I am trying a simple translation problem from data that looks like
-2.0 x^ 1.0 + -1.0 x^ -1.0 + ... -> b j r q p o n m l k a i h g f e d c
When I run the preprocessing step, the vocab is
tgt vocab {'<unk>': 0, '<blank>': 1, '<s>': 2, '</s>': 3}
src vocab {'<unk>': 0, '<blank>': 1}
I have checked the source/target files pretty thoroughly and am confused about the issue. I would appreciate any guidance.
I additionally, I constructed my own vocab files and passed them with the preprocessing step. This also doesn't produce training data and the training step fails.
Could you provide:
onmt_preprocess -train_src ./data/train_src.txt -train_tgt ./data/train_tgt.txt -valid_src ./data/valid_src.txt -valid_tgt ./data/valid_tgt.txt -save_data ./data/model
train_tgt.txt:
```b j r q p o n m l k a i h g f e d c
b j k l m n o p q r a c d e f g h i
c k j r q p o n m l b a i h g f e d
c k j r q p o n m l a b i h g f e d
c k j l m n o p q r b a d e f g h i
train_src.txt:
```-2.0 x^ 1.0 + -1.0 x^ -1.0 + 0.0 x^ 2.0 + 1.0 x^ -2.0 + 2.0 x^ 2.0 + 3.0 x^ -2.0 + 4.0 x^ 2.0 + 5.0 x^ -2.0 + 6.0 x^ 2.0 + 7.0 x^ -2.0 + 8.0 x^ 2.0 + 9.0 x^ -2.0 + 10.0 x^ 2.0 + 11.0 x^ -2.0 + 12.0 x^ 2.0 + 13.0 x^ -2.0 + 14.0 x^ 1.0 + 15.0 x^ -1.0 + 16.0 x^ 1.0
5.0 x^ 1.0 + 6.0 x^ -1.0 + 7.0 x^ 2.0 + 8.0 x^ -2.0 + 9.0 x^ 3.0 + 10.0 x^ -3.0 + 11.0 x^ 3.0 + 12.0 x^ -3.0 + 13.0 x^ 3.0 + 14.0 x^ -3.0 + 15.0 x^ 3.0 + 16.0 x^ -3.0 + 17.0 x^ 3.0 + 18.0 x^ -3.0 + 19.0 x^ 3.0 + 20.0 x^ -3.0 + 21.0 x^ 2.0 + 22.0 x^ -2.0 + 23.0 x^ 1.0
-4.0 x^ 1.0 + -3.0 x^ -1.0 + -2.0 x^ 2.0 + -1.0 x^ -3.0 + 0.0 x^ 4.0 + 1.0 x^ -4.0 + 2.0 x^ 4.0 + 3.0 x^ -4.0 + 4.0 x^ 4.0 + 5.0 x^ -4.0 + 6.0 x^ 4.0 + 7.0 x^ -4.0 + 8.0 x^ 4.0 + 9.0 x^ -4.0 + 10.0 x^ 3.0 + 11.0 x^ -3.0 + 12.0 x^ 2.0 + 13.0 x^ -1.0 + 14.0 x^ 1.0
-5.0 x^ 1.0 + -4.0 x^ -2.0 + -3.0 x^ 3.0 + -2.0 x^ -3.0 + -1.0 x^ 4.0 + 0.0 x^ -4.0 + 1.0 x^ 4.0 + 2.0 x^ -4.0 + 3.0 x^ 4.0 + 4.0 x^ -4.0 + 5.0 x^ 4.0 + 6.0 x^ -4.0 + 7.0 x^ 4.0 + 8.0 x^ -4.0 + 9.0 x^ 3.0 + 10.0 x^ -3.0 + 11.0 x^ 2.0 + 12.0 x^ -1.0 + 13.0 x^ 1.0
2.0 x^ 1.0 + 3.0 x^ -1.0 + 4.0 x^ 2.0 + 5.0 x^ -3.0 + 6.0 x^ 4.0 + 7.0 x^ -4.0 + 8.0 x^ 5.0 + 9.0 x^ -5.0 + 10.0 x^ 5.0 + 11.0 x^ -5.0 + 12.0 x^ 5.0 + 13.0 x^ -5.0 + 14.0 x^ 5.0 + 15.0 x^ -5.0 + 16.0 x^ 4.0 + 17.0 x^ -4.0 + 18.0 x^ 3.0 + 19.0 x^ -2.0 + 20.0 x^ 1.0
Your src is longer than 50, which is the default value of -src_seq_length:
https://github.com/OpenNMT/OpenNMT-py/blob/46c04567ba425f1186a9e9d262fc8ec5764aa169/onmt/opts.py#L287
Hence every line is ignored in your dataset.
Thank you! I feel a little silly, but I definitely appreciate the help.
No worries, some of the default values might not be the best depending on tasks.
Most helpful comment
Your src is longer than 50, which is the default value of
-src_seq_length:https://github.com/OpenNMT/OpenNMT-py/blob/46c04567ba425f1186a9e9d262fc8ec5764aa169/onmt/opts.py#L287
Hence every line is ignored in your dataset.