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1.basic-seq2seq-manual.ipynb
1.basic-seq2seq-manual.ipynb
 
 
10.basic-birnn-seq2seq-greedy.ipynb
10.basic-birnn-seq2seq-greedy.ipynb
 
 
11.lstm-birnn-seq2seq-greedy.ipynb
11.lstm-birnn-seq2seq-greedy.ipynb
 
 
12.gru-birnn-seq2seq-greedy.ipynb
12.gru-birnn-seq2seq-greedy.ipynb
 
 
13.basic-seq2seq-luong.ipynb
13.basic-seq2seq-luong.ipynb
 
 
14.lstm-seq2seq-luong.ipynb
14.lstm-seq2seq-luong.ipynb
 
 
15.gru-seq2seq-luong.ipynb
15.gru-seq2seq-luong.ipynb
 
 
16.basic-seq2seq-bahdanau.ipynb
16.basic-seq2seq-bahdanau.ipynb
 
 
17.lstm-seq2seq-bahdanau.ipynb
17.lstm-seq2seq-bahdanau.ipynb
 
 
18.gru-seq2seq-bahdanau.ipynb
18.gru-seq2seq-bahdanau.ipynb
 
 
19.lstm-birnn-seq2seq-luong.ipynb
19.lstm-birnn-seq2seq-luong.ipynb
 
 
2.lstm-seq2seq-manual.ipynb
2.lstm-seq2seq-manual.ipynb
 
 
20.gru-birnn-seq2seq-luong.ipynb
20.gru-birnn-seq2seq-luong.ipynb
 
 
21.lstm-birnn-seq2seq-bahdanau.ipynb
21.lstm-birnn-seq2seq-bahdanau.ipynb
 
 
22.gru-birnn-seq2seq-bahdanau.ipynb
22.gru-birnn-seq2seq-bahdanau.ipynb
 
 
23.lstm-birnn-seq2seq-bahdanau-luong.ipynb
23.lstm-birnn-seq2seq-bahdanau-luong.ipynb
 
 
24.gru-birnn-seq2seq-bahdanau-luong.ipynb
24.gru-birnn-seq2seq-bahdanau-luong.ipynb
 
 
25.lstm-seq2seq-greedy-luong.ipynb
25.lstm-seq2seq-greedy-luong.ipynb
 
 
26.gru-seq2seq-greedy-luong.ipynb
26.gru-seq2seq-greedy-luong.ipynb
 
 
27.lstm-seq2seq-greedy-bahdanau.ipynb
27.lstm-seq2seq-greedy-bahdanau.ipynb
 
 
28.gru-seq2seq-greedy-bahdanau.ipynb
28.gru-seq2seq-greedy-bahdanau.ipynb
 
 
29.lstm-seq2seq-beam.ipynb
29.lstm-seq2seq-beam.ipynb
 
 
3.gru-seq2seq-manual.ipynb
3.gru-seq2seq-manual.ipynb
 
 
30.gru-seq2seq-beam.ipynb
30.gru-seq2seq-beam.ipynb
 
 
31.lstm-birnn-seq2seq-beam-luong.ipynb
31.lstm-birnn-seq2seq-beam-luong.ipynb
 
 
32.gru-birnn-seq2seq-beam-luong.ipynb
32.gru-birnn-seq2seq-beam-luong.ipynb
 
 
33.lstm-birnn-seq2seq-luong-bahdanau-stack-beam.ipynb
33.lstm-birnn-seq2seq-luong-bahdanau-stack-beam.ipynb
 
 
34.gru-birnn-seq2seq-luong-bahdanau-stack-beam.ipynb
34.gru-birnn-seq2seq-luong-bahdanau-stack-beam.ipynb
 
 
35.byte-net.ipynb
35.byte-net.ipynb
 
 
36.estimator.ipynb
36.estimator.ipynb
 
 
37.capsule-lstm-seq2seq-greedy.ipynb
37.capsule-lstm-seq2seq-greedy.ipynb
 
 
38.capsule-lstm-seq2seq-luong-beam.ipynb
38.capsule-lstm-seq2seq-luong-beam.ipynb
 
 
39.lstm-birnn-seq2seq-luong-bahdanau-stack-beam-dropout-l2.ipynb
39.lstm-birnn-seq2seq-luong-bahdanau-stack-beam-dropout-l2.ipynb
 
 
4.basic-seq2seq-api-greedy.ipynb
4.basic-seq2seq-api-greedy.ipynb
 
 
40.dnc-seq2seq-bahdanau-greedy.ipynb
40.dnc-seq2seq-bahdanau-greedy.ipynb
 
 
41.lstm-birnn-seq2seq-beam-luongmonotic.ipynb
41.lstm-birnn-seq2seq-beam-luongmonotic.ipynb
 
