results.py 23 KB

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  1. from toolset.utils.output_helper import log
  2. from toolset.test_types import test_types
  3. import os
  4. import subprocess
  5. import uuid
  6. import time
  7. import json
  8. import requests
  9. import threading
  10. import re
  11. import math
  12. import csv
  13. import traceback
  14. from datetime import datetime
  15. # Cross-platform colored text
  16. from colorama import Fore, Style
  17. class ByteEncoder(json.JSONEncoder):
  18. def default(self, obj):
  19. if isinstance(obj, bytes):
  20. return obj.decode()
  21. return super().default(obj)
  22. class Results:
  23. def __init__(self, benchmarker):
  24. '''
  25. Constructor
  26. '''
  27. self.benchmarker = benchmarker
  28. self.config = benchmarker.config
  29. self.directory = os.path.join(self.config.results_root,
  30. self.config.timestamp)
  31. try:
  32. os.makedirs(self.directory)
  33. except OSError:
  34. pass
  35. self.file = os.path.join(self.directory, "results.json")
  36. self.uuid = str(uuid.uuid4())
  37. self.name = datetime.now().strftime(self.config.results_name)
  38. self.environmentDescription = self.config.results_environment
  39. try:
  40. self.git = dict()
  41. subprocess.call('git config --global --add safe.directory {}'.format(self.config.fw_root),
  42. shell=True,
  43. cwd=self.config.fw_root)
  44. self.git['commitId'] = self.__get_git_commit_id()
  45. self.git['repositoryUrl'] = self.__get_git_repository_url()
  46. self.git['branchName'] = self.__get_git_branch_name()
  47. except Exception:
  48. #Could not read local git repository, which is fine.
  49. self.git = None
  50. self.startTime = int(round(time.time() * 1000))
  51. self.completionTime = None
  52. self.concurrencyLevels = self.config.concurrency_levels
  53. self.pipelineConcurrencyLevels = self.config.pipeline_concurrency_levels
  54. self.queryIntervals = self.config.query_levels
  55. self.cachedQueryIntervals = self.config.cached_query_levels
  56. self.frameworks = [t.name for t in benchmarker.tests]
  57. self.duration = self.config.duration
  58. self.rawData = dict()
  59. self.completed = dict()
  60. self.succeeded = dict()
  61. self.failed = dict()
  62. self.verify = dict()
  63. for type in test_types:
  64. self.rawData[type] = dict()
  65. self.failed[type] = []
  66. self.succeeded[type] = []
  67. #############################################################################
  68. # PUBLIC FUNCTIONS
  69. #############################################################################
  70. def parse(self, tests):
  71. '''
  72. Ensures that the system has all necessary software to run
  73. the tests. This does not include that software for the individual
  74. test, but covers software such as curl and weighttp that
  75. are needed.
  76. '''
  77. # Run the method to get the commmit count of each framework.
  78. self.__count_commits()
  79. # Call the method which counts the sloc for each framework
  80. self.__count_sloc()
  81. # Time to create parsed files
  82. # Aggregate JSON file
  83. with open(self.file, "w") as f:
  84. f.write(json.dumps(self.__to_jsonable(), indent=2))
  85. def parse_test(self, framework_test, test_type):
  86. '''
