diff --git a/.gitignore b/.gitignore index 4f8931c0..e845b0fd 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ .DS_Store docs/build +Manifest.toml diff --git a/.travis.yml b/.travis.yml index 4b3d1127..a51e6632 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,25 +1,24 @@ language: julia os: - linux -env: - - DATADEPS_ALWAYS_ACCEPT=true + - osx + - windows julia: - - 1.0 - 1.3 + - 1 + - nightly +matrix: + allow_failures: + - julia: nightly + exclude: + - os: osx + julia: 1.3 + - os: windows + julia: 1.3 + - os: osx + julia: nightly + - os: windows + julia: nightly + fast_finish: true notifications: email: false -before_script: julia -e 'VERSION < v"1.3" && rm("Manifest.toml"; force = true)' -jobs: - include: - - stage: "Documentation" - julia: 1.0 - os: linux - script: - - julia --project=docs/ -e 'using Pkg; - Pkg.develop(PackageSpec(path=pwd())); - Pkg.instantiate(); - Pkg.build();' - - julia --project=docs/ docs/make.jl - after_success: skip -after_success: -- julia -e 'cd(Pkg.dir("TextAnalysis")); Pkg.add("Coverage"); using Coverage; Coveralls.submit(Coveralls.process_folder())'; diff --git a/NEWS.md b/NEWS.md deleted file mode 100644 index cf2a931b..00000000 --- a/NEWS.md +++ /dev/null @@ -1,12 +0,0 @@ - -- Average Perceptron Part-of-Speech Tagger Added. -- Named Entity Recognition and Part of Speech Tagging APIs added. -- Linear Chain Conditional Random Fields for support over Flux. -- BM25, Co-occurence Matrix added and Latent Semantic Analysis fixed. -- Naive Bayes Classifier added. -- Offline Documentation added to the codebase. -- ULMFit Added. - -# 0.6.0 - -Pre- 0.6.0 history is not available. diff --git a/Project.toml b/Project.toml index 18377071..006ee97e 100644 --- a/Project.toml +++ b/Project.toml @@ -5,30 +5,29 @@ desc = "Julia package for text analysis" version = "0.7.0" [deps] -BSON = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0" -BinaryProvider = "b99e7846-7c00-51b0-8f62-c81ae34c0232" -DataDeps = "124859b0-ceae-595e-8997-d05f6a7a8dfe" DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" DelimitedFiles = "8bb1440f-4735-579b-a4ab-409b98df4dab" -Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" Languages = "8ef0a80b-9436-5d2c-a485-80b904378c43" -Libdl = "8f399da3-3557-5675-b5ff-fb832c97cbdb" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" -NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" +Snowball = "fb8f903a-0164-4e73-9ffe-431110250c3b" SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" WordTokenizers = "796a5d58-b03d-544a-977e-18100b691f6e" [compat] -BSON = ">= 0.2.5" -Flux = "< 0.10" -julia = "1" +DataFrames = "0.21" +DataStructures = "0.17, 0.18" +JSON = "0.21" +Languages = "0.4" +Snowball = "0.1" +StatsBase = "0.33" +WordTokenizers = "0.5" +julia = "1.3" [extras] Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" diff --git a/README.md b/README.md index 68dc3b01..2e4d867d 100644 --- a/README.md +++ b/README.md @@ -4,29 +4,38 @@ A Julia package for working with text. [![Travis](https://travis-ci.org/JuliaText/TextAnalysis.jl.svg?branch=master)](https://travis-ci.org/JuliaText/TextAnalysis.jl) [![Appveyor](https://ci.appveyor.com/api/projects/status/aviks/textanalysis-jl?svg=true)](https://ci.appveyor.com/project/aviks/textanalysis-jl) - -[![](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatext.github.io/TextAnalysis.jl/dev) -[![](https://img.shields.io/badge/docs-latest-blue.svg)](https://juliatext.github.io/TextAnalysis.jl/latest) +[![version](https://juliahub.com/docs/TextAnalysis/version.svg)](https://juliahub.com/ui/Packages/TextAnalysis/5Mwet) +[![](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliahub.com/docs/TextAnalysis/5Mwet) -Please see the detailed `manual` and `API Documentation` for the linked above. The package also comes with a set of `docstrings` for offline documentation access. + +Please see the detailed `example` and `API Documentation` linked above. The package also comes with a set of `docstrings` for offline documentation access. ## Introduction -TextAnalysis provides support for standard tools and models for working with textual data and natural languages in the Julia langauges. Please see the [documentation](https://juliatext.github.io/TextAnalysis.jl/latest) for more. +TextAnalysis provides support for standard tools and models for working with textual data and natural languages in the Julia langauges. Please see the [documentation](https://juliahub.com/docs/TextAnalysis/5Mwett) for more. -- **Features** : Refer to NEWS.md for the latest features. - **License** : [MIT License](https://github.com/JuliaText/TextAnalysis.jl/blob/master/LICENSE.md) -## Installation +## Features -```julia -pkg> add TextAnalysis -``` +* Containers for Document and Corpus +* DocumentTermMatrix and TF/IDF +* LSA/LDA +* Vocabulary and Language Model +* Co-occurance matrix +* NaiveBayes classifier +* ROUGE evaluation metrics -You may want to work on the master branch for the latest features (as mentioned in NEWS.md). +This package also incorporates features from the [Languages](https://juliahub.com/ui/Packages/Languages/w1H1r) and [WordTokenizers](https://juliahub.com/ui/Packages/WordTokenizers/wKkKC) packages within the [JuliaText](https://github.com/JuliaText) ecosystem. + +## TextModels + +The [TextModels](https://github.com/JuliaText/TextModels.jl) package enhances this library with the additon of practical neural network based models. Some of that code used to live in this package, but was moved to simplify installation and dependencies. + +## Installation ```julia -pkg> add TextAnalysis#master +pkg> add TextAnalysis ``` ## Contributing and Reporting Bugs diff --git a/appveyor.yml b/appveyor.yml deleted file mode 100644 index fed033c3..00000000 --- a/appveyor.yml +++ /dev/null @@ -1,45 +0,0 @@ -environment: - DATADEPS_ALWAYS_ACCEPT: True - matrix: - - julia_version: 1.0 - - julia_version: 1.3 - - julia_version: nightly - -platform: - - x86 # 32-bit - - x64 # 64-bit - -# # Uncomment the following lines to allow failures on nightly julia -# # (tests will run but not make your overall status red) -matrix: - allow_failures: - - julia_version: nightly - -branches: - only: - - master - - /release-.*/ - -notifications: - - provider: Email - on_build_success: false - on_build_failure: false - on_build_status_changed: false - -install: - - ps: iex ((new-object net.webclient).DownloadString("https://raw.githubusercontent.com/JuliaCI/Appveyor.jl/version-1/bin/install.ps1")) - -build_script: - - C:\julia\bin\julia -e "VERSION < v\"1.3\" && rm(\"Manifest.toml\"; force = true)" - - echo "%JL_BUILD_SCRIPT%" - - C:\julia\bin\julia -e "%JL_BUILD_SCRIPT%" - -test_script: - - echo "%JL_TEST_SCRIPT%" - - C:\julia\bin\julia -e "%JL_TEST_SCRIPT%" - -# # Uncomment to support code coverage upload. Should only be enabled for packages -# # which would have coverage gaps without running on Windows -# on_success: -# - echo "%JL_CODECOV_SCRIPT%" -# - C:\julia\bin\julia -e "%JL_CODECOV_SCRIPT%" diff --git a/deps/.gitignore b/deps/.gitignore deleted file mode 100644 index d2d5478c..00000000 --- a/deps/.gitignore +++ /dev/null @@ -1,3 +0,0 @@ -usr -build.log -deps.jl diff --git a/deps/build.jl b/deps/build.jl deleted file mode 100644 index 9f45dd6a..00000000 --- a/deps/build.jl +++ /dev/null @@ -1,45 +0,0 @@ -using BinaryProvider -# This is where all binaries will get installed -const prefix = Prefix(!isempty(ARGS) ? ARGS[1] : joinpath(@__DIR__,"usr")) -# Instantiate products here. Examples: -libstemmer = LibraryProduct(prefix, "libstemmer", :libstemmer) -# foo_executable = ExecutableProduct(prefix, "fooifier") -# libfoo_pc = FileProduct(joinpath(libdir(prefix), "pkgconfig", "libfoo.pc")) -# Assign products to `products`: -products = [libstemmer] -# Download binaries from hosted location -bin_prefix = "https://github.com/aviks/SnowballBuilder/releases/download/v0.1.0" -# Listing of files generated by BinaryBuilder: -download_info = Dict( - BinaryProvider.Linux(:aarch64, :glibc) => ("$bin_prefix/LibStemmer.aarch64-linux-gnu.tar.gz", "9fc5727ee09ea42a9ea0234f3cb87973da06801c51d61a03340fc09d52bb9a9f"), - BinaryProvider.Linux(:armv7l, :glibc) => ("$bin_prefix/LibStemmer.arm-linux-gnueabihf.tar.gz", "6741ccb3e07c1f0a437a681860bea4280cd26e45360456a594202b4af1e2525c"), - BinaryProvider.Linux(:i686, :glibc) => ("$bin_prefix/LibStemmer.i686-linux-gnu.tar.gz", "635dfd5016439798d4ce8b6b816329fa27f61aedc29d146e6c27bed9686f9fa7"), - BinaryProvider.Windows(:i686) => ("$bin_prefix/LibStemmer.i686-w64-mingw32.tar.gz", "c3818e8971124436afc588c3dbf93d42d5ebc23f6abd81e7c3fd3bc9a2531e39"), - BinaryProvider.Linux(:powerpc64le, :glibc) => ("$bin_prefix/LibStemmer.powerpc64le-linux-gnu.tar.gz", "c44a22f4dad364b954ea0906f4de65ed3e32433facb7621c20be4c52f71ff510"), - BinaryProvider.MacOS() => ("$bin_prefix/LibStemmer.x86_64-apple-darwin14.tar.gz", "991f333ee1c4cc1e87a07cd76028de1604181e0b5b20f71d0d460aab1f20424d"), - BinaryProvider.Linux(:x86_64, :glibc) => ("$bin_prefix/LibStemmer.x86_64-linux-gnu.tar.gz", "9daf7ca5f2df44f8208c719dae99e6d52f42285e96a64140a0814b188704dcdc"), - BinaryProvider.Windows(:x86_64) => ("$bin_prefix/LibStemmer.x86_64-w64-mingw32.tar.gz", "3fa2aeb67cfd8cd62ad67543d2cdbdd362e0bcaf804e33a1d90e0e4c983f7d6a"), -) -if platform_key() in keys(download_info) - # First, check to see if we're all satisfied - if any(!satisfied(p; verbose=true) for p in products) - # Download and install binaries - url, tarball_hash = download_info[platform_key()] - install(url, tarball_hash; prefix=prefix, force=true, verbose=true) - end - # Finally, write out a deps.jl file that will contain mappings for each - # named product here: (there will be a "libfoo" variable and a "fooifier" - # variable, etc...) - write_deps_file(joinpath(@__DIR__, "deps.jl"), products) -else - error("Your platform $(Sys.MACHINE) is not supported by this package!") -end - -## Install the models (not BinaryBuilder) -model_bin_prefix = "https://github.com/JuliaText/TextAnalysis.jl/releases/download/v0.3.0/" -sentiment_structure = FileProduct(prefix, "model/sentiment-analysis-structure.json", :sentiment_structure) -sentiment_weights = FileProduct(prefix, "model/sentiment-analysis-weights.bson", :sentiment_weights) -sentiment_words = FileProduct(prefix, "model/sentiment-analysis-word-to-id.json", :sentiment_words) -model_products = [sentiment_structure, sentiment_weights, sentiment_words] -install("$model_bin_prefix/sentiment.tar.gz", "5dcb031eccf01bb0b2d074281140679683f73603a54caa79941a1df1c8a6d70d"; prefix=prefix, force=true, verbose=true, ignore_platform=true) -write_deps_file(joinpath(@__DIR__, "deps.jl"), vcat(products, model_products)) diff --git a/docs/make.jl b/docs/make.jl index 7ab14a36..41812cf6 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -4,10 +4,7 @@ makedocs( modules = [TextAnalysis], sitename = "TextAnalysis", format = Documenter.HTML( - canonical = "https://juliatext.github.io/TextAnalysis.jl/stable/", - #prettyurls = false, ), - assets = ["assets/custom.css", "assets/custom.js", "assets/favicon.ico"], pages = [ "Home" => "index.md", "Documents" => "documents.md", @@ -17,12 +14,8 @@ makedocs( "Classifier" => "classify.md", "Extended Example" => "example.md", "Evaluation Metrics" => "evaluation_metrics.md", - "Conditional Random Fields" => "crf.md", - "Named Entity Recognition" => "ner.md", - "ULMFiT" => "ULMFiT.md", "Statistical Language Model" => "LM.md", "API References" => "APIReference.md" ], ) -deploydocs(repo = "github.com/JuliaText/TextAnalysis.jl.git") diff --git a/docs/src/ULMFiT.md b/docs/src/ULMFiT.md deleted file mode 100644 index 332e2fd0..00000000 --- a/docs/src/ULMFiT.md +++ /dev/null @@ -1,374 +0,0 @@ -# ULMFiT - -This is the implementation of [Universal Language Model Fine-tuning for Text Classification](https://arxiv.org/pdf/1801.06146.pdf) paper released by the Jeremy Howard and Sebastian Ruder. The model can be used for several classification tasks in Natural Language Processing domain. The model follows the concept of [Transfer learning](https://en.wikipedia.org/wiki/Transfer_learning). Here, the model was trained to perform Sentiment Analysis task. The weights for that is also provided and also the weights for the Language model part of the ULMFiT is provided so that it can be used to fine-tune the model for different tasks. - -## Data Loading and Preprocessing - -Proper preprocessing is essential before start training ULMFiT. For pretraining step for Language model, a general-purpose corpus is needed, which here is WikiText-103 by default. Similarly, for fine-tuning Language Model and fine-tuning classifier we need a dataset for the specific task (example IMDB for Sentiment Analysis, large scale AG news and DBpedia ontology datasets for Topic classification etc). To load data for these steps, data loaders are needed to be defined. Since the data used to train for such a large model is large, so it is not recommended to load all the data at once, instead the data should be loaded in batches through concept of tasks (or coroutines) in Julia (Refer [this](https://docs.julialang.org/en/v1.0/manual/control-flow/#man-tasks-1) documentation for understanding tasks in Julia) using `Channels`. Basically, we need to create `Channel` which supply a mini-batch at every call. As example the functions used for preprocessing of the IMDB dataset used is given in the `data_loaders.jl` in ULMFiT directory. Also, for loading WikiText-103 dataset and IMDB dataset default functions are provided in same file. - -Default data loaders are provided in the `data_loaders.jl`: - - * `load_wikitext_103` : returns `Channel` which gives batches from WikiText-103 dataset - * `imdb_fine_tune_data` : returns `Channel` for loading fine-tuning data from IMDb movie review dataset - * `imdb_classifier_data` : returns `Channel` for loading classification data from IMDB movie review dataset for binary sentiment analysis - - To make custom loaders, have a look into these functions. These will give clear idea of preparation of batches inside data loaders. - -## Step 1 - Pre-training Language Model - -In this step, Language Model will learn the general properties of the Language. To train the model we need a general domain corpus like WikiText-103. For training, a `generator` function is provided to create a `Channel` which will give mini-batch in every call. After pre-processing the corpus, the tokenized corpus is given as input to the generator function and the Channel can be created like so: -```julia -julia> loader = Channel(x -> generator(x, corpus; batchsize=4, bptt=10)) -Channel{Any}(sz_max:0,sz_curr:1) - -julia> max_batches = take!(loader) # this is the first call to the loader - -# These are the subsequent calls in pairs for X and Y -julia> X = take!(Loaders) - 10-element Array{Array{Any,1},1}: - ["senjō", ",", "indicated", "after"] - ["no", "he", ",", "two"] - ["valkyria", "sent", "\"", "games"] - ["3", "a", "i", ","] - [":", "formal", "am", "making"] - ["", "demand", "to", "a"] - ["chronicles", "for", "some", "start"] - ["(", "surrender", "extent", "against"] - ["japanese", "of", "influenced", "the"] - [":", "the", "by", "vancouver"] - -julia> Y = take!(gen) -10-element Array{Array{Any,1},1}: -["no", "he", ",", "two"] -["valkyria", "sent", "\"", "games"] -["3", "a", "i", ","] -[":", "formal", "am", "making"] -["", "demand", "to", "a"] -["chronicles", "for", "some", "start"] -["(", "surrender", "extent", "against"] -["japanese", "of", "influenced", "the"] -[":", "the", "by", "vancouver"] -["戦場のヴァルキュリア", "arsenal", "them", "canucks"] -``` -Note that at the first call to this `Channel` the output will be maximum number of batches which it can give. Two calls to this `Channel` completed one batch, that is, it doesnot give `X` and `Y` both together in one call, two calls are needed, one first `X` is given out and in second `Y`. Also, to understand what are `batchsize` and `bptt`, refer this [blog](https://nextjournal.com/ComputerMaestro/jsoc19-practical-implementation-of-ulmfit-in-julia-2). - -### Training Language Model: - -File `pretrain_lm.jl` contains the whole implementation of the `LanguageModel`. To start training, first, create an instance of `LanguageModel` type, then use the below specified function with appropriate arguments. - -```julia -julia> lm = LanguageModel() -``` - -It has several arguments to defined the internal structure of the `LanguageModel` instance: -[All are keyword arguments and optional] - - * `embedding_size` : defines size of embeddings for embedding matrix in `DroppedEmbeddings` layer (default value is 400) - * `hid_lstm_sz` : defines size of hidden `AWD_LSTM` layer (default value is 1150) - * `out_lstm_sz` : defines size of output `AWD_LSTM` layer (default value is equal to `embedding_size`) - * `embed_drop_prob` : embedding dropout probability in `DroppedEmbeddings` (default value is 0.05) - * `word_drop_prob` : dropout probability to the input embeddings to first `AWD_LSTM` layer (default value is 0.4) - * `hid_drop_prob` : DropConnect probability to the hidden matrices of the each `AWD_LSTM` layer (default value is 0.5) - * `layer_drop_prob` : probability of the dropout layer between the `AWD_LSTM` layers (default value is 0.3) - * `final_drop_prob` : probability of the dropout layer after the last `AWD_LSTM` layer (default value is 0.3) - - -```julia -pretrain_lm!