8 Prediction functions
All functions listed here are supported in:
The functions are listed without additional information. Click on the function to see the full details.
Function | Description |
---|---|
forecast | The future value, max, min, delta or avg of the item. |
timeleft | The time in seconds needed for an item to reach the specified threshold. |
Common parameters
/host/key
is a common mandatory first parameter for the functions referencing the host item history(sec|#num)<:time shift>
is a common second parameter for the functions referencing the host item history, where:- sec - maximum evaluation period in seconds (time suffixes can be used), or
- #num - maximum evaluation range in latest collected values (if preceded by a hash mark)
- time shift (optional) allows to move the evaluation point back in time. See more details on specifying time shift.
Function details
Some general notes on function parameters:
- Function parameters are separated by a comma
- Optional function parameters (or parameter parts) are indicated by
<
>
- Function-specific parameters are described with each function
/host/key
and(sec|#num)<:time shift>
parameters must never be quoted
forecast(/host/key,(sec|#num)<:time shift>,time,<fit>,<mode>)
The future value, max, min, delta or avg of the item.
Supported value types: Float, Integer.
Parameters:
See common parameters;
time - the forecasting horizon in seconds (time suffixes can be used); negative values are supported;
fit (optional; must be double-quoted) - the function used to fit historical data. Supported fits:
linear - linear function (default)
polynomialN - polynomial of degree N (1 <= N <= 6)
exponential - exponential function
logarithmic - logarithmic function
power - power function
Note that polynomial1 is equivalent to linear;- mode (optional; must be double-quoted) - the demanded output. Supported modes:
value - value (default)
max - maximum
min - minimum
delta - max-min
avg - average
Note that value estimates the item value at the momentnow
+time
; max, min, delta and avg investigate the item value estimate on the interval betweennow
andnow
+time
.
Comments:
- If the value to return is larger than 1.7976931348623157E+308 or less than -1.7976931348623157E+308, the return value is cropped to 1.7976931348623157E+308 or -1.7976931348623157E+308 correspondingly;
- Becomes unsupported only if misused in the expression (wrong item type, invalid parameters), otherwise returns -1 in case of errors;
- See also additional information on predictive trigger functions.
Examples:
forecast(/host/key,#10,1h) #forecast the item value in one hour based on the last 10 values
forecast(/host/key,1h,30m) #forecast the item value in 30 minutes based on the last hour data
forecast(/host/key,1h:now-1d,12h) #forecast the item value in 12 hours based on one hour one day ago
forecast(/host/key,1h,10m,"exponential") #forecast the item value in 10 minutes based on the last hour data and exponential function
forecast(/host/key,1h,2h,"polynomial3","max") #forecast the maximum value the item can reach in the next two hours based on last hour data and cubic (third degree) polynomial
forecast(/host/key,#2,-20m) #estimate the item value 20 minutes ago based on the last two values (this can be more precise than using last(), especially if the item is updated rarely, say, once an hour)
timeleft(/host/key,(sec|#num)<:time shift>,threshold,<fit>)
The time in seconds needed for an item to reach the specified threshold.
Supported value types: Float, Integer.
Parameters:
See common parameters;
threshold - the value to reach (unit suffixes can be used);
- fit (optional; must be double-quoted) - see forecast().
Comments:
- If the value to return is larger than 1.7976931348623157E+308, the return value is cropped to 1.7976931348623157E+308;
- Returns 1.7976931348623157E+308 if the threshold cannot be reached;
- Becomes unsupported only if misused in the expression (wrong item type, invalid parameters), otherwise returns -1 in case of errors;
- See also additional information on predictive trigger functions.
Examples:
timeleft(/host/key,#10,0) #the time until the item value reaches zero based on the last 10 values
timeleft(/host/key,1h,100) #the time until the item value reaches 100 based on the last hour data
timeleft(/host/key,1h:now-1d,100) #the time until the item value reaches 100 based on one hour one day ago
timeleft(/host/key,1h,200,"polynomial2") #the time until the item value reaches 200 based on the last hour data and assumption that the item behaves like a quadratic (second degree) polynomial