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点数ログ

ここでは private-isu を解くにあたっての点数のログを一覧します。

初回ベンチマーク (Ruby実装): 1026点

{"pass":true,"score":1026,"success":889,"fail":0,"messages":[]}

PHP実装に切り替え: 3288点

{"pass":true,"score":3288,"success":3085,"fail":0,"messages":[]}

各種計測ログや計測を仕込んだ後: 2802点

{"pass":true,"score":2802,"success":2627,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
103 0 103 0 0 0 GET / 0.875 5.175 275.395 2.674 3.712 4.270 5.005 0.823 4409.000 5886.000 537822.000 5221.573
1517 0 1517 0 0 0 GET ^/image/.+$ 0.001 2.456 268.300 0.177 0.520 0.838 1.912 0.331 34439.000 1057898.000 295909057.000 195062.002
131 0 131 0 0 0 GET ^/posts/\d+$ 0.042 2.060 48.283 0.369 0.883 1.324 1.657 0.379 750.000 1836.000 167699.000 1280.145
# Rank Query ID                            Response time  Calls R/Call V/M
# ==== =================================== ============== ===== ====== ===
#    1 0x624863D30DAC59FA16849282195BE09F  208.9196 67.8%  2801 0.0746  0.00 SELECT comments
#    2 0x422390B42D4DD86C7539A5F45EB76A80   79.6292 25.8%  2932 0.0272  0.00 SELECT comments
#    3 0x100EC8B5C400F34381F9D7F7FA80A53D   10.8826  3.5%   131 0.0831  0.00 SELECT comments
...
SELECT * FROM `comments` WHERE `post_id` = '10000' ORDER BY `created_at` DESC LIMIT 3\G
SELECT COUNT(*) AS `count` FROM `comments` WHERE `post_id` = '6777'\G
SELECT * FROM `comments` WHERE `post_id` = '6121' ORDER BY `created_at` DESC\G

First Bench Flamegraph Result

commentsテーブルへindex追加: 27353点

以下のクエリを実行。

ALTER TABLE comments ADD INDEX post_id_created_at_idx (post_id, created_at DESC);
{"pass":true,"score":27353,"success":25016,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
13143 0 13143 0 0 0 GET ^/image/.+ 0.001 0.109 347.973 0.026 0.039 0.045 0.062 0.011 36601.000 1156481.000 4207002421.000 320094.531
1205 0 1205 0 0 0 GET / 0.024 0.160 115.632 0.096 0.115 0.122 0.138 0.016 2478.000 5871.000 3517612.000 2919.180
1522 0 1522 0 0 0 GET ^/posts/\d+ 0.002 0.110 47.371 0.031 0.043 0.049 0.063 0.010 708.000 1885.000 1939409.000 1274.250
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x4858CF4D8CAA743E839C127C71B69E75  43.3642 39.2%  1205 0.0360  0.00 SELECT posts
#    2 0x19759A5557089FD5B718D440CBBB5C55  14.7213 13.3% 14665 0.0010  0.00 SELECT posts
#    3 0x396201721CD58410E070DA9421CA8C8D  11.6983 10.6% 75608 0.0002  0.00 SELECT users
...
SELECT `id`, `user_id`, `body`, `mime`, `created_at` FROM `posts` ORDER BY `created_at` DESC\G
SELECT * FROM `posts` WHERE `id` = '9951'\G
SELECT * FROM `users` WHERE `id` = '521'\G

Flamegraph

ユーザの画像をnginxから配信: 57835点

実施したこと: c38c147, c150c89

{"pass":true,"score":57835,"success":55844,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
1919 0 1919 0 0 0 GET / 0.024 0.196 242.230 0.126 0.155 0.161 0.174 0.021 2568.000 5868.000 5735867.000 2988.987
600 0 600 0 0 0 GET /posts 0.025 0.226 92.714 0.155 0.186 0.193 0.208 0.027 5148.000 5964.000 3315298.000 5525.497
40647 0 2482 38165 0 0 GET ^/image/.+ 0.000 0.151 74.092 0.002 0.000 0.000 0.066 0.011 0.000 1156467.000 402646247.000 9905.928
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x4858CF4D8CAA743E839C127C71B69E75  78.3924 47.9%   1919 0.0409  0.00 SELECT posts
#    2 0x7A12D0C8F433684C3027353C36CAB572  30.0311 18.3%    600 0.0501  0.00 SELECT posts
#    3 0x396201721CD58410E070DA9421CA8C8D  19.5462 11.9% 122443 0.0002  0.00 SELECT users
...
SELECT `id`, `user_id`, `body`, `mime`, `created_at` FROM `posts` ORDER BY `created_at` DESC\G
SELECT `id`, `user_id`, `body`, `mime`, `created_at` FROM `posts` WHERE `created_at` <= '2016-01-02T11:44:45+09:00' ORDER BY `created_at` DESC\G
SELECT * FROM `users` WHERE `id` = '862'\G

