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High performance topic modeling for Ruby

License: MIT License

Ruby 46.32% C++ 48.34% Python 5.35%
topic-modeling lda latent-dirichlet-allocation

tomoto-ruby's Introduction

tomoto.rb

🍅 tomoto - high performance topic modeling - for Ruby

Build Status

Installation

Add this line to your application’s Gemfile:

gem "tomoto"

Getting Started

Train a model

model = Tomoto::LDA.new(k: 2)
model.add_doc(["tokens", "from", "document", "one"])
model.add_doc(["tokens", "from", "document", "two"])
model.add_doc(["tokens", "from", "document", "three"])
model.train(100) # iterations

Get the summary

model.summary

Get topic words

model.topic_words

Save the model to a file

model.save("model.bin")

Load the model from a file

model = Tomoto::LDA.load("model.bin")

Get topic probabilities for a document

doc = model.docs[0]
doc.topics

Get the number of words for each topic

model.count_by_topics

Get the vocab

model.vocabs

Get the log likelihood per word

model.ll_per_word

Perform inference for unseen documents

doc = model.make_doc(["unseen", "doc"])
topic_dist, ll = model.infer(doc)

Models

Supports:

  • Latent Dirichlet Allocation (LDA)
  • Labeled LDA (LLDA)
  • Partially Labeled LDA (PLDA)
  • Supervised LDA (SLDA)
  • Dirichlet Multinomial Regression (DMR)
  • Generalized Dirichlet Multinomial Regression (GDMR)
  • Hierarchical Dirichlet Process (HDP)
  • Hierarchical LDA (HLDA)
  • Multi Grain LDA (MGLDA)
  • Pachinko Allocation (PA)
  • Hierarchical PA (HPA)
  • Correlated Topic Model (CT)
  • Dynamic Topic Model (DT)

API

This library follows the tomotopy API. There are a few changes to make it more Ruby-like:

  • The get_ prefix has been removed from methods (topic_words instead of get_topic_words)
  • Methods that return booleans use ? instead of is_ (live_topic? instead of is_live_topic)

If a method or option you need isn’t supported, feel free to open an issue.

Examples

Performance

tomoto uses AVX2, AVX, or SSE2 instructions to increase performance on machines that support it. Check which instruction set architecture it’s using with:

Tomoto.isa

Parallelism

Choose a parallelism algorithm with:

model.train(parallel: :partition)

Supported values are :default, :none, :copy_merge, and :partition.

History

View the changelog

Contributing

Everyone is encouraged to help improve this project. Here are a few ways you can help:

To get started with development:

git clone --recursive https://github.com/ankane/tomoto-ruby.git
cd tomoto-ruby
bundle install
bundle exec rake compile
bundle exec rake test

tomoto-ruby's People

Contributors

ankane avatar hpate-bravotran avatar

Stargazers

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Watchers

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tomoto-ruby's Issues

Ideas

Ideas

  • Improve summary for different model types
  • Add more methods

Segfault when including fastText and tomoto in the same app

I noticed this when adding fastText to an existing app that uses Tomoto already (which is awesome, thank you!)

I pared it down to this Dockerfile which should reproduce it with docker build -f Dockerfile .

# syntax=docker/dockerfile:1.4
FROM ubuntu:22.04

RUN apt update && \
    apt install -y build-essential ruby-full

RUN gem install bundler
RUN mkdir /app
WORKDIR /app

# Define the contents of the configuration file using a heredoc
RUN cat <<EOF > Gemfile
source 'https://rubygems.org'
gem 'fasttext'
gem 'tomoto'
EOF

RUN cat <<EOF > test.rb
require 'rubygems'
require 'bundler/setup'
require 'fasttext'
require 'tomoto'

puts "Hi"
EOF

RUN bundle install
RUN ruby test.rb

The full output:

$ docker build -f Dockerfile .