(lm::LanguageModel=LanguageModel(), - data_loader::Channel=load_wikitext_103; - base_lr=0.004, - epochs::Integer=1, - checkpoint_itvl::Integer=5000) -``` - -Positional Arguments: - - * `lm` : instance of `LanguageModel struct` - * `data_loader` : this `Channel` is created to load the data from the general-domain corpus - -Keyword Arguments: - - * `base_lr` : learning rate for `ADAM` optimizers - * `epochs` : number of epochs - * `checkpoint_itvl` : Stands for Checkpoint interval, interval of number of iterations after which the model weights are saved to a specified BSON file - -[All default values shown above] - -To know the full implementation of the `LanguageModel`, `AWD_LSTM` layer and `DroppedEmbeddings` layer, refer [blog1](https://nextjournal.com/ComputerMaestro/jsoc19-practical-implementation-of-ulmfit-for-text-clasification) and [blog2](https://nextjournal.com/ComputerMaestro/jsoc19-practical-implementation-of-ulmfit-in-julia-2). - -## Step 2 - Fine-tuning Language Model - -In this step, the Language Model pretrained in the last step, will be fine-tuned on the target data of the downstream task (e.g. sentiment analysis). Again preprocess the text data from the dataset and create a `Channel` using the `generator` function. `fine_tune_lm.jl` contains all the functions related to fine-tuning of the Language model. - -### Fine-tune Language model: - -`fine_tune_lm!` function is used to fine-tune a Language Model: - -```julia -fine_tune_lm!(lm::LanguageModel=load_lm(), - data_loader::Channel=imdb_fine_tune_data, - stlr_cut_frac::Float64=0.1, - stlr_ratio::Float32=32, - stlr_η_max::Float64=0.01; - epochs::Integer=1, - checkpoint_itvl::Integer=5000 -) -``` - -Positional Arguments: - - * `lm` : Instance of `LanguageModel struct` - * `data_loader` : `Channel` created to load mini-batches from target data - -Keyword Arguments: - - * `stlr_cut_frac` : In STLR, it is the fraction of iterations for which LR is increased - * `stlr_ratio` : In STLR, it specifies how much smaller is lowest LR from maximum LR - * `stlr_η_max` : In STLR, this is the maximum LR value - * `epochs` : It is simply the number of epochs for which the language model is to be fine-tuned - * `checkpoint_itvl` : Stands for Checkpoint interval, interval of number of iterations after which the model weights are saved to a specified BSON file - -[All default values shown above] -By default the `fine_tune_lm!` function will load a pretrained model if a `LanguageModel` instance is not provided. - -In fine-tuning step, some additional techniques are used to for training, namely, Discriminative fine-tuning and Slanted triangular learning rates (STLR). To know there implementation refer [this](https://nextjournal.com/ComputerMaestro/jsoc19-practical-implementation-of-ulmfit-in-julia-3) blog. - -## Step 3 - Fine-tuning the classifier for downstream task - -This is the final step of training ULMFiT model for a specifc task. Here, two linear blocks will be in addition with the Language model layers. These are `PooledDense` and `Dense`. To know more about them go through [this](https://nextjournal.com/ComputerMaestro/jsoc19-practical-implementation-of-ulmfit-in-julia-5) blog post. - -### Fine-tune text classifier - -Before start of training, it is required to make an instance of the `TextClassifier` type like so: - -```julia -julia> classifier = TextClassifier() -``` - -Arguments: -[All are positional and optional arguments] - - * `lm` : Instance of `LanguageModel` [by default `LanguageModel()`] - * `clsfr_out_sz` : output `Dense` layer size of classifier [default value is 2] - * `clsfr_hidden_sz` : hidden `PooledDense` layer size of classifier [default value is 50] - * `clsfr_hidden_drop` : dropout probability for the `PooledDense` layer [hidden layer] of classifier [default value is 0.4] - -To start training use `train_classifier!` function: - -```julia -train_classifier!(classifier::TextClassifier=TextClassifier(), - classes::Integer=1, - data_loader::Channel=imdb_classifier_data, - hidden_layer_size::Integer=50; - stlr_cut_frac::Float64=0.1, - stlr_ratio::Number=32, - stlr_η_max::Float64=0.01, - val_loader::Channel=nothing, - cross_val_batches::Union{Colon, Integer}=:, - epochs::Integer=1, - checkpoint_itvl=5000 -) -``` - -Positional Arguments: - - * `lm` : Instance of `LanguageModel struct` - * `classes` : Size of output layer for classifier or number of classes for which the classifier is to be trained - * `data_loader` : `Channel` created to load mini-batches for classification - * `hidden_layer_size`: Size of the hidden linear layer added for making classifier - -Keyword Arguments: - - * `stlr_cut_frac` : In STLR, it is the fraction of iterations for which LR is increased - * `stlr_ratio` : In STLR, it specifies how much smaller is lowest LR from maximum LR - * `stlr_η_max` : In STLR, this is the maximum LR value - * `val_loader` : `Channel` which will load the cross validation set as mini-batches same as `data_loader` - * `cross_val_batches`: number of cross validation batches for the accuracy and loss will be printed - * `epochs` : It is simply the number of epochs for which the language model is to be fine-tuned - * `checkpoint_itvl` : Stands for Checkpoint interval, interval of number of iterations after which the model weights are saved to a specified BSON file - -[All defaults values are shown above] - -## Layers - -There are some custom layers added for this model to work properly. All of them are described below, go though all of them to have a better understanding of the model. - -### Weight-Dropped LSTM (WeightDroppedLSTM) - -This is basically a modification to the original LSTM layer. The layer uses [DropConnect](http://yann.lecun.com/exdb/publis/pdf/wan-icml-13.pdf) with [Variational-dropping](https://arxiv.org/abs/1506.02557) concepts. In which, the hidden-to-hidden weights and input-to-hidden weights can be dropped randomly for given probability. That means, the layer uses the same drop mask for all timesteps and to do this, the layer saves the masks. To change the mask `reset_masks!` function should be used. - -```julia -# maskWi and maskWh are drop masks for Wi and Wh weights -julia> fieldnames(WeightDroppedLSTMCell) -(:Wi, :Wh, :b, :h, :c, :p, :maskWi, :maskWh, :active) - -# To deine a layer with 4 input size and 5 output size and 0.3 dropping probability -julia> wd = WeightDroppedLSTM(4, 5, 0.3); - -# Pass -julia> x = rand(4); -julia> h = wd(x) -Tracked 5-element Array{Float64,1}: - 0.06149460838123775 - -0.06028818475111407 - 0.07400426274491535 - -0.20671647527394219 - -0.00678279380721769 - -# To reset_masks! -julia> reset_masks!(wd) -``` - -### Averaged-SGD LSTM (AWD_LSTM) - -This is a regular LSTM layer with Variational DropConnect and weights averaging functionality (while training). This layer comes out to be efficient for Language modelling tasks (refer [this](https://arxiv.org/pdf/1708.02182.pdf)). It used the `WeightDroppedLSTM` layer discussed above for DropConnect property. It averages the weights on subsequent iteration after trigger iteration. The layer needs a trigger iteration number to use its averaging functionality. To set the trigger `set_trigger!` function can be used and `reset_masks!` can be used for resetting drop masks for DropConnect. - -```julia -# `accum` field is used to store the sum of weights for every iteration after trigger -# to get average of the weights for every subsequent iteration -julia> fieldnames(AWD_LSTM) -(:layer, :T, :accum) - -julia> awd = AWD_LSTM(3, 4, 0.5) - -# Setting trigger iteration -julia> set_trigger!(1000, awd) -julia> awd.T -1000 - -# Pass -julia> x = rand(3) -julia> h = awd(x) -Tracked 4-element Array{Float64,1}: - -0.0751824486756288 - -0.3061227967356536 - -0.030079860137667995 - -0.09833401074779546 - - # Resetting drop masks - julia> awd.layer.cell.maskWi - 16×3 Array{Float32,2}: - 0.0 2.0 2.0 - 2.0 2.0 2.0 - 0.0 2.0 0.0 - 0.0 0.0 2.0 - 0.0 0.0 2.0 - 2.0 2.0 2.0 - 2.0 2.0 2.0 - 0.0 2.0 2.0 - 0.0 2.0 0.0 - 2.0 0.0 2.0 - 0.0 0.0 2.0 - 0.0 2.0 2.0 - 2.0 0.0 2.0 - 0.0 2.0 0.0 - 0.0 2.0 0.0 - 2.0 0.0 2.0 - - julia> reset_masks!(awd) - julia> awd.layer.cell.maskWi - 16×3 Array{Float32,2}: - 0.0 2.0 0.0 - 0.0 0.0 0.0 - 2.0 0.0 0.0 - 0.0 2.0 0.0 - 2.0 2.0 0.0 - 2.0 2.0 2.0 - 2.0 2.0 0.0 - 2.0 2.0 0.0 - 2.0 2.0 2.0 - 0.0 0.0 2.0 - 2.0 0.0 0.0 - 2.0 2.0 2.0 - 2.0 2.0 2.0 - 0.0 0.0 2.0 - 0.0 2.0 0.0 - 0.0 0.0 2.0 -``` - -### Variational-DropOut (VarDrop) - -This layer applis Variational-DropOut, which is, using same dropout mask till it is not specified to change or till a pass is over. This dropout is useful for recurrent layers since these layers perform better if same mask is used for all time-steps (pass) instead of using different for every timestep. [Refer [this](https://arxiv.org/pdf/1506.02557.pdf) paper for more details]. This layer saves the masks after generation till it is not specified to change. To change the mask use `reset_masks!` function. - -```julia -julia> vd = VarDrop(0.5) -VarDrop{Float64}(0.5, Array{Float32}(0,0), true, true) - -# No mask generation will nothing is passed -julia> vd.mask -0×0 Array{Float32,2} - -julia> x = rand(4,5) -4×5 Array{Float64,2}: - 0.480531 0.556341 0.228134 0.439411 0.137296 - 0.541459 0.118603 0.448941 0.568478 0.0440091 - 0.491735 0.55232 0.857768 0.729287 0.842753 - 0.33523 0.0378036 0.491757 0.00710462 0.374096 - - julia> x = vd(x) - 4×5 Array{Float64,2}: - 0.961062 1.11268 0.0 0.0 0.274592 - 1.08292 0.0 0.897881 0.0 0.0880182 - 0.98347 0.0 0.0 1.45857 1.68551 - 0.67046 0.0756071 0.983514 0.0142092 0.0 - - julia> vd.mask - 4×5 Array{Float64,2}: - 2.0 2.0 0.0 0.0 2.0 - 2.0 0.0 2.0 0.0 2.0 - 2.0 0.0 0.0 2.0 2.0 - 2.0 2.0 2.0 2.0 0.0 -``` - -### Dropped Embeddings (DroppedEmbeddings) - -This layer is an embedding layer which can work in two ways either to give embeddings Vectors for the given indices of words in vocabulary or can be used to get probability distribution for all the words of vocabulary with softmax layer, which is also called as weight-tying. Here, it can be used to tie weights of the embedding layer and the last softmax layer. In addition to this, it also dropped embeddings for words randomly for given probability of dropping, in other words, it puts whole embedding vector of randomly selects to vector of zeros. Here, the mask used for the dropping posses variational property, that is, it cannot be changed till it is not specified to change or generate a new drop mask. `reset_masks!` should be used to reset the mask. - -```julia -julia> fieldnames(DroppedEmbeddings) -(:emb, :p, :mask, :active) - -julia> de = DroppedEmbeddings(5, 2, 0.3) - -# Pass -julia> x = [4,2,1] -julia> embeddings = de(x) -Tracked 2×3 LinearAlgebra.Transpose{Float32,Array{Float32,2}}: - 0.86327 0.537614 -0.0 - 0.152131 -0.541008 -0.0 - - julia> de.mask - 5-element Array{Float32,1}: - 0.0 - 1.4285715 - 1.4285715 - 1.4285715 - 1.4285715 - - # reset mask - julia> reset_masks!(de) - julia> de.mask - 5-element Array{Float32,1}: - 0.0 - 1.4285715 - 1.4285715 - 0.0 - 1.4285715 -``` - -### Concat-Pooled Dense layer - -This is a simple modification to the original `Dense` layer for recurrent networks. This layer should come after last RNN layer in the network. It takes the `Vector` of outputs of the RNN layers at all timesteps and then performs max and mean pooling to those outputs, then concatenates these outputs with the last output of the RNN layers and passes this concatenation result to the a `Dense` layer within. - -```julia -# The first argument is the length of the output Vector of the preceding RNN layer to this layer. Also, by default if uses identity activation, it can be changed by giving desired activaiton as the third argument -julia> pd = PooledDense(4, 3) - -# Pass -julia> X = [rand(4), rand(4), rand(4)] -julia> pd(X) -Tracked 3×1 Array{Float64,2}: - -2.2106991143006036 - -0.9560163708455404 - -0.4770649645417375 -``` diff --git a/docs/src/crf.md b/docs/src/crf.md deleted file mode 100644 index 19f958d5..00000000 --- a/docs/src/crf.md +++ /dev/null @@ -1,130 +0,0 @@ -# Conditional Random Fields - -This package currently provides support for Linear Chain Conditional Random Fields. - -Let us first load the dependencies- - - using Flux - using Flux: onehot, train!, Params, gradient, LSTM, Dense, reset! - using TextAnalysis: CRF, viterbi_decode, crf_loss - -Conditional Random Field layer is essentially like a softmax that operates on the top most layer. - -Let us suppose the following input sequence to the CRF with `NUM_LABELS = 2` - -```julia -julia> SEQUENCE_LENGTH = 2 # CRFs can handle variable length inputs sequences -julia> input_seq = [rand(NUM_LABELS + 2) for i in 1:SEQUENCE_LENGTH] # NUM_LABELS + 2, where two extra features correspond to the :START and :END label. -2-element Array{Array{Float64,1},1}: - [0.523462, 0.455434, 0.274347, 0.755279] - [0.610991, 0.315381, 0.0863632, 0.693031] - -``` - -We define our crf layer as - - - CRF(NUM_LABELS::Integer) - -```julia -julia> c = CRF(NUM_LABELS) # The API internally append the START and END tags to NUM_LABELS. -CRF with 4 distinct tags (including START and STOP tags). -``` - -Now as for the initial variable in Viterbi Decode or Forward Algorithm, -we define our input as - -```julia -julia> init_α = fill(-10000, (c.n + 2, 1)) -julia> init_α[c.n + 1] = 0 -``` - -Optionally this could be shifted to GPU by `init_α = gpu(init_α)`, -considering the input sequence to be CuArray in this case. -To shift a CRF `c` to gpu, one can use `c = gpu(c)`. - -To find out the crf loss, we use the following function - - - crf_loss(c::CRF, input_seq, label_sequence, init_α) - -``` -julia> label_seq1 = [onehot(1, 1:2), onehot(1, 1:2)] - -julia> label_seq2 = [onehot(1, 1:2), onehot(2, 1:2)] - -julia> label_seq3 = [onehot(2, 1:2), onehot(1, 1:2)] - -julia> label_seq4 = [onehot(2, 1:2), onehot(2, 1:2)] - -julia> crf_loss(c, input_seq, label_seq1, init_α) -1.9206894963901504 (tracked) - -julia> crf_loss(c, input_seq, label_seq2, init_α) -1.4972745472075206 (tracked) - -julia> crf_loss(c, input_seq, label_seq3, init_α) -1.543210471592448 (tracked) - -julia> crf_loss(c, input_seq, label_seq4, init_α) -0.876923329893466 (tracked) - -``` - -We can decode this using Viterbi Decode. - - viterbi_decode(c::CRF, input_seq, init_α) - -```julia -julia> viterbi_decode(c, input_seq, init_α) # Gives the label_sequence with least loss -2-element Array{Flux.OneHotVector,1}: - [false, true] - [false, true] - -``` - -This algorithm decodes for the label sequence with lowest loss value in polynomial time. - -Currently the Viterbi Decode only support cpu arrays. -When working with GPU, use viterbi_decode as follows - - viterbi_decode(cpu(c), cpu.(input_seq), cpu(init_α)) - -### Working with Flux layers - -CRFs smoothly work over Flux layers- - -```julia -julia> NUM_FEATURES = 20 - -julia> input_seq = [rand(NUM_FEATURES) for i in 1:SEQUENCE_LENGTH] -2-element Array{Array{Float64,1},1}: - [0.948219, 0.719964, 0.352734, 0.0677656, 0.570564, 0.187673, 0.525125, 0.787807, 0.262452, 0.472472, 0.573259, 0.643369, 0.00592054, 0.945258, 0.951466, 0.323156, 0.679573, 0.663285, 0.218595, 0.152846] - [0.433295, 0.11998, 0.99615, 0.530107, 0.188887, 0.897213, 0.993726, 0.0799431, 0.953333, 0.941808, 0.982638, 0.0919345, 0.27504, 0.894169, 0.66818, 0.449537, 0.93063, 0.384957, 0.415114, 0.212203] - -julia> m1 = Dense(NUM_FEATURES, NUM_LABELS + 2) - -julia> loss1(input_seq, label_seq) = crf_loss(c, m1.(input_seq), label_seq, init_α) # loss for model m1 - -julia> loss1(input_seq, [onehot(1, 1:2), onehot(1, 1:2)]) -4.6620379898687485 (tracked) - -``` - - -Here is an example of CRF with LSTM and Dense layer - - -```julia -julia> LSTM_SIZE = 10 - -julia> lstm = LSTM(NUM_FEATURES, LSTM_SIZE) - -julia> dense_out = Dense(LSTM_SIZE, NUM_LABELS + 2) - -julia> m2(x) = dense_out.(lstm.(x)) - -julia> loss2(input_seq, label_seq) = crf_loss(c, m2(input_seq), label_seq, init_α) # loss for model m2 - -julia> loss2(input_seq, [onehot(1, 1:2), onehot(1, 1:2)]) -1.6501050910529504 (tracked) - -julia> reset!(lstm) -``` diff --git a/docs/src/index.md b/docs/src/index.md index 0e9ccece..c91f92c4 100644 --- a/docs/src/index.md +++ b/docs/src/index.md @@ -9,7 +9,7 @@ The TextAnalysis package can be installed using Julia's package manager: Pkg.add("TextAnalysis") -## Getting Started +## Loading In all of the examples that follow, we'll assume that you have the TextAnalysis package fully loaded. This means that we think you've @@ -18,3 +18,8 @@ implicitly typed using TextAnalysis before every snippet of code. + +## TextModels + +The [TextModels](https://github.com/JuliaText/TextModels.jl) package enhances this library with the additon of practical neural network based models. Some of that code used to live in this package, but was moved to simplify installation and dependencies. + diff --git a/docs/src/ner.md b/docs/src/ner.md deleted file mode 100644 index ec38bbd4..00000000 --- a/docs/src/ner.md +++ /dev/null @@ -1,140 +0,0 @@ -# Named Entity Recognition - -The API provided is a pretrained model for tagging Named Entities. -The current model support 4 types of Named Entities - - -- `PER`: Person -- `LOC`: Location -- `ORG`: Organisation -- `MISC`: Miscellaneous -- `O`: Not a Named Entity - -To use the API, we first load the model weights into an instance of tagger. -The function also accepts the path of model_weights and model_dicts (for character and word embeddings) - - NERTagger() - NERTagger(dicts_path, weights_path) - -```julia -julia> ner = NERTagger() -``` -!!! note - When you call `NERTagger()` for the first time, the package will request permission for download the `Model_dicts` and `Model_weights`. Upon downloading, these are store locally and managed by `DataDeps`. So, on subsequent uses the weights will not need to be downloaded again. - -Once we create an instance, we can call it to tag a String (sentence), sequence of tokens, `AbstractDocument` or `Corpus`. - - (ner::NERTagger)(sentence::String) - (ner::NERTagger)(tokens::Array{String, 1}) - (ner::NERTagger)(sd::StringDocument) - (ner::NERTagger)(fd::FileDocument) - (ner::NERTagger)(td::TokenDocument) - (ner::NERTagger)(crps::Corpus) - -```julia -julia> sentence = "This package is maintained by John Doe." -"This package is maintained by John Doe." - -julia> tags = ner(sentence) -8-element Array{String,1}: - "O" - "O" - "O" - "O" - "O" - "PER" - "PER" - "O" - -``` - -The API tokenizes the input sentences via the default tokenizer provided by `WordTokenizers`, this currently being set to the multilingual `TokTok Tokenizer.