  87. Parses the given test and test_type from the raw_file.
  88. '''
  89. results = dict()
  90. results['results'] = []
  91. stats = []
  92. if os.path.exists(self.get_raw_file(framework_test.name, test_type)):
  93. with open(self.get_raw_file(framework_test.name,
  94. test_type)) as raw_data:
  95. is_warmup = True
  96. rawData = None
  97. for line in raw_data:
  98. if "Queries:" in line or "Concurrency:" in line:
  99. is_warmup = False
  100. rawData = None
  101. continue
  102. if "Warmup" in line or "Primer" in line:
  103. is_warmup = True
  104. continue
  105. if not is_warmup:
  106. if rawData is None:
  107. rawData = dict()
  108. results['results'].append(rawData)
  109. if "Latency" in line:
  110. m = re.findall(r"([0-9]+\.*[0-9]*[us|ms|s|m|%]+)",
  111. line)
  112. if len(m) == 4:
  113. rawData['latencyAvg'] = m[0]
  114. rawData['latencyStdev'] = m[1]
  115. rawData['latencyMax'] = m[2]
  116. if "requests in" in line:
  117. m = re.search("([0-9]+) requests in", line)
  118. if m is not None:
  119. rawData['totalRequests'] = int(m.group(1))
  120. if "Socket errors" in line:
  121. if "connect" in line:
  122. m = re.search("connect ([0-9]+)", line)
  123. rawData['connect'] = int(m.group(1))
  124. if "read" in line:
  125. m = re.search("read ([0-9]+)", line)
  126. rawData['read'] = int(m.group(1))
  127. if "write" in line:
  128. m = re.search("write ([0-9]+)", line)
  129. rawData['write'] = int(m.group(1))
  130. if "timeout" in line:
  131. m = re.search("timeout ([0-9]+)", line)
  132. rawData['timeout'] = int(m.group(1))
  133. if "Non-2xx" in line:
  134. m = re.search("Non-2xx or 3xx responses: ([0-9]+)",
  135. line)
  136. if m != None:
  137. rawData['5xx'] = int(m.group(1))
  138. if "STARTTIME" in line:
  139. m = re.search("[0-9]+", line)
  140. rawData["startTime"] = int(m.group(0))
  141. if "ENDTIME" in line:
  142. m = re.search("[0-9]+", line)
  143. rawData["endTime"] = int(m.group(0))
  144. test_stats = self.__parse_stats(
  145. framework_test, test_type,
  146. rawData["startTime"], rawData["endTime"], 1)
  147. stats.append(test_stats)
  148. with open(
  149. self.get_stats_file(framework_test.name, test_type) + ".json",
  150. "w") as stats_file:
  151. json.dump(stats, stats_file, indent=2)
  152. return results
  153. def parse_all(self, framework_test):
  154. '''
  155. Method meant to be run for a given timestamp
  156. '''
  157. for test_type in framework_test.runTests:
  158. if os.path.exists(
  159. self.get_raw_file(framework_test.name, test_type)):
  160. results = self.parse_test(framework_test, test_type)
  161. self.report_benchmark_results(framework_test, test_type,
  162. results['results'])
  163. def write_intermediate(self, test_name, status_message):
  164. '''
  165. Writes the intermediate results for the given test_name and status_message
  166. '''
  167. self.completed[test_name] = status_message
  168. self.__write_results()
  169. def set_completion_time(self):
  170. '''
  171. Sets the completionTime for these results and writes the results
  172. '''
  173. self.completionTime = int(round(time.time() * 1000))
  174. self.__write_results()
  175. def upload(self):
  176. '''
  177. Attempts to upload the results.json to the configured results_upload_uri
  178. '''
  179. if self.config.results_upload_uri is not None:
  180. try:
  181. requests.post(
  182. self.config.results_upload_uri,
  183. headers={'Content-Type': 'application/json'},
  184. data=json.dumps(self.__to_jsonable(), indent=2),
  185. timeout=300)
  186. except Exception:
  187. log("Error uploading results.json")
  188. def load(self):
  189. '''
  190. Load the results.json file
  191. '''
  192. try:
  193. with open(self.file) as f:
  194. self.__dict__.update(json.load(f))
  195. except (ValueError, IOError):
  196. pass
  197. def get_raw_file(self, test_name, test_type):
  198. '''
  199. Returns the output file for this test_name and test_type
  200. Example: fw_root/results/timestamp/test_type/test_name/raw.txt
  201. '''
  202. path = os.path.join(self.directory, test_name, test_type, "raw.txt")
  203. try:
  204. os.makedirs(os.path.dirname(path))
  205. except OSError:
  206. pass
  207. return path
  208. def get_stats_file(self, test_name, test_type):
  209. '''
  210. Returns the stats file name for this test_name and
  211. Example: fw_root/results/timestamp/test_type/test_name/stats.txt
  212. '''
  213. path = os.path.join(self.directory, test_name, test_type, "stats.txt")
  214. try:
  215. os.makedirs(os.path.dirname(path))
  216. except OSError:
  217. pass
  218. return path
  219. def report_verify_results(self, framework_test, test_type, result):
  220. '''
  221. Used by FrameworkTest to add verification details to our results
  222. TODO: Technically this is an IPC violation - we are accessing
  223. the parent process' memory from the child process
  224. '''
  225. if framework_test.name not in self.verify.keys():
  226. self.verify[framework_test.name] = dict()
  227. self.verify[framework_test.name][test_type] = result
  228. def report_benchmark_results(self, framework_test, test_type, results):
  229. '''
  230. Used by FrameworkTest to add benchmark data to this
  231. TODO: Technically this is an IPC violation - we are accessing
  232. the parent process' memory from the child process
  233. '''
  234. if test_type not in self.rawData.keys():
  235. self.rawData[test_type] = dict()
  236. # If results has a size from the parse, then it succeeded.