Flamegraph

トップページから呼んでいるクエリの全件取得をやめる + ORDER BY狙いINDEX追加: 93054点

実施したことは 188217a と、以下のINDEX追加:

ALTER TABLE posts ADD INDEX created_at_idx (created_at DESC);
{"pass":true,"score":93054,"success":90016,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
3268 0 3268 0 0 0 GET / 0.008 0.181 198.681 0.061 0.077 0.083 0.102 0.014 2408.000 5867.000 9364326.000 2865.461
770 0 770 0 0 0 GET /posts 0.026 0.214 109.569 0.142 0.169 0.174 0.189 0.024 5123.000 5959.000 4257236.000 5528.878
1552 0 0 1552 0 0 POST /login 0.001 0.104 80.263 0.052 0.070 0.074 0.085 0.014 5.000 5.000 7760.000 5.000
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x7A12D0C8F433684C3027353C36CAB572  41.5155 33.3%    770 0.0539  0.00 SELECT posts
#    2 0x396201721CD58410E070DA9421CA8C8D  26.7731 21.5% 174747 0.0002  0.00 SELECT users
#    3 0x624863D30DAC59FA16849282195BE09F  15.7744 12.6%  84487 0.0002  0.00 SELECT comments
...
SELECT `id`, `user_id`, `body`, `mime`, `created_at` FROM `posts` WHERE `created_at` <= '2016-01-02T11:46:24+09:00' ORDER BY `created_at` DESC\G
SELECT * FROM `users` WHERE `id` = '58'\G
SELECT * FROM `comments` WHERE `post_id` = '9812' ORDER BY `created_at` DESC LIMIT 3\G

Flamegraph

他のmake_posts周辺クエリも同様に改善する: 112481点

実施したこと: 4ba3089, 5022739

{"pass":true,"score":112481,"success":109220,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
3530 0 3530 0 0 0 GET / 0.007 0.145 200.530 0.057 0.072 0.078 0.095 0.013 2538.000 22238.000 10171918.000 2881.563
1320 0 1320 0 0 0 GET /posts 0.010 0.163 100.339 0.076 0.092 0.096 0.111 0.014 5153.000 5991.000 7320225.000 5545.625
1674 0 0 1674 0 0 POST /login 0.002 0.089 80.399 0.048 0.064 0.068 0.078 0.013 5.000 5.000 8370.000 5.000
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x396201721CD58410E070DA9421CA8C8D  33.7658 32.1% 227976 0.0001  0.00 SELECT users
#    2 0x624863D30DAC59FA16849282195BE09F  18.6468 17.7% 100698 0.0002  0.00 SELECT comments
#    3 0x422390B42D4DD86C7539A5F45EB76A80  17.8097 16.9% 102654 0.0002  0.00 SELECT comments
...
SELECT * FROM `users` WHERE `id` = '878'\G
SELECT * FROM `comments` WHERE `post_id` = '9916' ORDER BY `created_at` DESC LIMIT 3\G
SELECT COUNT(*) AS `count` FROM `comments` WHERE `post_id` = '936'\G

Flamegraph

make_posts内のpostのuserを引いてくるクエリをなくす: 124309点

実施したこと: 3ed1711

{"pass":true,"score":124309,"success":120796,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
3913 0 3913 0 0 0 GET / 0.008 0.130 189.434 0.048 0.064 0.070 0.089 0.013 2435.000 5880.000 11391827.000 2911.277
1430 0 1430 0 0 0 GET /posts 0.008 0.185 99.323 0.069 0.085 0.091 0.121 0.015 5142.000 6022.000 7913154.000 5533.674
1800 0 0 1800 0 0 POST /login 0.002 0.138 83.596 0.046 0.062 0.067 0.080 0.014 5.000 5.000 9000.000 5.000
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x624863D30DAC59FA16849282195BE09F  22.0659 21.7% 110842 0.0002  0.00 SELECT comments
#    2 0x396201721CD58410E070DA9421CA8C8D  21.2831 20.9% 135728 0.0002  0.00 SELECT users
#    3 0x422390B42D4DD86C7539A5F45EB76A80  21.0747 20.7% 113004 0.0002  0.00 SELECT comments
...
SELECT * FROM `comments` WHERE `post_id` = '9879' ORDER BY `created_at` DESC LIMIT 3\G
SELECT * FROM `users` WHERE `id` = '172'\G
SELECT COUNT(*) AS `count` FROM `comments` WHERE `post_id` = '9820'\G