` - -``` -julia> using WordTokenizers - -julia> collect(zip(WordTokenizers.tokenize(sentence), tags)) -8-element Array{Tuple{String,String},1}: - ("This", "O") - ("package", "O") - ("is", "O") - ("maintained", "O") - ("by", "O") - ("John", "PER") - ("Doe", "PER") - (".", "O") - -``` - -For tagging a multisentence text or document, once can use `split_sentences` from `WordTokenizers.jl` package and run the ner model on each. - -```julia -julia> sentences = "Rabinov is winding up his term as ambassador. He will be replaced by Eliahu Ben-Elissar, a former Israeli envoy to Egypt and right-wing Likud party politiian." # Sentence taken from CoNLL 2003 Dataset - -julia> splitted_sents = WordTokenizers.split_sentences(sentences) - -julia> tag_sequences = ner.(splitted_sents) -2-element Array{Array{String,1},1}: - ["PER", "O", "O", "O", "O", "O", "O", "O", "O"] - ["O", "O", "O", "O", "O", "PER", "PER", "O", "O", "O", "MISC", "O", "O", "LOC", "O", "O", "ORG", "ORG", "O", "O"] - -julia> zipped = [collect(zip(tag_sequences[i], WordTokenizers.tokenize(splitted_sents[i]))) for i in eachindex(splitted_sents)] - -julia> zipped[1] -9-element Array{Tuple{String,String},1}: - ("PER", "Rabinov") - ("O", "is") - ("O", "winding") - ("O", "up") - ("O", "his") - ("O", "term") - ("O", "as") - ("O", "ambassador") - ("O", ".") - -julia> zipped[2] -20-element Array{Tuple{String,String},1}: - ("O", "He") - ("O", "will") - ("O", "be") - ("O", "replaced") - ("O", "by") - ("PER", "Eliahu") - ("PER", "Ben-Elissar") - ("O", ",") - ("O", "a") - ("O", "former") - ("MISC", "Israeli") - ("O", "envoy") - ("O", "to") - ("LOC", "Egypt") - ("O", "and") - ("O", "right-wing") - ("ORG", "Likud") - ("ORG", "party") - ("O", "politiian") - ("O", ".") -``` - -Since the tagging the Named Entities is done on sentence level, -the text of `AbstractDocument` is sentence_tokenized and then labelled for over sentence. -However is not possible for `NGramDocument` as text cannot be recreated. -For `TokenDocument`, text is approximated for splitting into sentences, hence the following throws a warning when tagging the `Corpus`. - -```julia -julia> crps = Corpus([StringDocument("We aRE vErY ClOSE tO ThE HEaDQuarTeRS."), TokenDocument("this is Bangalore.")]) -A Corpus with 2 documents: - * 1 StringDocument's - * 0 FileDocument's - * 1 TokenDocument's - * 0 NGramDocument's - -Corpus's lexicon contains 0 tokens -Corpus's index contains 0 tokens - -julia> ner(crps) -┌ Warning: TokenDocument's can only approximate the original text -└ @ TextAnalysis ~/.julia/dev/TextAnalysis/src/document.jl:220 -2-element Array{Array{Array{String,1},1},1}: - [["O", "O", "O", "O", "O", "O", "O", "O"]] - [["O", "O", "LOC", "O"]] -``` diff --git a/src/CRF/crf.jl b/src/CRF/crf.jl deleted file mode 100644 index 98ffc23d..00000000 --- a/src/CRF/crf.jl +++ /dev/null @@ -1,36 +0,0 @@ -""" -Linear Chain - CRF Layer. - -For input sequence `x`, -predicts the most probable tag sequence `y`, -over the set of all possible tagging sequences `Y`. - -In this CRF, two kinds of potentials are defined, -emission and Transition. -""" -mutable struct CRF{S} - W::S # Transition Scores - n::Int # Num Labels -end - -""" -Second last index for start tag, -last one for stop tag . -""" -function CRF(n::Integer) - W = rand(Float32, n + 2, n + 2) - W[:, n + 1] .= -10000 - W[n + 2, :] .= -10000 - - return CRF(param(W), n) -end - -@treelike CRF - -function Base.show(io::IO, c::CRF) - print(io, "CRF with ", c.n + 2, " distinct tags (including START and STOP tags).") -end - -function (a::CRF)(x_seq, init_α) - viterbi_decode(a, x_seq, init_α) -end diff --git a/src/CRF/crf_utils.jl b/src/CRF/crf_utils.jl deleted file mode 100644 index 218c0d7d..00000000 --- a/src/CRF/crf_utils.jl +++ /dev/null @@ -1,8 +0,0 @@ -""" - log_sum_exp(z::Array) - -A stable implementation f(x) = log ∘ sum ∘ exp (x). -Since exponentiation can lead to very large numbers. -""" -log_sum_exp(z) = log_sum_exp(z, maximum(z, dims = 1)) -log_sum_exp(z, m) = log.(sum(exp.(z .- m), dims = 1)) .+ m diff --git a/src/CRF/loss.jl b/src/CRF/loss.jl deleted file mode 100644 index 495816d5..00000000 --- a/src/CRF/loss.jl +++ /dev/null @@ -1,39 +0,0 @@ -""" - forward_score(c::CRF, x::Array) - -Compute the Normalization / partition function -or the Forward Algorithm score - `Z` -""" -function forward_score(c::CRF, x, init_α) - forward_var = log_sum_exp((c.W .+ x[1]') .+ init_α) - - for i in 2:length(x) - forward_var = log_sum_exp((c.W .+ x[i]') .+ forward_var') - end - - return log_sum_exp(c.W[:, c.n + 2] + forward_var')[1] -end - -""" - score_sequence(c::CRF, xs, label_seq) - -Calculating the score of the desired `label_seq` against sequence `xs`. -Not exponentiated as required for negative log likelihood, -thereby preventing operation. - -`label_seq`<:Array/ CuArray -eltype(label_seq) = Flux.OneHotVector -""" -function score_sequence(c::CRF, x, label_seq) - score = preds_first(c, label_seq[1]) + onecold(label_seq[1], x[1]) - - for i in 2:length(label_seq) - score += preds_single(c, label_seq[i], label_seq[i-1]) + - onecold(label_seq[i], x[i]) - end - - return score + preds_last(c, label_seq[end]) -end - -# REGULARIZATION TERM -crf_loss(c::CRF, x, label_seq, init_α) = forward_score(c, x, init_α) - score_sequence(c, x, label_seq) diff --git a/src/CRF/predict.jl b/src/CRF/predict.jl deleted file mode 100644 index 29e2c341..00000000 --- a/src/CRF/predict.jl +++ /dev/null @@ -1,69 +0,0 @@ -# Decoding is done by using Viterbi Algorithm -# Computes in polynomial time - -""" -Scores for the first tag in the tagging sequence. -""" -function preds_first(c::CRF, y) - c.W[c.n + 1, onecold(y, 1:length(y))] -end - -""" -Scores for the last tag in the tagging sequence. -""" -function preds_last(c::CRF, y) - c.W[onecold(y, 1:length(y)), c.n + 2] -end - -""" -Scores for the tags other than the starting one. -""" -function preds_single(c::CRF, y, y_prev) - c.W[onecold(y_prev, 1:length(y_prev)), onecold(y, 1:length(y))] -end - -# Helper for forward pass, returns max_probs and corresponding arg_max for all the labels -function forward_pass_unit(k) - α_idx = [i[1] for i in argmax(k, dims=1)] - α = [k[j, i] for (i,j) in enumerate(α_idx)] - return α, α_idx -end - -""" -Computes the forward pass for viterbi algorithm. -""" -function _decode(c::CRF, x, init_vit_vars) - α_idx = zeros(Int, c.n + 2, length(x)) - - forward_var, α_idx[:, 1] = forward_pass_unit(Tracker.data((c.W .+ x[1]') .+ init_vit_vars)) - - for i in 2:length(x) - forward_var, α_idx[:, i] = forward_pass_unit(Tracker.data((c.W .+ x[i]') .+ forward_var')) - end - - labels = zeros(Int, length(x)) - labels[end] = argmax(forward_var + Tracker.data(c.W[:, c.n + 2])')[2] - - for i in reverse(2:length(x)) - labels[i - 1] = α_idx[labels[i], i] - end - - @assert α_idx[labels[1], 1] == c.n + 1 # Check for START Tag - return onehotseq(labels, c.n) -end - -onehotseq(seq, num_labels) = [onehot(i, 1:num_labels) for i in seq] - -""" - viterbi_decode(::CRF, input_sequence) - -Predicts the most probable label sequence of `input_sequence`. -""" -function viterbi_decode(c::CRF, x_seq, init_vit_vars) - length(x_seq) == 0 && throw("Input sequence is empty") - return _decode(cpu(c), cpu.(x_seq), cpu(init_vit_vars)) -end - -# function predict(c::CRF, x_seq) -# viterbi_decode(c, x_seq) -# end diff --git a/src/TextAnalysis.jl b/src/TextAnalysis.jl index 21af85ef..e7d17c71 100644 --- a/src/TextAnalysis.jl +++ b/src/TextAnalysis.jl @@ -4,17 +4,13 @@ module TextAnalysis using LinearAlgebra using StatsBase: countmap,addcounts! using Languages - using DataFrames using WordTokenizers - - using DataDeps + using Snowball + + using DataFrames using DataStructures using Statistics - using Flux, Tracker - using Flux: identity, onehot, onecold, @treelike, onehotbatch - - import DataFrames.DataFrame import Base.depwarn export AbstractDocument, Document @@ -59,20 +55,17 @@ module TextAnalysis export strip_prepositions, strip_pronouns, strip_stopwords, strip_sparse_terms, strip_frequent_terms, strip_html_tags export NaiveBayesClassifier - export SentimentAnalyzer export tag_scheme! export rouge_l_summary, rouge_l_sentence, rouge_n export PerceptronTagger, fit!, predict - - export CRF, viterbi_decode, crf_loss - - export NERTagger, PoSTagger export Vocabulary, lookup, update export everygram, padding_ngram export maskedscore, logscore, entropy, perplexity export MLE, Lidstone, Laplace, WittenBellInterpolated, KneserNeyInterpolated, score + export tokenize #imported from WordTokenizers + include("tokenizer.jl") include("ngramizer.jl") include("document.jl") @@ -81,13 +74,6 @@ module TextAnalysis include("metadata.jl") include("preprocessing.jl") - # Load libstemmer from our deps.jl - const depsjl_path = joinpath(dirname(@__FILE__), "..", "deps", "deps.jl") - if !isfile(depsjl_path) - error("Snowball Stemmer not installed properly, run Pkg.build(\"TextAnalysis\"), restart Julia and try again") - end - include(depsjl_path) - include("stemmer.jl") include("dtm.jl") include("tf_idf.jl") @@ -95,28 +81,15 @@ module TextAnalysis include("lda.jl") include("summarizer.jl") include("show.jl") - include("sentiment.jl") include("bayes.jl") include("deprecations.jl") include("tagging_schemes.jl") include("utils.jl") - include("averagePerceptronTagger.jl") include("evaluation_metrics.jl") include("coom.jl") - # CRF - include("CRF/crf.jl") - include("CRF/predict.jl") - include("CRF/crf_utils.jl") - include("CRF/loss.jl") - # NER and POS - include("sequence/ner_datadeps.jl") - include("sequence/ner.jl") - include("sequence/pos_datadeps.jl") - include("sequence/pos.jl") - include("sequence/sequence_models.jl") # Lang_model include("LM/vocab.jl") @@ -125,27 +98,9 @@ module TextAnalysis include("LM/counter.jl") include("LM/preprocessing.jl") - # ULMFiT - module ULMFiT - using ..TextAnalysis - using DataDeps - using Flux - using Tracker - using BSON - include("ULMFiT/utils.jl") - include("ULMFiT/datadeps.jl") - include("ULMFiT/data_loaders.jl") - include("ULMFiT/custom_layers.jl") - include("ULMFiT/pretrain_lm.jl") - include("ULMFiT/fine_tune_lm.jl") - include("ULMFiT/train_text_classifier.jl") - end - export ULMFiT + function __init__() - pos_tagger_datadep_register() - ner_datadep_register() - pos_datadep_register() - ULMFiT.ulmfit_datadep_register() + end end diff --git a/src/ULMFiT/custom_layers.jl b/src/ULMFiT/custom_layers.jl deleted file mode 100644 index e402c7d0..00000000 --- a/src/ULMFiT/custom_layers.jl +++ /dev/null @@ -1,384 +0,0 @@ -""" -ULMFiT - Custom layers - -This file contains the custom layers defined for this model: - AWD_LSTM - WeightDroppedLSTM - VarDrop - PooledDense -""" - -import Flux: gate, _testmode!, _dropout_kernel - -reset_masks!(entity) = nothing -reset_probability!(entity) = nothing - -""" - drop_mask(x, p) - -Drop mask generator - -This function generates dropout mask for given 'x' with `p` probability - or -It can be used to generate the mask by giving the shape of the desired mask and probaility -""" -function drop_mask(x, p) - y = similar(x, size(x)) - Flux.rand!(y) - y .= Flux._dropout_kernel.(y, p, 1 - p) - return y -end - -drop_mask(shape::Tuple, p; type = Float32) = (mask = rand(type, shape...);mask .= _dropout_kernel.(mask, p, 1 - p)) - -#################### Weight-Dropped LSTM Cell ###################### -""" -Weight-Dropped LSTM Cell - -This is an LSTM layer with dropped weights functionality, that is, DropConnect technique - -cite this paper to know about DropConnec: -http://yann.lecun.com/exdb/publis/pdf/wan-icml-13.pdf - -Moreover this also follows the Vartional DropOut citeria, that is, -the drop mask is remains same for a whole training pass. -This is done by saving the masks in 'maskWi' and 'maskWh' fields -""" -mutable struct WeightDroppedLSTMCell{A, V, M} - Wi::A - Wh::A - b::V - h::V - c::V - p::Float64 - maskWi::M - maskWh::M - active::Bool -end - -function WeightDroppedLSTMCell(in::Integer, out::Integer, p::Float64=0.0; - init = Flux.glorot_uniform) - @assert 0 ≤ p ≤ 1 - cell = WeightDroppedLSTMCell( - param(init(out*4, in)), - param(init(out*4, out)), - param(init(out*4)), - param(zeros(Float32, out)), - param(zeros(Float32, out)), - p, - drop_mask((out*4, in), p), - drop_mask((out*4, out), p), - true - ) - cell.b.data[gate(out, 2)] .= 1 - return cell -end - -function (m::WeightDroppedLSTMCell)((h, c), x) - b, o = m.b, size(h, 1) - Wi = m.active ? m.Wi .* m.maskWi : m.Wi - Wh = m.active ? m.Wh .* m.maskWh : m.Wh - g = Wi*x .+ Wh*h .+ b - input = σ.(gate(g, o, 1)) - forget = σ.(gate(g, o, 2)) - cell = tanh.(gate(g, o, 3)) - output = σ.(gate(g, o, 4)) - c = forget .* c .+ input .* cell - h′ = output .* tanh.(c) - return (h′, c), h′ -end - -Flux.@treelike WeightDroppedLSTMCell - -_testmode!(m::WeightDroppedLSTMCell, test) = (m.active = !test) - -""" - WeightDroppedLSTM(in::Integer, out::Integer, p::Float64=0.0) - -WeightDroppedLSTM layer - -This makes the WeightDroppedLSTMCell stateful, by wrapping the layer in a Recur field. - -Defining an instance: - -julia> wd = WeightDroppedLSTM(4, 5, 0.3); -""" -function WeightDroppedLSTM(a...; kw...) - cell = WeightDroppedLSTMCell(a...;kw...) - hidden = (cell.h, cell.c) - return Flux.Recur(cell, hidden, hidden) -end - -""" - reset_masks!(layer) - -This is an important funciton since it used to reset the masks -which are saved in WeightDroppedLSTMCell after every pass. - -julia> wd = WeightDroppedLSTM() - -julia> reset_masks!(wd) -""" -function reset_masks!(wd::T) where T <: Flux.Recur{<:WeightDroppedLSTMCell} - wd.cell.maskWi = drop_mask(wd.cell.Wi, wd.cell.p) - wd.cell.maskWh = drop_mask(wd.cell.Wh, wd.cell.p) - return -end -#################################################################### - -################## ASGD Weight-Dropped LSTM Layer ################## -""" - AWD_LSTM(in::Integer, out::Integer, p::Float64=0.0) - -Average SGD Weight-Dropped LSTM - -This custom layer is used for training the Language model, -instead of standard LSTM layer. -This layer carries two addtional functionality: - Weight-dropping (DropConnect) - Averaging of weights - -AWD_LSTM is basically a wrapper aroung WeightDroppedLSTM layer, -it has three fields: - layer : WeightDroppedLSTM layer - T : Trigger iteration, to trigger averaging - accum : After triggring the accumlation of weights is saved here - -cite this paper to know more: -https://arxiv.org/pdf/1708.02182.pdf -""" -mutable struct AWD_LSTM - layer::Flux.Recur - T::Integer - accum -end - -AWD_LSTM(in::Integer, out::Integer, p::Float64=0.0; kw...) = AWD_LSTM(WeightDroppedLSTM(in, out, p; kw...), -1, []) - -Flux.@treelike AWD_LSTM - -(m::AWD_LSTM)(in) = m.layer(in) - -# To set the trigger point for the AWD_LSTM layer -set_trigger!(t, m) = nothing -set_trigger!(trigger_point::Integer, m::AWD_LSTM) = m.T = trigger_point; - -# resets mask of the WeightDroppedLSTM layer contained in AWD_LSTM -reset_masks!(awd::AWD_LSTM) = reset_masks!(awd.layer) - -""" - asgd_step!(i::Integer, layer::AWD_LSTM) - -Averaged Stochastic Gradient Descent Step - -This funciton performs the Averaging step to the given AWD_LSTM layer, -if the trigger point or trigger iteration is reached. -Arguments: - i : current iteration of the training loop - layer : AWD_LSTM layer -""" -asgd_step!(i, l) = nothing - -function asgd_step!(iter::Integer, layer::AWD_LSTM) - if (iter >= layer.T) & (layer.T > 0) - p = get_trainable_params([layer]) - avg_fact = 1/max(iter - layer.T + 1, 1) - if avg_fact != 1 - layer.accum = layer.accum .+ Tracker.data.(p) - for (ps, accum) in zip(p, layer.accum) - Tracker.data(ps) .= avg_fact*accum - end - else - layer.accum = deepcopy(Tracker.data.(p)) # Accumulator for ASGD - end - end - return -end -#################################################################### - -########################## Varitional DropOut ###################### -""" - VarDrop(p::Float64=0.0) - -Variational Dropout layer - -Unlike standard dropout layer, which applies new dropout mask to every Array ot Matrix passed to it, -this layer saves the mask applied till it is explicitly set to reset mode using 'reset_masks!'. - -Usage: -julia> vd = VarDrop() - -To reset mask: -julia> reset_masks!(vd) -""" - -mutable struct VarDrop{F} - p::F - mask - reset::Bool - active::Bool -end - -VarDrop(p::Float64=0.0) = VarDrop(p, Array{Float32, 2}(UndefInitializer(), 0, 0), true, true) - -function (vd::VarDrop)(x) - vd.active || return x - if vd.reset - vd.mask = drop_mask(x, vd.p) - vd.reset = false - end - return (x .* vd.mask) -end - -_testmode!(vd::VarDrop, test) = (vd.active = !test) - -# method for reseting mask of VarDrop -reset_masks!(vd::VarDrop) = (vd.reset = true) - -###################################################################### - -################# Varitional Dropped Embeddings ###################### -""" - DroppedEmbeddings(in::Integer, embed_size::Integer, p::Float64=0.0) - -Embeddings with varitional dropout - -This struct defines an embedding layer with Varitional Embedding dropout functionality. -Instead of randomly dropping values of embedding matrix, -this layer drops all values of a specific token, in other words, -that token is dropped from the embedding matrix for that particular pass. - -Since this follows Variational DropOut criteria, it also saves the drop mask, -which should be reset to new mask explicilty using `reset_masks!` function - -# Usage: -It takes input size, embedding size and dropout probability - -julia> de = DroppedEmbeddings(1000, 20, 0.4) - -To reset mask: - -julia> reset_masks!(de) -""" -mutable struct DroppedEmbeddings{A, F} - emb::A - p::F - mask - active::Bool -end - -function DroppedEmbeddings(in::Integer, embed_size::Integer, p::Float64=0.0; - init = Flux.glorot_uniform) - de = DroppedEmbeddings{AbstractArray, typeof(p)}( - param(init(in, embed_size)), - p, - drop_mask((in,), p), - true - ) - return de -end - -function (de::DroppedEmbeddings)(x::AbstractArray, tying::Bool=false) - dropped = de.active ? de.emb .