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Poor performance

Open wizzardo opened this issue 5 years ago • 26 comments

image

config:

threads: 16
base: 'http://localhost:8080'
iterations: 1000
rampup: 2

plan:
  - name: json
    request:
      url: /json

result:

./target/release/drill --benchmark benchmark.yml --stats -q
Threads 16
Iterations 1000
Rampup 2
Base URL http://localhost:8080


json                      Total requests            16000
json                      Successful requests       16000
json                      Failed requests           0
json                      Median time per request   3ms
json                      Average time per request  5ms
json                      Sample standard deviation 5ms

Concurrency Level         16
Time taken for tests      21.4 seconds
Total requests            16000
Successful requests       16000
Failed requests           0
Requests per second       746.78 [#/sec]
Median time per request   3ms
Average time per request  5ms
Sample standard deviation 5ms

run same benchmark with ab:

ab -n 16000 -k -c 16 http://localhost:8080/json
This is ApacheBench, Version 2.3 <$Revision: 1807734 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking localhost (be patient)
Completed 1600 requests
Completed 3200 requests
Completed 4800 requests
Completed 6400 requests
Completed 8000 requests
Completed 9600 requests
Completed 11200 requests
Completed 12800 requests
Completed 14400 requests
Completed 16000 requests
Finished 16000 requests


Server Software:        wizzardo
Server Hostname:        localhost
Server Port:            8080

Document Path:          /json
Document Length:        27 bytes

Concurrency Level:      16
Time taken for tests:   0.497 seconds
Complete requests:      16000
Failed requests:        0
Keep-Alive requests:    16000
Total transferred:      2832000 bytes
HTML transferred:       432000 bytes
Requests per second:    32195.81 [#/sec] (mean)
Time per request:       0.497 [ms] (mean)
Time per request:       0.031 [ms] (mean, across all concurrent requests)
Transfer rate:          5565.10 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    0   0.0      0       2
Processing:     0    0   1.6      0      41
Waiting:        0    0   1.5      0      41
Total:          0    0   1.6      0      41

Percentage of the requests served within a certain time (ms)
  50%      0
  66%      0
  75%      0
  80%      1
  90%      1
  95%      2
  98%      4
  99%      6
 100%     41 (longest request)

wizzardo avatar Mar 21 '19 13:03 wizzardo

Thanks for you report. Some users compared ab with drill. I'm going to try to explain what is going on here. Although drill and ab are tools that can be compared like you did there is small difference that make this comparation inaccurate.

ab is targeting a single URL (http://localhost:8080/json) and run all threads against it. They can do async requests maximizing the throughput. drill executes a test plan iteration sequentially per each thread, because you can have dependencies between steps like you can see in the documentation. This forces drill to wait for the request body, to parse it and give it to next step as available content.

Although these examples look the same in terms of throughput (16 * 500 * 2), all Second json requests done indrill are going to wait to First json in each iteration. Example:

Ab: ab -n 16000 -k -c 16 http://localhost:8080/json

Drill:

threads: 16
base: 'http://localhost:8080'
iterations: 500

plan:
  - name: First json
    request:
      url: /json
  - name: Second json
    request:
      url: /json

Also, be careful with rampup setting because if slowing down a bit the test plan. Just remove it.

I'm sure there are some improvements to be done and are quite related with asynchronous version of Hyper with Tokio promises to request them independently from the test plan if you know there are no dependencies between them.