[+] Building 2.1s (16/16) FINISHED
 => [internal] load build definition from Dockerfile                                                                                                                                                                   0.0s
 => => transferring dockerfile: 37B                                                                                                                                                                                    0.0s
 => [internal] load .dockerignore                                                                                                                                                                                      0.0s
 => => transferring context: 2B                                                                                                                                                                                        0.0s
 => resolve image config for docker.io/docker/dockerfile:1.4                                                                                                                                                           0.8s
 => CACHED docker-image://docker.io/docker/dockerfile:1.4@sha256:9ba7531bd80fb0a858632727cf7a112fbfd19b17e94c4e84ced81e24ef1a0dbc                                                                                      0.0s
 => [internal] load build definition from Dockerfile                                                                                                                                                                   0.0s
 => [internal] load .dockerignore                                                                                                                                                                                      0.0s
 => [internal] load metadata for docker.io/library/ubuntu:22.04                                                                                                                                                        0.4s
 => [1/9] FROM docker.io/library/ubuntu:22.04@sha256:67211c14fa74f070d27cc59d69a7fa9aeff8e28ea118ef3babc295a0428a6d21                                                                                                  0.0s
 => CACHED [2/9] RUN apt update &&     apt install -y build-essential ruby-full                                                                                                                                        0.0s
 => CACHED [3/9] RUN gem install bundler                                                                                                                                                                               0.0s
 => CACHED [4/9] RUN mkdir /app                                                                                                                                                                                        0.0s
 => CACHED [5/9] WORKDIR /app                                                                                                                                                                                          0.0s
 => CACHED [6/9] RUN cat <<EOF > Gemfile                                                                                                                                                                               0.0s
 => CACHED [7/9] RUN cat <<EOF > test.rb                                                                                                                                                                               0.0s
 => CACHED [8/9] RUN bundle install                                                                                                                                                                                    0.0s
 => ERROR [9/9] RUN ruby test.rb                                                                                                                                                                                       0.6s
------
 > [9/9] RUN ruby test.rb:
#16 0.547 /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto/3.0/tomoto.so: [BUG] Segmentation fault at 0x00007f9313fa29d4
#16 0.547 ruby 3.0.2p107 (2021-07-07 revision 0db68f0233) [x86_64-linux-gnu]
#16 0.547
#16 0.547 -- Control frame information -----------------------------------------------
#16 0.547 c:0006 p:-11783901914116 s:0022 e:000021 TOP    [FINISH]
