Timeline framework for time-state analytics
Determining a time-state metric includes receiving a stream of raw data values of an attribute. Each received raw data value of the attribute is associated with a timestamp. It further includes converting the received stream of raw data values into a timeline representation of the attribute over time. The timeline representation comprises a sequence of spans. A span comprises a span start time, a span end time, and a span value. The span value comprises an encoding of one or more values of the attribute over a time interval determined by the span start time and the span end time. It further includes determining a time-state metric according to a timeline request configuration. The timeline request configuration comprises one or more timeline operations. The time-state metric is computed at least in part by performing a timeline operation on the timeline representation of the attribute.
1 . A system, comprising:
one or more processors configured to:
receive a stream of raw data values of an attribute recorded at discrete points in time, wherein each received raw data value of the attribute is associated with a timestamp;
convert the received stream of raw data values into a timeline representation of the attribute over time, wherein the timeline representation comprises a sequence of spans, wherein a span comprises a span start time, a span end time, and a span value, and wherein the span value comprises an encoding of one or more values of the attribute over a time interval determined by the span start time and the span end time, and wherein when a change in value of the attribute is detected from the stream of raw data values, a current span is closed and a new span is generated; and
determine a time-state metric according to a timeline request configuration, wherein the timeline request configuration comprises one or more timeline operations, and wherein the time-state metric is computed at least in part by performing a timeline operation on the timeline representation of the attribute; and
a memory coupled to the one or more processors and configured to provide the one or more processors with instructions.
2 . The system recited in claim 1 , wherein the stream of raw data values comprises a first value of the attribute associated with a first time and a second value of the attribute associated with a second time.
3 . The system recited in claim 2 , wherein based at least in part on a determination that the second value of the attribute is different from the first value, the one or more processors are configured to update the current span, wherein the span start time comprises the first time, the span end time comprises a time value prior to the second time, and the span value comprises the first value.
4 . The system recited in claim 2 , wherein based at least in part on a determination that the second value of the attribute is different from the first value, the one or more processors are configured to generate the new span, wherein a span start time of the new span comprises the second time.
5 . The system recited in claim 1 , wherein the one or more processors are further configured to encode and export a metric value of the time-state metric.
6 . The system recited in claim 1 , wherein the one or more timeline operations comprised in the timeline request configuration are represented using a graph representation.
7 . The system recited in claim 6 , wherein the graph representation comprises a plurality of nodes, and wherein a node comprises the timeline operation.
8 . The system recited in claim 6 , wherein the graph representation comprises a directed acyclic graph.
9 . The system recited in claim 1 , wherein the timeline operation is configured to take as input one or more input timeline representations and provide as output one or more output timeline representations.
10 . The system recited in claim 1 , wherein determining the time-state metric comprises combining timeline representations of two or more different attributes.
11 . A method, comprising:
receiving a stream of raw data values of an attribute recorded at discrete points in time, wherein each received raw data value of the attribute is associated with a timestamp;
converting the received stream of raw data values into a timeline representation of the attribute over time, wherein the timeline representation comprises a sequence of spans, wherein a span comprises a span start time, a span end time, and a span value, and wherein the span value comprises an encoding of one or more values of the attribute over a time interval determined by the span start time and the span end time, and wherein when a change in value of the attribute is detected from the stream of raw data values, a current span is closed and a new span is generated; and
determining a time-state metric according to a timeline request configuration, wherein the timeline request configuration comprises one or more timeline operations, and wherein the time-state metric is computed at least in part by performing a timeline operation on the timeline representation of the attribute.
12 . The method of claim 11 , wherein the stream of raw data values comprises a first value of the attribute associated with a first time and a second value of the attribute associated with a second time.
13 . The method of claim 12 , wherein based at least in part on a determination that the second value of the attribute is different from the first value, updating the current span, wherein the span start time comprises the first time, the span end time comprises a time value prior to the second time, and the span value comprises the first value.
14 . The method of claim 12 , wherein based at least in part on a determination that the second value of the attribute is different from the first value, generating the new span, wherein a span start time of the new span comprises the second time.
15 . The method of claim 11 , further comprising encoding and exporting a metric value of the time-state metric.
16 . The method of claim 11 , wherein the one or more timeline operations comprised in the timeline request configuration are represented using a graph representation.
17 . The method of claim 16 , wherein the graph representation comprises a plurality of nodes, and wherein a node comprises the timeline operation.
18 . The method of claim 16 , wherein the graph representation comprises a directed acyclic graph.
19 . The method of claim 11 , wherein the timeline operation is configured to take as input one or more input timeline representations and provide as output one or more output timeline representations.
20 . The method of claim 11 , wherein determining the time-state metric comprises combining timeline representations of two or more different attributes.
21 . A computer program product embodied in a non-transitory computer readable medium and comprising computer instructions for:
receiving a stream of raw data values of an attribute recorded at discrete points in time, wherein each received raw data value of the attribute is associated with a timestamp;
converting the received stream of raw data values into a timeline representation of the attribute over time, wherein the timeline representation comprises a sequence of spans, wherein a span comprises a span start time, a span end time, and a span value, and wherein the span value comprises an encoding of one or more values of the attribute over a time interval determined by the span start time and the span end time, and wherein when a change in value of the attribute is detected from the stream of raw data values, a current span is closed and a new span is generated; and
determining a time-state metric according to a timeline request configuration, wherein the timeline request configuration comprises one or more timeline operations, and wherein the time-state metric is computed at least in part by performing a timeline operation on the timeline representation of the attribute.