Does this make sense?

fcsonline avatar Mar 21 '19 15:03 fcsonline

Also, I can see that you are using the keep-alive flag in ab. Right now, drill doesn't support it. This could add an extra delay for each request connection initialization.

fcsonline avatar Mar 22 '19 08:03 fcsonline

ab is uses only one thread, but sends requests in multiple connections, every connection waits for a response before sending another requests, so it's the same synchronous logic that drill has. Async requests - http pipelining, ab doesn't support it, wrk can do them and it reaches 3kk rps on my laptop. Also I don't know any browser or http-client that doesn't have keep-alive nowdays, if you want to support http/1.1 you have to implement it

./target/release/drill --benchmark benchmark.yml --stats -q
Invalid rampup value!
Threads 1
Iterations 10000
Rampup 0
Base URL http://localhost:8080


json                      Total requests            10000
json                      Successful requests       10000
json                      Failed requests           0
json                      Median time per request   0ms
json                      Average time per request  0ms
json                      Sample standard deviation 0ms

Concurrency Level         1
Time taken for tests      49.6 seconds
Total requests            10000
Successful requests       10000
Failed requests           0
Requests per second       201.79 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 0ms
ab -n 10000  -c 1 http://localhost:8080/json
This is ApacheBench, Version 2.3 <$Revision: 1807734 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking localhost (be patient)
Completed 1000 requests
Completed 2000 requests
Completed 3000 requests
Completed 4000 requests
Completed 5000 requests
Completed 6000 requests
Completed 7000 requests
Completed 8000 requests
Completed 9000 requests
Completed 10000 requests
Finished 10000 requests


Server Software:        wizzardo
Server Hostname:        localhost
Server Port:            8080

Document Path:          /json
Document Length:        27 bytes

Concurrency Level:      1
Time taken for tests:   0.667 seconds
Complete requests:      10000
Failed requests:        0
Total transferred:      1530000 bytes
HTML transferred:       270000 bytes
Requests per second:    14986.68 [#/sec] (mean)
Time per request:       0.067 [ms] (mean)
Time per request:       0.067 [ms] (mean, across all concurrent requests)
Transfer rate:          2239.22 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    0   0.0      0       0
Processing:     0    0   0.0      0       1
Waiting:        0    0   0.0      0       1
Total:          0    0   0.0      0       1

Percentage of the requests served within a certain time (ms)
  50%      0
  66%      0
  75%      0
  80%      0
  90%      0
  95%      0
  98%      0
  99%      0
 100%      1 (longest request)

wizzardo avatar Mar 22 '19 09:03 wizzardo

This last report looks more comparable. 👌 I'm going to investigate it.

fcsonline avatar Mar 22 '19 10:03 fcsonline

I merged some commits that improve the performance. I found that SSL connector was adding an important delay. Could you pull from master and try it again?

fcsonline avatar Mar 28 '19 07:03 fcsonline

much better!

wizzardo@xps:~/projects/drill$ ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 1
Iterations 100000
Rampup 0
Base URL http://localhost:8080


json                      Total requests            100000
json                      Successful requests       100000
json                      Failed requests           0
json                      Median time per request   0ms
json                      Average time per request  0ms
json                      Sample standard deviation 0ms

Concurrency Level         1
Time taken for tests      13.0 seconds
Total requests            100000
Successful requests       100000
Failed requests           0
Requests per second       7696.66 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 0ms

but still slower than ab

ab -n 100000  -c 1 http://localhost:8080/json
This is ApacheBench, Version 2.3 <$Revision: 1807734 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking localhost (be patient)
Completed 10000 requests
Completed 20000 requests
Completed 30000 requests
Completed 40000 requests
Completed 50000 requests
Completed 60000 requests
Completed 70000 requests
Completed 80000 requests
Completed 90000 requests
Completed 100000 requests
Finished 100000 requests


Server Software:        wizzardo
Server Hostname:        localhost
Server Port:            8080

Document Path:          /json
Document Length:        27 bytes

Concurrency Level:      1
Time taken for tests:   5.821 seconds
Complete requests:      100000
Failed requests:        0
Total transferred:      15300000 bytes
HTML transferred:       2700000 bytes
Requests per second:    17179.15 [#/sec] (mean)
Time per request:       0.058 [ms] (mean)
Time per request:       0.058 [ms] (mean, across all concurrent requests)
Transfer rate:          2566.81 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    0   0.0      0       0
Processing:     0    0   0.1      0      11
Waiting:        0    0   0.1      0      11
Total:          0    0   0.1      0      11