* de.mask : de.emb - return tying ? dropped * x : transpose(dropped[x, :]) -end - -Flux.@treelike DroppedEmbeddings - -_testmode!(de::DroppedEmbeddings, test) = (de.active = !test) - -function reset_masks!(de::DroppedEmbeddings) - de.mask = drop_mask(de.mask, de.p) - return -end -#################################################################### - -################# Concat Pooling Dense layer ####################### -""" - PooledDense(hidden_sz::Integer, out::Integer, σ = identity) - -Concat-Pooled Dense layer - -This is basically a modified version of the `Dense` layer. -It takes the `Vector` of outputs of RNN at all time-steps, -then it calculates the mean and max pools for those outputs and -concatenates output RNN at the last time-step with these max and mean pools. -Then this conatenated `Vector` is multiplied with weights and added with bias -and passes through specified activation function. - -Usage: -The first argument `hidden_sz` takes length of the ouput of the preceding RNN layer. -Other two arguments are output size and activation function - -# Example - -julia> pd = PooledDense(40, 20) # if the output size of the RNN layer is 40 in this case -""" -mutable struct PooledDense{F, S, T} - W::S - b::T - σ::F -end - -PooledDense(W, b) = PooledDense(W, b, identity) - -function PooledDense(hidden_sz::Integer, out::Integer, σ = identity; - initW = Flux.glorot_uniform, initb = (dims...) -> zeros(Float32, dims...)) -return PooledDense(param(initW(out, hidden_sz*3)), param(initb(out)), σ) -end - -Flux.@treelike PooledDense - -function (a::PooledDense)(x) - W, b, σ = a.W, a.b, a.σ - x = cat(x..., dims=3) - maxpool = maximum(x, dims=3)[:, :, 1] - meanpool = (sum(x, dims=3)/size(x, 3))[:, :, 1] - hc = cat(x[:, :, 1], maxpool, meanpool, dims=1) - σ.(W*hc .+ b) -end - -#################################################################### - -""" -get_trainable_params(layers) - -This funciton works same as `params` function except for `AWD_LSTM` layer. -While getting `Params` of the `AWD_LSTM` it does not include the `h` and `c` `params` of `AWD_LSTM`. -This is useful while calculating gradients because calculating gradients for `h` and `c` fields -in `AWD_LSTM` is unnecessary here. - -# Example: - -julia> layers = Chain(DroppedEmbeddings(4,5,0.2), - AWD_LSTM(5, 3), - Dense(3, 2), - softmax - ); -julia> p1 = params(layers); -julia> p2 = get_trainable_params(layers); - -julia> length(p1) -8 - -julia> length(p2) -6 - -`Params` from all the other layers are included in p2 except for `h` and `c` -""" -function get_trainable_params(layers) - p = [] - function get_awd_params(awd::AWD_LSTM) - return [awd.layer.cell.Wi, - awd.layer.cell.Wh, - awd.layer.cell.b] - end - for layer in layers - layer isa Array || (layer = [layer]) - for l in layer - l isa AWD_LSTM && (append!(p, get_awd_params(l)); continue) - push!(p, l) - end - end - return params(p...) -end diff --git a/src/ULMFiT/data_loaders.jl b/src/ULMFiT/data_loaders.jl deleted file mode 100644 index f59e403c..00000000 --- a/src/ULMFiT/data_loaders.jl +++ /dev/null @@ -1,97 +0,0 @@ -using Random: shuffle! - -""" -Default Data Loaders for ULMFiT training for Sentiment Analysis - - WikiText-103 corpus is to pre-train the Language model - - IMDB movie review dataset - unsup data is used for fine-tuning Language Mode for Sentiment Analysis - - IMDB movie review dataset - labelled data is used for training classifier for Sentiment Analysis -""" - -# WikiText-103 corpus loade - -# This funciton given as an example of doing preprocessing for such corpus. -# In this IMDB corpus, it was noticed that after tokenization some tokens were mixture of -# some valid words and punctuations like ',', '.' etc which leads to increase in UNKNOWN token count in the corpus, -# to reduce the UNKNOWN count those tokens are splitted using `split_worda` and `put` functions. -function imdb_preprocess(doc::AbstractDocument) - ## Edit here if any preprocessing step is needed ## - function put(en, symbol) - l = length(en) - (l == 1) && return en - for i=1:l-1 - insert!(en, i*2, string(symbol)) - end - return en - end - function split_word(word, symbol) - length(word) == 1 && return [word] - return split(word, symbol) - end - text = text(doc) - remove_corrupt_utf8!(text) - remove_case!(text) - prepare!(text, strip_html_tags) - tokens = tokens(text) - for symbol in [',', '.', '-', '/', "'s"] - tokens = split_word.(tokens, symbol) - temp = [] - for token in tokens - try - append!(temp, put(token, symbol)) - catch - append!(temp, token) - end - end - tokens = temp - end - deleteat!(tokens, findall(x -> isequal(x, "")||isequal(x, " "), tokens)) - return tokens -end - -# Loads WikiText-103 corpus and output a Channel to give a mini-batch at each call -function load_wikitext_103(batchsize::Integer, bptt::Integer; type = "train") - corpuspath = joinpath(datadep"WikiText-103", "wiki.$(type).tokens") - corpus = read(open(corpuspath, "r"), String) - corpus = tokenize(corpus) - return Channel(x -> generator(x, corpus; batchsize = batchsize, bptt = bptt)); -end - -# IMDB Data loaders for Sentiment Analysis specifically -# IMDB data loader for fine-tuning Language Model -function imdb_fine_tune_data(batchsize::Integer, bptt::Integer, num_examples::Integer=50000) - imdb_dataset = IMDB("train_unsup") - dataset = [] - for path in imdb_dataset.filepaths #extract data from the files in directory and put into channel - open(path) do fileio - cur_text = read(fileio, String) - append!(dataset, imdb_preprocess(cur_text)) - end #open - end #for - return Channel(x -> generator(x, dataset; batchsize=batchsize, bptt=bptt)) -end - -# IMDB data loader for training classifier -function imdb_classifier_data(batchsize::Integer) - filepaths = IMDB("train_neg").filepaths - append!(filepaths, IMDB("train_pos").filepaths) - [shuffle!(filepaths) for _=1:10] - corpus = Corpus(FileDocument.(filepaths)) - Channel(csize=2) do docs - n_batches = Int(floor(length(corpus)/batchsize)) - put!(docs, n_batches) - for i=1:n_batches - X, Y = [], [] - for j=1:batchsize - path = filepaths[(i-1)*batchsize+j] - cur_text = text(corpus[(i-1)*batchsize+j]) - tokens = imdb_preprocess(cur_text) - push!(X, tokens) - y = (parse(Int32, split(path, '_')[2][1:end-4]) > 5) ? Flux.onehotbatch([1], 1:2) : Flux.onehotbatch([2], 1:2) - push!(Y, y) - end#for - X = pre_pad_sequences(X, "_pad_") - put!(docs, [Flux.batch(X[k][j] for k=1:batchsize) for j=1:length(X[1])]) - put!(docs, cat(Y..., dims=2)) - end #for - end #channel -end diff --git a/src/ULMFiT/datadeps.jl b/src/ULMFiT/datadeps.jl deleted file mode 100644 index 7173c18e..00000000 --- a/src/ULMFiT/datadeps.jl +++ /dev/null @@ -1,57 +0,0 @@ -function ulmfit_datadep_register() - register(DataDep( - "WikiText-103", - """ - WikiText Long Term Dependency Language Modeling Dataset - This is a language modelling dataset under Creative Commons Attribution-ShareAlike License. I contains over 100 - million tokens. - """, - "https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-103-v1.zip", - post_fetch_method = function (file) - unpack(file) - dir = "wikitext-103" - files = readdir(dir) - mv.(joinpath.(dir, files), files) - rm(dir) - # some preprocessing - corpus = read(open("wiki.train.tokens", "r"), String) - corpus = split(lowercase(corpus), '\n') - deleteat!(corpus, findall(x -> isequal(x, "")||isequal(x, " ")||(isequal(x[1:2], " =")&&isequal(x[prevind(x, lastindex(x), 1):end], "= ")), corpus)) - corpus = strip.(corpus) - corpus = join(corpus, ' ') - open("wiki.train.tokens", "w") do ftrain - write(ftrain, corpus) - end #do - end # post_fetch_method - )) - - #Pretrained ULMFiT language model weights - register(DataDep( - "Pretrained ULMFiT Language Model", - """ - The pretrained Language Model weights trained on WikiText-103 corpus will be downloaded. - These weights can be used to fine-tuning steps in ULMFiT classifier. - This lanaguage model is originally trained by authors of ULMFiT paper Jeremy Howard and Sebastian Ruder. - http://files.fast.ai/models/wt103/ - This contains the weights links for all original models by authors. - """, - "https://github.com/JuliaText/TextAnalysis.jl/releases/download/v0.6.0/ulmfit_lm_en.bson.tar.gz", - "c71f580868fab7cc279cbceb0977ca26d252439a5cea604b2eebf6bf687127fa", - post_fetch_method = function(fn) - unpack(fn) - end - )) - - #Weights for ULMFiT binary sentiment classifier - register(DataDep( - "ULMFiT Sentiment Classifier", - """ - Weights for the binary sentiment classifier, trained on IMDB movie review dataset, - will be downloaded. - """, - "https://github.com/JuliaText/TextAnalysis.jl/releases/download/v0.6.0/ulmfit_sentiment_en.bson.tar.gz",# link - post_fetch_method = function(fn) - unpack(fn) - end - )) -end diff --git a/src/ULMFiT/fine_tune_lm.jl b/src/ULMFiT/fine_tune_lm.jl deleted file mode 100644 index 17f33b92..00000000 --- a/src/ULMFiT/fine_tune_lm.jl +++ /dev/null @@ -1,127 +0,0 @@ -""" -ULMFiT - Fine-tuning Language Model - -This file contains the funcitons needed to fine-tune a pretrained model. -The novel methods describe the ULMFiT paper are used: - - Discriminative fine-tuning - Slanted triangular learning rates - -""" - -""" - discriminative_step!(layers, ηL::Float64, l, opts::Vector) - -Discriminative fine-tuning Step -This function performs the backpropagation step with discriminative fine-tune method, -that is, it uses different learning rates for different layers. - -Arguments: - -layers : layers whose weights are going to get updated -ηL : learning rate of the last layer in `layers` -opts : `Vector` of optimizers used to update weights for corresponding layers - -NOTE: length(opts) == length(layers) -""" -function discriminative_step!(layers, ηL::Float64, l, opts::Vector) - @assert length(opts) == length(layers) - # Gradient calculation - grads = Tracker.gradient(() -> l, get_trainable_params(layers)) - - # discriminative step - ηl = ηL/(2.6^(length(layers)-1)) - for (layer, opt) in zip(layers, opts) - opt.eta = ηl - for ps in get_trainable_params([layer]) - Tracker.update!(opt, ps, grads[ps]) - end - ηl *= 2.6 - end - return -end - -""" - fine_tune_lm!(lm::LanguageModel, data_loader::Channel=imdb_fine_tune_data, - stlr_cut_frac::Float64=0.1, stlr_ratio::Float32=32, stlr_η_max::Float64=4e-3; - epochs::Integer=1, checkpoint_itvl::Integer=5000) - -This function contains main training loops for fine-tuning the language model. -To use this funciton, an instance of LanguageModel and a data loader is needed. -Read the docs for more info about arguments -""" -function fine_tune_lm!(lm::LanguageModel, data_loader::Channel=imdb_fine_tune_data, - stlr_cut_frac::Float64=0.1, stlr_ratio::Float32=32, stlr_η_max::Float64=4e-3; - epochs::Integer=1, checkpoint_itvl::Integer=5000) - - opts = [ADAM(0.001, (0.7, 0.99)) for i=1:4] - cut = num_of_iters * epochs * stlr_cut_frac - - # Fine-Tuning loops - for epoch=1:epochs - println("\nEpoch: $epoch") - gen = data_loader() - num_of_iters = take!(gen) - T = num_of_iters-Int(floor((num_of_iters*2)/100)) - set_trigger!.(T, lm.layers) - for i=1:num_of_iters - - # FORWARD - l = loss(lm, gen) - - # Slanted triangular learning rate step - t = i + (epoch-1)*num_of_iters - p_frac = (i < cut) ? i/cut : (1 - ((i-cut)/(cut*(1/stlr_cut_frac-1)))) - ηL = stlr_η_max*((1+p_frac*(stlr_ratio-1))/stlr_ratio) - - # Backprop with discriminative fine-tuning step - discriminative_step!(lm.layers[[1, 3, 5, 7]], ηL, l, opts) - - # Resets dropout masks for all the layers with DropOut or DropConnect - reset_masks!.(lm.layers) - end - end -end - -""" - get_vocab(corpus::TokenDocument, lm::LanguageModel) - -Returns vocabulary of the given tokenized corpus based on the given language model vocabulary. -""" -function get_vocab(corpus::TokenDocument, lm::LanguageModel) - u = unique(tokens(corpus)) - new_vocab = intersect(vocab, lm.vocab) - return new_vocab -end - - -""" - set_vocab!(lm::LanguageModel, vocab::Vector) - -Sets new vocabulary to the LanguageModel in `vocab` field. -With keeping the same embeddings of previous vocabulary. - -Recommended to use this with `get_vocab` function: - -Example: -julia> new_vocab = get_vocab(corpus, lm); - -julia> set_vocab!(lm, new_vocab) - -In addtion to this also incorporate special tokens for UNKNOWN (e.g. "_unk_"), PADDING (e.g. "_pad_") etc. -To add these use `insert!` function after getting vocabulary from `get_vocab` function. -To use `set_vocab!` it is important that the tokens added are same as in the previous vocabulary of Language model, -so that the embeddings for these tokens can be extracted for the previous embeddings of Language model. - -# Example: - -julia> insert!(vocab, 1, "_unk_") -julia> insert!(vocab, 2, "_pad_") -""" -function set_vocab!(lm::LanguageModel, vocab::Vector) - idxs = indices(vocab, lm.vocab) - lm.vocab = vocab - lm.layers[1].emb = param(Tracker.data(lm.layers[1].emb)[idxs, :]) - lm.layers[1].mask = gpu(drop_mask((length(vocab),), lm.layers[1].p)) - return -end diff --git a/src/ULMFiT/pretrain_lm.jl b/src/ULMFiT/pretrain_lm.jl deleted file mode 100644 index 74bc5733..00000000 --- a/src/ULMFiT/pretrain_lm.jl +++ /dev/null @@ -1,199 +0,0 @@ -using DelimitedFiles - -""" -ULMFiT - LANGUAGE MODEL - - LanguageModel(load_pretrained::Bool=false, vocabpath::String="vocabs/lm_vocab.csv";kw...) - -The Language model structure for ULMFit is defined by 'LanguageModel' struct. -It contains has two fields: - vocab : vocabulary, which will be used for language modelling - layers : embedding, RNN and dropout layers of the whole model -In this language model, the embedding matrix used in the embedding layer -is same for the softmax layer, following Weight-tying technique. -The field 'layers' also includes the Variational Dropout layers. -It takes several dropout probabilities for different dropout for different layers. - -[Usage and arguments are discussed in the docs] -There are several keyword argunments to set the dropout probabilities -of the layers of model checkout those arguments in the docs. -# Example: - -julia> lm = LanguageModel() -""" -mutable struct LanguageModel - vocab :: Vector - layers :: Flux.Chain -end - -function LanguageModel(load_pretrained::Bool=false, vocabpath::String=joinpath(@__DIR__,"vocabs/lm_vocab.csv");embedding_size::Integer=400, hid_lstm_sz::Integer=1150, out_lstm_sz::Integer=embedding_size, - embed_drop_prob::Float64 = 0.05, in_drop_prob::Float64 = 0.4, hid_drop_prob::Float64 = 0.5, layer_drop_prob::Float64 = 0.3, final_drop_prob::Float64 = 0.3) - vocab = (string.(readdlm(vocabpath, ',')))[:, 1] - de = gpu(DroppedEmbeddings(length(vocab), embedding_size, embed_drop_prob; init = (dims...) -> init_weights(0.1, dims...))) - lm = LanguageModel( - vocab, - Chain( - de, - VarDrop(in_drop_prob), - gpu(AWD_LSTM(embedding_size, hid_lstm_sz, hid_drop_prob; init = (dims...) -> init_weights(1/hid_lstm_sz, dims...))), - VarDrop(layer_drop_prob), - gpu(AWD_LSTM(hid_lstm_sz, hid_lstm_sz, hid_drop_prob; init = (dims...) -> init_weights(1/hid_lstm_sz, dims...))), - VarDrop(layer_drop_prob), - gpu(AWD_LSTM(hid_lstm_sz, out_lstm_sz, hid_drop_prob; init = (dims...) -> init_weights(1/hid_lstm_sz, dims...))), - VarDrop(final_drop_prob), - x -> de(x, true), - softmax - ) - ) - load_pretrained && load_model!(lm, datadep"Pretrained ULMFiT Language Model/ulmfit_lm_en.bson") - return lm -end - -Flux.@treelike LanguageModel - -""" - test_lm(lm::LanguageModel, data_gen, num_of_iters::Integer; unknown_token::String="_unk_") - -This function is used to test the `LanguageModel` on the given data given by data_gen. -`num_of_iters` refers to number of batches for which the model has to be tested. -It returns loss, accuracy, precsion, recall and F1 score. - -# Example: - -julia> test_lm(lm, data_gen, 200, " indices(w, lm.vocab, unknown_token), X) - H = model_layers.(H) - Y = broadcast(x -> gpu(Flux.onehotbatch(x, lm.vocab, unknown_token)), Y) - l = sum(crossentropy.(H, Y)) - Flux.reset!(model_layers) - for (h, y) in zip(H, Y) - TP .+= sum(h .* y, dims=2) - FN .+= sum(((-1 .* h) .+ 1) .* y, dims=2) - FP .+= sum(h .* ((-1 .* y) .+ 1), dims=2) - TN .+= sum(((-1 .* h) .+ 1) .* ((-1 .* y) .+ 1), dims=2) - end - loss += l/length(X[1]) - end - precision = *((TP./(TP .+ FP))...) - recall = *((TP./(TP .+ FN))...) - F1 = (2*precision*recall)/(precision+recall) - accuracy = (TP[1] + TN[1])/(TP[1] + TN[1] + FP[1] + FN[1]) - return (loss/num_of_iters), accuarcy, precision, recall, F1 -end - -# computes the forward pass while training -function forward(lm, batch) - batch = map(x -> indices(x, lm.vocab, "_unk_"), batch) - batch = lm.layers.(batch) - return batch -end - -# loss funciton - Calculates crossentropy loss -function loss(lm, gen) - H = forward(lm, take!(gen)) - Y = broadcast(x -> gpu(Flux.onehotbatch(x, lm.vocab, "_unk_")), take!(gen)) - l = sum(crossentropy.(H, Y)) - Flux.truncate!(lm.layers) - return l -end - -# Backpropagation step while training -function backward!(layers, l, opt) - # Calulating gradients and weights updation - p = get_trainable_params(layers) - grads = Tracker.gradient(() -> l, p) - Tracker.update!(opt, p, grads) - return -end - -""" -pretrain_lm! - -This funciton contains main training loops for pretrainin the Language model -including averaging step for the 'AWD_LSTM' layers. - -Usage and arguments are explained in the docs of ULMFiT -""" -function pretrain_lm!(lm::LanguageModel=LanguageModel(), data_loader::Channel=load_wikitext_103; - base_lr=0.004, epochs::Integer=1, checkpoint_iter::Integer=5000) - - # Initializations - opt = ADAM(base_lr, (0.7, 0.99)) # ADAM Optimizer - - # Pre-Training loops - for epoch=1:epochs - println("\nEpoch: $epoch") - gen = data_loader() - num_of_batches = take!