Flamegraph

make_posts内のcomment_countのN+1改善: 141431点

実施したこと: 2966fdd

{"pass":true,"score":141431,"success":137615,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
4474 0 4474 0 0 0 GET / 0.004 0.095 174.277 0.039 0.052 0.057 0.069 0.010 2586.000 22488.000 12968973.000 2898.742
1620 0 1620 0 0 0 GET /posts 0.006 0.132 97.146 0.060 0.076 0.082 0.094 0.013 5146.000 6065.000 8972855.000 5538.799
1971 0 0 1971 0 0 POST /login 0.002 0.101 87.836 0.045 0.061 0.066 0.077 0.014 5.000 5.000 9855.000 5.000
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x624863D30DAC59FA16849282195BE09F  25.4541 27.5% 126227 0.0002  0.00 SELECT comments
#    2 0x396201721CD58410E070DA9421CA8C8D  23.1541 25.0% 150099 0.0002  0.00 SELECT users
#    3 0xCDEB1AFF2AE2BE51B2ED5CF03D4E749F  11.7377 12.7%    422 0.0278  0.00 SELECT comments
...
SELECT * FROM `comments` WHERE `post_id` = '9795' ORDER BY `created_at` DESC LIMIT 3\G
SELECT * FROM `users` WHERE `id` = '759'\G
SELECT COUNT(*) AS count FROM `comments` WHERE `user_id` = '908'\G

Flamegraph

MySQLのbinlog無効化: 153314点

実施したこと: 5e370eb

{"pass":true,"score":153314,"success":149158,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
4787 0 4787 0 0 0 GET / 0.006 0.112 173.843 0.036 0.049 0.054 0.066 0.010 2422.000 5881.000 13564959.000 2833.708
1710 0 1710 0 0 0 GET /posts 0.006 0.150 97.299 0.057 0.071 0.076 0.086 0.012 5153.000 6016.000 9467970.000 5536.825
2135 0 0 2135 0 0 POST /login 0.001 0.127 88.153 0.041 0.055 0.060 0.070 0.012 5.000 5.000 10675.000 5.000
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x624863D30DAC59FA16849282195BE09F  27.0061 28.5% 134845 0.0002  0.00 SELECT comments
#    2 0x396201721CD58410E070DA9421CA8C8D  25.1847 26.6% 162195 0.0002  0.00 SELECT users
#    3 0xCDEB1AFF2AE2BE51B2ED5CF03D4E749F  13.8780 14.7%    495 0.0280  0.00 SELECT comments
...
SELECT * FROM `comments` WHERE `post_id` = '1607' ORDER BY `created_at` DESC LIMIT 3\G
SELECT * FROM `users` WHERE `id` = '554'\G
SELECT COUNT(*) AS count FROM `comments` WHERE `user_id` = '660'\G

Flamegraph

make_posts内のcommentsのN+1解消: 188721点

実施したこと: ccb0f52

{"pass":true,"score":188721,"success":183801,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
6050 0 6050 0 0 0 GET / 0.004 0.080 148.301 0.025 0.036 0.040 0.050 0.009 2480.000 5872.000 16882666.000 2790.523
2000 0 2000 0 0 0 GET /posts 0.005 0.091 94.169 0.047 0.060 0.065 0.074 0.011 5156.000 6012.000 11093922.000 5546.961
2532 0 0 2532 0 0 POST /login 0.001 0.079 94.127 0.037 0.051 0.055 0.064 0.011 5.000 5.000 12660.000 5.000
# Rank Query ID                            Response time Calls  R/Call V/M
# ==== =================================== ============= ====== ====== ===
#    1 0x396201721CD58410E070DA9421CA8C8D  27.2668 33.6% 184960 0.0001  0.00 SELECT users
#    2 0xCDEB1AFF2AE2BE51B2ED5CF03D4E749F  16.1095 19.9%    552 0.0292  0.00 SELECT comments
#    3 0xB404C51243E51A86EF50167151FA4238  12.3547 15.2%    552 0.0224  0.00 SELECT posts users
...
SELECT * FROM `users` WHERE `id` = '928'\G
SELECT COUNT(*) AS count FROM `comments` WHERE `user_id` = '920'\G
SELECT `posts`.`id`, `posts`.`user_id`, `posts`.`body`, `posts`.`mime`, `posts`.`created_at`, `users`.`account_name` FROM `posts` JOIN `users` ON `posts`.`user_id` = `users`.`id` WHERE `users`.`del_flg` = 0 AND `posts`.`user_id` = '221' ORDER BY `posts`.`created_at` DESC LIMIT 20\G