#16 0.547 c:0005 p:---- s:0019 e:000018 CFUNC  :require
#16 0.547 c:0004 p:0029 s:0014 e:000013 TOP    /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto.rb:3 [FINISH]
#16 0.547 c:0003 p:---- s:0011 e:000010 CFUNC  :require
#16 0.547 c:0002 p:0023 s:0006 e:000005 EVAL   test.rb:4 [FINISH]
#16 0.547 c:0001 p:0000 s:0003 E:0019a0 (none) [FINISH]
#16 0.547
#16 0.547 -- Ruby level backtrace information ----------------------------------------
#16 0.547 test.rb:4:in `<main>'
#16 0.547 test.rb:4:in `require'
#16 0.547 /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto.rb:3:in `<top (required)>'
#16 0.547 /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto.rb:3:in `require'
#16 0.547
#16 0.547 -- Machine register context ------------------------------------------------
#16 0.547  RIP: 0x00007f931280e288 RBP: 0x00007ffdf54c8760 RSP: 0x00007ffdf54c8708
#16 0.547  RAX: 0x00007f9313fa29cc RBX: 0x00007ffdf54c8850 RCX: 0x0000000000000071
#16 0.547  RDX: 0x0000000000000000 RDI: 0x00007ffdf54c8750 RSI: 0x00007ffdf54c8780
#16 0.547   R8: 0x0000000000000000  R9: 0x000055bd3a4d75d0 R10: 0x00007f93118f2cf8
#16 0.547  R11: 0x00007f931280e260 R12: 0x00007ffdf54c8750 R13: 0x000055bd3a4d75d0
#16 0.547  R14: 0x00007ffdf54c8740 R15: 0x00007ffdf54c8770 EFL: 0x0000000000010206
#16 0.547
#16 0.547 -- C level backtrace information -------------------------------------------
#16 0.550 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e500d0) [0x7f9317e500d0]
#16 0.550 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317ca44f4) [0x7f9317ca44f4]
#16 0.550 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317dc44ed) [0x7f9317dc44ed]
#16 0.550 /lib/x86_64-linux-gnu/libc.so.6(0x7f9317a1f520) [0x7f9317a1f520]
#16 0.550 /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto/3.0/tomoto.so(_ZNSt12__shared_ptrIN4Rice6detail17Exception_HandlerELN9__gnu_cxx12_Lock_policyE2EEC1ERKS5_+0x28) [0x7f931280e288]
#16 0.550 /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto/3.0/tomoto.so(_Z8init_ldaRN4Rice6ModuleE+0x85) [0x7f93128a5005]
#16 0.551 /var/lib/gems/3.0.0/gems/tomoto-0.3.3-x86_64-linux/lib/tomoto/3.0/tomoto.so(Init_tomoto+0x5b3) [0x7f93128e6fb3]
#16 0.551 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(dln_load+0x17b) [0x7f9317c31feb]
#16 0.551 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e37b1b) [0x7f9317e37b1b]
#16 0.551 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317cf749d) [0x7f9317cf749d]
#16 0.551 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(rb_require_string+0x31) [0x7f9317cf8951]
#16 0.551 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e34c35) [0x7f9317e34c35]
#16 0.551 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e420bd) [0x7f9317e420bd]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e36fc6) [0x7f9317e36fc6]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e39c32) [0x7f9317e39c32]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(rb_vm_exec+0x1fd) [0x7f9317e3f30d]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317cf7721) [0x7f9317cf7721]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(rb_require_string+0x31) [0x7f9317cf8951]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e34c35) [0x7f9317e34c35]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e420bd) [0x7f9317e420bd]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e36fc6) [0x7f9317e36fc6]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317e39c32) [0x7f9317e39c32]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(rb_vm_exec+0x1fd) [0x7f9317e3f30d]
#16 0.552 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(0x7f9317caa318) [0x7f9317caa318]
#16 0.553 /lib/x86_64-linux-gnu/libruby-3.0.so.3.0(ruby_run_node+0x5a) [0x7f9317cade1a]
#16 0.553 ruby(0x55bd386b817f) [0x55bd386b817f]
#16 0.553 /lib/x86_64-linux-gnu/libc.so.6(0x7f9317a06d90) [0x7f9317a06d90]
#16 0.553 /lib/x86_64-linux-gnu/libc.so.6(__libc_start_main+0x80) [0x7f9317a06e40]
#16 0.553 ruby(_start+0x25) [0x55bd386b81c5]
#16 0.553
#16 0.553 -- Other runtime information -----------------------------------------------
#16 0.553
#16 0.553 * Loaded script: test.rb
#16 0.553
#16 0.553 * Loaded features:
#16 0.553
#16 0.553     0 enumerator.so
#16 0.553     1 thread.rb
#16 0.553     2 rational.so
#16 0.553     3 complex.so
#16 0.553     4 ruby2_keywords.rb
#16 0.553     5 /usr/lib/x86_64-linux-gnu/ruby/3.0.0/enc/encdb.so
