-
Notifications
You must be signed in to change notification settings - Fork 2
/
run-hmm-conformer-e2e.sh
182 lines (158 loc) · 8.32 KB
/
run-hmm-conformer-e2e.sh
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
#!/usr/bin/env bash
stage=1
separate_prior_run=true
. ./cmd.sh
. ./path.sh
. parse_options.sh
# you might not want to do this for interactive shells.
set -e
num_units=$(tree-info exp/chain_e2e/tree/tree | grep "num-pdfs" | cut -d" " -f2)
seed=3407
if [ $stage -le 25 ]; then
## sbatch won't wait, just exit after sbatching
## and then come back like every three days till its done.
sbatch local/chain/run_training_parallel_6gpu.sh \
--py_script "local/chain_e2e/sb-train-lfmmi-e2e-conformer.py" \
--hparams "hyperparams/chain/Conformer-I-e2e.yaml"
exit
fi
if [ $stage -le 27 ]; then
# There's a hack for num_units
#local/chain/decode.sh --datadir data/dev_clean \
# --acwt 1.0 --post-decode-acwt 10.0 \
# --hparams "hyperparams/chain/Conformer-I-e2e.yaml" \
# --num_units 2256 \
# --tree exp/chain_e2e/tree \
# --graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
# --py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
# --decodedir "exp/chain_e2e/Conformer-I/3407-${num_units}units/decode_dev_clean_bpe.5000.varikn_acwt1.0"
local/chain/decode.sh --datadir data/dev_other/ \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I/3407-${num_units}units/decode_dev_other_bpe.5000.varikn_acwt1.0"
fi
if [ $stage -le 28 ]; then
local/chain/decode.sh --datadir data/test_clean \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I/3407-${num_units}units/decode_test_clean_bpe.5000.varikn_acwt1.0"
local/chain/decode.sh --datadir data/test_other/ \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I/3407-${num_units}units/decode_test_other_bpe.5000.varikn_acwt1.0"
fi
if [ $stage -le 29 ]; then
## sbatch won't wait, just exit after sbatching
## and then come back like every three days till its done.
sbatch local/chain/run_training_parallel_2gpu.sh \
--py_script "local/chain_e2e/sb-train-lfmmi-e2e-conformer-finetune.py" \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml"
exit
fi
if [ $stage -le 30 ]; then
# There's a hack for num_units
local/chain/decode.sh --datadir data/dev_clean \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_clean_bpe.5000.varikn_acwt1.0"
local/chain/decode.sh --datadir data/dev_other/ \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_other_bpe.5000.varikn_acwt1.0"
fi
if [ $stage -le 31 ]; then
local/chain/decode.sh --datadir data/test_clean \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_clean_bpe.5000.varikn_acwt1.0"
local/chain/decode.sh --datadir data/test_other/ \
--acwt 1.0 --post-decode-acwt 10.0 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--num_units 2256 \
--tree exp/chain_e2e/tree \
--graphdir exp/chain_e2e/graph/graph_bpe.5000.varikn \
--py_script "local/chain_e2e/sb-test-lfmmi-e2e-conformer.py" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_other_bpe.5000.varikn_acwt1.0"
fi
# Let's get into the other LMs
if [ $stage -le 32 ]; then
local/chain/decode.sh \
--acwt 1.0 --post-decode-acwt 10.0 \
--tree exp/chain_e2e/tree \
--num_units 2256 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--stage 2 --posteriors_from "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_clean_bpe.5000.varikn_acwt1.0" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_clean_3gram_pruned_char_acwt1.0" \
--graphdir exp/chain_e2e/graph/graph_3gram_pruned_char
local/chain/decode.sh --datadir data/dev_other/ \
--acwt 1.0 --post-decode-acwt 10.0 \
--tree exp/chain_e2e/tree \
--num_units 2256 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--stage 2 --posteriors_from "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_other_bpe.5000.varikn_acwt1.0" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_other_3gram_pruned_char_acwt1.0" \
--graphdir exp/chain_e2e/graph/graph_3gram_pruned_char
fi
if [ $stage -le 33 ]; then
steps/lmrescore_const_arpa.sh --scoring-opts "--hyp_filtering_cmd cat" \
--cmd "$basic_cmd" data/lang_3gram_pruned_char/ data/lang_4gram_char_const \
data/dev_clean exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_clean_3gram_pruned_char_acwt1.0 \
"exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_clean_4gram_pruned_char_acwt1.0"
steps/lmrescore_const_arpa.sh --scoring-opts "--hyp_filtering_cmd cat" \
--cmd "$basic_cmd" data/lang_3gram_pruned_char/ data/lang_4gram_char_const \
data/dev_other exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_other_3gram_pruned_char_acwt1.0 \
"exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_dev_other_4gram_pruned_char_acwt1.0"
fi
# Let's get into the other LMs
if [ $stage -le 34 ]; then
local/chain/decode.sh \
--acwt 1.0 --post-decode-acwt 10.0 \
--tree exp/chain_e2e/tree \
--num_units 2256 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--stage 2 --posteriors_from "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_clean_bpe.5000.varikn_acwt1.0" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_clean_3gram_pruned_char_acwt1.0" \
--graphdir exp/chain_e2e/graph/graph_3gram_pruned_char
local/chain/decode.sh --datadir data/test_other/ \
--acwt 1.0 --post-decode-acwt 10.0 \
--tree exp/chain_e2e/tree \
--num_units 2256 \
--hparams "hyperparams/chain/Conformer-I-finetune-e2e.yaml" \
--stage 2 --posteriors_from "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_other_bpe.5000.varikn_acwt1.0" \
--decodedir "exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_other_3gram_pruned_char_acwt1.0" \
--graphdir exp/chain_e2e/graph/graph_3gram_pruned_char
fi
if [ $stage -le 35 ]; then
steps/lmrescore_const_arpa.sh --scoring-opts "--hyp_filtering_cmd cat" \
--cmd "$basic_cmd" data/lang_3gram_pruned_char/ data/lang_4gram_char_const \
data/test_clean exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_clean_3gram_pruned_char_acwt1.0 \
"exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_clean_4gram_pruned_char_acwt1.0"
steps/lmrescore_const_arpa.sh --scoring-opts "--hyp_filtering_cmd cat" \
--cmd "$basic_cmd" data/lang_3gram_pruned_char/ data/lang_4gram_char_const \
data/test_other exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_other_3gram_pruned_char_acwt1.0 \
"exp/chain_e2e/Conformer-I-finetune/3407-${num_units}units/decode_test_other_4gram_pruned_char_acwt1.0"
fi