Flamegraph

make_posts内の最後のN+1解消: 226115点

実施したこと: 3c3d4f6

{"pass":true,"score":226115,"success":220979,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
6510 0 6510 0 0 0 GET / 0.002 0.095 142.244 0.022 0.031 0.034 0.044 0.007 2472.000 5882.000 18335079.000 2816.448
2688 0 0 2688 0 0 POST /login 0.001 0.107 97.578 0.036 0.050 0.055 0.072 0.013 5.000 5.000 13440.000 5.000
3070 0 3070 0 0 0 GET /posts 0.003 0.106 78.589 0.026 0.035 0.039 0.050 0.008 5148.000 6043.000 17015242.000 5542.424
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0xCDEB1AFF2AE2BE51B2ED5CF03D4E749F  19.8348 27.8%   640 0.0310  0.00 SELECT comments
#    2 0xB404C51243E51A86EF50167151FA4238  15.6404 21.9%   640 0.0244  0.00 SELECT posts users
#    3 0x6043518FB89B720C84648F90F3DA0885   9.3744 13.1% 13988 0.0007  0.00 SELECT comments
...
SELECT COUNT(*) AS count FROM `comments` WHERE `user_id` = '340'\G
SELECT `posts`.`id`, `posts`.`user_id`, `posts`.`body`, `posts`.`mime`, `posts`.`created_at`, `users`.`account_name` FROM `posts` JOIN `users` ON `posts`.`user_id` = `users`.`id` WHERE `users`.`del_flg` = 0 AND `posts`.`user_id` = '571' ORDER BY `posts`.`created_at` DESC LIMIT 20\G
SELECT * FROM `comments` WHERE `post_id` IN ('9941','9940','9939','9938','9937','9936','9935','9934','9933','9932','9931','9930','9929','9928','9926','9925','9924','9923','9922','9921') ORDER BY `created_at` DESC\G

Flamegraph

外部コマンド呼び出しをやめる: 257402点

実施したこと: f5cafb9

{"pass":true,"score":257402,"success":250371,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
7919 0 7919 0 0 0 GET / 0.002 0.058 147.219 0.019 0.026 0.029 0.037 0.006 2431.000 5873.000 21578688.000 2724.926
3330 0 3330 0 0 0 GET /posts 0.004 0.054 74.840 0.022 0.030 0.033 0.041 0.006 5175.000 6095.000 18473833.000 5547.698
4263 0 4263 0 0 0 GET ^/posts/\d+ 0.002 0.052 74.010 0.017 0.025 0.028 0.034 0.006 696.000 1899.000 5473777.000 1284.020
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0xCDEB1AFF2AE2BE51B2ED5CF03D4E749F  23.0160 26.2%   754 0.0305  0.00 SELECT comments
#    2 0xB404C51243E51A86EF50167151FA4238  17.9875 20.5%   754 0.0239  0.00 SELECT posts users
#    3 0x6043518FB89B720C84648F90F3DA0885  11.4907 13.1% 16266 0.0007  0.00 SELECT comments
...
SELECT COUNT(*) AS count FROM `comments` WHERE `user_id` = '805'\G
SELECT `posts`.`id`, `posts`.`user_id`, `posts`.`body`, `posts`.`mime`, `posts`.`created_at`, `users`.`account_name` FROM `posts` JOIN `users` ON `posts`.`user_id` = `users`.`id` WHERE `users`.`del_flg` = 0 AND `posts`.`user_id` = '805' ORDER BY `posts`.`created_at` DESC LIMIT 20\G
SELECT * FROM `comments` WHERE `post_id` IN ('9617','9405','9172','8910','8878','8415','7314','7197','4996','4918','4102','4004','3878','3576','1226','832','772','123') ORDER BY `created_at` DESC\G