(gen) # Number of mini-batches - T = num_of_iters-Int(floor((num_of_iters*2)/100)) # Averaging Trigger - set_trigger!.(T, lm.layers) # Setting triggers for AWD_LSTM layers - for i=1:num_of_batches - - # FORWARD PASS - l = loss(lm, gen) - - # REVERSE PASS - backward!(lm.layers, l, opt) - - # ASGD Step, works after Triggering - asgd_step!.(i, lm.layers) - - # Resets dropout masks for all the layers with Varitional DropOut or DropConnect masks - reset_masks!.(lm.layers) - - # Saving checkpoints - if i == checkpoint_iter save_model!(lm) end - end - end -end - -# To save model -function save_model!(m::LanguageModel, filepath::String) - weights = cpu.(Tracker.data.(params(m))) - BSON.@save filepath weights -end - -# To load model -function load_model!(lm::LanguageModel, filepath::String) - BSON.@load filepath weights - Flux.loadparams!(lm, weights) -end - -""" -sample(starting_text::AbstractDocument, lm::LanguageModel) - -Prints sampling results taking `starting_text` as initial tokens for the sampling for LanguageModel. - -# Example: - -julia> sampling("computer science", lm) -SAMPLING... -, is fast growing field ...... - -""" -function sample(starting_text::AbstractDocument, lm::LanguageModel) - testmode!(lm.layers) - model_layers = mapleaves(Tracker.data, lm.layers) - tokens = tokens(starting_text) - word_indices = map(x -> indices([x], lm.vocab, "_unk_"), tokens) - h = (model_layers.(word_indices))[end] - prediction = lm.vocab[argmax(h)[1]] - println("SAMPLING...") - print(prediction, ' ') - while true - h = indices([prediction], lm.vocab, "_unk_") - h = model_layers(h) - prediction = lm.vocab[argmax(h)[1]] - print(prediction, ' ') - prediction == "_pad_" && break - end -end diff --git a/src/ULMFiT/sentiment.jl b/src/ULMFiT/sentiment.jl deleted file mode 100644 index c70069d3..00000000 --- a/src/ULMFiT/sentiment.jl +++ /dev/null @@ -1,65 +0,0 @@ -""" -ULMFiT - Binary Sentiment Analyzer - - BinSentimentClassifier() - -This is a binary sentiment classifier developed after -fine-tuning the ULMFiT language model on IMDB movie reviews dataset. - -# Usage: - -julia> sc = BinSentimentClassifier() - -julia> doc = StringDocument("this classifier is great") - -julia> sc(doc) -"positive" - -""" - -struct BinSentimentClassifier - vocab::Vector - rnn_layers::Flux.Chain - linear_layers::Flux.Chain -end - -function BinSentimentClassifier() - BSON.@load datadep"ULMFiT Sentiment Classifier/umlfit_sentiment_en.bson" weights - vocab_sz, em_sz = size(weights[1]) - hid_lstm_sz = 1150 - out_lstm_sz = em_sz - clsfr_hid_sz = 50 - clsfr_out_sz = 2 - vocab = (string.(readdlm("vocabs/sc_vocab.csv", ',')))[:, 1] - sc = SentimentClassifier( - vocab, - Chain( - DroppedEmbeddings(vocab_sz, em_sz), - LSTM(em_sz, hid_lstm_sz), - LSTM(hid_lstm_sz, hid_lstm_sz), - LSTM(hid_lstm_sz, out_lstm_sz) - ), - Chain( - PooledDense(out_lstm_sz, clsfr_hid_sz), - BatchNorm(clsfr_hid_sz, relu), - Dense(clsfr_hid_sz, clsfr_out_sz, sigmoid), - BatchNorm(clsfr_out_sz), - softmax - ) - ) - Flux.loadparams!(sc, weights) - sc = mapleaves(Tracker.data, sc) - Flux.testmode!(sc) - return sc -end - -Flux.@treelike BinSentimentClassifier - -function (sc::BinSentimentClassifier)(x::TokenDocument) - remove_case!(x) - idxs = map(w -> indices([w], sc.vocab, "_unk_"), tokens(x)) - h = sc.rnn_layers.(idxs) - h = sc.linear_layers(h) - Flux.reset!(sc.rnn_layers) - return argmax(h)[1] == 1 ? "positive" : "negative" -end diff --git a/src/ULMFiT/train_text_classifier.jl b/src/ULMFiT/train_text_classifier.jl deleted file mode 100644 index e30912f8..00000000 --- a/src/ULMFiT/train_text_classifier.jl +++ /dev/null @@ -1,218 +0,0 @@ -""" -ULMFiT - Text Classifier - -This is wrapper around the LanguageMode struct. It has three fields: - -vocab : contains the same vocabulary from the LanguageModel -rnn_layers : contains same DroppedEmebeddings, LSTM (AWD_LSTM) and VarDrop layers of LanguageModel except for last softmax layer -linear_layers : contains Chain of two Dense layers [PooledDense and Dense] with softmax layer - -To train create and instance and give it as first argument to 'train_classifier!' function -""" -mutable struct TextClassifier - vocab::Vector - rnn_layers::Flux.Chain - linear_layers::Flux.Chain -end - -function TextClassifier(lm::LanguageModel=LanguageModel(), clsfr_out_sz::Integer=1, clsfr_hidden_sz::Integer=50, clsfr_hidden_drop::Float64=0.4) - return TextClassifier( - lm.vocab, - lm.layers[1:8], - Chain( - gpu(PooledDense(length(lm.layers[7].layer.cell.h), clsfr_hidden_sz)), - gpu(BatchNorm(clsfr_hidden_sz, relu)), - Dropout(clsfr_hidden_drop), - gpu(Dense(clsfr_hidden_sz, clsfr_out_sz)), - gpu(BatchNorm(clsfr_out_sz)), - softmax - ) - ) -end - -Flux.@treelike TextClassifier - -""" -Cross Validate - -This function will be used to cross-validate the classifier - -Arguments: - -tc : Instance of TextClassfier -gen : 'Channel' to get a mini-batch from validation set -num_of_batches : specifies the number of batches the validation will be done - -If num_of_batches is not specified then all the batches which can be given by the -gen will be used for validation -""" -function validate(tc::TextClassifier, gen::Channel, num_of_batches::Union{Colon, Integer}) - n_classes = size(tc.linear_layers[end-2].W, 1) - classifier = mapleaves(Tracker.data, tc) - Flux.testmode!(classifier) - loss = 0 - iters = take!(gen) - ((num_of_batches != :) & (num_of_batches < iters)) && (iters = num_of_batches) - TP, TN = gpu(zeros(Float32, n_classes, 1)), gpu(zeros(Float32, n_classes, 1)) - FP, FN = gpu(zeros(Float32, n_classes, 1)), gpu(zeros(Float32, n_classes, 1)) - for i=1:num_of_batches - X = take!(gen) - Y = gpu(take!(gen)) - X = map(x -> indices(x, classifier.vocab, "_unk_"), X) - H = classifier.rnn_layers.(X) - H = classifier.linear_layers(H) - l = crossentropy(H, Y) - Flux.reset!(classifier.rnn_layers) - TP .+= sum(H .* Y, dims=2) - FN .+= sum(((-1 .* H) .+ 1) .* Y, dims=2) - FP .+= sum(H .* ((-1 .* Y) .+ 1), dims=2) - TN .+= sum(((-1 .* H) .+ 1) .* ((-1 .* Y) .+ 1), dims=2) - loss += l - end - precisions = TP ./ (TP .+ FP) - recalls = TP ./ (TP .+ FN) - F1 = (2 .* (precisions .* recalls)) ./ (precisions .+ recalls) - accuracy = (TP[1] + TN[1])/(TP[1] + TN[1] + FP[1] + FN[1]) - return (loss, accuracy, precisions, recalls, F1) -end - -""" -Forward pass - -This funciton does the main computation of a mini-batch. -It computes the output of the all the layers [RNN and DENSE layers] and returns the predicted output for that pass. -It uses Truncated Backprop through time to compute the output. - -Arguments: -tc : Instance of TextClassifier -gen : data loader, which will give 'X' of the mini-batch in one call -tracked_steps : This is the number of tracked time-steps for Truncated Backprop thorugh time, - these will be last time-steps for which gradients will be calculated. -""" -function forward(tc::TextClassifier, gen::Channel, tracked_steps::Integer=32) - # swiching off tracking - classifier = mapleaves(Tracker.data, tc) - X = take!(gen) - l = length(X) - # Truncated Backprop through time - for i=1:ceil(l/now_per_pass)-1 # Tracking is swiched off inside this loop - (i == 1 && l%now_per_pass != 0) ? (last_idx = l%now_per_pass) : (last_idx = now_per_pass) - H = broadcast(x -> indices(x, classifier.vocab, "_unk_"), X[1:last_idx]) - H = classifier.rnn_layers.(H) - X = X[last_idx+1:end] - end - # set the lated hidden states to original model - for (t_layer, unt_layer) in zip(tc.rnn_layers[2:end], classifier.rnn_layers[2:end]) - if t_layer isa AWD_LSTM - t_layer.layer.state = unt_layer.layer.state - continue - end - if !unt_layer.reset - t_layer.mask = unt_layer.mask - t_layer.reset = false - end - end - # last part of the sequecnes in X - Tracking is swiched on - H = broadcast(x -> tc.rnn_layers[1](indices(x, classifier.vocab, "_unk_")), X) - H = tc.rnn_layers[2:end].(H) - H = tc.linear_layers(H) - return H -end - -""" - loss(classifier::TextClassifier, gen::Channel, tracked_steps::Integer=32) - -LOSS function - -It takes the output of the forward funciton and returns crossentropy loss. - -Arguments: - -classifier : Instance of TextClassifier -gen : 'Channel' [data loader], to give a mini-batch -tracked_words : specifies the number of time-steps for which tracking is on -""" -function loss(classifier::TextClassifier, gen::Channel, tracked_steps::Integer=32) - H = forward(classifier, gen, tracked_steps) - Y = gpu(take!(gen)) - l = crossentropy(H, Y) - Flux.reset!(classifier.rnn_layers) - return l -end - -""" - train_classifier!(classifier::TextClassifier=TextClassifier(), classes::Integer=1, - data_loader::Channel=imdb_classifier_data, hidden_layer_size::Integer=50;kw...) - -It contains main training loops for training a defined classifer for specified classes and data. -Usage is discussed in the docs. -""" -function train_classifier!(classifier::TextClassifier=TextClassifier(), classes::Integer=1, - data_loader::Channel=imdb_classifier_data, hidden_layer_size::Integer=50; - stlr_cut_frac::Float64=0.1, stlr_ratio::Number=32, stlr_η_max::Float64=0.01, - val_loader::Channel=nothing, cross_val_batches::Union{Colon, Integer}=:, - epochs::Integer=1, checkpoint_itvl=5000) - - trainable = [] - append!(trainable, [classifier.rnn_layers[[1, 3, 5, 7]]...]) - push!(trainable, [classifier.linear_layers[1:2]...]) - push!(trainable, [classifier.linear_layers[4:5]...]) - opts = [ADAM(0.001, (0.7, 0.99)) for i=1:length(trainable)] - gpu!.(classifier.rnn_layers) - - for epoch=1:epochs - println("Epoch: $epoch") - gen = data_loader() - num_of_iters = take!(gen) - cut = num_of_iters * epochs * stlr_cut_frac - for iter=1:num_of_iters - l = loss(classifier, gen, now_per_pass = now_per_pass) - - # Slanted triangular learning rates - t = iter + (epoch-1)*num_of_iters - p_frac = (iter < cut) ? iter/cut : (1 - ((iter-cut)/(cut*(1/stlr_cut_frac-1)))) - ηL = stlr_η_max*((1+p_frac*(stlr_ratio-1))/stlr_ratio) - - # Gradual-unfreezing Step with discriminative fine-tuning - unfreezed_layers, cur_opts = (epoch < length(trainable)) ? (trainable[end-epoch+1:end], opts[end-epoch+1:end]) : (trainable, opts) - discriminative_step!(unfreezed_layers, ηL, l, cur_opts) - - reset_masks!.(classifier.rnn_layers) # reset all dropout masks - end - println("Train set accuracy: $trn_accu , Training loss: $trn_loss") - if val_loader != nothing - val_loss, val_acc, val_precisions, val_reacalls, val_F1_scores = validate(classifer, val_loader) - else - continue - end - #!(val_loader isa nothing) ? (val_loss, val_acc, val_precisions, val_reacalls, val_F1_scores = validate(classifer, val_loader)) : continue - println("Cross validation loss: $val_loss") - println("Cross validation accuracy:\n $val_acc") - println("Cross validation class wise Precisions:\n $val_precisions") - println("Cross validation class wise Recalls:\n $val_recalls") - println("Cross validation class wise F1 scores:\n $val_F1_scores") - end -end - -""" - predict(tc::TextClassifier, text_sents::Corpus) - -This function can be used to test the model after training. -It returns the predictions done by the model for given `Corpus` of `Documents` -All the preprocessing related to the used vocabulary should be done before using this function. -Use `prepare!` function to do preprocessing -""" -function predict(tc::TextClassifier, text_sents::Corpus) - classifier = mapleaves(Tracker.data, tc) - Flux.testmode!(classifier) - predictions = [] - expr(x) = indices(x, classifier.vocab, "_unk_") - for text in text_sents - tokens = tokens(text) - h = classifier.rnn_layers.(expr.(tokens)) - probability_dist = classifier.linear_layers(h) - class = argmax(probaility_dist) - push!(predictions, class) - end - return predictions -end diff --git a/src/ULMFiT/utils.jl b/src/ULMFiT/utils.jl deleted file mode 100644 index 691354f7..00000000 --- a/src/ULMFiT/utils.jl +++ /dev/null @@ -1,142 +0,0 @@ -""" -Helping functions -""" - -# Converts vector of words to vector of indices -function indices(wordVect::Vector, vocab::Vector, unk::String="_unk_") - function index(x, unk) - idx = something(findfirst(isequal(x), vocab), 0) - idx > 0 || return findfirst(isequal(unk), vocab) - return idx - end - return broadcast(x -> index(x, unk), wordVect) -end - -# Padding multiple sequences w r t the max size sequence -function pre_pad_sequences(sequences::Vector, pad::String="_pad_") - max_len = maximum([length(x) for x in sequences]) - return [[fill(pad, max_len-length(sequence)); sequence] for sequence in sequences] -end - -function post_pad_sequences(sequences::Vector, pad::String="_pad_") - max_len = maximum([length(x) for x in sequences]) - return [[sequence; fill(pad, max_len-length(sequence))] for sequence in sequences] -end - -# To initialize funciton for model LSTM weights -init_weights(extreme::AbstractFloat, dims...) = randn(Float32, dims...) .* sqrt(Float32(extreme)) - -# Generator, whenever it should be called two times since it gives X in first and y in second call -function generator(c::Channel, corpus::AbstractDocument; batchsize::Integer=64, bptt::Integer=70) - X_total = post_pad_sequences(chunk(tokens(corpus), batchsize)) - n_batches = Int(floor(length(X_total[1])/bptt)) - put!(c, n_batches) - for i=1:n_batches - start = bptt*(i-1) + 1 - batch = [Flux.batch(X_total[k][j] for k=1:batchsize) for j=start:start+bptt] - put!(c, batch[1:end-1]) - put!(c, batch[2:end]) - end -end - -""" - get_buckets(c::Corpus, bucketsize::Integer; order::Bool=true) - -Simple Sequence-Bucketing - -This function will return the groups of `Document`s with close sequence lengths from the given `Corpus`. -Use this function with `data_loader` function to get a `Channel`. Also, the order of sequences lengths -can be set using keyword argument `order`, which is, `true` for ascending order (default) and `false` for -descending order of lengths of sequences. - -# Example: - -julia> buckets = get_buckets(corpus, 32); - -""" -function get_buckets(c::Corpus, labels::Vector, bucketsize::Integer; order::Bool=true) - lengths = length.(tokens.(documents(c))) - sorted_lens = order ? sortperm(lengths) : reverse(sortperm(lengths)) - c, labels = c[sorted_lens], labels[sorted_lens] - buckets = [] - for i=1:bucketsize:length(c) - (length(c)-i) < (bucketsize-1) && (push!(buckets, zip(c[i:end], labels[i:end]));continue) - push!(buckets, zip(c[i:i+bucketsize-1], labels[i:i+bucketsize-1])) - end - return buckets -end - -""" - data_loader(buckets::AbstractArray, classes::Vector; pad_func::Function=pre_pad_sequences) - data_loader(dataset::Corpus, labels::Vector, batchsize::Integer; pad_func::Function=pre_pad_sequences) - -This funciton can be use to make `Channel` to load data for the training of `TextClassifier`. -Do preprocessing of the text before using this function. And get all the examples into a `Corpus` type -and all the corresponding labels into a `Vector`. - -NOTE: Remember that the first call to the `Channel` will output an integer which specifies the number of batches the `Channel` can give. - -It can be used in two ways: - - With sequence bucketing: use `get_buckets` function first on the prepared dataset to get buckets - and pass those buckets to this function. Now, make a Vector of all possible classes and pass this to the `data_loader` - and keep this classes variable safe since the output units of the classifier will be corresponding to this `Vector`. - If already a list of all the classes is available that can also be passed to this function. - - Remember, the output buckets from the `get_buckets` the length of the last bucket may not be equal to the batchsize specified, - since the number of examples couldn't be division by batchsize specified. That can be passed to data_loader - but it might cause problems later while training, so that batch can be removed if it is not a big loss of training data. - Or pass number of examples that can be divided into batches of specified batchsize. - -julia> classes = unique(labels) # labels contains the labels for the examples -julia> buckets = get_buckets(data, labels, 32); - -# To check whether the buckets are all of same size: -julia> print(length(buckets[end])) - -julia> loader = data_loader(buckets, classes) - - - Without sequence bucketing: pass the `Corpus` and labels direclty to this funciton and specify batchsize. - This will return a Channel, which will give a batch at every call with labels. - -julia> loader = data_loader(data, labels, 32) - -The padding can be controlled by setting the `pad_func` keyword argument to -either `pre_pad_sequences` or `post_pad_sequence`, former is for pre padding the sequence -and that latter is for post padding the sequences. -""" -function data_loader(buckets::AbstractArray, classes::Vector; pad_func::Function=pre_pad_sequences) - shuffle!(buckets) - Channel(csize=1) do docs - n_batches = length(buckets) - put!(docs, n_batches) - for b in buckets - shuffle!(b) - X, Y = [], [] - for (cur_text, label) in b - toks = tokenize(cur_text) - push!(X, toks) - y = Flux.onehotbatch([label], classes) - push!(Y, y) - end#for - X = pad_func(X, "_pad_") - batchsize = length(X) - put!(docs, [Flux.batch(X[k][j] for k=1:batchsize) for j=1:length(X[1])]) - put!(docs, cat(Y..., dims=2)) - end #for - end #channel -end - -function data_loader(dataset::Corpus, labels::Vector, batchsize::Integer; pad_func::Function=pre_pad_sequences) - classes = unique(labels) - n_batches = Int(floor(length(dataset)/batchsize)) - Channel(csize=1) do loader - put!(loader, n_batches) - for i=1:n_batches - X = tokens.(dataset[(i-1)*batchsize+1:i*batchsize]) - Y = Flux.onehotbatch(labels[(i-1)*batchsize+1:i*batchsize], classes) - X = pad_func(X, "_pad_") - put!(loader, [Flux.batch(X[k][j] for k=1:batchsize) for j=1:length(X[1])]) - put!