#16 0.553     6 /usr/lib/x86_64-linux-gnu/ruby/3.0.0/enc/trans/transdb.so
#16 0.553     7 /usr/lib/x86_64-linux-gnu/ruby/3.0.0/rbconfig.rb
#16 0.553     8 /usr/lib/ruby/vendor_ruby/rubygems/compatibility.rb
#16 0.553     9 /usr/lib/ruby/vendor_ruby/rubygems/defaults.rb
#16 0.553    10 /usr/lib/ruby/vendor_ruby/rubygems/deprecate.rb
#16 0.553    11 /usr/lib/ruby/vendor_ruby/rubygems/errors.rb
#16 0.553    12 /usr/lib/ruby/vendor_ruby/rubygems/unknown_command_spell_checker.rb
#16 0.553    13 /usr/lib/ruby/vendor_ruby/rubygems/exceptions.rb
#16 0.553    14 /usr/lib/ruby/vendor_ruby/rubygems/basic_specification.rb
#16 0.553    15 /usr/lib/ruby/vendor_ruby/rubygems/stub_specification.rb
#16 0.553    16 /usr/lib/ruby/vendor_ruby/rubygems/platform.rb
#16 0.553    17 /usr/lib/ruby/vendor_ruby/rubygems/version.rb
#16 0.553    18 /usr/lib/ruby/vendor_ruby/rubygems/requirement.rb
#16 0.553    19 /usr/lib/ruby/vendor_ruby/rubygems/util/list.rb
#16 0.553    20 /usr/lib/ruby/vendor_ruby/rubygems/specification.rb
#16 0.553    21 /usr/lib/ruby/vendor_ruby/rubygems/defaults/operating_system.rb
#16 0.553    22 /usr/lib/ruby/vendor_ruby/rubygems/util.rb
#16 0.553    23 /usr/lib/ruby/vendor_ruby/rubygems/dependency.rb
#16 0.553    24 /usr/lib/ruby/vendor_ruby/rubygems/core_ext/kernel_gem.rb
#16 0.553    25 /usr/lib/x86_64-linux-gnu/ruby/3.0.0/monitor.so
#16 0.553    26 /usr/lib/ruby/3.0.0/monitor.rb
#16 0.553    27 /usr/lib/ruby/vendor_ruby/rubygems/core_ext/kernel_require.rb
#16 0.553    28 /usr/lib/ruby/vendor_ruby/rubygems/core_ext/kernel_warn.rb
#16 0.553    29 /usr/lib/ruby/vendor_ruby/rubygems.rb
#16 0.553    30 /usr/lib/ruby/vendor_ruby/rubygems/path_support.rb
#16 0.553    31 /usr/lib/ruby/3.0.0/did_you_mean/version.rb
#16 0.553    32 /usr/lib/ruby/3.0.0/did_you_mean/core_ext/name_error.rb
#16 0.553    33 /usr/lib/ruby/3.0.0/did_you_mean/levenshtein.rb
#16 0.553    34 /usr/lib/ruby/3.0.0/did_you_mean/jaro_winkler.rb
#16 0.553    35 /usr/lib/ruby/3.0.0/did_you_mean/spell_checker.rb
#16 0.553    36 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/name_error_checkers/class_name_checker.rb
#16 0.553    37 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/name_error_checkers/variable_name_checker.rb
#16 0.553    38 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/name_error_checkers.rb
#16 0.553    39 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/method_name_checker.rb
#16 0.553    40 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/key_error_checker.rb
#16 0.553    41 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/null_checker.rb
#16 0.553    42 /usr/lib/ruby/3.0.0/did_you_mean/tree_spell_checker.rb
#16 0.553    43 /usr/lib/ruby/3.0.0/did_you_mean/spell_checkers/require_path_checker.rb
#16 0.553    44 /usr/lib/ruby/3.0.0/did_you_mean/formatters/plain_formatter.rb
#16 0.553    45 /usr/lib/ruby/3.0.0/did_you_mean.rb
#16 0.553    46 /usr/lib/ruby/vendor_ruby/rubygems/bundler_version_finder.rb
#16 0.553    47 /usr/lib/x86_64-linux-gnu/ruby/3.0.0/pathname.so
#16 0.553    48 /usr/lib/ruby/3.0.0/pathname.rb
#16 0.553    49 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/version.rb
#16 0.553    50 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/constants.rb
#16 0.553    51 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/rubygems_integration.rb
#16 0.553    52 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/current_ruby.rb
#16 0.553    53 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/shared_helpers.rb
#16 0.553    54 /usr/lib/ruby/vendor_ruby/rubygems/text.rb
#16 0.553    55 /usr/lib/ruby/vendor_ruby/rubygems/user_interaction.rb
#16 0.553    56 /usr/lib/ruby/vendor_ruby/rubygems/ext/builder.rb
#16 0.553    57 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/fileutils/lib/fileutils.rb
#16 0.553    58 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendored_fileutils.rb
#16 0.553    59 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/errors.rb
#16 0.553    60 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/environment_preserver.rb
#16 0.553    61 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/plugin/api.rb
#16 0.553    62 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/plugin.rb
#16 0.553    63 /usr/lib/ruby/vendor_ruby/rubygems/source/git.rb
#16 0.553    64 /usr/lib/ruby/vendor_ruby/rubygems/source/installed.rb
