def test_prefix_counter():
cnts = PerfCounters()
v = cnts._prefix_counter('test')
assert v == 'test'
cnts = PerfCounters('prefix')
v = cnts._prefix_counter('test')
assert v == 'prefix_test'
def counters():
cnts = PerfCounters()
cnts.set('value', 42)
cnts.set('value2', 43)
cnts.start('time')
time.sleep(0.2)
cnts.start('time2')
time.sleep(0.2)
return cnts
def test_counter_delta_auto_closing():
cnts = PerfCounters()
cnts.start('tmp')
time.sleep(0.2)
cnts.start('tmp2')
time.sleep(0.2)
cnts.stop('tmp') # stop only one of two
dic = cnts._get_counter_lists()
assert len(dic['Timing counters']) == 2
assert dic['Timing counters'][0][0] == 'tmp'
assert dic['Timing counters'][0][1] > 0.4
assert dic['Timing counters'][1][0] == 'tmp2'
assert dic['Timing counters'][1][1] > 0.2
def test_prefix_counter():
cnts = PerfCounters()
v = cnts._prefix_counter('test')
assert v == 'test'
cnts = PerfCounters('prefix')
v = cnts._prefix_counter('test')
assert v == 'prefix_test'
def test_process_counters_values():
cnts = PerfCounters()
cnts.set('value', 42)
cnts.set('value2', 43)
dic = process_counters(cnts.counters,
cnts.laps,
sort_by='name',
reverse=False)
assert len(dic[VALUE_COUNTERS]) == 2
assert dic[VALUE_COUNTERS][0][0] == 'value'
assert dic[VALUE_COUNTERS][0][1] == 42
assert dic[VALUE_COUNTERS][1][0] == 'value2'
assert dic[VALUE_COUNTERS][1][1] == 43
def test_counter_sorting():
cnts = PerfCounters() # clean instance
cnts.set('a', 42)
cnts.set('b', 43)
# value desc (default)
dic = cnts._get_counter_lists()
assert dic['Value counters'][0][1] > dic['Value counters'][1][1]
# value asc
dic = cnts._get_counter_lists(reverse=False)
assert dic['Value counters'][0][1] < dic['Value counters'][1][1]
# name desc
dic = cnts._get_counter_lists(sort_by=PerfCounters.SORT_BY_NAME)
assert dic['Value counters'][0][0] == 'b'
# name asc
dic = cnts._get_counter_lists(sort_by=PerfCounters.SORT_BY_NAME,
reverse=False)
assert dic['Value counters'][0][0] == 'a'
def op_optimization_benchmark(population, op, num_runs, num_warmup=1):
"""Run OP with the different level of optimization supported and
report results as PerfCounters counterts.
Args:
population (tensor): population to run the bench on
op (OP): OP to be benchmarked
num_runs (int): number of execution to perform.
Returns:
PerfCounters: performance counters for various optimization levels.