Flamegraph

comments.user_id へのINDEX追加: 272468点

以下のINDEXを追加した。

ALTER TABLE comments ADD INDEX user_id_idx (user_id);
{"pass":true,"score":272468,"success":264451,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
16408 0 16408 0 0 0 GET / 0.002 0.766 291.837 0.018 0.025 0.028 0.035 0.012 2386.000 5887.000 45170991.000 2752.986
9403 0 9403 0 0 0 GET ^/posts/\d+ 0.001 0.103 153.433 0.016 0.023 0.026 0.032 0.006 696.000 1977.000 12050499.000 1281.559
6760 0 6760 0 0 0 GET /posts 0.004 0.270 144.783 0.021 0.029 0.032 0.038 0.007 5156.000 6095.000 37506282.000 5548.267
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0xB404C51243E51A86EF50167151FA4238  38.8360 23.5%  1701 0.0228  0.00 SELECT posts users
#    2 0x6043518FB89B720C84648F90F3DA0885  24.6736 15.0% 34272 0.0007  0.00 SELECT comments
#    3 0xCDEB1AFF2AE2BE51B2ED5CF03D4E749F  23.3410 14.2%  1701 0.0137  0.02 SELECT comments
...
SELECT `posts`.`id`, `posts`.`user_id`, `posts`.`body`, `posts`.`mime`, `posts`.`created_at`, `users`.`account_name` FROM `posts` JOIN `users` ON `posts`.`user_id` = `users`.`id` WHERE `users`.`del_flg` = 0 AND `posts`.`user_id` = '280' ORDER BY `posts`.`created_at` DESC LIMIT 20\G
SELECT * FROM `comments` WHERE `post_id` IN ('12627','10000','9999','9998','9997','9996','9995','9994','9993','9991','9990','9989','9988','9987','9986','9985','9983','9982','9981','9980') ORDER BY `created_at` DESC\G
SELECT COUNT(*) AS count FROM `comments` WHERE `user_id` = '805'\G

Flamegraph

INDEXの追加とFORCE INDEXの指定: 326587点

以下のINDEXを追加したのと、クエリにFORCE INDEXの指定を追加: 5cb2db1

ALTER TABLE posts ADD INDEX user_id_created_at_idx (user_id, created_at DESC);
{"pass":true,"score":326587,"success":316744,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
10174 0 10174 0 0 0 GET / 0.002 0.045 137.050 0.013 0.018 0.020 0.025 0.004 2436.000 22470.000 27920401.000 2744.289
7003 0 7003 0 0 0 GET ^/posts/\d+ 0.001 0.053 90.457 0.013 0.018 0.019 0.024 0.004 683.000 1978.000 9012785.000 1286.989
3990 0 3990 0 0 0 GET /posts 0.004 0.056 66.438 0.017 0.022 0.023 0.031 0.004 5155.000 6040.000 22121039.000 5544.120
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  13.2150 25.2% 22516 0.0006  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  11.9039 22.7%   368 0.0323  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150   8.8644 16.9% 16448 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9825','9824','9823','9822','9821','9820','9819','9818','9817','9816','9815','9814','9813','9812','9811','9810','9809','9808','9807','9806') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('137','766','640','610','816','377','103','359','789','811','375','544','396','770','107','793','934','54','598','964'/*... omitted 177 items ...*/)\G

Flamegraph

MySQLの設定チューニング: 320129点

実施したこと: 405ad45

{"pass":true,"score":320129,"success":310313,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
10103 0 10103 0 0 0 GET / 0.002 0.053 141.913 0.014 0.019 0.022 0.029 0.005 2482.000 5873.000 28011209.000 2772.563
6879 0 6879 0 0 0 GET ^/posts/\d+ 0.001 0.047 92.141 0.013 0.018 0.021 0.026 0.004 698.000 2098.000 8832243.000 1283.943
3890 0 3890 0 0 0 GET /posts 0.004 0.056 67.471 0.017 0.023 0.025 0.033 0.005 5136.000 6017.000 21587456.000 5549.475
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  13.0345 25.7% 22229 0.0006  0.00 SELECT comments
#    2 0x5C29F616FBA5526D7150C7847FA60150   9.1998 18.2% 17306 0.0005  0.00 SELECT users
#    3 0x009A61E5EFBD5A5E4097914B4DBD1C07   9.0662 17.9%   358 0.0253  0.02 INSERT posts
...
SELECT * FROM `comments` WHERE `post_id` IN ('7661','6526','5055','4408','4113','2864','1972','1907','1836','1165','563','295') ORDER BY `created_at` DESC\G
SELECT * FROM `users` WHERE `id` IN ('233','289','902','610','781','11','416','379','654','508','936','53','184','95','672','39','772','273','898','45'/*... omitted 192 items ...*/)\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...

Flamegraph

静的ファイルをnginxから配信: 323388点

実施したこと: 13ac48b

{"pass":true,"score":323388,"success":313519,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
10189 0 10189 0 0 0 GET / 0.002 0.042 141.546 0.014 0.019 0.021 0.025 0.004 2414.000 5877.000 28070112.000 2754.943
6964 0 6964 0 0 0 GET ^/posts/\d+ 0.001 0.041 92.814 0.013 0.018 0.020 0.025 0.004 691.000 2027.000 8945720.000 1284.566
3910 0 3910 0 0 0 GET /posts 0.003 0.048 67.329 0.017 0.022 0.024 0.030 0.004 5141.000 6036.000 21633570.000 5532.882
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  13.0931 29.5% 22435 0.0006  0.00 SELECT comments
#    2 0x5C29F616FBA5526D7150C7847FA60150   9.4684 21.3% 17873 0.0005  0.00 SELECT users
#    3 0x009A61E5EFBD5A5E4097914B4DBD1C07   9.2604 20.9%   363 0.0255  0.02 INSERT posts
...
SELECT * FROM `comments` WHERE `post_id` IN ('8958','8784','7258','7080','5819','4635','4444','2231','741','99') ORDER BY `created_at` DESC\G
SELECT * FROM `users` WHERE `id` IN ('410','617','529','39','772','273','898','45','611','740','528','136','711','116','446','928','105','898','292','686'/*... omitted 175 items ...*/)\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...