#16 0.553    65 /usr/lib/ruby/vendor_ruby/rubygems/source/specific_file.rb
#16 0.553    66 /usr/lib/ruby/vendor_ruby/rubygems/source/local.rb
#16 0.553    67 /usr/lib/ruby/vendor_ruby/rubygems/source/lock.rb
#16 0.553    68 /usr/lib/ruby/vendor_ruby/rubygems/source/vendor.rb
#16 0.553    69 /usr/lib/ruby/vendor_ruby/rubygems/source.rb
#16 0.553    70 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/match_metadata.rb
#16 0.553    71 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/force_platform.rb
#16 0.553    72 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/gem_helpers.rb
#16 0.553    73 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/match_platform.rb
#16 0.553    74 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/rubygems_ext.rb
#16 0.553    75 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/build_metadata.rb
#16 0.553    76 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler.rb
#16 0.553    77 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/ui.rb
#16 0.553    78 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/command.rb
#16 0.553    79 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/core_ext/hash_with_indifferent_access.rb
#16 0.553    80 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/error.rb
#16 0.553    81 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/invocation.rb
#16 0.553    82 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/nested_context.rb
#16 0.553    83 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/parser/argument.rb
#16 0.553    84 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/parser/arguments.rb
#16 0.553    85 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/parser/option.rb
#16 0.553    86 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/parser/options.rb
#16 0.553    87 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/parser.rb
#16 0.553    88 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/shell.rb
#16 0.553    89 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/line_editor/basic.rb
#16 0.553    90 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/line_editor/readline.rb
#16 0.553    91 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/line_editor.rb
#16 0.553    92 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/util.rb
#16 0.553    93 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/base.rb
#16 0.553    94 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor.rb
#16 0.553    95 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendored_thor.rb
#16 0.553    96 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/ui/shell.rb
#16 0.553    97 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/thor/lib/thor/shell/basic.rb
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#16 0.553    99 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/ui/rg_proxy.rb
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#16 0.553   115 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/uri/lib/uri/rfc2396_parser.rb
#16 0.553   116 /var/lib/gems/3.0.0/gems/bundler-2.4.12/lib/bundler/vendor/uri/lib/uri/rfc3986_parser.rb
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#16 0.553   149 /var/lib/gems/3.0.0/gems/fasttext-0.2.4/lib/fasttext/vectorizer.rb
#16 0.553   150 /var/lib/gems/3.0.0/gems/fasttext-0.2.4/lib/fasttext/version.rb
#16 0.553   151 /var/lib/gems/3.0.0/gems/fasttext-0.2.4/lib/fasttext.rb
#16 0.553
#16 0.553 * Process memory map:
#16 0.553
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#16 0.553 55bd386b8000-55bd386b9000 r-xp 00001000 fe:01 2907902                    /usr/bin/ruby3.0
#16 0.553 55bd386b9000-55bd386ba000 r--p 00002000 fe:01 2907902                    /usr/bin/ruby3.0
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#16 0.553 55bd386bb000-55bd386bc000 rw-p 00003000 fe:01 2907902                    /usr/bin/ruby3.0
#16 0.553 55bd39c8a000-55bd3a562000 rw-p 00000000 00:00 0                          [heap]
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#16 0.553 7f9317905000-7f9317907000 r--p 00000000 fe:01 10893636                   /usr/lib/x86_64-linux-gnu/libcrypt.so.1.1.0
#16 0.553 7f9317907000-7f931791b000 r-xp 00002000 fe:01 10893636                   /usr/lib/x86_64-linux-gnu/libcrypt.so.1.1.0
#16 0.553 7f931791b000-7f9317934000 r--p 00016000 fe:01 10893636                   /usr/lib/x86_64-linux-gnu/libcrypt.so.1.1.0
