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[SPARK-17731][SQL][STREAMING] Metrics for structured streaming #15307
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Original file line number | Diff line number | Diff line change |
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@@ -189,6 +189,304 @@ def resetTerminated(self): | |
self._jsqm.resetTerminated() | ||
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class StreamingQueryStatus(object): | ||
"""A class used to report information about the progress of a StreamingQuery. | ||
.. note:: Experimental | ||
.. versionadded:: 2.1 | ||
""" | ||
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def __init__(self, jsqs): | ||
self._jsqs = jsqs | ||
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def __str__(self): | ||
""" | ||
Pretty string of this query status. | ||
>>> print(sqs) | ||
StreamingQueryStatus: | ||
Query name: query | ||
Query id: 1 | ||
Status timestamp: 123 | ||
Input rate: 15.5 rows/sec | ||
Processing rate 23.5 rows/sec | ||
Latency: 345.0 ms | ||
Trigger details: | ||
isDataPresentInTrigger: true | ||
isTriggerActive: true | ||
latency.getBatch.total: 20 | ||
latency.getOffset.total: 10 | ||
numRows.input.total: 100 | ||
triggerId: 5 | ||
Source statuses [1 source]: | ||
Source 1: MySource1 | ||
Available offset: #0 | ||
Input rate: 15.5 rows/sec | ||
Processing rate: 23.5 rows/sec | ||
Trigger details: | ||
numRows.input.source: 100 | ||
latency.getOffset.source: 10 | ||
latency.getBatch.source: 20 | ||
Sink status: MySink | ||
Committed offsets: [#1, -] | ||
""" | ||
return self._jsqs.toString() | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def name(self): | ||
""" | ||
Name of the query. This name is unique across all active queries. | ||
>>> sqs.name | ||
u'query' | ||
""" | ||
return self._jsqs.name() | ||
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@property | ||
@since(2.1) | ||
def id(self): | ||
""" | ||
Id of the query. This id is unique across all queries that have been started in | ||
the current process. | ||
>>> int(sqs.id) | ||
1 | ||
""" | ||
return self._jsqs.id() | ||
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@property | ||
@since(2.1) | ||
def timestamp(self): | ||
""" | ||
Timestamp (ms) of when this query was generated. | ||
>>> int(sqs.timestamp) | ||
123 | ||
""" | ||
return self._jsqs.timestamp() | ||
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@property | ||
@since(2.1) | ||
def inputRate(self): | ||
""" | ||
Current total rate (rows/sec) at which data is being generated by all the sources. | ||
>>> sqs.inputRate | ||
15.5 | ||
""" | ||
return self._jsqs.inputRate() | ||
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@property | ||
@since(2.1) | ||
def processingRate(self): | ||
""" | ||
Current rate (rows/sec) at which the query is processing data from all the sources. | ||
>>> sqs.processingRate | ||
23.5 | ||
""" | ||
return self._jsqs.processingRate() | ||
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@property | ||
@since(2.1) | ||
def latency(self): | ||
""" | ||
Current average latency between the data being available in source and the sink | ||
writing the corresponding output. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. When will this return There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Good point. |
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>>> sqs.latency | ||
345.0 | ||
""" | ||
if (self._jsqs.latency().nonEmpty()): | ||
return self._jsqs.latency().get() | ||
else: | ||
return None | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def sourceStatuses(self): | ||
""" | ||
Current statuses of the sources as a list. | ||
>>> len(sqs.sourceStatuses) | ||
1 | ||
>>> sqs.sourceStatuses[0].description | ||
u'MySource1' | ||
""" | ||
return [SourceStatus(ss) for ss in self._jsqs.sourceStatuses()] | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def sinkStatus(self): | ||
""" | ||
Current status of the sink. | ||
>>> sqs.sinkStatus.description | ||
u'MySink' | ||
""" | ||
return SinkStatus(self._jsqs.sinkStatus()) | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def triggerDetails(self): | ||
""" | ||
Low-level details of the currently active trigger (e.g. number of rows processed | ||
in trigger, latency of intermediate steps, etc.). | ||
If no trigger is currently active, then it will have details of the last completed trigger. | ||
>>> sqs.triggerDetails | ||
{u'triggerId': u'5', u'latency.getBatch.total': u'20', u'numRows.input.total': u'100', | ||
u'isTriggerActive': u'true', u'latency.getOffset.total': u'10', | ||
u'isDataPresentInTrigger': u'true'} | ||
""" | ||
return self._jsqs.triggerDetails() | ||
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class SourceStatus(object): | ||
""" | ||
Status and metrics of a streaming Source. | ||
.. note:: Experimental | ||
.. versionadded:: 2.1 | ||
""" | ||
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def __init__(self, jss): | ||
