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To help users to improve S2S CMA BoM MARS requests performance via the WebAPI.
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In general it is organised, as a huge tree, with the indentation below, showing different levels down that tree:
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The idea is to request as much data as possible from the same tape file. The natural way to group requests would be:
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Best practise to iterate over all hindcastDates of several hindcastYears for
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BoM
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for hindcastYear in hindcastYears |
Web-API examples:
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BoM reforecast request for one hindcastDate
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The request below is for all members of the perturbed forecast, 10 meter U and V wind components, for all time-steps and for model version 2014-05-01 |
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#!/usr/bin/env python from ecmwfapi import ECMWFDataServer modelVersionDate = "2014-05-01" # This is the first model version for CMABoM (babj) hindcastDate = "2014-04-01" # The selected hindcast date server = ECMWFDataServer() server.retrieve({ "class": "s2", "dataset": "s2s", "date": modelVersionDate, "expver": "prod", "hdate": hindcastDate, "levtype": "sfc", "origin": "babj", "param": "165/166", "step": "24/to/1440/by/24", "stream": "enfh", "target": "data.pf.sfc", "time": "00", "number": "1/2/3", "type": "pf", }) |
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BoM reforecast request for all the available hindcastDates
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#!/usr/bin/env python import calendar from ecmwfapi import ECMWFDataServer server = ECMWFDataServer() hindcastYearStart = 1994 hindcastYearEnd = 2014 hindcastMonthStart = 1 hindcastMonthEnd = 12 def retrieve_cmaBoM_reforecast(): for hindcastYear in list(range(hindcastYearStart, hindcastYearEnd + 1)): for hindcastMonth in list(range(hindcastMonthStart, hindcastMonthEnd + 1)): numberOfDays = calendar.monthrange(hindcastYear, hindcastMonth)[1] for hindcastDay in list(range(numberOfDays)): hindcastDate = '%04d%02d%02d' % ( hindcastYear, hindcastMonth, hindcastDay + 1) cmaBoM_reforecast_request(hindcastDate) def cmaBoM_reforecast_request(hindcastDate): modelVersionDate = "2014-05-01" target = "data_s2s_%s.grb" % (hindcastDate) server.retrieve({ "class": "s2", "dataset": "s2s", "date": modelVersionDate, "expver": "prod", "hdate": hindcastDate, "levtype": "sfc", "origin": "babj", "param": "165/166", "step": "24/to/1440/by/24", "stream": "enfh", "target": target, "time": "00", "number": "1/2/3", "type": "pf", }) if __name__ == '__main__': retrieve_cmaBoM_reforecast() |
Useful links
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