DataStructures
StringToInt64Map
A mapping from a string to a 64-bit integer.
message StringToInt64Map {
map<string, int64> map = 1;
}
Int64ToStringMap
A mapping from a 64-bit integer to a string.
message Int64ToStringMap {
map<int64, string> map = 1;
}
StringToDoubleMap
A mapping from a string to a double-precision floating point number.
message StringToDoubleMap {
map<string, double> map = 1;
}
Int64ToDoubleMap
A mapping from a 64-bit integer to a double-precision floating point number.
message Int64ToDoubleMap {
map<int64, double> map = 1;
}
StringVector
A vector of strings.
message StringVector {
repeated string vector = 1;
}
Int64Vector
A vector of 64-bit integers.
message Int64Vector {
repeated int64 vector = 1;
}
FloatVector
A vector of floating point numbers.
message FloatVector {
repeated float vector = 1;
}
DoubleVector
A vector of double-precision floating point numbers.
message DoubleVector {
repeated double vector = 1;
}
Int64Range
A range of int64 values
message Int64Range {
int64 minValue = 1;
int64 maxValue = 2;
}
Int64Set
A set of int64 values
message Int64Set {
repeated int64 values = 1;
}
DoubleRange
A range of double values
message DoubleRange {
double minValue = 1;
double maxValue = 2;
}
PrecisionRecallCurve
The syntax comprises two tables: one to look up the precision value threshold for a given precision, and the other for a given recall.
|
.1 |
.2 |
.3 |
.4 |
.5 |
.6 |
.7 |
||
|
.0 |
.0 |
.0 |
.0 |
.1 |
.3 |
.4 |
||
|
.1 |
.2 |
.3 |
.4 |
.5 |
.6 |
.7 |
.8 |
.9 |
|
.7 |
.6 |
.5 |
.4 |
.3 |
.3 |
.2 |
.1 |
.0 |
The application expects that, when it filters out samples with confidence threshold = 0.1, it gets precision = 0.5. Likewise, with threshold = 0.2 it gets recall = 0.7.
The table must have only valid values; do not use NaN
, +/- INF
,
or negative values. The application is responsible for inter/extrapolating the
appropriate confidence threshold based on the application’s specific need.
message PrecisionRecallCurve {
FloatVector precisionValues = 1;
FloatVector precisionConfidenceThresholds = 2;
FloatVector recallValues = 3;
FloatVector recallConfidenceThresholds = 4;
}