"""
cprint('[warn-up]', 'yellow')
os = optimization_support(op)
max_level = os['optimization_level']
cprint('Max optimization level %s' % (max_level), 'magenta')
cprint('Optimization status:%s' % os['optimizations'], 'blue')
cprint('[%s micro benchmark]' % str(op.__class__.__name__), 'yellow')
total_tests = (num_warmup + num_runs) * (max_level + 1)
pb = tqdm(total=total_tests, desc='running tests', unit='ops')
cnts = PerfCounters()
for level in range(max_level + 1):
cname = 'Optimization level: %d' % level
op.set_optimization_level(level)
# warmup
for _ in range(num_warmup):
op(population)
pb.update(1)
# real test
cnts.start(cname)
for _ in range(num_runs):
op(population)
pb.update(1)
cnts.stop(cname)
pb.close()
return cnts
def test_counter_deadline(caplog):
cnts = PerfCounters()
cnts.start('deadline', warning_deadline=1)
time.sleep(2)
cnts.stop_all()
assert "counter deadline deadline exceeded" in caplog.text
def counters():
cnts = PerfCounters()
cnts.set('value', 42)
cnts.set('value2', 43)
cnts.start('lap')
cnts.start('time')
time.sleep(0.2)
cnts.lap('lap')
cnts.start('time2')
time.sleep(0.2)
cnts.lap('lap')
return cnts
def test_counter_logging(caplog):
cnts = PerfCounters()
cnts.start('test', log=True)
assert "test counter started" in caplog.text
cnts.stop('test', log=True)
assert "test counter stopped" in caplog.text
def test_counter_logging(caplog):
cnts = PerfCounters()
cnts.start('test', log=True)
assert "test counter started" in caplog.text
cnts.stop('test', log=True)
assert "test counter stopped" in caplog.text
def test_merge(counters):
counters2 = PerfCounters()
counters2.set('value3', 44)
counters.merge(counters2)
assert 'value3' in counters.counters
assert counters.get('value3') == 44
def test_counter_deadline(caplog):
cnts = PerfCounters()
cnts.start('deadline', warning_deadline=1)
time.sleep(2)
cnts.stop_all()
assert "counter deadline deadline exceeded" in caplog.text
def test_assign_fn():
NUM_TESTS = 3
t = np.random.randint(0, 100, (100, 100))
dst_tensor = np.zeros(t.shape, dtype=intx())
slices = (slice(1, 30), slice(1, 25))
indexes = slices2array(slices)
updates = B.cast(t[slices], dtype=intx())
r = B.assign(dst_tensor, updates, indexes)
r2 = assign_tf(dst_tensor, updates, indexes)
assert B.tensor_equal(r, r2)
assign_tf(dst_tensor, updates, indexes)
assign_xla(dst_tensor, updates, indexes)
cnts = PerfCounters()
cnts.start('basic')
for _ in range(NUM_TESTS):
B.assign(dst_tensor, updates, indexes)
cnts.stop('basic')
cnts.start('tf_fn')
for _ in range(NUM_TESTS):
assign_tf(dst_tensor, updates, indexes)
cnts.stop('tf_fn')
cnts.start('tf_xla')
for _ in range(NUM_TESTS):
assign_xla(dst_tensor, updates, indexes)
cnts.stop('tf_xla')
cnts.report()
def test_duplicate_merge(counters):
counters2 = PerfCounters()
counters2.set('value', 44)
with pytest.raises(ValueError):
counters.merge(counters2)
def __init__(self, config_filename, version='1.0'):
# Timers
self.cnts = PerfCounters()
self.cnts.start('Overall')
self.cnts.start('Init')
# [configuration]
self.current_dir = Path.cwd()
# make the config file path absolute to avoid weird cases
self.config_filename = Path(config_filename).resolve()
if not config_filename:
raise Exception("Supply a configuration filename")
# exist?
if self.config_filename.is_file(): # absolute path
self.config = files.load_config(self.config_filename)
else:
utils.error("Config file %s not found" % self.config_filename)
# site root dir is -1 from where the config is
self.config.root_dir = self.config_filename.parents[1]
self.config.build = utils.create_objdict()
# expose sitefab version to the templates
self.config.build.sitefab_version = version
# [parser] #
# initialize the parser config
parser_tpl_path = Path(self.config.parser.template_dir)
self.config.parser.templates_path = (self.config.root_dir /
parser_tpl_path)
self.config.parser = Parser.make_config(self.config.parser)
# [plugins]
# loading configuration
for d in self.config.plugins.config_dir:
config_dir = self.config.root_dir / d
# load the various config files from disk
plugins_config = defaultdict(dict)
for config_fname in files.get_files_list(config_dir, '*.yaml'):
plugin_name = config_fname.stem
category = "%s%s" % (str(config_fname.parts[-3]).capitalize(),
str(config_fname.parts[-2]).capitalize())
config = files.load_config(config_fname)
plugins_config[category][plugin_name] = config
# where to redirect the standard python log
debug_log_fname = self.get_logs_dir() / "debug.log"
self.plugins = Plugins(self.get_plugins_dirs(), debug_log_fname,
plugins_config)