(loader, Y) - end - end -end diff --git a/src/ULMFiT/vocabs/lm_vocab.csv b/src/ULMFiT/vocabs/lm_vocab.csv deleted file mode 100644 index d6abd6e8..00000000 --- a/src/ULMFiT/vocabs/lm_vocab.csv +++ /dev/null @@ -1,238483 +0,0 @@ -_unk_ -_pad_ -the -"," -. -of -and -in -to -a -= -"""" -was -on -- -'s -as -for -that -with -by -" - " -) -( -is -" - - " -his -at -he -it -from -u_n -t_up -were -an -had -which -be -this -but -' -are -not -first -their -after -; -one -her -– -also -its -: -they -two -or -have -who -new -been -has -"@,@" -she -when -time -during -other -would -into -all -more -1 -while -over -i -him -game -only -later -up -most -three -about -out -between -there -than -some -film -may -no -before -made -such -season -second -where -year -000 -years -world -war -/ -both -however -then -used -being -through -can -them -song -these -series -against -album -many -2 -team -city -north -part -became 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-locus -teas -stanza -ral -dreamhouse -institutionalization -ashman -booklets -trousdale -candelabrum -corti -romanesque -feudatory -heraldic -sacré -peabo -leprince -woolverton -bookseller -kimmy -featherduster -whistled -embling -blundell -gente -exportable -harewood -reston -gloomily -caracol -knittle -ashy -thr -909 -wariness -savile -moptop -cajoling -digitize -cursor -stadia -bix -beiderbecke -unchallengeable -maharishi -corrals -macca -uploaded -layoff -prods -toc -materialising -althea -impedes -ellum -missive -reexamine -susman -whitworth -krakow -dmi -repos -clearcutting -minks -redwoods -regroups -cointelpro -napoli -odia -armata -alberti -olbermann -voinovich -demur -blitzer -membrane -kos -asterisks -straightens -sportscenter -plutocrats -demagoguery -sibel -edmonds -msm -ailes -suharto -sweatshops -zaim -snowmen -penrod -clarion -está -banky -paroxysms -ramadan -superhumanly -maure -mountebank -mountebanks -gutmann -filho -garwin -girded -scandia -cromwellian -prospered -draftsmanship -thule -mandrake -jiggs -ripens -teddybears -welshmen -alten -giddings -belford -floes -brazier -sapienza -falzone -suction -corbitt -barrera -forecast -percolating -saroyan -anima -bernwood -krupp -blick -frontiersman -derisory -middlebrow -strongmen -embarcadero -cometh -falstaff -couplet -aram -teleporter -rasps -tutorials -naturedly -reintegrate -genna -lansford -lorri -tarbell -cloisters -quarantines -aubyn -grecian -vitale -913 -aubin -knaggs -tented -böcklin -vrykolakas -wurdalak -ordinate -sergey -epirus -mcelwain -agitate -brunner -camonte -flints -dragomir -pickard -bosse -lundin -benke -firelight -impermeable -cormac -degradations -daniil -krest -egor -korolev -cranberries -sekiguchi -impingement -latitudes -kazama -hatchett -reika -taku -floodgate -sprinters -retracts -mickelson -unswerving -amalie -jamel -parfait -enghien -moulins -caf -dislodges -brode -leprous -veness -huggins -wooland -lacing -trivium -bowdlerised -apace -scented -accede -depredations -kirkland -ump -ponsoldt -functionless -toilette -beaded -contrails -pritchett -recurred -sacrament -vigdis -merryweather -monied -thresholds -rids -inflecting -industriousness -smalley -falmouth -nh -wint -fao -injurious -solicitation -mailings -moderators -vergara -jaci -anthonie -vliet -feminines -univision -rosalyn -nour -zaki -haj -azzam -basha -younes -khaled -taha -sabry -vodafone -minibuses -prepaid -waheed -hamed -nabeela -zaky -hatem -rabo -kaled -marwan -masri -coptic -saleh -essad -rasheed -unanswerable -overestimation -hammad -alaa -wahid -rashid -shazly -hamid -172 -younis -bassem -samra -nubian -assam -majlis -raitt -chadbon -nickolas -groovin -dimming -kokomo -lineman -truculent -ezra -hispano -suiza -jeopardised -paynton -carom -frosts -perl -unhallowed -graziani -ciego -crossovers -mitchells -forcefulness -outnumbering -swansong -jennies -seaplanes -aerodrome -camm -rearmament -waghorn -chesil -weymouth -inglis -billeted -2200 -marchmont -duxford -gorski -speckle -sidestepping -praed -barres -bodiless -erris -fsl -gsl -giora -sylvie -testud -clerc -lexical -jenseits -nauheim -resourced -norad -honegger -paralyze -robur -rereading -calibrate -fdny -ory -burgi -menswear -ranieri -earmark -morin -blasphemously -navels -villeneuve -guttridge -psychodramatic -leona -jonathen -oxytocin -erythromycin -mucous -membranes -affability -inka -dinka -armband -purefoy -bskyb -overseers -familiarizing -airmail -rowboats -interfaith -changjin -monopolized -jeju -deiner -realigned -bellevue -tabor -lardner -tabulation -cholesterol -tenths -camfield -jewess -boeuf -athelstone -taylors -ransoms -moy -5150 -gunton -etan -laurance -thelen -castleton -commutes -iie -reenactors -gencorp -disillusioning -lichen -bruch -timestream -1777 -mezzanine -koresh -identifiably diff --git a/src/averagePerceptronTagger.jl b/src/averagePerceptronTagger.jl deleted file mode 100644 index f326576f..00000000 --- a/src/averagePerceptronTagger.jl +++ /dev/null @@ -1,374 +0,0 @@ -using DataStructures -using Random -using BSON -using DataDeps - -export fit!, predict - -function pos_tagger_datadep_register() - register(DataDep("POS Perceptron Tagger Weights", - """ - The trained weights for the average Perceptron Tagger on Part of Speech Tagging task. - """, - "https://github.com/JuliaText/TextAnalysis.jl/releases/download/v0.6.0/pretrainedMod.bson.zip", - "52519cb3aea5d8f74368faedea831471e5df34567de4748d15decea7424743d3", - post_fetch_method = function(fn) - unpack(fn) - rm("__MACOSX", recursive=true) - file = readdir()[1] - mv(file, "POSWeights.bson") - end - )) -end - -""" -This file contains the Average Perceptron model and Perceptron Tagger -which was original implemented by Matthew Honnibal. - -The model learns by basic perceptron algorithm -but after all iterations weights are being averaged - -AVERAGE PERCEPTRON MODEL - -This struct contains the actual Average Perceptron Model -""" -mutable struct AveragePerceptron - classes :: Set - weights :: Dict - _totals :: DefaultDict - _tstamps :: DefaultDict - i :: Int64 - START :: Array - - function AveragePerceptron() - new(Set(), Dict(), DefaultDict(0), DefaultDict(0), 1, ["-START-", "-START2-"]) - end -end - -""" -Predicting the class using current weights by doing Dot-product of features -and weights and return the scores -""" -function predict(self::AveragePerceptron, features) - scores = DefaultDict(0.0) - for (feature, value) in features - if feature ∉ keys(self.weights) - continue - end - weights = self.weights[feature] - for (label, weight) in weights - scores[label] += value * weight - end - end - function custmax(scores) - a = [scores[class] for class in self.classes] - zipped = collect(zip(a, self.classes)) - currmax = zipped[1] - for i=2:(length(zipped)) - currmax = max(currmax, zipped[i]) - end - return currmax[2] - end - return custmax(scores) -end - -""" -Applying the perceptron learning algorithm -Increment the truth weights and decrementing the guess weights, -if the guess is wrong -""" -function update(self::AveragePerceptron, truth, guess, features) - function upd_feat(c, f, w, v) - param = (f, c) - n_iters_at_this_weight = self.i - self._tstamps[param] - self._totals[param] += n_iters_at_this_weight * w - self.weights[f][c] = w + v - self._tstamps[param] = self.i - end - - self.i += 1 - if truth === guess - return nothing - end - for (f, value) in features - if f in keys(self.weights) - weights = self.weights[f] - else - self.weights[f] = Dict() - weights = Dict() - end - upd_feat(truth, f, get(weights, truth, 0.0), 1.0) - upd_feat(guess, f, get(weights, guess, 0.0), -1.0) - end - return nothing -end - -""" -Averaging the weights over all time stamps -""" -function average_weights(self::AveragePerceptron) - function newRound(fl, in) - temp = fl*(10^in) - return (float(round(temp))/(10^in)) - end - for (feature , weights) in self.weights - new_feat_weights = Dict() - for (clas, weight) in weights - param = (feature, clas) - total = self._totals[param] - total += (self.i - self._tstamps[param])*weight - averaged = newRound(total/float(self.i-1), 3) - if averaged != nothing - new_feat_weights[clas] = averaged - end - self.weights[feature] = new_feat_weights - end - end - return nothing -end - -""" -# PERCEPTRON TAGGER - -This struct contains the POS tagger "PerceptronTagger" which uses model in "AveragePerceptron" -In this training can be done and weights can be saved -Or a pretrain weights can be used (which are trained on same features) -and train more or can be used to predict - -## To train: - -```julia -julia> tagger = PerceptronTagger(false) - -julia> fit!(tagger, [[("today","NN"),("is","VBZ"),("good","JJ"),("day","NN")]]) -``` - -## To load pretrain model: - -```julia -julia> tagger = PerceptronTagger(true) -``` - -## To predict tag: - -```julia -julia> predict(tagger, ["today", "is"]) -``` -""" -mutable struct PerceptronTagger - model :: AveragePerceptron - tagdict :: Dict - classes :: Set - START :: Array - END :: Array - _sentences - - PerceptronTagger() = new(AveragePerceptron(), Dict(), Set(), ["-START-", "-START2-"], ["-END-", "-END2-"], []) -end - -function PerceptronTagger(load::Bool) - self = PerceptronTagger() - - # If load is true then a pretrain model will be import from location - if load - location = joinpath(datadep"POS Perceptron Tagger Weights", "POSWeights.bson") - pretrained = BSON.load(location) - self.model.weights = pretrained[:weights] - self.tagdict = pretrained[:tagdict] - self.classes = self.model.classes = Set(pretrained[:classes]) - println("loaded successfully") - end - - return self -end - -""" -makes a dictionary for single-tag words -params : sentences - an array of tuples which contains word and correspinding tag -""" -function makeTagDict(self::PerceptronTagger, sentences) - counts = DefaultDict(()->DefaultDict(0)) - for sentence in sentences - append!(self._sentences, sentences) - for (word, tag) in sentence - counts[word][tag] += 1 - push!(self.classes, tag) - end - end - freq_thresh = 20 - ambiguity_thresh = 0.97 - for (word, tag_freqs) in counts - mode, tag = findmax(collect(values(tag_freqs))); tag = collect(keys(tag_freqs))[tag] - n = sum(values(tag_freqs)) - if (n >= freq_thresh) && ((mode/n) >= ambiguity_thresh) - self.tagdict[word] = tag - end - end -end - -""" -This function is used to normalize the given word -params : word - String -""" -function normalize(word) - word = string(word) - if occursin("-", word) && (word[1] != "-") - return "!HYPHEN" - elseif occursin(r"^[\d]{4}$", word) - return "!YEAR" - elseif occursin(r"^[\d]$", string(word[1])) - return "!DIGITS" - else - return lowercase(word) - end -end - -""" -Converting the token into a feature representation, implemented as Dict -If the features change, a new model should be trained - -# Arguments: - -- `i` - index of word(or token) in sentence -- `word` - token -- `context` - array of tokens with starting and ending specifiers -- `prev` == "-START-" prev2 == "-START2-" - Start specifiers -""" -function getFeatures(self::PerceptronTagger, i, word, context, prev, prev2) - function add(sep, name, args...) - str = name - for arg in args - str *= sep * arg - end - if str in keys(features) - features[str] += 1 - else - features[str] = 1 - end - return nothing - end - i += length(self.START) - features = OrderedDict() - add(" ", "bias") - if length(word) >= 3 - add(" ", "i suffix", word[end-2:end]) - else - add(" ", "i suffix", word) - end - add(" ", "i pref1", word[1]) - add(" ", "i-1 tag", prev) - add(" ", "i-2 tag", prev2) - add(" ", "i tag+i-2 tag", prev, prev2) - add(" ", "i word", context[i]) - add(" ", "i-1 tag+i word", prev, context[i]) - add(" ", "i-1 word", context[i-1]) - if length(context[i-1]) >= 3 - add(" ", "i-1 suffix", context[i-1][end-2:end]) - else - add(" ", "i-1 suffix", context[i-1]) - end - add(" ", "i-2 word", context[i-2]) - add(" ", "i+1 word", context[i+1]) - if length(context[i+1]) >= 3 - add(" ", "i+1 suffix", context[i+1][end-2:end]) - else - add(" ", "i+1 suffix", context[i+1]) - end - add(" ", "i+2 word", context[i+2]) - return features -end - -""" - predict(::PerceptronTagger, tokens) - predict(::PerceptronTagger, sentence) - -Used for predicting the tags for given sentence or array of tokens -""" -function predict(self::PerceptronTagger, tokens::Vector{String}) - prev, prev2 = self.START - output = [] - - context = vcat(self.START, [normalize(word) for word in tokens], self.END) - for (i, word) in enumerate(tokens) - tag = get(self.tagdict, word, nothing) - if tag === nothing - features = getFeatures(self, i, word, context, prev, prev2) - tag = predict(self.model, features) - end - push!(output, (word, tag)) - prev2 = prev - prev = tag - end - return output -end - -function (tagger::PerceptronTagger)(input) - predict(tagger, input) -end - -predict(tagger::PerceptronTagger, sentence::String) = - predict(tagger, tokenize(Languages.English(), sentence)) -predict(tagger::PerceptronTagger, sd::StringDocument) = - predict(tagger, text(sd)) -predict(tagger::PerceptronTagger, fd::FileDocument) = - predict(tagger, text(fd)) -predict(tagger::PerceptronTagger, td::TokenDocument) = - predict(tagger, tokens(td)) -function predict(tagger::PerceptronTagger, ngd::NGramDocument) - @warn "POS tagging for NGramDocument not available." -end - - - -""" - fit!(::PerceptronTagger, sentences::Vector{Vector{Tuple{String, String}}}, save_loc::String, nr_iter::Integer) - -Used for training a new model or can be used for training -an existing model by using pretrained weigths and classes - -Contains main training loop for number of epochs. -After training weights, tagdict and classes are stored in the specified location. - -# Arguments: -- `::PerceptronTagger` : Input PerceptronTagger model -- `sentences::Vector{Vector{Tuple{String, String}}}` : Array of the all token seqeunces with target POS tag -- `save_loc::String` : To specify the saving location -- `nr_iter::Integer` : Total number of training iterations for given sentences(or number of epochs) -""" -function fit!(self::PerceptronTagger, sentences::Vector{Vector{Tuple{String, String}}}, save_loc::String, nr_iter::Integer) - self._sentences = [] - makeTagDict(self, sentences) - self.model.classes = self.classes - for iter=1:nr_iter - c = 0; n = 0; - for sentence in self._sentences - words, tags = [x[1] for x in sentence], [x[2] for x in sentence] - prev, prev2 = self.START - context = vcat(self.START, [normalize(w) for w in words], self.END) - for (i, word) in enumerate(words) - guess = get(self.tagdict, word, nothing) - if guess == nothing - feats = getFeatures(self, i, word, context, prev, prev2) - guess = predict(self.model, feats) - update(self.model, tags[i], guess, feats) - end - prev2 = prev - prev = guess - c += (guess == tags[i]) - n += 1 - end - end - shuffle(self._sentences) - println("iteration : $iter") - end - self._sentences = nothing - average_weights(self.model) - - if save_loc != "" - bson(save_loc, weights = self.model.weights, tagdict = self.tagdict, classes = collect(self.classes)) - end -end - -fit!(self::PerceptronTagger, sentences::Vector{Vector{Tuple{String, String}}}, nr_iter::Integer) = fit!(self::PerceptronTagger, sentences, "", nr_iter) -fit!(self::PerceptronTagger, sentences::Vector{Vector{Tuple{String, String}}}, save_loc::String) = fit!(self::PerceptronTagger, sentences, save_loc, 5) -fit!(self::PerceptronTagger, sentences::Vector{Vector{Tuple{String, String}}}) = fit!(self::PerceptronTagger, sentences, "", 5) diff --git a/src/coom.jl b/src/coom.jl index 0d455fba..b83fb60d 100644 --- a/src/coom.jl +++ b/src/coom.jl @@ -90,7 +90,7 @@ function CooMatrix{T}(crps::Corpus, terms::Vector{String}; window::Int=5, normalize::Bool=true) where T<:AbstractFloat - column_indices = columnindices(terms) + column_indices = OrderedDict(columnindices(terms)) n = length(terms) coom = spzeros(T, n, n) for doc in crps @@ -125,7 +125,7 @@ function CooMatrix{T}(doc::AbstractDocument, window::Int=5, normalize::Bool=true) where T<:AbstractFloat # Initializations - column_indices = columnindices(terms) + column_indices = OrderedDict(columnindices(terms)) coom = coo_matrix(T, tokens(doc), column_indices, window, normalize) return CooMatrix{T}(coom, terms, column_indices) end diff --git a/src/deprecations.jl b/src/deprecations.jl index 1eb52d37..4c2cf7f2 100644 --- a/src/deprecations.jl +++ b/src/deprecations.jl @@ -1,7 +1,7 @@ ## Deprecations for Languages -function tokenize(::Type{S}, s::T) where {S <: Language, T <: AbstractString} +function WordTokenizers.tokenize(::Type{S}, s::T) where {S <: Language, T <: AbstractString} depwarn("Use of Languages as types is deprecated. Use instances.", Symbol(S)) tokenize(S(), s) end @@ -16,11 +16,6 @@ function onegramize(::Type{S}, words::Vector{T}) where {S <: Language, T <: Abst onegramize(S(), words) end -function stem_all(stemmer::Stemmer, lang::Type{S}, sentence::AbstractString) where S <: Language - depwarn("Use of Languages as types is deprecated. Use instances.", Symbol(S)) - stem_all(stemmer, S(), sentence) -end - #pre-processing functions function remove_whitespace!(entity::(Union{AbstractDocument,Corpus})) diff --git a/src/sentiment.jl b/src/sentiment.jl deleted file mode 100644 index da85d639..00000000 --- a/src/sentiment.jl +++ /dev/null @@ -1,98 +0,0 @@ -using JSON -using BSON - -function pad_sequences(l, maxlen=500) - if length(l) <= maxlen - res = zeros(maxlen - length(l)) - for ele in l - push!(res, ele) - end - return res - end -end - -function read_weights(filename=sentiment_weights) - return BSON.load(filename) -end - -function read_word_ids(filename=sentiment_words) - return JSON.parse(String(read(open(filename, "r")))) -end - -function embedding(embedding_matrix, x) - temp = embedding_matrix[:, Int64(x[1])+1] - for i=2:length(x) - temp = hcat(temp, embedding_matrix[:, Int64(x[i])+1]) - end - return reshape(temp, reverse(size(temp))) -end - -function flatten(x) - l = prod(size(x)) - x = permutedims(x, reverse(range(1, length=ndims(x)))) - return reshape(x, (l, 1)) -end - -function get_sentiment(handle_unknown, ip::Array{T, 1}, weight, rwi) where T <: AbstractString - model = (x,) -> begin - a_1 = embedding(weight[:embedding_1]["embedding_1"]["embeddings:0"], x) - a_2 = flatten(a_1) - a_3 = Flux.Dense(weight[:dense_1]["dense_1"]["kernel:0"], weight[:dense_1]["dense_1"]["bias:0"], Flux.relu)(a_2) - a_4 = Flux.Dense(weight[:dense_2]["dense_2"]["kernel:0"], weight[:dense_2]["dense_2"]["bias:0"], Flux.sigmoid)(a_3) - return a_4 - end - res = Array{Int, 1}() - for ele in ip - if ele in keys(rwi) && rwi[ele] <= ( size(weight[:embedding_1]["embedding_1"]["embeddings:0"])[2] - 1 ) # there are only 5000 unique embeddings (padding corresponds to default index-1) - push!