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25 changes: 25 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -92,6 +92,31 @@ with s.time():
pass
```

### Histogram

Histograms track the size and number of events in buckets.
This allows for aggregatable calculation of quantiles.

```python
from prometheus_client import Histogram
h = Histogram('request_latency_seconds', 'Description of histogram')
h.observe(4.7) # Observe 4.7 (seconds in this case)
```

The default buckets are intended to cover a typical web/rpc request from milliseconds to seconds.
They can be overridden by passing `buckets` keyword argument to `Histogram`.

There are utilities for timing code:

```python
@h.time()
def f():
pass

with h.time():
pass
```

### Labels

All metrics can have labels, allowing grouping of related time series.
Expand Down
92 changes: 83 additions & 9 deletions prometheus_client/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -16,11 +16,13 @@
from functools import wraps
from threading import Lock

__all__ = ['Counter', 'Gauge', 'Summary', 'CollectorRegistry']
__all__ = ['Counter', 'Gauge', 'Summary', 'Histogram']

_METRIC_NAME_RE = re.compile(r'^[a-zA-Z_:][a-zA-Z0-9_:]*$')
_METRIC_LABEL_NAME_RE = re.compile(r'^[a-zA-Z_:][a-zA-Z0-9_:]*$')
_RESERVED_METRIC_LABEL_NAME_RE = re.compile(r'^__.*$')
_INF = float("inf")
_MINUS_INF = float("-inf")



Expand Down Expand Up @@ -71,7 +73,7 @@ def get_sample_value(self, name, labels=None):
REGISTRY = CollectorRegistry()
'''The default registry.'''

_METRIC_TYPES = ('counter', 'gauge', 'summary', 'untyped')
_METRIC_TYPES = ('counter', 'gauge', 'summary', 'histogram', 'untyped')

class Metric(object):
'''A single metric and it's samples.'''
Expand All @@ -90,10 +92,11 @@ def add_sample(self, name, labels, value):

class _LabelWrapper(object):
'''Handles labels for the wrapped metric.'''
def __init__(self, wrappedClass, labelnames):
def __init__(self, wrappedClass, labelnames, **kwargs):
self._wrappedClass = wrappedClass
self._type = wrappedClass._type
self._labelnames = labelnames
self._kwargs = kwargs
self._lock = Lock()
self._metrics = {}

Expand All @@ -108,7 +111,7 @@ def labels(self, *labelvalues):
labelvalues = tuple(labelvalues)
with self._lock:
if labelvalues not in self._metrics:
self._metrics[labelvalues] = self._wrappedClass()
self._metrics[labelvalues] = self._wrappedClass(**self._kwargs)
return self._metrics[labelvalues]

def remove(self, *labelvalues):
Expand All @@ -129,7 +132,7 @@ def _samples(self):

def _MetricWrapper(cls):
'''Provides common functionality for metrics.'''
def init(name, documentation, labelnames=(), namespace='', subsystem='', registry=REGISTRY):
def init(name, documentation, labelnames=(), namespace='', subsystem='', registry=REGISTRY, **kwargs):
if labelnames:
for l in labelnames:
if not _METRIC_LABEL_NAME_RE.match(l):
Expand All @@ -138,9 +141,9 @@ def init(name, documentation, labelnames=(), namespace='', subsystem='', registr
raise ValueError('Reserved label metric name: ' + l)
if l in cls._reserved_labelnames:
raise ValueError('Reserved label metric name: ' + l)
collector = _LabelWrapper(cls, labelnames)
collector = _LabelWrapper(cls, labelnames, **kwargs)
else:
collector = cls()
collector = cls(**kwargs)

full_name = ''
if namespace:
Expand All @@ -159,7 +162,8 @@ def collect():
return [metric]
collector.collect = collect

registry.register(collector)
if registry:
registry.register(collector)
return collector

return init
Expand Down Expand Up @@ -300,6 +304,73 @@ def _samples(self):
('_count', {}, self._count),
('_sum', {}, self._sum))

def _floatToGoString(d):
if d == _INF:
return '+Inf'
elif d == _MINUS_INF:
return '-Inf'
else:
return repr(d)

@_MetricWrapper
class Histogram(object):
_type = 'histogram'
_reserved_labelnames = ['histogram']
def __init__(self, buckets=(.005, .01, .025, .05, .075, .1, .25, .5, .75, 1.0, 2.5, 5.0, 7.5, 10.0, _INF)):
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This .75 in there really gives me the creeps... I think the default buckets should have a more regular spacing.

self._sum = 0.0
self._lock = Lock()
buckets = [float (b) for b in buckets]
if buckets != sorted(buckets):
# This is probably an error on the part of the user,
# so raise rather than sorting for them.
raise ValueError('Buckets not in sorted order')
if buckets and buckets[-1] != _INF:
buckets.append(_INF)
if len(buckets) < 2:
raise ValueError('Must have at least two buckets')
self._upper_bounds = buckets
self._buckets = [0.0] * len(buckets)

def observe(self, amount):
'''Observe the given amount.'''
with self._lock:
self._sum += amount
for i, bound in enumerate(self._upper_bounds):
if amount <= bound:
self._buckets[i] += 1
break

def time(self):
'''Time a block of code or function, and observe the duration in seconds.

Can be used as a function decorator or context manager.
'''
class Timer(object):
def __init__(self, histogram):
self._histogram = histogram
def __enter__(self):
self._start = time.time()
def __exit__(self, typ, value, traceback):