 
42.lstm-birnn-seq2seq-beam-bahdanaumonotic.ipynb
42.lstm-birnn-seq2seq-beam-bahdanaumonotic.ipynb
 
 
43.memory-network-basic.ipynb
43.memory-network-basic.ipynb
 
 
44.memory-network-lstm.ipynb
44.memory-network-lstm.ipynb
 
 
45.attention-is-all-you-need.ipynb
45.attention-is-all-you-need.ipynb
 
 
46.transformer-xl.ipynb
46.transformer-xl.ipynb
 
 
47.attention-is-all-you-need-beam-search.ipynb
47.attention-is-all-you-need-beam-search.ipynb
 
 
48.conv-encoder-conv-decoder.ipynb
48.conv-encoder-conv-decoder.ipynb
 
 
49.conv-encoder-lstm.ipynb
49.conv-encoder-lstm.ipynb
 
 
5.lstm-seq2seq-api-greedy.ipynb
5.lstm-seq2seq-api-greedy.ipynb
 
 
6.gru-seq2seq-greedy.ipynb
6.gru-seq2seq-greedy.ipynb
 
 
7.basic-birnn-seq2seq-manual.ipynb
7.basic-birnn-seq2seq-manual.ipynb
 
 
8.lstm-birnn-seq2seq-manual.ipynb
8.lstm-birnn-seq2seq-manual.ipynb
 
 
9.gru-birnn-seq2seq-manual.ipynb
9.gru-birnn-seq2seq-manual.ipynb
 
 
README.md
README.md
 
 
access.py
access.py
 
 
addressing.py
addressing.py
 
 
dnc.py
dnc.py
 
 
english-train
english-train
 
 
gpt_2.py
gpt_2.py
 
 
util.py
util.py
 
 
vietnam-train
vietnam-train
 
 

README.md

How-to

  1. Run any notebooks.

Accuracy, not sorted

Based on 20 epochs accuracy. The results will be different on different dataset. Trained on a GTX 960, 4GB VRAM.

name accuracy
1.basic-seq2seq-manual 0.915255
2.lstm-seq2seq-manual 0.917009
3.gru-seq2seq-manual 0.920200
4.basic-seq2seq-api-greedy 0.960998
5.lstm-seq2seq-api-greedy 0.202590
6.gru-seq2seq-greedy 0.408099
7.basic-birnn-seq2seq-manual 0.919491
8.lstm-birnn-seq2seq-manual 0.918473
9.gru-birnn-seq2seq-manual 0.922818
10.basic-birnn-seq2seq-greedy 0.957355
11.lstm-birnn-seq2seq-greedy 0.202628
12.gru-birnn-seq2seq-greedy 0.484461
13.basic-seq2seq-luong 0.916100
14.lstm-seq2seq-luong 0.917736
15.gru-seq2seq-luong 0.919482
16.basic-seq2seq-bahdanau 0.915700
17.lstm-seq2seq-bahdanau 0.721833
18.gru-seq2seq-bahdanau 0.919218
19.lstm-birnn-seq2seq-luong 0.918555
20.gru-birnn-seq2seq-luong 0.919445
21.lstm-birnn-seq2seq-bahdanau 0.917655
22.gru-birnn-seq2seq-bahdanau 0.920555
23.lstm-birnn-seq2seq-bahdanau-luong 0.918182
24.gru-birnn-seq2seq-bahdanau-luong 0.920045
25.lstm-seq2seq-greedy-luong 0.364322
26.gru-seq2seq-greedy-luong 0.627814
27.lstm-seq2seq-greedy-bahdanau 0.378199
28.gru-seq2seq-greedy-bahdanau 0.470696
29.lstm-seq2seq-beam 0.122135
30.gru-seq2seq-beam 0.163046
31.lstm-birnn-seq2seq-beam-luong 0.171741
32.gru-birnn-seq2seq-beam-luong 0.189787
33.lstm-birnn-seq2seq-luong-bahdanau-stack-beam 0.098961
34.gru-birnn-seq2seq-luong-bahdanau-stack-beam 0.091473
35.byte-net 1.022409
36.estimator
37.capsule-lstm-seq2seq-greedy
38.capsule-lstm-seq2seq-luong-beam
39.lstm-birnn-seq2seq-luong-bahdanau-stack-beam-dropout-l2 0.066305
40.dnc-seq2seq-bahdanau-greedy 0.711184
41.lstm-birnn-seq2seq-beam-luongmonotic 0.624756
42.lstm-birnn-seq2seq-beam-bahdanaumonotic 0.624756
43.memory-network-basic 0.965700
44.memory-network-lstm 0.942591
45.attention-is-all-you-need 0.170279
46.transformer-xl 0.114907
47.attention-is-all-you-need-beam-search 0.158205
48.conv-encoder-conv-decoder 0.462655
49.conv-encoder-lstm 0.438702