# Store data generated by plugins that can be used later.
self.plugin_data = {}
self.plugin_results = defaultdict(int)
# [template rendering engine] #
self.jinja2 = Environment(loader=FileSystemLoader(
str(self.get_template_dir())),
extensions=['jinja2.ext.do'])
# loading templates custom functions
custom_filters = self.plugins.get_template_filters()
for flt_name, flt_fct in custom_filters.items():
self.jinja2.filters[flt_name] = flt_fct
# [logger] #
cfg = utils.create_objdict()
cfg.output_dir = self.get_logs_dir()
# log template not the one from the users.
cfg.template_dir = (self.config.root_dir /
self.config.logger.template_dir)
tpl_dir = self.config.root_dir / Path(self.config.logger.template_dir)
self.config.logger.template_dir = tpl_dir
cfg.log_template = "log.html"
cfg.log_index_template = "log_index.html" # noqa
cfg.stats_template = "stats.html"
self.logger = Logger(cfg, self)
# [linter] #
linter_config_filename = (self.config.root_dir /
self.config.linter.configuration_file)
linter_config = files.load_config(linter_config_filename)
linter_config.report_template_file = (
self.config.root_dir / self.config.linter.report_template_file)
linter_config.output_dir = self.get_logs_dir()
linter_config.site_output_dir = self.get_output_dir()
self.linter = Linter(linter_config)
# Finding content and assets.
self.filenames = utils.create_objdict()
self.filenames.posts = files.get_files_list(self.get_content_dir(),
"*.md")
# Cleanup the output directories.
files.clean_dir(self.get_output_dir())
self.cnts.stop('Init')
def test_randint_fn():
NUM_TESTS = 3
low = 10
high = 1000
shape = (100, 100, 100)
randint_tf(low, high, shape)
randint_xla(low, high, shape)
v = randint_tf(low, high, shape)
v2 = randint_tf(low, high, shape)
assert not B.tensor_equal(v, v2)
v = randint_xla(low, high, shape)
v2 = randint_xla(low, high, shape)
assert not B.tensor_equal(v, v2)
cnts = PerfCounters()
cnts.start('basic')
for _ in range(NUM_TESTS):
B.randint(low, high, shape)
cnts.stop('basic')
cnts.start('tf_fn')
for _ in range(NUM_TESTS):
randint_tf(low, high, shape)
cnts.stop('tf_fn')
cnts.start('tf_xla')
for _ in range(NUM_TESTS):
randint_xla(low, high, shape)
cnts.stop('tf_xla')
cnts.report()
def test_counter_delta_auto_closing():
cnts = PerfCounters()
cnts.start('tmp')
cnts.start('lap')
time.sleep(0.2)
cnts.lap('lap')
cnts.start('tmp2')
time.sleep(0.2)
cnts.lap('lap')
cnts.stop('tmp')
time.sleep(0.1)
cnts.stop('lap')
dic = process_counters(cnts.counters, cnts.laps)
assert len(dic[TIME_COUNTERS]) == 3 # 2 time + lap
assert len(dic[LAPS_COUNTERS]) == 1
assert dic[TIME_COUNTERS][0][0] == 'lap'
assert dic[TIME_COUNTERS][0][1] >= 0.5
assert dic[TIME_COUNTERS][1][0] == 'tmp'
assert dic[TIME_COUNTERS][1][1] >= 0.4
assert dic[TIME_COUNTERS][2][0] == 'tmp2'
assert dic[TIME_COUNTERS][2][1] >= 0.2
def test_duplicate_merge(counters):
counters2 = PerfCounters()
counters2.set('value', 44)
with pytest.raises(ValueError):
counters.merge(counters2)
def test_no_lap():
cnts = PerfCounters()
cnts.start('tmp')
dic = process_counters(cnts.counters, cnts.laps)
assert LAPS_COUNTERS not in dic
class SiteFab(object):
""" Object representation of the site being built.