Percentage of the requests served within a certain time (ms)
  50%      0
  66%      0
  75%      0
  80%      0
  90%      0
  95%      0
  98%      0
  99%      0
 100%     11 (longest request)

wizzardo avatar Mar 28 '19 14:03 wizzardo

Could you checkout feature/slow branch and test it with 1 iteration, please? This is going to show where the time is spent during a request.

fcsonline avatar Mar 28 '19 18:03 fcsonline

Step1: 0.0000005399924702942371 Step2: 0.000005211972165852785 Step3: 0.000008183007594197989 Step4: 0.000010876974556595087 Step5: 0.000018504972103983164 Step6: 0.000021085026673972607 Step7: 0.000023559026885777712

Step1: 0.0000005509937182068825 Step2: 0.000005176989361643791 Step3: 0.000008131959475576878 Step4: 0.000010748975910246372 Step5: 0.0000180340139195323 Step6: 0.000020682986360043287 Step7: 0.000023145985323935747

Step1: 0.0000005399924702942371 Step2: 0.000005270005203783512 Step3: 0.00000824901508167386 Step4: 0.000010951014701277018 Step5: 0.000018224993254989386 Step6: 0.0000208010314963758 Step7: 0.000023383006919175386

Step1: 0.0000004820176400244236 Step2: 0.000005076988600194454 Step3: 0.000007946975529193878 Step4: 0.000010665971785783768 Step5: 0.000017902988474816084 Step6: 0.000020487001165747643 Step7: 0.00002230401150882244

wizzardo avatar Mar 29 '19 09:03 wizzardo

Thanks! I'm going to review this data.

fcsonline avatar Mar 29 '19 10:03 fcsonline

Hey @fcsonline 🖖

I am also having issues with drill's performance. Just to put in context, I benchmarked an endpoint that only returns "OK".

Fetch games               Total requests            5000
Fetch games               Successful requests       5000
Fetch games               Failed requests           0
Fetch games               Median time per request   2ms
Fetch games               Average time per request  37ms
Fetch games               Sample standard deviation 256ms

Concurrency Level         5
Time taken for tests      37.4 seconds
Total requests            5000
Successful requests       5000
Failed requests           0
Requests per second       133.65 [#/sec]
Median time per request   2ms
Average time per request  37ms
Sample standard deviation 256ms

for which ab yields

Server Hostname:        0.0.0.0
Server Port:            3000

Document Path:          /_check2
Document Length:        2 bytes

Concurrency Level:      5
Time taken for tests:   0.284 seconds
Complete requests:      5000
Failed requests:        0
Total transferred:      590000 bytes
HTML transferred:       10000 bytes
Requests per second:    17582.79 [#/sec] (mean)
Time per request:       0.284 [ms] (mean)
Time per request:       0.057 [ms] (mean, across all concurrent requests)
Transfer rate:          2026.14 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    0   0.0      0       1
Processing:     0    0   0.0      0       1
Waiting:        0    0   0.0      0       1
Total:          0    0   0.0      0       1

Percentage of the requests served within a certain time (ms)
  50%      0
  66%      0
  75%      0
  80%      0
  90%      0
  95%      0
  98%      0
  99%      0
 100%      1 (longest request)

tehAnswer avatar May 21 '19 06:05 tehAnswer

I have been working lately on a branch to introduce async/await futures in drill. This will bring better performance for the use case you mentioned. You can review it here:

https://github.com/fcsonline/drill/pull/33

It's not ready yet, but I'm going to try to merge as soon as possible.

fcsonline avatar May 21 '19 20:05 fcsonline

Any updates on this issue? Our team loves drill so thank you for this project! We really want to incorporate it as our main loadtest framework if performance keeps increasing as it has throughout this thread.