#16 0.553 7f9317934000-7f9317935000 ---p 0002f000 fe:01 10893636                   /usr/lib/x86_64-linux-gnu/libcrypt.so.1.1.0
#16 0.553 7f9317935000-7f9317936000 r--p 0002f000 fe:01 10893636                   /usr/lib/x86_64-linux-gnu/libcrypt.so.1.1.0
#16 0.553 7f9317936000-7f9317937000 rw-p 00030000 fe:01 10893636                   /usr/lib/x86_64-linux-gnu/libcrypt.so.1.1.0
#16 0.553 7f9317937000-7f931793f000 rw-p 00000000 00:00 0
#16 0.553 7f931793f000-7f9317949000 r--p 00000000 fe:01 10893656                   /usr/lib/x86_64-linux-gnu/libgmp.so.10.4.1
#16 0.553 7f9317949000-7f93179a8000 r-xp 0000a000 fe:01 10893656                   /usr/lib/x86_64-linux-gnu/libgmp.so.10.4.1
#16 0.553 7f93179a8000-7f93179bf000 r--p 00069000 fe:01 10893656                   /usr/lib/x86_64-linux-gnu/libgmp.so.10.4.1
#16 0.553 7f93179bf000-7f93179c0000 r--p 0007f000 fe:01 10893656                   /usr/lib/x86_64-linux-gnu/libgmp.so.10.4.1
#16 0.553 7f93179c0000-7f93179c1000 rw-p 00080000 fe:01 10893656                   /usr/lib/x86_64-linux-gnu/libgmp.so.10.4.1
#16 0.553 7f93179c1000-7f93179c3000 r--p 00000000 fe:01 10893758                   /usr/lib/x86_64-linux-gnu/libz.so.1.2.11
#16 0.553 7f93179c3000-7f93179d4000 r-xp 00002000 fe:01 10893758                   /usr/lib/x86_64-linux-gnu/libz.so.1.2.11
#16 0.553 7f93179d4000-7f93179da000 r--p 00013000 fe:01 10893758                   /usr/lib/x86_64-linux-gnu/libz.so.1.2.11
#16 0.553 7f93179da000-7f93179db000 ---p 00019000 fe:01 10893758                   /usr/lib/x86_64-linux-gnu/libz.so.1.2.11
#16 0.553 7f93179db000-7f93179dc000 r--p 00019000 fe:01 10893758                   /usr/lib/x86_64-linux-gnu/libz.so.1.2.11
#16 0.553 7f93179dc000-7f93179dd000 rw-p 0001a000 fe:01 10893758                   /usr/lib/x86_64-linux-gnu/libz.so.1.2.11
#16 0.553 7f93179dd000-7f9317a05000 r--p 00000000 fe:01 10893627                   /usr/lib/x86_64-linux-gnu/libc.so.6
#16 0.553 7f9317a05000-7f9317b9a000 r-xp 00028000 fe:01 10893627                   /usr/lib/x86_64-linux-gnu/libc.so.6
#16 0.553 7f9317b9a000-7f9317bf2000 r--p 001bd000 fe:01 10893627                   /usr/lib/x86_64-linux-gnu/libc.so.6
#16 0.553 7f9317bf2000-7f9317bf6000 r--p 00214000 fe:01 10893627                   /usr/lib/x86_64-linux-gnu/libc.so.6
#16 0.553 7f9317bf6000-7f9317bf8000 rw-p 00218000 fe:01 10893627                   /usr/lib/x86_64-linux-gnu/libc.so.6
#16 0.553 7f9317bf8000-7f9317c05000 rw-p 00000000 00:00 0
#16 0.553 7f9317c05000-7f9317c2e000 r--p 00000000 fe:01 2644784                    /usr/lib/x86_64-linux-gnu/libruby-3.0.so.3.0.2
#16 0.553 7f9317c2e000-7f9317e5c000 r-xp 00029000 fe:01 2644784                    /usr/lib/x86_64-linux-gnu/libruby-3.0.so.3.0.2
#16 0.553 7f9317e5c000-7f9317f62000 r--p 00257000 fe:01 2644784                    /usr/lib/x86_64-linux-gnu/libruby-3.0.so.3.0.2
#16 0.553 7f9317f62000-7f9317f69000 r--p 0035c000 fe:01 2644784                    /usr/lib/x86_64-linux-gnu/libruby-3.0.so.3.0.2
#16 0.553 7f9317f69000-7f9317f6a000 rw-p 00363000 fe:01 2644784                    /usr/lib/x86_64-linux-gnu/libruby-3.0.so.3.0.2
#16 0.553 7f9317f6a000-7f9317f7a000 rw-p 00000000 00:00 0
#16 0.553 7f9317f7d000-7f9317f7f000 rw-p 00000000 00:00 0
#16 0.553 7f9317f7f000-7f9317f81000 r--p 00000000 fe:01 10893609                   /usr/lib/x86_64-linux-gnu/ld-linux-x86-64.so.2
#16 0.553 7f9317f81000-7f9317fab000 r-xp 00002000 fe:01 10893609                   /usr/lib/x86_64-linux-gnu/ld-linux-x86-64.so.2
#16 0.553 7f9317fab000-7f9317fb6000 r--p 0002c000 fe:01 10893609                   /usr/lib/x86_64-linux-gnu/ld-linux-x86-64.so.2
#16 0.553 7f9317fb7000-7f9317fb9000 r--p 00037000 fe:01 10893609                   /usr/lib/x86_64-linux-gnu/ld-linux-x86-64.so.2
#16 0.553 7f9317fb9000-7f9317fbb000 rw-p 00039000 fe:01 10893609                   /usr/lib/x86_64-linux-gnu/ld-linux-x86-64.so.2
#16 0.553 7ffdf4ccc000-7ffdf54cb000 rw-p 00000000 00:00 0                          [stack]
#16 0.553 7ffdf5503000-7ffdf5507000 r--p 00000000 00:00 0                          [vvar]
#16 0.553 7ffdf5507000-7ffdf5509000 r-xp 00000000 00:00 0                          [vdso]
#16 0.553 ffffffffff600000-ffffffffff601000 r-xp 00000000 00:00 0                  [vsyscall]
#16 0.553
#16 0.553
#16 0.560 Aborted
------
executor failed running [/bin/sh -c ruby test.rb]: exit code: 134

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