  237. if results:
  238. self.rawData[test_type][framework_test.name] = results
  239. # This may already be set for single-tests
  240. if framework_test.name not in self.succeeded[test_type]:
  241. self.succeeded[test_type].append(framework_test.name)
  242. else:
  243. # This may already be set for single-tests
  244. if framework_test.name not in self.failed[test_type]:
  245. self.failed[test_type].append(framework_test.name)
  246. def finish(self):
  247. '''
  248. Finishes these results.
  249. '''
  250. if not self.config.parse:
  251. # Normally you don't have to use Fore.BLUE before each line, but
  252. # Travis-CI seems to reset color codes on newline (see travis-ci/travis-ci#2692)
  253. # or stream flush, so we have to ensure that the color code is printed repeatedly
  254. log("Verification Summary",
  255. border='=',
  256. border_bottom='-',
  257. color=Fore.CYAN)
  258. for test in self.benchmarker.tests:
  259. log(Fore.CYAN + "| {!s}".format(test.name))
  260. if test.name in self.verify.keys():
  261. for test_type, result in self.verify[
  262. test.name].items():
  263. if result.upper() == "PASS":
  264. color = Fore.GREEN
  265. elif result.upper() == "WARN":
  266. color = Fore.YELLOW
  267. else:
  268. color = Fore.RED
  269. log(Fore.CYAN + "| " + test_type.ljust(13) +
  270. ' : ' + color + result.upper())
  271. else:
  272. log(Fore.CYAN + "| " + Fore.RED +
  273. "NO RESULTS (Did framework launch?)")
  274. log('', border='=', border_bottom='', color=Fore.CYAN)
  275. log("Results are saved in " + self.directory)
  276. #############################################################################
  277. # PRIVATE FUNCTIONS
  278. #############################################################################
  279. def __to_jsonable(self):
  280. '''
  281. Returns a dict suitable for jsonification
  282. '''
  283. toRet = dict()
  284. toRet['uuid'] = self.uuid
  285. toRet['name'] = self.name
  286. toRet['environmentDescription'] = self.environmentDescription
  287. toRet['git'] = self.git
  288. toRet['startTime'] = self.startTime
  289. toRet['completionTime'] = self.completionTime
  290. toRet['concurrencyLevels'] = self.concurrencyLevels
  291. toRet['pipelineConcurrencyLevels'] = self.pipelineConcurrencyLevels
  292. toRet['queryIntervals'] = self.queryIntervals
  293. toRet['cachedQueryIntervals'] = self.cachedQueryIntervals
  294. toRet['frameworks'] = self.frameworks
  295. toRet['duration'] = self.duration
  296. toRet['rawData'] = self.rawData
  297. toRet['completed'] = self.completed
  298. toRet['succeeded'] = self.succeeded
  299. toRet['failed'] = self.failed
  300. toRet['verify'] = self.verify
  301. toRet['testMetadata'] = self.benchmarker.metadata.to_jsonable()
  302. return toRet
  303. def __write_results(self):
  304. try:
  305. with open(self.file, 'w') as f:
  306. f.write(json.dumps(self.__to_jsonable(), indent=2, cls=ByteEncoder))
  307. except IOError:
  308. log("Error writing results.json")
  309. def __count_sloc(self):
  310. '''
  311. Counts the significant lines of code for all tests and stores in results.
  312. '''
  313. frameworks = self.benchmarker.metadata.gather_frameworks(
  314. self.config.test, self.config.exclude)
  315. framework_to_count = {}
  316. for framework, testlist in frameworks.items():
  317. wd = testlist[0].directory
  318. # Find the last instance of the word 'code' in the yaml output. This
  319. # should be the line count for the sum of all listed files or just
  320. # the line count for the last file in the case where there's only
  321. # one file listed.