patrick-armitage avatar Apr 06 '20 18:04 patrick-armitage

I have just ported drill to async futures with reqwest, see #46

messense avatar May 10 '20 16:05 messense

@wizzardo Can you give #46 a try?

messense avatar May 12 '20 02:05 messense

didn't try the pr, but master already looks good:

./target/release/drill -q --benchmark benchmark.yml --stats
Threads 4
Iterations 10000
Rampup 2
Base URL http://localhost:8080


Fetch json example        Total requests            40000
Fetch json example        Successful requests       40000
Fetch json example        Failed requests           0
Fetch json example        Median time per request   0ms
Fetch json example        Average time per request  0ms
Fetch json example        Sample standard deviation 1ms

Concurrency Level         4
Time taken for tests      2.4 seconds
Total requests            40000
Successful requests       40000
Failed requests           0
Requests per second       16860.41 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 1ms

but still waiting for keep-alive, my test app can handle more than 100k rps

wizzardo avatar May 12 '20 09:05 wizzardo

@wizzardo Can you run the same test without rampup? This period of time is counted in Time taken for tests and Requests per second.

Also, it could be cool to test the async branch. #46

About the keep-alive think, I will start working on this after merge the async branch of @messense

fcsonline avatar May 12 '20 16:05 fcsonline

master branch

time ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 4
Iterations 100000
Rampup 0
Base URL http://localhost:8080


Fetch example json        Total requests            400000
Fetch example json        Successful requests       400000
Fetch example json        Failed requests           0
Fetch example json        Median time per request   0ms
Fetch example json        Average time per request  0ms
Fetch example json        Sample standard deviation 1ms

Concurrency Level         4
Time taken for tests      26.3 seconds
Total requests            400000
Successful requests       400000
Failed requests           0
Requests per second       15181.49 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 1ms

real	0m26.553s
user	0m15.054s
sys	1m18.425s

async pr

time ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 4
Iterations 100000
Rampup 0
Base URL http://localhost:8080


Fetch example json        Total requests            400000
Fetch example json        Successful requests       400000
Fetch example json        Failed requests           0
Fetch example json        Median time per request   0ms
Fetch example json        Average time per request  0ms
Fetch example json        Sample standard deviation 0ms

Concurrency Level         4
Time taken for tests      8.5 seconds
Total requests            400000
Successful requests       400000
Failed requests           0
Requests per second       47323.06 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 0ms

real	0m8.679s
user	0m20.345s
sys	0m8.674s

ApacheBench without keep-alive

time ab -n 400000 -c 4 http://localhost:8080/json
This is ApacheBench, Version 2.3 <$Revision: 1843412 $>.....

Server Software:        wizzardo
Server Hostname:        localhost
Server Port:            8080

Document Path:          /json
Document Length:        27 bytes

Concurrency Level:      4
Time taken for tests:   20.586 seconds
Complete requests:      400000
Failed requests:        0
Total transferred:      61200000 bytes
HTML transferred:       10800000 bytes
Requests per second:    19430.22 [#/sec] (mean)
Time per request:       0.206 [ms] (mean)
Time per request:       0.051 [ms] (mean, across all concurrent requests)
Transfer rate:          2903.15 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    0   0.0      0       1
Processing:     0    0   2.3      0     716
Waiting:        0    0   2.3      0     715
Total:          0    0   2.3      0     716

Percentage of the requests served within a certain time (ms)
  50%      0
  66%      0
  75%      0
  80%      0
  90%      0
  95%      0
  98%      0
  99%      0
 100%    716 (longest request)

real	0m20.931s
user	0m3.079s
sys	0m16.728s

ApacheBench with keep-alive

time ab -n 400000 -k -c 4 http://localhost:8080/json
This is ApacheBench, Version 2.3 <$Revision: 1843412 $>....