(res, rwi[ele]) - else - for words in handle_unknown(ele) - if words in keys(rwi) && rwi[words] <= size(weight[:embedding_1]["embedding_1"]["embeddings:0"])[2] - push!(res, rwi[words]) - end - end - - end - end - return model(pad_sequences(res))[1] -end - -struct SentimentModel - weight - words - - function SentimentModel() - new(read_weights(), read_word_ids()) - end -end - -struct SentimentAnalyzer - model::SentimentModel - - SentimentAnalyzer() = new(SentimentModel()) -end - -function Base.show(io::IO, s::SentimentAnalyzer) - print(io, "Sentiment Analysis Model Trained on IMDB with a $(length(s.model.words)) word corpus") -end - - -function(m::SentimentModel)(handle_unknown, text::Array{T, 1}) where T <: AbstractString - return get_sentiment(handle_unknown, text, m.weight, m.words) -end - - -""" - model = SentimentAnalyzer() - model(doc) - model(doc, handle_unknown) - -Predict sentiment of the input doc in range 0 to 1, 0 being least sentiment score and 1 being the highest. - -# Arguments -- doc = Input Document for calculating document (`AbstractDocument` type) -- handle_unknown = A function for handling unknown words. Should return an array (default x->tuple()) -""" -function(m::SentimentAnalyzer)(d::AbstractDocument, handle_unknown = x->tuple()) - m.model(handle_unknown, tokens(d)) -end diff --git a/src/sequence/ner.jl b/src/sequence/ner.jl deleted file mode 100644 index ca9503cf..00000000 --- a/src/sequence/ner.jl +++ /dev/null @@ -1,64 +0,0 @@ -using BSON, JSON - -const NER_Char_UNK = '¿' -const NER_Word_UNK = "" - -struct NERmodel{M} - model::M -end - -load_model_dicts(filepath) = load_model_dicts(filepath, true) - -function load_model_dicts(filepath, remove_tag_prefix) - labels = BSON.load(joinpath(filepath, "labels.bson"))[:labels] - - chars_idx_json = JSON.parsefile(joinpath(filepath, "char_to_embed_idx.json"), - dicttype = Dict{String, Int32}, - inttype = Int32 - ) - # Since String can't be directly converted into Char. But these Strings only of length 1. - chars_idx = Dict(key[1] => chars_idx_json[key] for key in keys(chars_idx_json)) # This is Dict{Char,Int32} - - words_idx = JSON.parsefile(joinpath(filepath, "word_to_embed_idx.json"), - dicttype = Dict{String, Int32}, - inttype = Int32 - ) - - remove_tag_prefix || return [labels...], chars_idx, words_idx - - return remove_ner_label_prefix.([labels...]), chars_idx, words_idx -end - -NERTagger() = NERTagger(datadep"NER Model Dicts", datadep"NER Model Weights") - -function NERTagger(dicts_path, weights_path) - labels, chars_idx, words_idx = load_model_dicts(dicts_path) - model = BiLSTM_CNN_CRF_Model(labels, chars_idx, words_idx, chars_idx[NER_Char_UNK], words_idx[NER_Word_UNK], weights_path) - NERmodel(model) -end - -function (a::NERmodel)(tokens::Array{String,1}) - input_oh = [onehotinput(a.model, token) for token in tokens] - return (a.model)(input_oh) -end - -function (a::NERmodel)(sentence::AbstractString) - a(WordTokenizers.tokenize(sentence)) -end - -function (a::NERmodel)(doc::AbstractDocument) - return vcat(a.(WordTokenizers.split_sentences(text(doc)))) -end - -function (a::NERmodel)(ngd::NGramDocument) - throw("Sequence Labelling not possible for NGramsDocument") -end - -function (a::NERmodel)(crps::Corpus) - return a.(crps.documents) -end - -function remove_ner_label_prefix(str) - str == "O" && return str - str = str[3:end] -end diff --git a/src/sequence/ner_datadeps.jl b/src/sequence/ner_datadeps.jl deleted file mode 100644 index 42c1bb11..00000000 --- a/src/sequence/ner_datadeps.jl +++ /dev/null @@ -1,31 +0,0 @@ -function ner_datadep_register() - register(DataDep("NER Model Weights", - """ - The weights for NER Sequence Labelling Model. - """, - "https://github.com/Ayushk4/NER.jl/releases/download/0.0.0.1/ner_weights.tar.xz", - "6eda5cd778af99f57a0a0b7eb4d5bc46a5a61c214e3e515e620b7db6b76ce3aa", - post_fetch_method = function(fn) - unpack(fn) - dir = "ner_weights" - innerfiles = readdir(dir) - mv.(joinpath.(dir, innerfiles), innerfiles) - rm(dir) - end - )) - - register(DataDep("NER Model Dicts", - """ - The character and words dict for NER Sequence Labelling Model. - """, - "https://github.com/Ayushk4/NER.jl/releases/download/0.0.0.1/ner_dicts.tar.xz", - "49619d793a5974dd41859e68d73eae68e58f8b264d49ba98489ab6ed74bf5f86", - post_fetch_method = function(fn) - unpack(fn) - dir = "model_dicts" - innerfiles = readdir(dir) - mv.(joinpath.(dir, innerfiles), innerfiles) - rm(dir) - end - )) -end diff --git a/src/sequence/pos.jl b/src/sequence/pos.jl deleted file mode 100644 index 9346a3a8..00000000 --- a/src/sequence/pos.jl +++ /dev/null @@ -1,37 +0,0 @@ -using BSON, Tracker - -const PoSCharUNK = '¿' -const PoSWordUNK = "" - -struct PoSModel{M} - model::M -end - -PoSTagger() = PoSTagger(datadep"POS Model Dicts", datadep"POS Model Weights") - -function PoSTagger(dicts_path, weights_path) - labels, chars_idx, words_idx = load_model_dicts(dicts_path, false) - model = BiLSTM_CNN_CRF_Model(labels, chars_idx, words_idx, chars_idx[PoSCharUNK], words_idx[PoSWordUNK], weights_path) - PoSModel(model) -end - -function (a::PoSModel)(tokens::Array{String,1}) - input_oh = [onehotinput(a.model, token) for token in tokens] - return (a.model)(input_oh) -end - -function (a::PoSModel)(sentence::AbstractString) - a(WordTokenizers.tokenize(sentence)) -end - -function (a::PoSModel)(doc::AbstractDocument) - return vcat(a.(WordTokenizers.split_sentences(text(doc)))) -end - -function (a::PoSModel)(ngd::NGramDocument) - throw("Sequence Labelling not possible for NGramsDocument") -end - -function (a::PoSModel)(crps::Corpus) - return a.(crps.documents) -end diff --git a/src/sequence/pos_datadeps.jl b/src/sequence/pos_datadeps.jl deleted file mode 100644 index a8581efc..00000000 --- a/src/sequence/pos_datadeps.jl +++ /dev/null @@ -1,31 +0,0 @@ -function pos_datadep_register() - register(DataDep("POS Model Weights", - """ - The weights for POS Sequence Labelling Model. - """, - "https://github.com/Ayushk4/POS.jl/releases/download/v0.0.1/pos_weights.tar.xz", - "74759f446aeaec3f46ba44de1d82c2324f26c8f1f65790187067973d3aefc054"; - post_fetch_method = function(fn) - unpack(fn) - dir = "pos_weights" - innerfiles = readdir(dir) - mv.(joinpath.(dir, innerfiles), innerfiles) - rm(dir) - end - )) - - register(DataDep("POS Model Dicts", - """ - The character and words dict for POS Sequence Labelling Model. - """, - "https://github.com/Ayushk4/POS.jl/releases/download/v0.0.1/pos_model_dicts.tar.xz", - "8c79089a4aecd09444143b833da49e7a4529612f5447e607dc77aa45968b3858"; - post_fetch_method = function(fn) - unpack(fn) - dir = "model_dicts" - innerfiles = readdir(dir) - mv.(joinpath.(dir, innerfiles), innerfiles) - rm(dir) - end - )) -end diff --git a/src/sequence/sequence_models.jl b/src/sequence/sequence_models.jl deleted file mode 100644 index e9964c56..00000000 --- a/src/sequence/sequence_models.jl +++ /dev/null @@ -1,107 +0,0 @@ -using BSON, Tracker -mutable struct BiLSTM_CNN_CRF_Model{C, W, L, D, O, A} - labels::Array{String, 1} # List of Labels - chars_idx#::Dict{Char, Integer} # Dict that maps chars to indices in W_Char_Embed - words_idx#::Dict{String, Integer} # Dict that maps words to indices in W_word_Embed - conv1::C # Convolution Layer over W_Char_Embed to give character representation - W_Char_Embed::W # Weights for character embeddings - W_word_Embed::W # Further trained GloVe Embeddings - forward_lstm::L # Forward LSTM - backward::L # Backward LSTM - d_out::D # Dense_out - c::O # CRF - init_α::A # For CRF layer - UNK_Word_idx::Integer - UNK_char_idx::Integer -end - -function BiLSTM_CNN_CRF_Model(labels, chars_idx, words_idx, UNK_char_idx, UNK_Word_idx; CHAR_EMBED_DIMS=25, WORD_EMBED_DIMS=100, - CNN_OUTPUT_SIZE=30, CONV_PAD= (0,2), CONV_WINDOW_LENGTH = 3, LSTM_STATE_SIZE = 200) - n = length(labels) - init_α = fill(-10000, (n + 2, 1)) - init_α[n + 1] = 0 - - BiLSTM_CNN_CRF_Model(labels, chars_idx, words_idx, Conv((CHAR_EMBED_DIMS, CONV_WINDOW_LENGTH), 1=>CNN_OUTPUT_SIZE, pad=CONV_PAD), - rand(CHAR_EMBED_DIMS, length(chars_idx)), rand(WORD_EMBED_DIMS, length(words_idx)), - LSTM(CNN_OUTPUT_SIZE + WORD_EMBED_DIMS, LSTM_STATE_SIZE), LSTM(CNN_OUTPUT_SIZE + WORD_EMBED_DIMS, LSTM_STATE_SIZE), - Dense(LSTM_STATE_SIZE * 2, length(labels) + 2), CRF(n), init_α, UNK_Word_idx, UNK_char_idx) -end - -function BiLSTM_CNN_CRF_Model(labels, chars_idx, words_idx, UNK_char_idx,UNK_Word_idx, weights_path) - n = length(labels) - init_α = fill(-10000, (n + 2, 1)) - init_α[n + 1] = 0 - - # Word and Character Embeddings. - W_word_Embed = BSON.load(joinpath(weights_path, "W_word_cpu.bson"))[:W_word_cpu] - W_Char_Embed = BSON.load(joinpath(weights_path, "W_char_cpu.bson"))[:W_char_cpu] - - # Forward_LSTM - forward_wts = BSON.load(joinpath(weights_path, "forward_lstm.bson")) - forward_lstm = Flux.Recur(Flux.LSTMCell(forward_wts[:lstm_2], # Wi - forward_wts[:lstm_1], # Wh - forward_wts[:lstm_3], # b - forward_wts[:lstm_4], # h - forward_wts[:lstm_5] # c - ), - forward_wts[:lstm_init], - forward_wts[:lstm_state] - ) - - # Backward_LSTM - backward_wts = BSON.load(joinpath(weights_path, "backward_lstm.bson")) - backward = Flux.Recur(Flux.LSTMCell(backward_wts[:lstm_2], # Wi - backward_wts[:lstm_1], # Wh - backward_wts[:lstm_3], # b - backward_wts[:lstm_4], # h - backward_wts[:lstm_5] # c - ), - backward_wts[:lstm_init], - backward_wts[:lstm_state] - ) - - # Dense - d_weights_bias = BSON.load(joinpath(weights_path, "d_cpu.bson")) - d_out = Flux.Dense(d_weights_bias[:d_weight], - d_weights_bias[:d_bias], - Flux.identity - ) - - # Load CRF. - crf_wt = BSON.load(joinpath(weights_path, "crf_cpu.bson"))[:crf_Weights] - c = TextAnalysis.CRF(crf_wt, size(crf_wt)[1] - 2) - - # Load Conv - conv_wt_bias = BSON.load(joinpath(weights_path, "conv_cpu.bson")) - conv1 = Flux.Conv(Flux.identity, # activation - conv_wt_bias[:conv_weight], # weights - conv_wt_bias[:conv_bias], # bias - (1, 1), # stride - (0, 2), # pad - (1, 1), # dilation - ) - - BiLSTM_CNN_CRF_Model(labels, chars_idx, words_idx, conv1, W_Char_Embed, W_word_Embed, - forward_lstm, backward, d_out, c, init_α, UNK_Word_idx, UNK_char_idx) -end - -function (a::BiLSTM_CNN_CRF_Model)(x) - char_features = Chain(x -> reshape(x, size(x)..., 1,1), - a.conv1, - x -> maximum(x, dims=2), - x -> reshape(x, length(x),1)) - input_embeddings((w, cs)) = vcat(a.W_word_Embed * w, char_features(a.W_Char_Embed * cs)) - backward_lstm(x) = reverse((a.backward).(reverse(x))) - bilstm_layer(x) = vcat.((a.forward_lstm).(x), backward_lstm(x)) - m = Chain(x -> input_embeddings.(x), - bilstm_layer, - x -> (a.d_out).(x)) - - oh_outs = viterbi_decode(a.c, m(x), a.init_α) - Flux.reset!(a.backward) - Flux.reset!(a.forward_lstm) - [a.labels[oh.ix] for oh in oh_outs] -end - -onehotinput(m::BiLSTM_CNN_CRF_Model, word) = (onehot(get(m.words_idx, lowercase(word), m.UNK_Word_idx), 1:length(m.words_idx)), - onehotbatch([get(m.chars_idx, c, m.UNK_char_idx) for c in word], 1:length(m.chars_idx))) diff --git a/src/stemmer.jl b/src/stemmer.jl index 89344527..bf18b367 100644 --- a/src/stemmer.jl +++ b/src/stemmer.jl @@ -1,102 +1,3 @@ -#const libstemmer = joinpath(dirname(@__FILE__),"..","deps","usr","lib", "libstemmer."*Libdl.dlext) -#@BinDeps.load_dependencies [:libstemmer=>:libstemmer] - -## -# character encodings supported by libstemmer -const UTF_8 = "UTF_8" -const ISO_8859_1 = "ISO_8859_1" -const CP850 = "CP850" -const KOI8_R = "KOI8_R" - -""" - stemmer_types() - -List all the stemmer algorithms loaded. -""" -function stemmer_types() - cptr = ccall((:sb_stemmer_list, libstemmer), Ptr{Ptr{UInt8}}, ()) - (C_NULL == cptr) && error("error getting stemmer types") - - stypes = AbstractString[] - i = 1 - while true - name_ptr = unsafe_load(cptr, i) - (C_NULL == name_ptr) && break - push!(stypes, unsafe_string(name_ptr)) - i += 1 - end - stypes -end - -mutable struct Stemmer - cptr::Ptr{Cvoid} - alg::String - enc::String - - function Stemmer(stemmer_type, charenc=UTF_8) - cptr = ccall((:sb_stemmer_new, libstemmer), - Ptr{Cvoid}, - (Ptr{UInt8}, Ptr{UInt8}), - String(stemmer_type), String(charenc)) - - if cptr == C_NULL - if charenc == UTF_8 - error("stemmer '$(stemmer_type)' is not available") - else - error("stemmer '$(stemmer_type)' is not available for encoding '$(charenc)'") - end - end - - stm = new(cptr, stemmer_type, charenc) - finalizer(release, stm) - stm - end -end - -Base.show(io::IO, stm::Stemmer) = println(io, "Stemmer algorithm:$(stm.alg) encoding:$(stm.enc)") - -function release(stm::Stemmer) - (C_NULL == stm.cptr) && return - ccall((:sb_stemmer_delete, libstemmer), Cvoid, (Ptr{Cvoid},), stm.cptr) - stm.cptr = C_NULL - nothing -end - -""" - stem(stemmer::Stemmer, str) - stem(stemmer::Stemmer, words::Array) - -Stem the input with the Stemming algorthm of `stemmer`. - -See also: [`stem!`](@ref) -""" -function stem(stemmer::Stemmer, bstr::AbstractString) - sres = ccall((:sb_stemmer_stem, libstemmer), - Ptr{UInt8}, - (Ptr{UInt8}, Ptr{UInt8}, Cint), - stemmer.cptr, bstr, sizeof(bstr)) - (C_NULL == sres) && error("error in stemming") - slen = ccall((:sb_stemmer_length, libstemmer), Cint, (Ptr{Cvoid},), stemmer.cptr) - bytes = unsafe_wrap(Array, sres, Int(slen), own=false) - String(copy(bytes)) -end - - -function stem_all(stemmer::Stemmer, lang::S, sentence::AbstractString) where S <: Language - tokens = TextAnalysis.tokenize(lang, sentence) - stemmed = stem(stemmer, tokens) - join(stemmed, ' ') -end - -function stem(stemmer::Stemmer, words::Array) - l::Int = length(words) - ret = Array{String}(undef, l) - for idx in 1:l - ret[idx] = stem(stemmer, words[idx]) - end - return ret -end - """ stemmer_for_document(doc) @@ -117,14 +18,13 @@ Stemming cannot be done for `FileDocument` and Corpus made of these type of docu function stem!(d::AbstractDocument) stemmer = stemmer_for_document(d) stem!(stemmer, d) - release(stemmer) + Snowball.release(stemmer) end stem!(stemmer::Stemmer, d::FileDocument) = error("FileDocument cannot be modified") function stem!(stemmer::Stemmer, d::StringDocument) - stemmer = stemmer_for_document(d) - d.text = stem_all(stemmer, language(d), d.text) + d.text = stem_all(stemmer, d.text) nothing end @@ -147,10 +47,15 @@ function stem!(stemmer::Stemmer, d::NGramDocument) end end +""" + stem!(crps::Corpus) + +Stem an entire corpus. Assumes all documents in the corpus have the same language (picked from the first) +""" function stem!(crps::Corpus) stemmer = stemmer_for_document(crps.documents[1]) for doc in crps stem!(stemmer, doc) end - release(stemmer) + Snowball.release(stemmer) end diff --git a/src/tokenizer.jl b/src/tokenizer.jl index 78ef1c9f..18ef1af8 100644 --- a/src/tokenizer.jl +++ b/src/tokenizer.jl @@ -16,7 +16,7 @@ julia> tokenize(Languages.English(), "Too foo words!") See also: [`sentence_tokenize`](@ref) """ -tokenize(lang::S, s::T) where {S <: Language, T <: AbstractString} = WordTokenizers.tokenize(s) +WordTokenizers.tokenize(lang::S, s::T) where {S <: Language, T <: AbstractString} = WordTokenizers.tokenize(s) """ diff --git a/test/averagePerceptronTagger.jl b/test/averagePerceptronTagger.jl deleted file mode 100644 index ff80a37f..00000000 --- a/test/averagePerceptronTagger.jl +++ /dev/null @@ -1,43 +0,0 @@ -using TextAnalysis: AveragePerceptron - -@testset "Average Perceptron Tagger" begin - tagger = PerceptronTagger(false) - - @testset "Basic" begin - @test typeof(tagger.classes) == Set{Any} - @test length(tagger.classes) == 0 - @test typeof(tagger.model) == AveragePerceptron - - fit!(tagger, [[("today","NN"),("is","VBZ"),("good","JJ"),("day","NN")]]) - @test length(keys(tagger.model.weights)) == 51 - @test tagger.classes == tagger.model.classes == Set(["JJ", "VBZ", "NN"]) - end - - @testset "Average Perceptron Tagger (pretrained)" begin - tagger = PerceptronTagger(true) - - @test typeof(tagger.classes) == Set{Any} - @test length(tagger.classes) == 75 - @test typeof(tagger.model) == AveragePerceptron - end - - sample_file = joinpath(dirname(@__FILE__), "data", "poem.txt") - - - @testset "Tagging over sentences and documents" begin - tagger = PerceptronTagger(true) - text = "This is a text" - @test tagger(text) == predict(tagger, text) - - sd = StringDocument(text) - @test length(predict(tagger, text)) == 4 - @test length(predict(tagger, sd)) == 4 - - text2 = read(sample_file, String) - fd = FileDocument(sample_file) - @test length(predict(tagger, fd)) == length(predict(tagger, text2)) - - td = TokenDocument(text) - @test length(predict(tagger, td)) == 4 - end -end diff --git a/test/crf.jl b/test/crf.jl deleted file mode 100644 index 029fa745..00000000 --- a/test/crf.jl +++ /dev/null @@ -1,150 +0,0 @@ -using Flux -using Flux: gradient, LSTM, Dense, reset!, onehot, RNN -using TextAnalysis: score_sequence, forward_score - -@testset "crf" begin - @testset "Loss function" begin - input_seq = [rand(4) for i in 1:3] - c = CRF(2) - - scores = [] - push!(scores, score_sequence(c, input_seq, [onehot(1, 1:2), onehot(1, 1:2), onehot(1, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(1, 1:2), onehot(1, 1:2), onehot(2, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(1, 1:2), onehot(2, 1:2), onehot(1, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(1, 1:2), onehot(2, 1:2), onehot(2, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(2, 1:2), onehot(1, 1:2), onehot(1, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(2, 1:2), onehot(1, 1:2), onehot(2, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(2, 1:2), onehot(2, 1:2), onehot(1, 1:2)])) - push!