Flamegraph

nginxのworker_connections増やしたりgzipの設定を追加したり: 322611点

実施したこと: 3e7692c

{"pass":true,"score":322611,"success":312396,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
10260 0 10260 0 0 0 GET / 0.002 0.053 138.246 0.013 0.019 0.021 0.026 0.004 2192.000 5019.000 24791841.000 2416.359
7126 0 7126 0 0 0 GET ^/posts/\d+ 0.002 0.055 92.144 0.013 0.018 0.020 0.024 0.004 630.000 1881.000 8478509.000 1189.799
3850 0 3850 0 0 0 GET /posts 0.004 0.061 64.902 0.017 0.022 0.024 0.031 0.005 4475.000 5228.000 18461669.000 4795.239
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  12.8667 29.6% 22647 0.0006  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07   8.9613 20.6%   381 0.0235  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150   8.8489 20.4% 16151 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9867','9866','9865','9864','9863','9862','9861','9860','9858','9857','9856','9855','9854','9853','9852','9851','9850','9849','9848','9847') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('563','703','306','893','510','671','835','281','686','711','467','246','617','211','162','998','872','230','421','666'/*... omitted 175 items ...*/)\G

Flamegraph

ベンチマーカーインスタンスのファイルディスクリプタを増やす: 327821点

{"pass":true,"score":327821,"success":317650,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
10369 0 10369 0 0 0 GET / 0.002 0.045 140.973 0.014 0.019 0.021 0.026 0.004 2153.000 5017.000 24790373.000 2390.816
7144 0 7144 0 0 0 GET ^/posts/\d+ 0.001 0.045 93.421 0.013 0.018 0.020 0.025 0.004 629.000 1870.000 8537694.000 1195.086
3940 0 3940 0 0 0 GET /posts 0.003 0.048 66.576 0.017 0.022 0.024 0.031 0.005 4419.000 5192.000 18889259.000 4794.228
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  13.0108 29.7% 22837 0.0006  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07   9.0545 20.7%   375 0.0241  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150   8.8735 20.3% 16045 0.0006  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9803','9802','9801','9800','9799','9798','9797','9796','9795','9794','9793','9792','9791','9790','9789','9788','9787','9786','9785','9784') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('540','87','679','807','39','772','273','898','45','532','145','611','740','528','255','136','711','116','446','831'/*... omitted 184 items ...*/)\G

Flamegraph

opcache.jit 有効化: 329357点

実施したこと: 6fdeaaa

{"pass":true,"score":329357,"success":319247,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
10384 0 10384 0 0 0 GET / 0.002 0.045 139.535 0.013 0.019 0.020 0.024 0.004 2156.000 5018.000 25080812.000 2415.332
7170 0 7170 0 0 0 GET ^/posts/\d+ 0.002 0.040 93.608 0.013 0.018 0.019 0.023 0.004 637.000 1843.000 8533302.000 1190.140
3980 0 3980 0 0 0 GET /posts 0.002 0.052 66.608 0.017 0.022 0.024 0.028 0.004 4470.000 5250.000 19143234.000 4809.858
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  12.9110 29.5% 22936 0.0006  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07   9.4662 21.6%   370 0.0256  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150   8.4182 19.3% 14598 0.0006  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9961','9960','9958','9957','9956','9955','9954','9953','9952','9951','9950','9949','9948','9947','9946','9945','9944','9943','9942','9941') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('22','647','228','787','844','197','274','68','168','865','62','246','425','874','297','223','795','355','971','752'/*... omitted 177 items ...*/)\G

Flamegraph

PHP 8.4 へバージョンアップ (&& reliプロファイラ実行をやめる): 438270点

php8.3-fpm を php8.4-fpm へバージョンアップ。そして reli-prof は PHP 8.4 未対応なので、ベンチ実行中に実行するのをやめました。