Server Software:        wizzardo
Server Hostname:        localhost
Server Port:            8080

Document Path:          /json
Document Length:        27 bytes

Concurrency Level:      4
Time taken for tests:   3.141 seconds
Complete requests:      400000
Failed requests:        0
Keep-Alive requests:    400000
Total transferred:      70800000 bytes
HTML transferred:       10800000 bytes
Requests per second:    127331.11 [#/sec] (mean)
Time per request:       0.031 [ms] (mean)
Time per request:       0.008 [ms] (mean, across all concurrent requests)
Transfer rate:          22009.38 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    0   0.0      0       0
Processing:     0    0   0.0      0       2
Waiting:        0    0   0.0      0       2
Total:          0    0   0.0      0       2

Percentage of the requests served within a certain time (ms)
  50%      0
  66%      0
  75%      0
  80%      0
  90%      0
  95%      0
  98%      0
  99%      0
 100%      2 (longest request)

real	0m3.436s
user	0m0.930s
sys	0m2.502s

wrk

./wrk -c 32 -t 4 http://localhost:8080/json
Running 10s test @ http://localhost:8080/json
  4 threads and 32 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency   331.82us    1.21ms  24.83ms   95.11%
    Req/Sec    81.34k     6.73k   89.29k    85.75%
  3238606 requests in 10.03s, 472.55MB read
Requests/sec: 323021.10
Transfer/sec:     47.13MB

wizzardo avatar May 13 '20 12:05 wizzardo

Thanks @wizzardo for all this information! As soon as we merge the async branch and then we merge the keep-alive(https://github.com/fcsonline/drill/commit/e6b51ffbfecf68f9f5265d54c74e1091a2e10599) I think we will be in a really good throughput position.

I have one more idea to increase the throughput, but it goes after those two merges.

fcsonline avatar May 13 '20 15:05 fcsonline

Async and keep-alive features have been merged to master. Can you test again?

fcsonline avatar May 15 '20 06:05 fcsonline

Hi there! faced with same problem! Software: macOS Catalina/Node.js/Express.js/PostgreSQL Hardware: Mackbook 2015 i7 2.5Ghz/16Gb/SSD

Case 1 (slow)

threads: 500
base: 'http://localhost:5000'
iterations: 10
rampup: 2

plan:
  - name: Get post by id
    request:
      url: /posts/1

Result:

> drill --stats --quiet  --benchmark benchmark.yml

Get post by id            Successful requests       5000
Get post by id            Failed requests           0
Get post by id            Median time per request   941ms
Get post by id            Average time per request  2657ms
Get post by id            Sample standard deviation 4696ms

Concurrency Level         500
Time taken for tests      40.3 seconds
Total requests            5000
Successful requests       5000
Failed requests           0
Requests per second       124.12 [#/sec]
Median time per request   941ms
Average time per request  2657ms
Sample standard deviation 4696ms

Case 2 (blazing fast)

threads: 500
base: 'http://127.0.0.1:5000' # 'http://0.0.0.0:5000' also fine
iterations: 10
rampup: 2

plan:
  - name: Get post by id
    request:
      url: /posts/1

Result:

> drill --stats --quiet  --benchmark benchmark.yml

Get post by id            Total requests            5000
Get post by id            Successful requests       4915
Get post by id            Failed requests           85
Get post by id            Median time per request   296ms
Get post by id            Average time per request  284ms
Get post by id            Sample standard deviation 59ms

Concurrency Level         500
Time taken for tests      3.0 seconds
Total requests            5000
Successful requests       4915
Failed requests           85
Requests per second       1692.92 [#/sec]
Median time per request   296ms
Average time per request  284ms
Sample standard deviation 59ms

Difference in base URL :) Something went wrong when Drill tries resolve DNS. In case IP all fine :)

When I try test live server like super.com/api/my-endpoint performance issue unfortunately still exists. Maybe issue also related from OS, don't know.

p.s. Drill has great yaml config API for performance testing, thanks for this project

zmts avatar May 15 '20 13:05 zmts

Are you trying with the last changes in master? They include async and keep alive (avoid multiple dns resolutions) functionalities that should improve those cases. BTW, remove the rampup option to remove whatever systematic latency. Also swap your current values for iterations and threads.

