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Table of Contents

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What is the objective of this page?

Info

To help users to improve S2S CMA MARS requests performance via the WebAPI.

(lightbulb) A good understanding of the MARS efficiency issues is essential especially for users that are interested in downloading large amounts of data.

How is the S2S reforecast data organised in MARS?

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In general it is organised, as a huge tree, with the indentation below, showing different levels down that tree:

  • centre (CMA, ECMWF, NCEP, JMA, ...)
    • realtime or reforecast
      •  type of data (control forecast or perturbed forecast)
        • type of level (single level or pressure level or potential  temperature)
          • model version date (2014-05-01 or ...)
            • hindcast dates (2014-01-01 or 2014-01-02 or 2014-01-03, ...)
              •  time-steps
                • members (for perturbed forecast)
                  • levels (for pl or pt)
                    • parameters

What would be the natural way to group requests?

Info

The idea is to request as much data as possible from the same tape file. The natural way to group requests would be:
all parameters, all levels, all members, all time-steps for 1 hindcast date for a type of level for a type

(warning) Note the following:

  1. 'all' means 'all' that the user wants. It doesn't have to be all parameters.
  2. If a user is interested only on z500,  he may request more hindcast dates in one go, since the overall request will not be so big.

Best practise to iterate over all hindcastDates of several hindcastYears for CMA

Info
(lightbulb)
  • The best approach is to iterate over the hindcastYears.
  • For each hindcastYear iterate over all the available hindcastMonths and for each hindcastMonth iterate over all the available hindcastDays.

(warning) (lightbulb)At this point you may wish to check CMA availability and to view a CMA request

Info
for hindcastYear in hindcastYears
    for hindcastMonth in hindcastMonths        
        for hindcastDay in hindcastDays             
            hindcastDate = HindcastYearhindcastYear-hindcastMonth-hindcastDay               
                S2S-request(hindcastDate)

Web-API examples:

A CMA reforecast request for

...

all the available hindcastDates

Info
  • 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
  • objective of this example is to demonstrate how to iterate efficiently over all the available hindcastYears, hindcastMonths and hindcastDays for a CMA reforecast request
  • It can be used as a starting point, however you need to keep in mind that you have to adapt it to your needseg to set the keyword values according to your requirements ("param", "levtype", "step" etc).
  • In this way you can extend this request to download the whole S2S CMA reforecast.

Please note:

  • you can set the variable "target"  to write each hindcastDate on a separate file (lightbulb)
  • taking under consideration your request's size (eg Nr of fields and volume)  you can merge several hindcastDates on the same "target" (smile)
Code Block
languagepy
#!/usr/bin/env python
import calendar
from ecmwfapi import ECMWFDataServer
server = ECMWFDataServer()

origin = "babj"
modelVersionDate = "2014-05-01"

def retrieve_cma_reforecast():
  # This is""" the first model version for CMA (babj)
hindcastDate = "2014-04-01"     A #function Theto selecteddemonstrate hindcasthow date
serverto = ECMWFDataServer()
server.retrieve({
    "class": "s2",
iterate efficiently over all hindcastYears, hindcastMonths etc    "dataset": "s2s",
    "date": modelVersionDate,
  for a "expver": "prod",
particular cma_reforecast_request.    "hdate": hindcastDate, 
    "levtype": "sfc",
  Change the "origin": "babj",
    "param": "165/166",
    "step": "24/to/1440/by/24",variables below to adapt the iteration to your needs 
    "stream": "enfh",
    hindcastYearStart "target": "data.pf.sfc",= 1994
    "time": "00", hindcastYearEnd = 2014
    "number": "1/2/3",
    "type": "pf",
})

A CMA reforecast request for several hindcastDates

  • The objective of this example is to demonstrate how to make a request efficient by iterating properly over several hindcastYears, hindcastMonths and hindcastDays
    • It can be used as a starting point however you need to adapt it to your needseg to set the keyword values (eg hindcastYear).
  • In this way you can extend this request to download the whole S2S CMA reforecast,  but don't forget to check CMA availability (warning)

    • (warning) Please note: use the variable "target"  to write each hindcastDate on a separate file .

    Info
    Code Block
    languagepy
    #!/usr/bin/env python
from ecmwfapi import ECMWFDataServer
server = ECMWFDataServer()

origin = "babj"
modelVersionDate = "2014-05-01"

def retrieve_data(hindcastDate,modelVersionDate,centre):
    target = "target_s2s_%s_%s.grb" % centre % hindcastDate
    server.retrieve({
 hindcastMonthStart = 1
    hindcastMonthEnd = 12
    
    for hindcastYear in list(range(hindcastYearStart, hindcastYearEnd + 1)):
        for hindcastMonth in list(range(hindcastMonthStart, hindcastMonthEnd + 1)):
            numberOfDays "class": "s2",= calendar.monthrange(hindcastYear, hindcastMonth)[1]
       "dataset": "s2s",
    for hindcastDay  "date": modelVersionDate,in list(range(numberOfDays)):
       "expver": "prod",
       "hdate": hindcastDate,
 = '%04d%02d%02d' % (
   "levtype": "sfc",
       "origin": centre,
       "param": "165",
       "step": "0",
 hindcastYear, hindcastMonth, hindcastDay + 1)
          "stream": "enfh",
     target = "target": target,%s%s.grb" % (origin, hindcastDate)
       "time": "00",
       "type": "cf",
} cma_reforecast_request(hindcastDate, target)

hindcastYearList = ["2012", "2013"]
hindcastMonthList = ["08", "09"]
hindcastDayList = ["01", "02"]

for hindcastYear in hindcastYearList:
   for hindcastMonth in hindcastMonthList:
       for hindcastDay in hindcastDayList:
           hindcastDate = hindcastYear + hindcastMonth + hindcastDay
           retrieve_data(hindcastDate)

    Some further help for setting the CMA hindcast dates

    Code Block
    languagepy
    titleCMA
    for hindcastYear in hindcastYearList:
   for hindcastMonth in hindcastMonthList:
       if hindcastMonth in ["01", "03", "05", "07", "08", "10", "12"]: hindcastDateEnd = "31"def cma_reforecast_request(hindcastDate, target):
    """       
        A CMA reforecast request. Change the keywords below to adapt it to your needs.   
    """
    
    server.retrieve({
        "class": "s2",
        "dataset": "s2s",
        "date": modelVersionDate,
        "expver": "prod",
        "hdate": hindcastDate,
        "levtype": "sfc",
        "origin": origin,
        "param": "165/166",
       if hindcastMonth in [ "04", "06", "09", "11"]: hindcastDateEnd = "30" "step": "24/to/1440/by/24",
        "stream": "enfh",
        "target": target,
       for hindcastDay in ["01" ... hindcastDateEnd ]:
 "time": "00",
        "number": "1/2/3",
       hindcastDate = hindcastYear+hindcastMonth+hindcastDay"type": "pf",
    })

if __name__   == '__main__':
    retrieve_cma_data(hindcastDate,"2014-05-01","babj")

    ...

    reforecast()


    Useful links

    Info