{"pass":true,"score":438270,"success":423963,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
14052 0 14052 0 0 0 GET / 0.001 0.076 120.300 0.009 0.012 0.013 0.017 0.003 2174.000 5032.000 33988225.000 2418.746
10309 0 10309 0 0 0 GET ^/posts/\d+ 0.001 0.075 83.901 0.008 0.011 0.013 0.016 0.003 638.000 1892.000 12335122.000 1196.539
5080 0 5080 0 0 0 GET /posts 0.003 0.077 57.788 0.011 0.015 0.016 0.020 0.003 4483.000 5203.000 24392453.000 4801.664
# Rank Query ID                            Response time Calls R/Call V/M
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  15.0490 27.5% 31489 0.0005  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  12.5106 22.8%   482 0.0260  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  11.3061 20.6% 22810 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9967','9966','9965','9964','9963','9962','9961','9960','9958','9957','9956','9955','9954','9953','9952','9951','9950','9949','9948','9947') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('359','731','352','907','308','738','477','587','49','513','635','838','620','343','281','713','529','846','939','702'/*... omitted 190 items ...*/)\G

PHP 8.4でもJIT有効化を試みる: 433228点

実施したこと: f042155

{"pass":true,"score":433228,"success":418901,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
13997 0 13997 0 0 0 GET / 0.001 0.027 117.651 0.008 0.012 0.013 0.016 0.003 2131.000 5030.000 33693488.000 2407.194
10329 0 10329 0 0 0 GET ^/posts/\d+ 0.001 0.030 82.458 0.008 0.011 0.012 0.015 0.003 639.000 1888.000 12321752.000 1192.928
5030 0 5030 0 0 0 GET /posts 0.002 0.033 56.208 0.011 0.015 0.016 0.019 0.003 4482.000 5262.000 24192538.000 4809.650
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  15.1224 27.5% 31423 0.0005  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  13.1430 23.9%   499 0.0263  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  11.9740 21.7% 24361 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9821','9820','9819','9818','9817','9816','9815','9814','9813','9812','9811','9810','9809','9808','9807','9806','9805','9804','9803','9802') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('236','591','227','554','958','992','496','671','58','835','281','686','832','542','467','246','211','162','998','872'/*... omitted 185 items ...*/)\G

PHP 8.3に戻してプロファイラ実行せずにベンチ回してみる: 431496点

{"pass":true,"score":431496,"success":417489,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
13887 0 13887 0 0 0 GET / 0.001 0.058 118.731 0.009 0.012 0.013 0.016 0.003 2176.000 5019.000 33896377.000 2440.871
10267 0 10267 0 0 0 GET ^/posts/\d+ 0.001 0.042 83.234 0.008 0.011 0.013 0.016 0.003 629.000 1920.000 12226282.000 1190.833
5020 0 5020 0 0 0 GET /posts 0.002 0.042 56.967 0.011 0.015 0.016 0.019 0.003 4465.000 5222.000 24059194.000 4792.668
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  15.1892 27.9% 31217 0.0005  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  12.5962 23.1%   472 0.0267  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  11.6518 21.4% 23583 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('8277','7530','7324','7004','6366','6333','4803','4515','3356','2469','1222','798','12') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('587','742','545','387','297','647','633','844','197','879','586','68','383','865','62','822','874','223','49','795'/*... omitted 202 items ...*/)\G

PHP 8.3に戻してプロファイラを再び実行する: 344578点

{"pass":true,"score":344578,"success":332876,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
11224 0 11224 0 0 0 GET / 0.001 0.055 121.954 0.011 0.016 0.017 0.022 0.004 2139.000 5018.000 27364159.000 2438.004
8136 0 8136 0 0 0 GET ^/posts/\d+ 0.001 0.045 85.012 0.010 0.015 0.017 0.021 0.004 632.000 1872.000 9676150.000 1189.301
3990 0 3990 0 0 0 GET /posts 0.003 0.056 57.449 0.014 0.019 0.021 0.027 0.004 4461.000 5309.000 19132641.000 4795.148
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  14.3432 29.4% 24968 0.0006  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  10.5058 21.5%   428 0.0245  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  10.1366 20.8% 17469 0.0006  0.00 SELECT users
SELECT * FROM `comments` WHERE `post_id` IN ('9948','9947','9946','9945','9944','9943','9942','9941','9940','9939','9938','9937','9936','9935','9934','9933','9932','9931','9930','9929') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('132','744','241','734','868','39','772','273','898','45','532','145','611','740','528','136','711','116','446','898'/*... omitted 176 items ...*/)\G