  322. command = "cloc --yaml --follow-links . | grep code | tail -1 | cut -d: -f 2"
  323. log("Running \"%s\" (cwd=%s)" % (command, wd))
  324. try:
  325. line_count = int(subprocess.check_output(command, cwd=wd, shell=True))
  326. except (subprocess.CalledProcessError, ValueError) as e:
  327. log("Unable to count lines of code for %s due to error '%s'" %
  328. (framework, e))
  329. continue
  330. log("Counted %s lines of code" % line_count)
  331. framework_to_count[framework] = line_count
  332. self.rawData['slocCounts'] = framework_to_count
  333. def __count_commits(self):
  334. '''
  335. Count the git commits for all the framework tests
  336. '''
  337. frameworks = self.benchmarker.metadata.gather_frameworks(
  338. self.config.test, self.config.exclude)
  339. def count_commit(directory, jsonResult):
  340. command = "git rev-list HEAD -- " + directory + " | sort -u | wc -l"
  341. try:
  342. commitCount = subprocess.check_output(command, shell=True)
  343. jsonResult[framework] = int(commitCount)
  344. except subprocess.CalledProcessError:
  345. pass
  346. # Because git can be slow when run in large batches, this
  347. # calls git up to 4 times in parallel. Normal improvement is ~3-4x
  348. # in my trials, or ~100 seconds down to ~25
  349. # This is safe to parallelize as long as each thread only
  350. # accesses one key in the dictionary
  351. threads = []
  352. jsonResult = {}
  353. # t1 = datetime.now()
  354. for framework, testlist in frameworks.items():
  355. directory = testlist[0].directory
  356. t = threading.Thread(
  357. target=count_commit, args=(directory, jsonResult))
  358. t.start()
  359. threads.append(t)
  360. # Git has internal locks, full parallel will just cause contention
  361. # and slowness, so we rate-limit a bit
  362. if len(threads) >= 4:
  363. threads[0].join()
  364. threads.remove(threads[0])
  365. # Wait for remaining threads
  366. for t in threads:
  367. t.join()
  368. # t2 = datetime.now()
  369. # print "Took %s seconds " % (t2 - t1).seconds
  370. self.rawData['commitCounts'] = jsonResult
  371. self.config.commits = jsonResult
  372. def __get_git_commit_id(self):
  373. '''
  374. Get the git commit id for this benchmark
  375. '''
  376. return subprocess.check_output(
  377. ["git", "rev-parse", "HEAD"], cwd=self.config.fw_root).strip()
  378. def __get_git_repository_url(self):
  379. '''
  380. Gets the git repository url for this benchmark
  381. '''
  382. return subprocess.check_output(
  383. ["git", "config", "--get", "remote.origin.url"],
  384. cwd=self.config.fw_root).strip()
  385. def __get_git_branch_name(self):
  386. '''
  387. Gets the git branch name for this benchmark
  388. '''
  389. return subprocess.check_output(
  390. 'git rev-parse --abbrev-ref HEAD',
  391. shell=True,
  392. cwd=self.config.fw_root).strip()
  393. def __parse_stats(self, framework_test, test_type, start_time, end_time,
  394. interval):
  395. '''
  396. For each test type, process all the statistics, and return a multi-layered
  397. dictionary that has a structure as follows:
  398. (timestamp)
  399. | (main header) - group that the stat is in
  400. | | (sub header) - title of the stat
  401. | | | (stat) - the stat itself, usually a floating point number
  402. '''
  403. stats_dict = dict()
  404. stats_file = self.get_stats_file(framework_test.name, test_type)
  405. with open(stats_file) as stats:
  406. # dool doesn't output a completely compliant CSV file - we need to strip the header
  407. for _ in range(4):
  408. next(stats)
  409. stats_reader = csv.reader(stats)
  410. main_header = next(stats_reader)
  411. sub_header = next(stats_reader)
  412. time_row = sub_header.index("epoch")
  413. int_counter = 0
  414. for row in stats_reader:
  415. time = float(row[time_row])
  416. int_counter += 1
