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
|
First end-to-end `pdf_trio` results!
## Source
Will use AIT partner #1830 (U Alberta) CDX as input. These are unique by
digest, about 100k.
ArchiveIt-Collection-1830.download.cdx
## Testing/Prep
Versions/setup:
sandcrawler: f613f69a40fcc9a445f21cadd35d7c36c8061db8
=> patched to 'auto' mode
pdf_trio: 03bd3fdc15418462b2b1582e4f967f26ddcb43e2
pdftrio: 'auto' mode
uwsgi: 16x processes
sudo docker run --rm -p 8501:8501 -e TF_XLA_FLAGS=--tf_xla_cpu_global_jit -e KMP_AFFINITY=granularity=fine,compact,1,0 -e KMP_BLOCKTIME=0 -e OMP_NUM_THREADS=24 -e TENSORFLOW_INTER_OP_PARALLELISM=1 -e TENSORFLOW_INTRA_OP_PARALLELISM=24 -v /srv/pdftrio//models/bert_models:/models/bert_model -v /srv/pdftrio//models/pdf_image_classifier_model:/models/image_model -v /srv/pdftrio//config/tfserving_models_docker.config:/models/tfserving_models.config -v /srv/pdftrio/config/tfserving_batch.config:/models/tfserving_batch.config --name pdftrio-tfserving tensorflow/serving --model_config_file=/models/tfserving_models.config --enable_batching=true --batching_parameters_file=/models/tfserving_batch.config
Basic testing::
head -n100 /srv/sandcrawler/tasks/ArchiveIt-Collection-1830.download.cdx | parallel -j20 --pipe --linebuffer ./pdftrio_tool.py --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx - | jq .
head -n100 /srv/sandcrawler/tasks/ArchiveIt-Collection-1830.download.cdx | parallel -j20 --pipe --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env qa --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
=> Running in kafka output mode, publishing to sandcrawler-qa.pdftrio-output
On the persist side:
kafkacat -C -b wbgrp-svc263.us.archive.org -t sandcrawler-qa.pdftrio-output | head | jq .
=> looks fine
./sandcrawler_worker.py --kafka-hosts wbgrp-svc263.us.archive.org --env qa persist-pdftrio
=> Consuming from kafka topic sandcrawler-qa.pdftrio-output, group persist-pdftrio
Ah, don't forget, start persist before writing to topic! Or would need to reset
offsets to start.
Seems to be only a single pdftext instance running? Very low CPU
head -n500 /srv/sandcrawler/tasks/ArchiveIt-Collection-1830.download.cdx | parallel -j40 -N1 --pipe --round-robin --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env qa --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
That is much better! CPU still not pegged, so maybe could do 50x processes? Lots of I/O wait. Blech.
Zero ("0") not getting persisted for any columns (fixed in sandcrawler/db.py)
`models_date` not getting set. Added `PDFTRIO_MODELS_DATE="2020-01-01"` to env. (TODO: ansible)
## Prod Run
./sandcrawler_worker.py --kafka-hosts wbgrp-svc263.us.archive.org --env prod persist-pdftrio
time cat /srv/sandcrawler/tasks/ArchiveIt-Collection-1830.download.cdx | parallel -j40 -N1 --pipe --round-robin --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env prod --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
Worker CPU basically blocked on pdftotext, multiple 100% CPU. Presumably I/O
wait? Though not totally sure.
htop:
PID USER PRI NI VIRT RES SHR S CPU% MEM% TIME+ Command
17951 pdftrio 20 0 51756 12868 5856 R 90.1 0.0 0:06.61 pdftotext -nopgbrk -eol unix -enc UTF-8 /tmp/research-p
17870 pdftrio 20 0 52004 12964 5684 R 87.4 0.0 0:08.61 pdftotext -nopgbrk -eol unix -enc UTF-8 /tmp/research-p
13735 root 20 0 10.4G 3815M 4144 S 79.6 7.6 48h02:37 tensorflow_model_server --port=8500 --rest_api_port=850
14522 pdftrio 20 0 2817M 1331M 16896 R 43.1 2.6 0:57.75 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
18027 pdftrio 20 0 49192 10692 6116 R 39.8 0.0 0:00.61 pdftotext -nopgbrk -eol unix -enc UTF-8 /tmp/research-p
14518 pdftrio 20 0 2818M 1336M 16836 S 33.3 2.7 0:47.46 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14504 pdftrio 20 0 2731M 1310M 13164 D 32.6 2.6 0:34.81 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14526 pdftrio 20 0 2816M 1333M 16832 R 28.7 2.7 0:57.22 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14500 pdftrio 20 0 2729M 1306M 13160 R 20.9 2.6 0:22.57 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14492 pdftrio 20 0 2729M 1307M 13156 S 17.6 2.6 0:17.91 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14508 pdftrio 20 0 2734M 1312M 14380 D 14.4 2.6 0:38.75 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14496 pdftrio 20 0 2728M 1300M 13160 S 13.7 2.6 0:18.00 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
17314 sandcrawl 20 0 56668 18228 4304 D 13.7 0.0 0:02.31 perl /usr/bin/parallel -j40 -N1 --pipe --round-robin --