(scores, score_sequence(c, input_seq, [onehot(2, 1:2), onehot(2, 1:2), onehot(2, 1:2)])) - - init_α = fill(-10000, (c.n + 2, 1)) - init_α[c.n + 1] = 0 - - s1 = sum(exp.(scores)) - s2 = exp(forward_score(c, input_seq, init_α)) - - @test (s1 - s2) / max(s1, s2) <= 0.00000001 - end - - @testset "Viterbi Decode" begin - input_seq = [rand(4) for i in 1:3] - c = CRF(2) - - k1 = [onehot(1, 1:2), onehot(1, 1:2), onehot(1, 1:2)] - k2 = [onehot(1, 1:2), onehot(1, 1:2), onehot(2, 1:2)] - k3 = [onehot(1, 1:2), onehot(2, 1:2), onehot(1, 1:2)] - k4 = [onehot(1, 1:2), onehot(2, 1:2), onehot(2, 1:2)] - k5 = [onehot(2, 1:2), onehot(1, 1:2), onehot(1, 1:2)] - k6 = [onehot(2, 1:2), onehot(1, 1:2), onehot(2, 1:2)] - k7 = [onehot(2, 1:2), onehot(2, 1:2), onehot(1, 1:2)] - k8 = [onehot(2, 1:2), onehot(2, 1:2), onehot(2, 1:2)] - k = [k1, k2, k3, k4, k5, k6, k7, k8] - - scores = [] - push!(scores, score_sequence(c, input_seq, k1)) - push!(scores, score_sequence(c, input_seq, k2)) - push!(scores, score_sequence(c, input_seq, k3)) - push!(scores, score_sequence(c, input_seq, k4)) - push!(scores, score_sequence(c, input_seq, k5)) - push!(scores, score_sequence(c, input_seq, k6)) - push!(scores, score_sequence(c, input_seq, k7)) - push!(scores, score_sequence(c, input_seq, k8)) - - maxscore_idx = argmax(scores) - - init_α = fill(-10000, (c.n + 2, 1)) - init_α[c.n + 1] = 0 - - @test viterbi_decode(c, input_seq, init_α) == k[maxscore_idx] - end - - @testset "CRF with Flux Layers" begin - path = "data/weather.csv" - function load(path::String) - lines = readlines(path) - lines = strip.(lines) - Xs = [] - Ys = [] - xs = Array{Array{Float32, 2},1}() - ys = Array{String,1}() - - for line in lines - if isempty(line) - push!(Xs, xs) - push!(Ys, ys) - xs = Array{Array{Float32, 2},1}() - ys = Array{String,1}() - else - x = zeros(Float32, 2, 1) - x1, x2, y = split(line, ',') - x[1] = parse(Float32, x1) - x[2] = parse(Float32, x2) - push!(xs, x) - push!(ys, y) - end - end - - if length(xs) != 0 - push!(Xs, xs) - push!(Ys, ys) - end - return Xs, Ys - end - - X, Y = load(path) - - labels = unique(Iterators.flatten(Y)) - num_labels = length(labels) - num_features = length(X[1][1]) - - Y = map.(ch -> onehot(ch, labels), Y) - - LSTM_STATE_SIZE = 5 - d_out = Dense(LSTM_STATE_SIZE, num_labels + 2) - lstm = RNN(num_features, LSTM_STATE_SIZE) - m(x) = d_out.(lstm.(x)) - - c = CRF(num_labels) - init_α = fill(-10000, (c.n + 2, 1)) - init_α[c.n + 1] = 0 - - loss(xs, ys) = crf_loss(c, m(xs), ys, init_α) - - opt = Descent(0.01) - data = zip(X, Y) - - ps = params(params(lstm)..., params(d_out)..., params(c)...) - - function train() - for d in data - reset!(lstm) - grads = Tracker.gradient(() -> loss(d[1], d[2]), ps) - Flux.Optimise.update!(opt, ps, grads) - end - end - - function find_loss(d) - reset!(lstm) - loss(d[1], d[2]) - end - to_sum = [find_loss(d) for d in data] - l1 = sum(to_sum) - dense_param_1 = deepcopy(Tracker.data(d_out.W)) - lstm_param_1 = deepcopy(Tracker.data(lstm.cell.Wh)) - crf_param_1 = deepcopy(Tracker.data(c.W)) - - for i in 1:10 - train() - end - - dense_param_2 = deepcopy(Tracker.data(d_out.W)) - lstm_param_2 = deepcopy(Tracker.data(lstm.cell.Wh)) - crf_param_2 = deepcopy(Tracker.data(c.W)) - l2 = sum([find_loss(d) for d in data]) - - @test l1 > l2 - @test dense_param_1 != dense_param_2 - @test lstm_param_1 != lstm_param_2 - @test crf_param_1 != crf_param_2 - end -end diff --git a/test/data/weather.csv b/test/data/weather.csv deleted file mode 100644 index 05820aa3..00000000 --- a/test/data/weather.csv +++ /dev/null @@ -1,2549 +0,0 @@ -1.02044021484,2.22946587781,sunny -2.11016889919,0.995528238504,sunny --1.27135072173,-0.458028479475,sunny -1.05372606377,-1.7191137792,sunny -3.39480499807,-5.67863590779,rainy -1.55784947754,-3.53941199316,rainy -5.85205677929,10.2119053343,foggy -2.02122338768,-3.16740672772,rainy --0.461337999813,-0.510182375932,sunny --0.742567584008,1.00983926527,sunny --0.538473924243,1.30269595947,sunny -1.01365010183,0.659567926462,sunny -3.88372260719,-2.17615638567,rainy -2.383796629,-2.20334938155,rainy -2.74451167759,-3.1535486689,rainy -3.17275600824,-3.06375093912,rainy -2.81226216183,1.02699118217,sunny -4.75036754721,9.30650674859,foggy -0.598596357549,0.416905618501,sunny -1.07225567211,-0.860580438346,sunny -1.02257435672,0.105233073765,sunny --0.573433916521,0.749255962248,sunny --1.08754559915,-0.431823043547,sunny --0.931442492899,-0.512039856141,sunny -1.79391400637,0.445360588932,sunny -7.16835535878,10.8891989073,foggy -5.79380093314,7.45414480573,foggy -1.81386276175,-3.06294932718,rainy -4.52778129261,-6.07380186902,rainy -3.87696761565,-3.93777218648,rainy -1.16185969529,1.19839659641,sunny -2.61839768619,-2.27547252032,rainy -4.53448976072,8.4646311067,foggy -4.23337471818,-2.93590349538,rainy -3.1065615139,-3.80810497615,rainy --1.32809079979,0.290920287485,sunny -2.50867892608,-3.25751697744,rainy -2.77244482181,-1.74102261009,sunny --0.375966773599,0.657115197551,sunny -0.565874140042,0.835366970637,sunny --1.32942614122,0.273817222207,sunny -0.88127225928,0.162534201074,sunny --0.645278616358,-0.246087115327,sunny -3.29825296339,-3.06466724324,rainy -1.29671432145,-4.00388760288,rainy -2.51248392483,-3.23062741184,rainy -6.80451067241,10.7570654407,foggy -4.68533942784,9.5780049286,foggy -5.09760039862,12.5379274263,foggy -0.776766214646,1.58190353498,sunny - 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--0.0152060109774,1.03366955124,sunny -4.28402619479,8.601958795,foggy -7.17383903582,11.4559038079,foggy -2.37327055114,-4.70746916245,rainy -0.749651925552,-1.02498401449,sunny -0.505269004081,0.999009709533,sunny --0.710122779342,-0.0816489117427,sunny -5.74404336389,9.60785606763,foggy -2.59311722571,-3.91129571291,rainy -0.699962273921,-0.590791878071,rainy -4.80629231146,-2.62160973383,rainy --0.314556362976,-0.692748937661,sunny -1.44887548118,-0.31392605328,sunny --0.414499138799,-0.778761809887,sunny -5.39840364037,10.8414441285,foggy -1.9078542649,0.411419545993,sunny --1.4184423198,-3.33515857084,sunny -0.808318033227,-0.168967691015,sunny -0.432380770646,-1.8676622908,sunny --1.3331407072,1.64800971934,sunny -1.34975360718,-0.734925806662,sunny -1.49762309244,0.456225221523,sunny --0.284842887618,-1.98686295525,sunny -0.430381271146,1.05459578717,sunny -0.13654831004,1.87901389543,sunny -3.71867850551,-3.20033739932,rainy -2.58865425885,-0.592491470533,sunny -3.48300748463,-3.58616146284,rainy -3.72745342138,-3.6383688479,rainy -1.07108930497,1.43739622102,sunny -0.698501243741,-1.46054348399,sunny --0.18034086656,-0.228715458585,sunny -0.451688797594,0.582310108049,sunny -0.783050253161,1.26409094887,sunny -3.76165940474,-3.80960066541,rainy --1.037114672,-0.324553458413,sunny -6.67949510361,9.4106324746,foggy -7.0357456233,9.36556092112,foggy -4.15714080795,-4.43777801279,rainy -6.82179718113,9.06395746553,foggy -4.950755737,9.84717609266,foggy --0.0679200840088,0.0927427332795,sunny -1.67678829128,-2.77981181072,rainy -5.29360949831,8.7168340497,foggy --0.377087089007,0.479780895358,sunny -5.04448119073,9.22506687185,foggy -5.29490663453,9.85366865468,foggy -4.02449541836,-3.79326763797,rainy -2.81061211976,-2.0330749241,rainy --0.456070415572,1.84309753387,sunny - -0.890779975483,0.989864088774,sunny -3.21820920803,-4.68175513293,rainy -2.1710744498,-2.49545065437,rainy -2.93907916109,-4.22558122025,rainy -3.20476309445,-5.23567046447,rainy --0.675626206247,-0.385426448617,sunny --0.195642611585,1.25271025788,sunny -0.529976082651,0.947508656232,sunny --0.717094185732,0.415570625948,sunny -3.6493224754,-1.77236482354,rainy -3.09450044728,-2.10335226895,rainy -3.37689517354,-3.07840414316,rainy -3.43594287329,-3.08693884692,rainy -3.3789915442,-1.55800251909,rainy -1.51293114182,-0.47492252067,sunny --1.20308678468,1.63912031075,sunny -4.43814846321,-4.02792428296,rainy -0.986569204794,-2.24484576104,rainy -3.25855540448,-2.98170137313,rainy -2.79280772444,-2.80920999606,rainy -0.87292583415,-1.33136071722,sunny -3.1260981795,-5.56428499323,rainy -4.54082657682,9.58556947175,foggy -5.74181415007,9.29749084767,foggy -5.34985124572,8.96357691113,foggy -5.79892366479,9.52955027039,foggy -5.75966642071,9.70761172672,foggy -4.25030494946,10.2751958777,foggy -0.470416865448,-1.77410584538,sunny -1.96683481825,-1.5229694499,rainy --0.0207204611835,-0.612430933341,sunny -1.51191126274,0.368191583101,sunny -0.700587527922,0.719575866176,sunny -3.43181029931,-1.86951512317,rainy -1.50943345965,-3.27023661192,rainy -4.21043997472,-2.58851314357,rainy --0.871969511265,-0.0573492409237,sunny -0.274366994828,2.43183953828,sunny -1.10840902586,-0.00737631424007,sunny -1.28759788591,-2.30133960963,rainy -4.06214397867,-1.77591936251,rainy -2.62224915067,-1.98547073202,rainy -3.96458498904,-3.82892547841,rainy -3.13552635008,-0.420816941579,rainy -2.78008118015,-1.16509986401,rainy -3.53514130276,-2.26993196197,rainy -3.32130591021,-3.32486272329,rainy -3.62800037628,-2.88882822582,rainy -2.37052667495,-2.76184446388,rainy --0.118223835329,0.121580519686,sunny diff --git a/test/ner.jl b/test/ner.jl deleted file mode 100644 index 9430958f..00000000 --- a/test/ner.jl +++ /dev/null @@ -1,48 +0,0 @@ -using WordTokenizers - -@testset "NER" begin - ner = NERTagger() - - @testset "Basic" begin - str = "Mr. Foo Bar works in Google, California." - @test ner(str) == ["O", "PER", "PER", "O", "O", "ORG", "O", "LOC", "O"] - - str = "If the Irish win the World Cup this year, it will be their 3rd time in a row." - @test ner(str) == [ "O", "O", "MISC", "O", "O", "MISC", "MISC", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O"] - end - - @testset "Unknown Unicode characters" begin - # Making sure that the NER model handles for unknown unicode characters - str = "आ β⬰ 5¥ " - @test length(ner(str)) == length(WordTokenizers.tokenize(str)) - - str = "You owe John Doe 5¥." - @test ner(str) == [ "O", "O", "PER", "PER", "O", "O", "O"] - end - - @testset "Documents and Corpus" begin - text1 = "We aRE vErY ClOSE tO ThE HEaDQuarTeRS." - text2 = "The World Health Organization (WHO) is a specialized agency of the United Nations that is concerned with international public health." - - sd = StringDocument(text1) - td = TokenDocument(text2) - - tags = ner(sd) - @test length(tags) == length(WordTokenizers.split_sentences(text1)) - @test length(tags[1]) == length(WordTokenizers.tokenize(text1)) - @test unique(vcat(tags...)) == ["O"] - - tags = ner(td) - @test length(tags) == length(WordTokenizers.split_sentences(text2)) - @test length(tags[1]) == length(WordTokenizers.tokenize(text2)) - u = unique(vcat(tags...)) - @test "O" ∈ u && "ORG" ∈ u - - crps = Corpus([sd, td]) - tags = ner(crps) - - @test length(tags) == length(crps.documents) - @test tags[1] == ner(crps.documents[1]) - @test tags[2] == ner(crps.documents[2]) - end -end diff --git a/test/pos.jl b/test/pos.jl deleted file mode 100644 index c7d1ba0d..00000000 --- a/test/pos.jl +++ /dev/null @@ -1,52 +0,0 @@ -using WordTokenizers - -@testset "POS" begin - pos = PoSTagger() - - @testset "Basic" begin - str = "The very first major corpus of English for computer analysis was the Brown Corpus." - @test pos(str) == ["DT", "RB", "JJ", "JJ", "NN", "IN", "JJ", "IN", "NN", "NN", "VBD", "DT", "NNP", "NNP", "."] - - str = "If the Irish win the World Cup this year, it will be their 3rd time in a row." - @test pos(str) == ["IN", "DT", "NNP", "VBP", "DT", "NNP", "NNP", "DT", "NN", ",", "PRP", "MD", "VB", "PRP\$", "CD", "JJ", "NN", "IN", "DT", "NN", "."] - end - - @testset "Unknown Unicode characters" begin - # Making sure that the pos model handles for unknown unicode characters - str = "आ β⬰ 5¥ " - @test length(pos(str)) == length(WordTokenizers.tokenize(str)) - - str = "You owe John Doe 5¥." - @test pos(str) == ["PRP", "VBP", "NNP", "NNP", "CD", "NNP", "."] - end - - @testset "Documents and Corpus" begin - pos = PoSTagger() - - text1 = "A little too small" - text2 = "Here Foo Bar, please have some chocolate." - - sd = StringDocument(text1) - td = TokenDocument(text2) - - tags = pos(sd) - @test length(tags) == length(WordTokenizers.split_sentences(text1)) - @test length(tags[1]) == length(WordTokenizers.tokenize(text1)) - uniq1 = unique(vcat(tags...)) - @test "RB" ∈ uniq1 - @test "JJ" ∈ uniq1 - - - tags = pos(td) - @test length(tags) == length(WordTokenizers.split_sentences(text2)) - @test length(tags[1]) == length(WordTokenizers.tokenize(text2)) - @test findall( x -> x == "NNP", vcat(tags...)) == [2, 3] - - crps = Corpus([sd, td]) - tags = pos(crps) - - @test length(tags) == length(crps.documents) - @test tags[1] == pos(crps.documents[1]) - @test tags[2] == pos(crps.documents[2]) - end -end diff --git a/test/runtests.jl b/test/runtests.jl index b7712582..d1f9776e 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -6,9 +6,6 @@ using WordTokenizers println("Running tests:") -include("crf.jl") -include("ner.jl") -include("pos.jl") include("coom.jl") include("tokenizer.jl") include("ngramizer.jl") @@ -22,10 +19,7 @@ include("tf_idf.jl") include("lda.jl") include("lsa.jl") include("summarizer.jl") -include("sentiment.jl") include("bayes.jl") include("taggingschemes.jl") -include("averagePerceptronTagger.jl") include("evaluation_metrics.jl") -include("ulmfit.jl") include("LM.jl") diff --git a/test/sentiment.jl b/test/sentiment.jl deleted file mode 100644 index 4ec131e1..00000000 --- a/test/sentiment.jl +++ /dev/null @@ -1,32 +0,0 @@ -@testset "Sentiment" begin - m = SentimentAnalyzer() - - d = StringDocument("a very nice thing that everyone likes") - - @test m(d) > 0.5 - - d = StringDocument("a horrible thing that everyone hates") - - @test m(d) < 0.5 - - # testing default behaviour of handle_unknown - d = StringDocument("some sense and some nonSense") - - @test m(d) < 0.5 - - # testing behaviour of words which are present in dictionary but do not have embedding assigned - d = StringDocument("some sense and some duh") - - @test m(d) < 0.5 - - # testing user given handle_unknown function - d = Document("a Horrible thing that Everyone Hates") - - @test m(d, (x) -> [lowercase(x)]) < 0.5 - - # Make it throw an error when unknown word encountered - d = Document("some sense and some Hectic") - - @test_throws ErrorException m(d, (x) -> error("OOV word $x encountered")) - -end diff --git a/test/stemmer.jl b/test/stemmer.jl index 97f056c8..3fcad296 100644 --- a/test/stemmer.jl +++ b/test/stemmer.jl @@ -1,4 +1,4 @@ - +using Snowball @testset "Stemmer" begin algs = stemmer_types() @@ -6,7 +6,7 @@ for alg in algs stmr = Stemmer(alg) - TextAnalysis.release(stmr) + Snowball.release(stmr) end test_cases = Dict{String, Any}( diff --git a/test/ulmfit.jl b/test/ulmfit.jl deleted file mode 100644 index 8ea00929..00000000 --- a/test/ulmfit.jl +++ /dev/null @@ -1,107 +0,0 @@ -using DataDeps -using BSON - -@testset "Custom layers" begin - @testset "WeightDroppedLSTM" begin - wd = ULMFiT.WeightDroppedLSTM(4, 5, 0.3) - @test all(wd.init .== wd.state) - @test size(wd.cell.Wi) == size(wd.cell.maskWi) - @test size(wd.cell.Wh) == size(wd.cell.maskWh) - @test wd.cell.active - @test_throws DimensionMismatch wd(rand(5, 3)) - x = rand(Float32, 4, 3) - h = wd(x) - @test size(h) == size(wd.state[1]) == (5, 3) - maski = deepcopy(wd.cell.maskWi) - maskh = deepcopy(wd.cell.maskWh) - ULMFiT.reset_masks!(wd) - @test maski != wd.cell.maskWi - @test maskh != wd.cell.maskWh - Flux.testmode!(wd) - @test !(wd.cell.active) - @test length(params(wd)) == 5 - end - - @testset "AWD_LSTM" begin - awd = ULMFiT.AWD_LSTM(4, 3, 0.3) - @test awd.layer.cell isa ULMFiT.WeightDroppedLSTMCell - @test length(awd.accum) == 0 - ULMFiT.set_trigger!(4, awd) - @test awd.T == 4 - ULMFiT.asgd_step!(4, awd) - @test length(awd.accum) == 3 - temp = deepcopy(awd.accum[1][1]) - @test temp == Tracker.data(awd.layer.cell.Wi[1]) - ULMFiT.asgd_step!(5, awd) - temp += temp - @test temp == Tracker.data(awd.accum[1][1]) - @test length(params(awd)) == 5 - end - - @testset "VarDrop" begin - vd = ULMFiT.VarDrop(0.3) - @test vd.active - @test vd.reset - x = rand(10, 10) - @test size(vd(x)) == size(x) == size(vd.mask) - x = rand(5, 5) - @test_throws DimensionMismatch vd(x) - ULMFiT.reset_masks!(vd) - @test vd.reset - Flux.testmode!(vd) - @test ~vd.active - x = rand(10, 10) - @test vd(x) == x - @test size(vd(x)) == size(x) == size(vd.mask) - end - - @testset "DroppedEmbeddings" begin - de = ULMFiT.DroppedEmbeddings(6, 4, 0.2) - @test size(de.emb) == (6, 4) - @test size(de.mask) == (6,) - x = [2,4,6,0.1] - @test_throws BoundsError de(x) - x = [2,4,6] - @test size(de(x)) == (4, 3) - x = rand(5, 3) - @test_throws DimensionMismatch de(x, true) - x = rand(4, 3) - @test size(de(x, true)) == (6, 3) - mask = de.mask - ULMFiT.reset_masks!(de) - mask != de.mask - Flux.testmode!(de) - @test ~de.active - @test length(params(de)) == 1 - end - - @testset "PooledDense" begin - pd = ULMFiT.PooledDense(10, 5) - @test size(pd.W) == (5, 30) - @test length(pd.b) == 5 - x = rand(Float32, 10, 3) - @test_throws DimensionMismatch pd(x) - @test size(pd([x])) == (5, 3) - @test length(params(pd)) == 2 - end -end - -@testset "Language model" begin - lm = ULMFiT.LanguageModel() - @test typeof(lm.vocab) == Vector{String} - @test length(lm.vocab) == size(lm.layers[1].emb, 1) - @test length(lm.layers) == 10 - @test length(params(lm)) == 16 - @test length(ULMFiT.get_trainable_params(lm.layers)) == 10 - - pretrained_weights = BSON.load(datadep"Pretrained ULMFiT Language Model/ulmfit_lm_en.bson") - @test length(pretrained_weights[:weights]) == 16 - @test all(size.(params(lm)) .== size.(pretrained_weights[:weights])) -end - -@testset "Text Classifier" begin - lm = ULMFiT.LanguageModel() - tc = ULMFiT.TextClassifier(lm) - @test tc.rnn_layers == lm.layers[1:8] - @test length(tc.linear_layers) == 6 -end