  417. if time < start_time:
  418. continue
  419. elif time > end_time:
  420. return stats_dict
  421. if int_counter % interval != 0:
  422. continue
  423. row_dict = dict()
  424. for nextheader in main_header:
  425. if nextheader != "":
  426. row_dict[nextheader] = dict()
  427. header = ""
  428. for item_num, column in enumerate(row):
  429. if len(main_header[item_num]) != 0:
  430. header = main_header[item_num]
  431. # all the stats are numbers, so we want to make sure that they stay that way in json
  432. row_dict[header][sub_header[item_num]] = float(column)
  433. stats_dict[time] = row_dict
  434. return stats_dict
  435. def __calculate_average_stats(self, raw_stats):
  436. '''
  437. We have a large amount of raw data for the statistics that may be useful
  438. for the stats nerds, but most people care about a couple of numbers. For
  439. now, we're only going to supply:
  440. * Average CPU
  441. * Average Memory
  442. * Total network use
  443. * Total disk use
  444. More may be added in the future. If they are, please update the above list.
  445. Note: raw_stats is directly from the __parse_stats method.
  446. Recall that this consists of a dictionary of timestamps, each of which
  447. contain a dictionary of stat categories which contain a dictionary of stats
  448. '''
  449. raw_stat_collection = dict()
  450. for time_dict in raw_stats.items()[1]:
  451. for main_header, sub_headers in time_dict.items():
  452. item_to_append = None
  453. if 'cpu' in main_header:
  454. # We want to take the idl stat and subtract it from 100
  455. # to get the time that the CPU is NOT idle.
  456. item_to_append = sub_headers['idl'] - 100.0
  457. elif main_header == 'memory usage':
  458. item_to_append = sub_headers['used']
  459. elif 'net' in main_header:
  460. # Network stats have two parts - recieve and send. We'll use a tuple of
  461. # style (recieve, send)
  462. item_to_append = (sub_headers['recv'], sub_headers['send'])
  463. elif 'dsk' or 'io' in main_header:
  464. # Similar for network, except our tuple looks like (read, write)
  465. item_to_append = (sub_headers['read'], sub_headers['writ'])
  466. if item_to_append is not None:
  467. if main_header not in raw_stat_collection:
  468. raw_stat_collection[main_header] = list()
  469. raw_stat_collection[main_header].append(item_to_append)
  470. # Simple function to determine human readable size
  471. # http://stackoverflow.com/questions/1094841/reusable-library-to-get-human-readable-version-of-file-size
  472. def sizeof_fmt(num):
  473. # We'll assume that any number we get is convertable to a float, just in case
  474. num = float(num)
  475. for x in ['bytes', 'KB', 'MB', 'GB']:
  476. if 1024.0 > num > -1024.0:
  477. return "%3.1f%s" % (num, x)
  478. num /= 1024.0
  479. return "%3.1f%s" % (num, 'TB')
  480. # Now we have our raw stats in a readable format - we need to format it for display
  481. # We need a floating point sum, so the built in sum doesn't cut it
  482. display_stat_collection = dict()
  483. for header, values in raw_stat_collection.items():
  484. display_stat = None
  485. if 'cpu' in header:
  486. display_stat = sizeof_fmt(math.fsum(values) / len(values))
  487. elif main_header == 'memory usage':
  488. display_stat = sizeof_fmt(math.fsum(values) / len(values))
  489. elif 'net' in main_header:
  490. receive, send = zip(*values) # unzip
  491. display_stat = {
  492. 'receive': sizeof_fmt(math.fsum(receive)),
  493. 'send': sizeof_fmt(math.fsum(send))
  494. }
  495. else: # if 'dsk' or 'io' in header:
  496. read, write = zip(*values) # unzip
  497. display_stat = {
  498. 'read': sizeof_fmt(math.fsum(read)),
  499. 'write': sizeof_fmt(math.fsum(write))
  500. }
  501. display_stat_collection[header] = display_stat
  502. return display_stat