fcsonline avatar May 15 '20 13:05 fcsonline

I tried latest master and don't see big difference

time ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 4
Iterations 100000
Rampup 0
Base URL http://localhost:8080


Fetch example json        Total requests            400000
Fetch example json        Successful requests       400000
Fetch example json        Failed requests           0
Fetch example json        Median time per request   0ms
Fetch example json        Average time per request  0ms
Fetch example json        Sample standard deviation 0ms

Concurrency Level         4
Time taken for tests      7.7 seconds
Total requests            400000
Successful requests       400000
Failed requests           0
Requests per second       51814.33 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 0ms

real	0m7.942s
user	0m20.503s
sys	0m7.539s

but 52k rps is already pretty good, btw how many connections does it open?

wizzardo avatar May 18 '20 08:05 wizzardo

@wizzardo share please your software/hardware

zmts avatar May 18 '20 08:05 zmts

Distro: Ubuntu 20.04 LTS (Focal Fossa) System: Kernel: 5.4.0-29-generic x86_64 Machine: Type: Laptop System: Dell product: XPS 15 9560 CPU: Topology: Quad Core model: Intel Core i7-7700HQ bits: 64 type: MT MCP L2 cache: 6144 KiB

example app for test: https://github.com/TechEmpower/FrameworkBenchmarks/blob/master/frameworks/Java/wizzardo-http/README.md runs on java 8 u181

wizzardo avatar May 18 '20 08:05 wizzardo

@wizzardo Can you try #55 with bigger concurrency say 100?

messense avatar May 18 '20 08:05 messense

threads: 4 concurrency: 32

time ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 4
Iterations 100000
Rampup 0
Base URL http://127.0.0.1:8080


Fetch example json        Total requests            3200000
Fetch example json        Successful requests       3200000
Fetch example json        Failed requests           0
Fetch example json        Median time per request   0ms
Fetch example json        Average time per request  0ms
Fetch example json        Sample standard deviation 0ms

Concurrency Level         32
Time taken for tests      46.1 seconds
Total requests            3200000
Successful requests       3200000
Failed requests           0
Requests per second       69340.26 [#/sec]
Median time per request   0ms
Average time per request  0ms
Sample standard deviation 0ms

real	0m48.178s
user	2m23.859s
sys	0m40.101s

threads: 4 concurrency: 64

time ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 4
Iterations 10000
Rampup 0
Base URL http://127.0.0.1:8080


Fetch example json        Total requests            640000
Fetch example json        Successful requests       640000
Fetch example json        Failed requests           0
Fetch example json        Median time per request   1ms
Fetch example json        Average time per request  1ms
Fetch example json        Sample standard deviation 1ms

Concurrency Level         64
Time taken for tests      9.3 seconds
Total requests            640000
Successful requests       640000
Failed requests           0
Requests per second       68759.54 [#/sec]
Median time per request   1ms
Average time per request  1ms
Sample standard deviation 1ms

real	0m9.707s
user	0m28.853s
sys	0m8.275s

threads: 1 concurrency: 64

time ./target/release/drill --benchmark benchmark.yml --stats -q
Threads 1
Iterations 10000
Rampup 0
Base URL http://127.0.0.1:8080


Fetch example json        Total requests            640000
Fetch example json        Successful requests       640000
Fetch example json        Failed requests           0
Fetch example json        Median time per request   3ms
Fetch example json        Average time per request  3ms
Fetch example json        Sample standard deviation 2ms

Concurrency Level         64
Time taken for tests      28.8 seconds
Total requests            640000
Successful requests       640000
Failed requests           0
Requests per second       22240.46 [#/sec]
Median time per request   3ms
Average time per request  3ms
Sample standard deviation 2ms

real	0m29.159s
user	0m22.280s
sys	0m6.870s

wizzardo avatar May 18 '20 09:05 wizzardo