Chapter 03
Install FastText
NotebookPython 38 cells
Install FastText
In [1]python · cell 2
python
!wget https://github.com/facebookresearch/fastText/archive/0.2.0.zip
!unzip 0.2.0.zip
%cd fastText-0.2.0
!makeOutput
--2019-02-02 14:43:56-- https://github.com/facebookresearch/fastText/archive/0.2.0.zip
Resolving github.com (github.com)... 140.82.118.3, 140.82.118.4
Connecting to github.com (github.com)|140.82.118.3|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://codeload.github.com/facebookresearch/fastText/zip/0.2.0 [following]
--2019-02-02 14:43:56-- https://codeload.github.com/facebookresearch/fastText/zip/0.2.0
Resolving codeload.github.com (codeload.github.com)... 192.30.253.121, 192.30.253.120
Connecting to codeload.github.com (codeload.github.com)|192.30.253.121|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: unspecified [application/zip]
Saving to: ‘0.2.0.zip’
0.2.0.zip [ <=> ] 4.10M 6.17MB/s in 0.7s
2019-02-02 14:43:57 (6.17 MB/s) - ‘0.2.0.zip’ saved [4304799]
Archive: 0.2.0.zip
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/content/fastText-0.2.0
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/args.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/dictionary.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/productquantizer.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/matrix.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/qmatrix.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/vector.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/model.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/utils.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/meter.cc
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops -c src/fasttext.cc
[01m[Ksrc/fasttext.cc:[m[K In member function ‘[01m[Kvoid fasttext::FastText::quantize(const fasttext::Args&)[m[K’:
[01m[Ksrc/fasttext.cc:302:45:[m[K [01;35m[Kwarning: [m[K‘[01m[Kstd::vector<int> fasttext::FastText::selectEmbeddings(int32_t) const[m[K’ is deprecated: selectEmbeddings is being deprecated. [[01;35m[K-Wdeprecated-declarations[m[K]
auto idx = selectEmbeddings(qargs.cutoff[01;35m[K)[m[K;
[01;35m[K^[m[K
[01m[Ksrc/fasttext.cc:279:22:[m[K [01;36m[Knote: [m[Kdeclared here
std::vector<int32_t> [01;36m[KFastText[m[K::selectEmbeddings(int32_t cutoff) const {
[01;36m[K^~~~~~~~[m[K
[01m[Ksrc/fasttext.cc:[m[K In member function ‘[01m[Kvoid fasttext::FastText::lazyComputeWordVectors()[m[K’:
[01m[Ksrc/fasttext.cc:531:40:[m[K [01;35m[Kwarning: [m[K‘[01m[Kvoid fasttext::FastText::precomputeWordVectors(fasttext::Matrix&)[m[K’ is deprecated: precomputeWordVectors is being deprecated. [[01;35m[K-Wdeprecated-declarations[m[K]
precomputeWordVectors(*wordVectors_[01;35m[K)[m[K;
[01;35m[K^[m[K
[01m[Ksrc/fasttext.cc:514:6:[m[K [01;36m[Knote: [m[Kdeclared here
void [01;36m[KFastText[m[K::precomputeWordVectors(Matrix& wordVectors) {
[01;36m[K^~~~~~~~[m[K
[01m[Ksrc/fasttext.cc:[m[K In member function ‘[01m[Kvoid fasttext::FastText::trainThread(int32_t)[m[K’:
[01m[Ksrc/fasttext.cc:650:41:[m[K [01;35m[Kwarning: [m[K‘[01m[Kvoid fasttext::FastText::supervised(fasttext::Model&, fasttext::real, const std::vector<int>&, const std::vector<int>&)[m[K’ is deprecated: supervised is being deprecated. [[01;35m[K-Wdeprecated-declarations[m[K]
supervised(model, lr, line, labels[01;35m[K)[m[K;
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[01m[Ksrc/fasttext.cc:338:6:[m[K [01;36m[Knote: [m[Kdeclared here
void [01;36m[KFastText[m[K::supervised(
[01;36m[K^~~~~~~~[m[K
[01m[Ksrc/fasttext.cc:653:27:[m[K [01;35m[Kwarning: [m[K‘[01m[Kvoid fasttext::FastText::cbow(fasttext::Model&, fasttext::real, const std::vector<int>&)[m[K’ is deprecated: cbow is being deprecated. [[01;35m[K-Wdeprecated-declarations[m[K]
cbow(model, lr, line[01;35m[K)[m[K;
[01;35m[K^[m[K
[01m[Ksrc/fasttext.cc:355:6:[m[K [01;36m[Knote: [m[Kdeclared here
void [01;36m[KFastText[m[K::cbow(Model& model, real lr, const std::vector<int32_t>& line) {
[01;36m[K^~~~~~~~[m[K
[01m[Ksrc/fasttext.cc:656:31:[m[K [01;35m[Kwarning: [m[K‘[01m[Kvoid fasttext::FastText::skipgram(fasttext::Model&, fasttext::real, const std::vector<int>&)[m[K’ is deprecated: skipgram is being deprecated. [[01;35m[K-Wdeprecated-declarations[m[K]
skipgram(model, lr, line[01;35m[K)[m[K;
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[01m[Ksrc/fasttext.cc:371:6:[m[K [01;36m[Knote: [m[Kdeclared here
void [01;36m[KFastText[m[K::skipgram(
[01;36m[K^~~~~~~~[m[K
c++ -pthread -std=c++0x -march=native -O3 -funroll-loops args.o dictionary.o productquantizer.o matrix.o qmatrix.o vector.o model.o utils.o meter.o fasttext.o src/main.cc -o fasttext
Make simple dataset
In [0]python · cell 4
python
# 1 is positive, 0 is negative
f = open('train.txt', 'w')
f.write('__label__1 i love you\n')
f.write('__label__1 he loves me\n')
f.write('__label__1 she likes baseball\n')
f.write('__label__0 i hate you\n')
f.write('__label__0 sorry for that\n')
f.write('__label__0 this is awful')
f.close()
f = open('test.txt', 'w')
f.write('sorry hate you')
f.close()Training
In [18]python · cell 6
python
!./fasttext supervised -input train.txt -output model -dim 2Output
Read 0M words Number of words: 17 Number of labels: 2 Progress: 100.0% words/sec/thread: 17608 lr: 0.000000 loss: 0.672308 ETA: 0h 0m
Predict
In [22]python · cell 8
python
!cat test.txt
!./fasttext predict model.bin test.txtOutput
sorry hate you__label__0