SiteFab main class
"""
SORT_BY_CREATION_DATE_DESC = 1
SORT_BY_CREATION_DATE = 2
SORT_BY_UPDATE_DATE_DESC = 3
SORT_BY_UPDATE_DATE = 4
OK = 1
SKIPPED = 2
ERROR = 3
def __init__(self, config_filename, version='1.0'):
# Timers
self.cnts = PerfCounters()
self.cnts.start('Overall')
self.cnts.start('Init')
# [configuration]
self.current_dir = Path.cwd()
# make the config file path absolute to avoid weird cases
self.config_filename = Path(config_filename).resolve()
if not config_filename:
raise Exception("Supply a configuration filename")
# exist?
if self.config_filename.is_file(): # absolute path
self.config = files.load_config(self.config_filename)
else:
utils.error("Config file %s not found" % self.config_filename)
# site root dir is -1 from where the config is
self.config.root_dir = self.config_filename.parents[1]
self.config.build = utils.create_objdict()
# expose sitefab version to the templates
self.config.build.sitefab_version = version
# [parser] #
# initialize the parser config
parser_tpl_path = Path(self.config.parser.template_dir)
self.config.parser.templates_path = (self.config.root_dir /
parser_tpl_path)
self.config.parser = Parser.make_config(self.config.parser)
# [plugins]
# loading configuration
for d in self.config.plugins.config_dir:
config_dir = self.config.root_dir / d
# load the various config files from disk
plugins_config = defaultdict(dict)
for config_fname in files.get_files_list(config_dir, '*.yaml'):
plugin_name = config_fname.stem
category = "%s%s" % (str(config_fname.parts[-3]).capitalize(),
str(config_fname.parts[-2]).capitalize())
config = files.load_config(config_fname)
plugins_config[category][plugin_name] = config
# where to redirect the standard python log
debug_log_fname = self.get_logs_dir() / "debug.log"
self.plugins = Plugins(self.get_plugins_dirs(), debug_log_fname,
plugins_config)
# Store data generated by plugins that can be used later.
self.plugin_data = {}
self.plugin_results = defaultdict(int)
# [template rendering engine] #
self.jinja2 = Environment(loader=FileSystemLoader(
str(self.get_template_dir())),
extensions=['jinja2.ext.do'])
# loading templates custom functions
custom_filters = self.plugins.get_template_filters()
for flt_name, flt_fct in custom_filters.items():
self.jinja2.filters[flt_name] = flt_fct
# [logger] #
cfg = utils.create_objdict()
cfg.output_dir = self.get_logs_dir()
# log template not the one from the users.
cfg.template_dir = (self.config.root_dir /
self.config.logger.template_dir)
tpl_dir = self.config.root_dir / Path(self.config.logger.template_dir)
self.config.logger.template_dir = tpl_dir
cfg.log_template = "log.html"
cfg.log_index_template = "log_index.html" # noqa
cfg.stats_template = "stats.html"
self.logger = Logger(cfg, self)
# [linter] #
linter_config_filename = (self.config.root_dir /
self.config.linter.configuration_file)
linter_config = files.load_config(linter_config_filename)
linter_config.report_template_file = (
self.config.root_dir / self.config.linter.report_template_file)
linter_config.output_dir = self.get_logs_dir()
linter_config.site_output_dir = self.get_output_dir()
self.linter = Linter(linter_config)
# Finding content and assets.
self.filenames = utils.create_objdict()
self.filenames.posts = files.get_files_list(self.get_content_dir(),
"*.md")