Flamegraph

PDO::ATTR_PERSISTENT を設定する: 371402点

実施したこと: 0998abe

{"pass":true,"score":371402,"success":358184,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
12408 0 12408 0 0 0 GET / 0.001 0.042 110.179 0.009 0.013 0.015 0.020 0.004 2198.000 22372.000 30126330.000 2427.976
9051 0 9051 0 0 0 GET ^/posts/\d+ 0.001 0.039 77.324 0.009 0.012 0.014 0.020 0.003 632.000 1874.000 10809592.000 1194.298
4210 0 4210 0 0 0 GET /posts 0.003 0.055 51.410 0.012 0.017 0.019 0.024 0.004 4461.000 5190.000 20129924.000 4781.455
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  14.2170 28.1% 27569 0.0005  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  12.1879 24.1%   457 0.0267  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  10.3244 20.4% 19128 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9949','9948','9947','9946','9945','9944','9943','9942','9941','9940','9939','9938','9937','9936','9935','9934','9933','9932','9931','9930') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('981','198','529','131','295','770','882','915','53','490','503','118','685','869','722','879','819','835','542','759'/*... omitted 202 items ...*/)\G

Flamegraph

composer autoloader optimize 設定する: 370456点

実施したこと: 6d753a5

{"pass":true,"score":370456,"success":357261,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
12342 0 12342 0 0 0 GET / 0.001 0.036 112.646 0.009 0.014 0.015 0.021 0.004 2193.000 5019.000 30109128.000 2439.566
8973 0 8973 0 0 0 GET ^/posts/\d+ 0.001 0.037 78.497 0.009 0.013 0.015 0.020 0.004 632.000 1866.000 10643764.000 1186.199
4230 0 4230 0 0 0 GET /posts 0.002 0.037 52.070 0.012 0.017 0.019 0.025 0.004 4486.000 5221.000 20322991.000 4804.490
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  14.1153 28.3% 27416 0.0005  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  11.5694 23.2%   463 0.0250  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  10.3819 20.8% 19978 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9946','9945','9944','9943','9942','9941','9940','9939','9938','9937','9936','9935','9934','9933','9932','9931','9930','9929','9928','9926') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('397','465','58','649','32','920','470','55','801','260','648','73','463','493','766','691','823')\G

Flamegraph

Unix domain socket を使うようにする: 377267点

実施したこと: 9cd406f

{"pass":true,"score":377267,"success":363764,"fail":0,"messages":[]}
COUNT 1XX 2XX 3XX 4XX 5XX METHOD URI MIN MAX SUM AVG P90 P95 P99 STDDEV MIN(BODY) MAX(BODY) SUM(BODY) AVG(BODY)
12666 0 12666 0 0 0 GET / 0.001 0.041 110.089 0.009 0.013 0.015 0.020 0.004 2155.000 5021.000 30549036.000 2411.893
9141 0 9141 0 0 0 GET ^/posts/\d+ 0.001 0.046 76.132 0.008 0.013 0.014 0.019 0.004 632.000 1841.000 10878728.000 1190.103
4270 0 4270 0 0 0 GET /posts 0.002 0.052 51.054 0.012 0.017 0.018 0.024 0.004 4450.000 5347.000 20627880.000 4830.885
# Rank Query ID                            Response time Calls R/Call V/M 
# ==== =================================== ============= ===== ====== ====
#    1 0x6043518FB89B720C84648F90F3DA0885  14.6001 28.7% 27975 0.0005  0.00 SELECT comments
#    2 0x009A61E5EFBD5A5E4097914B4DBD1C07  11.5057 22.6%   468 0.0246  0.02 INSERT posts
#    3 0x5C29F616FBA5526D7150C7847FA60150  10.7365 21.1% 20006 0.0005  0.00 SELECT users
...
SELECT * FROM `comments` WHERE `post_id` IN ('9961','9960','9958','9957','9956','9955','9954','9953','9952','9951','9950','9949','9948','9947','9946','9945','9944','9943','9942','9941') ORDER BY `created_at` DESC\G
INSERT INTO `posts` (`user_id`, `mime`, `imgdata`, `body`) VALUES...
SELECT * FROM `users` WHERE `id` IN ('737','397','607','527','779','427','823','407','340','902','573','394','137','646','242','544','671','192','208','90'/*... omitted 186 items ...*/)\G

Flamegraph

各種パラメータ調整、PHP8.4に戻す、ログを無効化: 533117点

実施したこと: ade59b1, 27a4b72, 3491f22, e791ac4, ef9d289

{"pass":true,"score":533117,"success":517830,"fail":0,"messages":[]}

MySQL 8.0 → 8.4 へアップグレード: 502465点

{"pass":true,"score":502465,"success":484742,"fail":0,"messages":[]}

MySQL 8.4 → 9.1 へアップグレード: 498680点

{"pass":true,"score":498680,"success":481675,"fail":0,"messages":[]}