NLP-Models-Tensorflow/chatbot at master · mesolitica/NLP-Models-Tensorflow

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Name		Name	Last commit message	Last commit date
parent directory ..
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
35.byte-net.py		35.byte-net.py
36.estimator.ipynb		36.estimator.ipynb
37.capsule-lstm-seq2seq-greedy.ipynb		37.capsule-lstm-seq2seq-greedy.ipynb
37.capsule-lstm-seq2seq-greedy.py		37.capsule-lstm-seq2seq-greedy.py
38.capsule-lstm-seq2seq-luong-beam.ipynb		38.capsule-lstm-seq2seq-luong-beam.ipynb
38.capsule-lstm-seq2seq-luong-beam.py		38.capsule-lstm-seq2seq-luong-beam.py
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.transformer-xl-lstm.ipynb		48.transformer-xl-lstm.ipynb
49.gpt-2-lstm.ipynb		49.gpt-2-lstm.ipynb
5.lstm-seq2seq-api-greedy.ipynb		5.lstm-seq2seq-api-greedy.ipynb
50.conv-encoder-conv-decoder.ipynb		50.conv-encoder-conv-decoder.ipynb
51.conv-encoder-lstm.ipynb		51.conv-encoder-lstm.ipynb
52.tacotron-greedy.ipynb		52.tacotron-greedy.ipynb
53.tacotron-beam.ipynb		53.tacotron-beam.ipynb
54.google-nmt.ipynb		54.google-nmt.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
dataset.tar.gz		dataset.tar.gz
dnc.py		dnc.py
gpt_2.py		gpt_2.py
util.py		util.py

README.md

How-to

Unzip dataset.tar.gz
Run any notebook using Jupyter Notebook.

Accuracy, not sorted

Based on training accuracy for 20 epochs.

name	accuracy
1.basic-seq2seq-manual	0.816000
2.lstm-seq2seq-manual	0.735000
3.gru-seq2seq-manual	0.846833
4.basic-seq2seq-api-greedy	1.009119
5.lstm-seq2seq-api-greedy	0.984596
6.gru-seq2seq-greedy	1.008869
7.basic-birnn-seq2seq-manual	0.990333
8.lstm-birnn-seq2seq-manual	0.732833
9.gru-birnn-seq2seq-manual	0.936667
10.basic-birnn-seq2seq-greedy	1.009586
11.lstm-birnn-seq2seq-greedy	0.991938
12.gru-birnn-seq2seq-greedy	1.008791
13.basic-seq2seq-luong	0.821167
14.lstm-seq2seq-luong	0.723167
15.gru-seq2seq-luong	0.751667
16.basic-seq2seq-bahdanau	0.811833
17.lstm-seq2seq-bahdanau	0.721833
18.gru-seq2seq-bahdanau	0.728167
19.lstm-birnn-seq2seq-luong	0.728500
20.gru-birnn-seq2seq-luong	0.743833
21.lstm-birnn-seq2seq-bahdanau	0.718833
22.gru-birnn-seq2seq-bahdanau	0.746667
23.lstm-birnn-seq2seq-bahdanau-luong	0.721000
24.gru-birnn-seq2seq-bahdanau-luong	0.747667
25.lstm-seq2seq-greedy-luong	0.974864
26.gru-seq2seq-greedy-luong	0.999175
27.lstm-seq2seq-greedy-bahdanau	0.987874
28.gru-seq2seq-greedy-bahdanau	1.000434
29.lstm-seq2seq-beam	0.874802
30.gru-seq2seq-beam	0.905397
31.lstm-birnn-seq2seq-beam-luong	0.913772
32.gru-birnn-seq2seq-beam-luong	0.856824
33.lstm-birnn-seq2seq-luong-bahdanau-stack-beam	0.732801
34.gru-birnn-seq2seq-luong-bahdanau-stack-beam	0.756537
35.byte-net	0.877510
36.estimator
37.capsule-lstm-seq2seq-greedy	0.655007
38.capsule-lstm-seq2seq-luong-beam	0.275569
39.lstm-birnn-seq2seq-luong-bahdanau-stack-beam-dropout-l2	0.312999
40.dnc-seq2seq-bahdanau-greedy	0.962712
41.lstm-birnn-seq2seq-beam-luongmonotic	0.917333
42.lstm-birnn-seq2seq-beam-bahdanaumonotic	0.929333
43.memory-network-basic	0.945333
44.memory-network-lstm	0.900000
45.attention-is-all-you-need	0.704549
46.transformer-xl	0.874486
47.attention-is-all-you-need-beam-search	0.836433
48.transformer-xl-lstm	0.826571
49.gpt-2-lstm	0.645157
50.conv-encoder-conv-decoder	0.518504
51.conv-encoder-lstm	0.924609
52.tacotron-greedy	0.876267
53.tacotron-beam	0.855140
54.google-nmt	1.006089

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Accuracy, not sorted