14472 pdftrio 20 0 2725M 1283M 13136 S 12.4 2.6 0:05.69 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14513 pdftrio 20 0 2730M 1309M 14300 S 11.1 2.6 0:40.32 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14480 pdftrio 20 0 2725M 1291M 13144 S 10.4 2.6 0:08.77 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14488 pdftrio 20 0 2725M 1294M 13152 S 9.8 2.6 0:08.18 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
14468 pdftrio 20 0 2717M 1271M 13088 S 6.5 2.5 0:02.42 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
17411 sandcrawl 20 0 556M 53840 14936 S 6.5 0.1 0:01.57 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
14530 pdftrio 20 0 2524M 1252M 3492 S 4.6 2.5 0:12.72 /usr/bin/uwsgi --ini /srv/pdftrio/src/uwsgi.ini
7311 bnewbold 20 0 27716 5520 3128 R 3.9 0.0 0:41.59 htop
17444 sandcrawl 20 0 552M 50456 14892 S 3.9 0.1 0:01.54 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
18042 pdftrio 20 0 46068 6588 5328 R 3.3 0.0 0:00.05 pdftotext -nopgbrk -eol unix -enc UTF-8 /tmp/research-p
18043 pdftrio 20 0 4 4 0 R 2.6 0.0 0:00.04
2203 grobid 20 0 6334M 126M 4188 S 0.7 0.3 3h27:32 /usr/lib/jvm/java-8-openjdk-amd64/bin/java -XX:MaxMetas
17419 sandcrawl 20 0 619M 116M 15248 S 0.7 0.2 0:02.68 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17440 sandcrawl 20 0 578M 76948 15160 S 0.7 0.1 0:01.54 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
13848 root 20 0 0 0 0 D 0.7 0.0 0:00.69 kworker/u60:1
17443 sandcrawl 20 0 578M 76500 14912 S 0.7 0.1 0:01.74 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17414 sandcrawl 20 0 580M 77720 15036 S 0.0 0.2 0:01.77 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17432 sandcrawl 20 0 563M 61460 14976 S 0.0 0.1 0:01.59 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17442 sandcrawl 20 0 561M 53096 15240 S 0.0 0.1 0:01.47 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17433 sandcrawl 20 0 559M 57160 15176 S 0.0 0.1 0:01.52 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17431 sandcrawl 20 0 554M 50960 14892 S 0.0 0.1 0:01.37 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
17413 sandcrawl 20 0 554M 52376 14920 S 0.0 0.1 0:01.57 python3 ./pdftrio_tool.py --kafka-mode --kafka-env qa -
dstat:
----total-cpu-usage---- -dsk/total- -net/total- ---paging-- ---system--
usr sys idl wai hiq siq| read writ| recv send| in out | int csw
32 9 22 37 0 0| 0 37M| 20M 12M| 0 0 | 35k 64k
20 6 24 50 0 0| 0 20M| 30M 5662k| 0 0 | 27k 48k
27 7 24 43 0 0| 0 26M|8712k 6289k| 0 0 | 21k 114k
30 8 23 38 0 0|4096B 61M| 17M 20M| 0 0 | 31k 54k
33 6 17 44 0 0| 0 32M| 14M 6384k| 0 0 | 27k 46k
25 6 24 44 0 0| 0 19M| 18M 13M| 0 0 | 27k 179k
40 6 19 35 0 0|8192B 25M|7855k 6661k| 0 0 | 31k 85k
59 8 12 20 0 0| 0 39M|4177k 33M| 0 0 | 34k 64k
34 4 17 44 0 0| 0 16M|7527k 11M| 0 0 | 22k 45k
44 7 17 32 0 0| 0 30M| 20M 291k| 0 0 | 36k 62k
Create tmpfs:
sudo mkdir -p /pdftrio-ramdisk
#sudo mount -t tmpfs -o size=2g tmpfs /pdftrio-ramdisk
sudo mount -t tmpfs -o size=6g tmpfs /pdftrio-ramdisk
add to pdftrio config env and restart:
TEMP=/run/pdf_trio
Seems to have worked. Pretty much maxed CPU, may need to back-off parallelism. Doing more than 31/sec.
Errors were not getting encoded correctly:
File "/fast/sandcrawler/python/sandcrawler/persist.py", line 331, in push_batch
r['pdf_trio']['key'] = r['key']
KeyError: 'pdf_trio'
Fixed in sandcrawler worker, and patched persist to work around this.
time cat /srv/sandcrawler/tasks/ArchiveIt-Collection-1830.download.cdx | parallel -j30 -N1 --pipe --round-robin --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env prod --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
Wow, 30x parallelism waaaay less?
time cat /srv/sandcrawler/tasks/ArchiveIt-Collection-1830.download.cdx | parallel -j30 -N1 --pipe --round-robin --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env prod --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
What changed? Confused. Load average was like 40.
Via kafka, as much as 69.71/sec! Errors?
Hrm, this whole `auto` thing. I am very skeptical. Should also do a run as `all`, -j20.
Worker: Counter({'total': 1916, 'pushed': 1916})
CDX lines pushed: Counter({'total': 1934, 'pushed': 1916, 'skip-parse': 18})
Hit some bugs, causing failure, but still seem to have processed a good chunk.
Switched to `all`, running a different batch:
time cat /srv/sandcrawler/tasks/ArchiveIt-Collection-1914.download.cdx | parallel -j20 -N1 --pipe --round-robin --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env prod --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
After flag change, another batch in `all`:
time cat /srv/sandcrawler/tasks/ArchiveIt-Collection-2566.download.cdx | parallel -j20 -N1 --pipe --round-robin --linebuffer ./pdftrio_tool.py --kafka-mode --kafka-env prod --kafka-hosts wbgrp-svc263.us.archive.org,wbgrp-svc284.us.archive.org,wbgrp-svc285.us.archive.org --pdftrio-host http://localhost:3939 -j0 classify-pdf-cdx -
|