x_batch, - // model.y: valid_y_batch, - // model.is_training: False - // } - - // accuracy = sess.run(model.accuracy, feed_dict = valid_feed_dict) - // sum_accuracy += accuracy - // cnt += 1 + var valid_feed_dict = new FeedDict + { + [model_x] = valid_x_batch, + [model_y] = valid_y_batch, + [is_training] = false + }; + var result1 = sess.run(accuracy, valid_feed_dict); + float accuracy_value = result1; + sum_accuracy += accuracy_value; + cnt += 1; } - // valid_accuracy = sum_accuracy / cnt - // print("\nValidation Accuracy = {1}\n".format(step // num_batches_per_epoch, sum_accuracy / cnt)) + var valid_accuracy = sum_accuracy / cnt; + + print($"\nValidation Accuracy = {valid_accuracy}\n"); // # Save model // if valid_accuracy > max_accuracy: From 1da81389e9484a55a1ea4a8f5d282a6ff1a2d172 Mon Sep 17 00:00:00 2001 From: Meinrad Recheis Date: Sun, 12 May 2019 14:31:10 +0200 Subject: [PATCH 25/25] LstmCrfNer example: added downloading of meta file --- test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs index 0de128c5..524bf6e6 100644 --- a/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs +++ b/test/TensorFlowNET.Examples/TextProcess/NER/LstmCrfNer.cs @@ -200,6 +200,13 @@ namespace TensorFlowNET.Examples.Text.NER // 2. get processing functions that map str -> id dev = new CoNLLDataset(hp.filepath_dev, hp); train = new CoNLLDataset(hp.filepath_train, hp); + + // download graph meta data + var meta_file = "lstm_crf_ner.meta"; + var meta_path = Path.Combine("graph", meta_file); + url = "https://raw.githubusercontent.com/SciSharp/TensorFlow.NET/master/graph/" + meta_file; + Web.Download(url, "graph", meta_file); + } } }