self._jss = jss | ||
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def __str__(self): | ||
""" | ||
Pretty string of this source status. | ||
>>> print(sqs.sourceStatuses[0]) | ||
SourceStatus: MySource1 | ||
Available offset: #0 | ||
Input rate: 15.5 rows/sec | ||
Processing rate: 23.5 rows/sec | ||
Trigger details: | ||
numRows.input.source: 100 | ||
latency.getOffset.source: 10 | ||
latency.getBatch.source: 20 | ||
""" | ||
return self._jss.toString() | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def description(self): | ||
""" | ||
Description of the source corresponding to this status. | ||
>>> sqs.sourceStatuses[0].description | ||
u'MySource1' | ||
""" | ||
return self._jss.description() | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def offsetDesc(self): | ||
""" | ||
Description of the current offset if known. | ||
>>> sqs.sourceStatuses[0].offsetDesc | ||
u'#0' | ||
""" | ||
return self._jss.offsetDesc() | ||
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@property | ||
@since(2.1) | ||
def inputRate(self): | ||
""" | ||
Current rate (rows/sec) at which data is being generated by the source. | ||
>>> sqs.sourceStatuses[0].inputRate | ||
15.5 | ||
""" | ||
return self._jss.inputRate() | ||
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@property | ||
@since(2.1) | ||
def processingRate(self): | ||
""" | ||
Current rate (rows/sec) at which the query is processing data from the source. | ||
>>> sqs.sourceStatuses[0].processingRate | ||
23.5 | ||
""" | ||
return self._jss.processingRate() | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def triggerDetails(self): | ||
""" | ||
Low-level details of the currently active trigger (e.g. number of rows processed | ||
in trigger, latency of intermediate steps, etc.). | ||
If no trigger is currently active, then it will have details of the last completed trigger. | ||
>>> sqs.sourceStatuses[0].triggerDetails | ||
{u'numRows.input.source': u'100', u'latency.getOffset.source': u'10', | ||
u'latency.getBatch.source': u'20'} | ||
""" | ||
return self._jss.triggerDetails() | ||
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class SinkStatus(object): | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. No OutputRate? (Though you did mention in the comments that it doesn't work with whole-stage codegen. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. yeah. no output rate. |
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""" | ||
Status and metrics of a streaming Sink. | ||
.. note:: Experimental | ||
.. versionadded:: 2.1 | ||
""" | ||
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def __init__(self, jss): | ||
self._jss = jss | ||
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def __str__(self): | ||
""" | ||
Pretty string of this source status. | ||
>>> print(sqs.sinkStatus) | ||
SinkStatus: MySink | ||
Committed offsets: [#1, -] | ||
""" | ||
return self._jss.toString() | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def description(self): | ||
""" | ||
Description of the source corresponding to this status. | ||
>>> sqs.sinkStatus.description | ||
u'MySink' | ||
""" | ||
return self._jss.description() | ||
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@property | ||
@ignore_unicode_prefix | ||
@since(2.1) | ||
def offsetDesc(self): | ||
""" | ||
Description of the current offsets up to which data has been written by the sink. | ||
>>> sqs.sinkStatus.offsetDesc | ||
u'[#1, -]' | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. what does this offset descriptor supposed to mean? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. what does the There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Isnt it "up to which data has been written by the sink" clear enough? |
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""" | ||
return self._jss.offsetDesc() | ||
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class Trigger(object): | ||
"""Used to indicate how often results should be produced by a :class:`StreamingQuery`. | ||
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@@ -753,11 +1051,14 @@ def _test(): | |
globs['sdf_schema'] = StructType([StructField("data", StringType(), False)]) | ||
globs['df'] = \ | ||
globs['spark'].readStream.format('text').load('python/test_support/sql/streaming') | ||
globs['sqs'] = StreamingQueryStatus( | ||
spark.sparkContext._jvm.org.apache.spark.sql.streaming.StreamingQueryStatus.testStatus()) | ||
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(failure_count, test_count) = doctest.testmod( | ||
pyspark.sql.streaming, globs=globs, | ||
optionflags=doctest.ELLIPSIS | doctest.NORMALIZE_WHITESPACE | doctest.REPORT_NDIFF) | ||
globs['spark'].stop() | ||
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if failure_count: | ||
exit(-1) | ||
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Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
thanks for adding this!