# Cleanup the output directories.
files.clean_dir(self.get_output_dir())
self.cnts.stop('Init')
def preprocessing(self):
"Perform pre-processing tasks"
self.cnts.start('Preprocessing')
self.execute_plugins([1], "SitePreparsing", " plugin")
self.cnts.stop('Preprocessing')
def parse(self):
"parse md content into post objects"
self.cnts.start('Parsing')
filenames = self.filenames.posts
self.posts = []
# collections creation
min_posts = self.config.collections.min_posts
# posts_by_tag is what is rendered: it contains for as given post both
# its tags and its category
tlp = self.jinja2.get_template(self.config.collections.template)
path = self.get_output_dir() / self.config.collections.output_dir
self.posts_by_tag = PostCollections(
site=self,
template=tlp,
output_path=path,
web_path=self.config.collections.output_dir,
min_posts=min_posts)
self.posts_by_category = PostCollections(
site=self, web_path=self.config.collections.output_dir)
self.posts_by_template = PostCollections(site=self)
self.posts_by_microdata = PostCollections(site=self)
# Parsing
cprint("\nParsing posts", "magenta")
progress_bar = tqdm(total=len(filenames),
unit=' files',
desc="Files",
leave=True)
errors = []
post_idx = 1
threads = self.config.threads
# NOTE: passing self.config.parser might seems strange
# but it is required to get the pluging workings
parser = Parser(self.config.parser, self)
if threads > 1:
todo_nlp_posts = []
for filename in filenames:
file_content = files.read_file(filename)
post = parser.parse(file_content)
post.filename = str(filename)
post.id = post_idx
post_idx += 1
todo_nlp_posts.append(json.dumps(post))
pool = Pool(threads)
for parsed_post_json in pool.imap_unordered(
parse_post, todo_nlp_posts):
parsed_post = json.loads(parsed_post_json)
post = utils.dict_to_objdict(parsed_post)
self.process_post(post)
progress_bar.update(1)
pool.close()
pool.join()
else:
for filename in filenames:
file_content = files.read_file(filename)
post = parser.parse(file_content)
post.filename = str(filename)
post.id = post_idx
parsed_post_json = parse_post(json.dumps(post))
parsed_post = json.loads(parsed_post_json)
self.process_post(utils.dict_to_objdict(parsed_post))
progress_bar.update(1)
post_idx += 1
progress_bar.close()
if len(errors):
utils.error("\n".join(errors))
self.cnts.stop('Parsing')
def process_post(self, post):
# do not process hidden post
if post.meta.hidden:
return True
# Ignore posts set for future date
if self.config.parser.skip_future and post.meta.creation_date_ts > int(
time.time()):
s = "Post in the future - skipping %s" % (post.meta.title)
utils.warning(s)
return True
# Add posts to our list
self.posts.append(post)
# insert in template list
if not post.meta.template:
errors += "%s has no template defined." % post.filename
errors += "Can't render it"
return True
self.posts_by_template.add(post.meta.template, post)
# insert in microformat list
if post.meta.microdata_type:
self.posts_by_microdata.add(post.meta.microdata_type, post)
# insert in category
if post.meta.category:
self.posts_by_category.add(post.meta.category, post)
# tags is what is rendered
self.posts_by_tag.add(post.meta.category, post)
# insert in tags
if post.meta.tags:
for tag in post.meta.tags:
self.posts_by_tag.add(tag, post)
return True
def process(self):
"Processing stage"
self.cnts.start('Processing')
# Posts processing
print("\nPosts plugins")
self.execute_plugins(self.posts, "PostProcessor", " posts")
# Collection processing
print("\nCollections plugins")
self.execute_plugins(self.posts_by_category.get_as_list(),