# Time can go backwards.
self._histogram.observe(max(time.time() - self._start, 0))
def __call__(self, f):
@wraps(f)
def wrapped(*args, **kwargs):
with self:
return f(*args, **kwargs)
return wrapped
return Timer(self)

def _samples(self):
with self._lock:
samples = []
acc = 0
for i, bound in enumerate(self._upper_bounds):
acc += self._buckets[i]
samples.append(('_bucket', {'le': _floatToGoString(bound)}, acc))
samples.append(('_count', {}, acc))
samples.append(('_sum', {}, self._sum))
return tuple(samples)


CONTENT_TYPE_LATEST = 'text/plain; version=0.0.4; charset=utf-8'
Expand All @@ -320,7 +391,7 @@ def generate_latest(registry=REGISTRY):
for k, v in labels.items()]))
else:
labelstr = ''
output.append('{0}{1} {2}\n'.format(name, labelstr, value))
output.append('{0}{1} {2}\n'.format(name, labelstr, _floatToGoString(value)))
return ''.join(output).encode('utf-8')


Expand Down Expand Up @@ -353,6 +424,9 @@ def write_to_textfile(path, registry):
s = Summary('ss', 'A summary', ['a', 'b'])
s.labels('c', 'd').observe(17)

h = Histogram('hh', 'A histogram')
h.observe(.6)

from BaseHTTPServer import HTTPServer
server_address = ('', 8000)
httpd = HTTPServer(server_address, MetricsHandler)
Expand Down
68 changes: 67 additions & 1 deletion tests/test_client.py
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
from __future__ import unicode_literals
import unittest

from prometheus_client import Gauge, Counter, Summary
from prometheus_client import Gauge, Counter, Summary, Histogram
from prometheus_client import CollectorRegistry, generate_latest

class TestCounter(unittest.TestCase):
Expand Down Expand Up @@ -104,6 +104,72 @@ def test_block_decorator(self):
pass
self.assertEqual(1, self.registry.get_sample_value('s_count'))

class TestHistogram(unittest.TestCase):
def setUp(self):
self.registry = CollectorRegistry()
self.histogram = Histogram('h', 'help', registry=self.registry)

def test_histogram(self):
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '1.0'}))
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '2.5'}))
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '5.0'}))
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))
self.assertEqual(0, self.registry.get_sample_value('h_count'))
self.assertEqual(0, self.registry.get_sample_value('h_sum'))

self.histogram.observe(2)
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '1.0'}))
self.assertEqual(1, self.registry.get_sample_value('h_bucket', {'le': '2.5'}))
self.assertEqual(1, self.registry.get_sample_value('h_bucket', {'le': '5.0'}))
self.assertEqual(1, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))
self.assertEqual(1, self.registry.get_sample_value('h_count'))
self.assertEqual(2, self.registry.get_sample_value('h_sum'))

self.histogram.observe(2.5)
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '1.0'}))
self.assertEqual(2, self.registry.get_sample_value('h_bucket', {'le': '2.5'}))
self.assertEqual(2, self.registry.get_sample_value('h_bucket', {'le': '5.0'}))
self.assertEqual(2, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))
self.assertEqual(2, self.registry.get_sample_value('h_count'))
self.assertEqual(4.5, self.registry.get_sample_value('h_sum'))

self.histogram.observe(float("inf"))
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '1.0'}))
self.assertEqual(2, self.registry.get_sample_value('h_bucket', {'le': '2.5'}))
self.assertEqual(2, self.registry.get_sample_value('h_bucket', {'le': '5.0'}))
self.assertEqual(3, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))
self.assertEqual(3, self.registry.get_sample_value('h_count'))
self.assertEqual(float("inf"), self.registry.get_sample_value('h_sum'))

def test_setting_buckets(self):
h = Histogram('h', 'help', registry=None, buckets=[0, 1, 2])
self.assertEqual([0.0, 1.0, 2.0, float("inf")], h._upper_bounds)

h = Histogram('h', 'help', registry=None, buckets=[0, 1, 2, float("inf")])
self.assertEqual([0.0, 1.0, 2.0, float("inf")], h._upper_bounds)

self.assertRaises(ValueError, Histogram, 'h', 'help', registry=None, buckets=[])
self.assertRaises(ValueError, Histogram, 'h', 'help', registry=None, buckets=[float("inf")])
self.assertRaises(ValueError, Histogram, 'h', 'help', registry=None, buckets=[3, 1])

def test_function_decorator(self):
self.assertEqual(0, self.registry.get_sample_value('h_count'))
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))
@self.histogram.time()
def f():
pass
f()
self.assertEqual(1, self.registry.get_sample_value('h_count'))
self.assertEqual(1, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))

def test_block_decorator(self):
self.assertEqual(0, self.registry.get_sample_value('h_count'))
self.assertEqual(0, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))
with self.histogram.time():
pass
self.assertEqual(1, self.registry.get_sample_value('h_count'))
self.assertEqual(1, self.registry.get_sample_value('h_bucket', {'le': '+Inf'}))

class TestMetricWrapper(unittest.TestCase):
def setUp(self):
self.registry = CollectorRegistry()
Expand Down