"CollectionProcessor", " categories")
self.execute_plugins(self.posts_by_tag.get_as_list(),
"CollectionProcessor", " tags")
self.execute_plugins(self.posts_by_template.get_as_list(),
"CollectionProcessor", " templates")
self.execute_plugins(self.posts_by_microdata.get_as_list(),
"CollectionProcessor", " microdata")
# site wide processing
print("\nSite wide plugins")
self.execute_plugins([1], "SiteProcessor", " site")
self.cnts.stop('Processing')
def render(self):
"Rendering stage"
self.cnts.start('Rendering')
print("\nRendering posts")
self.render_posts()
print("\nRendering collections")
self.posts_by_tag.render()
print("\nAdditional Rendering")
self.execute_plugins([1], "SiteRendering", " pages")
self.cnts.stop('Rendering')
def finale(self):
"Final stage"
# Write reminainig logs
self.logger.write_log_index()
self.logger.write_stats()
# Terminal recap
cprint("Thread used:%s" % self.config.threads, "cyan")
cprint("\nPerformance", 'magenta')
self.cnts.stop_all()
self.cnts.report()
cprint("Content", 'magenta')
cprint("|-Num posts: %s" % len(self.posts), "cyan")
cprint(
"|-Num categories: %s" %
self.posts_by_category.get_num_collections(), "yellow")
cprint("|-Num tags: %s" % self.posts_by_tag.get_num_collections(),
"cyan")
cprint(
"|-Num templates: %s" %
self.posts_by_template.get_num_collections(), "yellow")
# PLUGINS
cprint("\nPlugins", 'magenta')
cprint("|-Num plugins: %s" % len(self.plugins.plugins_enabled), "cyan")
if self.plugin_results[self.OK]:
cprint("|-Num OK:%s " % self.plugin_results[self.OK], 'green')
if self.plugin_results[self.SKIPPED]:
cprint("|-Num Skipped:%s " % self.plugin_results[self.SKIPPED],
'yellow')
if self.plugin_results[self.ERROR]:
cprint("|-Num Errors:%s" % self.plugin_results[self.ERROR], 'red')
# LINTER
cprint("\nLinter", 'magenta')
self.linter.render_report() # write the logs
cprint("|-Posts OK:%s" % self.linter.num_post_ok(), 'green')
cprint(
"|-Posts with warnings:%s" % self.linter.num_post_with_warnings(),
'yellow')
cprint("|-Posts with errors:%s" % self.linter.num_post_with_errors(),
'red')
# Output
cprint("\nOutput", 'magenta')
cprint('|-Log index: %s' % (self.get_logs_dir() / 'index.html'),
'blue')
cprint('|-Linter log: %s' % (self.get_logs_dir() / 'linter.html'),
'cyan')
cprint('|-Generated site: %s' % (self.get_output_dir()), 'yellow')
cprint('Generation complete - site is ready :)', 'green')
# Post functions #
def render_posts(self):
"""Render posts using jinja2 templates."""
for post in tqdm(self.posts, unit=' pages', miniters=1, desc="Posts"):
template_name = "%s.html" % post.meta.template
template = self.jinja2.get_template(template_name)
rv = template.render(
content=post.html,
meta=post.meta,
year=datetime.today().year,
posts=self.posts,
plugin_data=self.plugin_data,
config=self.config,
categories=self.posts_by_category.get_as_dict(), # noqa: E501
tags=self.posts_by_tag.get_as_dict(),
templates=self.posts_by_template.get_as_dict(), # noqa: E501
microdata=self.posts_by_microdata.get_as_dict() # noqa: E501
)
# Linting
linter_results = self.linter.lint(post, rv, self)
# Are we stopping on linting errors?
if linter_results.has_errors and self.config.linter.stop_on_error:
print(post.filename)
for err in linter_results.info:
print("\t-%s:%s" % (err[0], err[1]))
sys.exit(-1)
perm_url = post.meta.permanent_url
if len(perm_url) and perm_url[0] == '/':
perm_url = perm_url[1:]
path = self.get_output_dir() / perm_url
files.write_file(path, 'index.html', rv)
# Templates functions #
def get_num_templates(self):
"Return the number of templates loaded."
return len(self.jinja2.list_templates())
def get_template_list(self):
"Return the list of templates loaded."
return self.jinja2.list_templates()
# Plugins #
def execute_plugins(self, items, plugin_class, unit):
""" Execute a given group of plugins
Args:
items (str): list of object to apply the plugins to
{collection, posts, None}
plugin_class (str): which type of plugins to execute
unit (str): which unit to report in the progress bar
Return:
None
"""
results = self.plugins.run_plugins(items, plugin_class, unit, self)
self.plugins.display_execution_results(results, self)
# sum all plugins data for recap
for result in results:
plugin, values = result
for k, v in values.items():
self.plugin_results[k] += v
# Files and directories #
def get_site_info(self):
"Return site information."
return self.site
def get_config(self):
"Return sitefab config."
return self.config
def get_output_dir(self):
"return the absolute path of the ouput dir"
return self.config.root_dir / self.config.dir.output
def get_content_dir(self):
"return the absolute path of the content dir"
return self.config.root_dir / self.config.dir.content
def get_template_dir(self):
"return the absolute path of the template dir"
return self.config.root_dir / self.config.dir.templates
def get_logs_dir(self):
"return the absolute path of the log dir"
return self.config.root_dir / self.config.dir.logs
def get_cache_dir(self):
"return the absolute path of the cache dir"
return self.config.root_dir / self.config.dir.cache
def get_plugins_dirs(self):
"return the absolute path for the plugins directories"
dirs = []
for d in self.config.plugins.dir:
dirs.append(self.config.root_dir / d)
return dirs
def test_merge(counters):
counters2 = PerfCounters()
counters2.set('value3', 44)
counters.merge(counters2)
assert 'value3' in counters.counters
assert counters.get('value3') == 44
def analyze_post(post, debug=False):
"Perform NLP analysis"
counters = PerfCounters()
nlp = create_objdict()
# clean fields
counters.start('cleanup')
clean_fields = generate_clean_fields(post)
nlp.clean_fields = clean_fields
counters.stop('cleanup')
# creating spacy docs
counters.start('make_spacy_docs')
all_cleaned_content = ' '.join([clean_fields.title, clean_fields.category,
" ".join(clean_fields.tags),
clean_fields.abstract, clean_fields.text])
# overall terms
cleaned_doc = make_spacy_doc(all_cleaned_content, lang=SPACY_MODEL)
# title terms
title_doc = make_spacy_doc(clean_fields.title, lang=SPACY_MODEL)
# for statistics
text_doc = make_spacy_doc(post.text, lang=SPACY_MODEL)
counters.stop('make_spacy_docs')
# terms extraction
counters.start('extract_key_terms')
nlp.terms = extract_key_terms(cleaned_doc, num_terms=NUM_TERMS,
algo=TERM_EXTRACTOR_ALGO, ngrams=NGRAMS)
# !note we restrict ngram to one as we only want the lemmized top terms.
nlp.title_terms = extract_key_terms(title_doc, num_terms=NUM_TERMS,
algo=TERM_EXTRACTOR_ALGO, ngrams=1)
counters.stop('extract_key_terms')
# text stats
counters.start('text_stats')
nlp.stats = compute_stats(text_doc)
counters.stop('text_stats')
if debug:
counters.report()
return nlp
from perfcounters import PerfCounters
from random import randint
import time
print("=== End to end example ===\n")
# init counters
counters = PerfCounters()
num_iterations = randint(100000, 1000000)
# setting a value counter to a given value
counters.set('num_iterations', num_iterations)
# starting a timing counter
counters.start('loop')
for i in range(1000):
v = randint(0, 1000000)
# incrementing a value counter to sum the generated values
counters.increment('total_value', v)
# stopping a timing counter
counters.stop('loop')
# reporting counters
counters.report()
print("\n=== Deadline ===\n")