HW_detection_ServiceCall.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f0968709-2caf-492d-8a21-189e79bbae35",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
      "<!-- PyWPS 4.5.2 -->\n",
      "<wps:Capabilities service=\"WPS\" version=\"1.0.0\" xml:lang=\"en-US\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns:wps=\"http://www.opengis.net/wps/1.0.0\" xmlns:ows=\"http://www.opengis.net/ows/1.1\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"http://www.opengis.net/wps/1.0.0 ../wpsGetCapabilities_response.xsd\" updateSequence=\"1\">\n",
      "    <ows:ServiceIdentification>\n",
      "        <ows:Title>owl</ows:Title>\n",
      "        <ows:Abstract>Heatwave magnitude index and warm nights</ows:Abstract>\n",
      "        <ows:Keywords>\n",
      "        <ows:Keyword>PyWPS</ows:Keyword>\n",
      "        <ows:Keyword> WPS</ows:Keyword>\n",
      "        <ows:Keyword> OGC</ows:Keyword>\n",
      "        <ows:Keyword> processing</ows:Keyword>\n",
      "        <ows:Keyword> birdhouse</ows:Keyword>\n",
      "        <ows:Keyword> owl</ows:Keyword>\n",
      "        <ows:Keyword> demo</ows:Keyword>\n",
      "            <ows:Type codeSpace=\"ISOTC211/19115\">theme</ows:Type>\n",
      "        </ows:Keywords>\n",
      "        <ows:ServiceType>WPS</ows:ServiceType>\n",
      "        <ows:ServiceTypeVersion>1.0.0</ows:ServiceTypeVersion>\n",
      "        <ows:ServiceTypeVersion>2.0.0</ows:ServiceTypeVersion>\n",
      "        <ows:Fees>NONE</ows:Fees>\n",
      "        <ows:AccessConstraints>\n",
      "        NONE\n",
      "        </ows:AccessConstraints>\n",
      "    </ows:ServiceIdentification>\n",
      "    <ows:ServiceProvider>\n",
      "        <ows:ProviderName>owl</ows:ProviderName>\n",
      "        <ows:ProviderSite xlink:href=\"https://owl.readthedocs.org/en/latest/\"/>\n",
      "        <ows:ServiceContact>\n",
      "            <ows:IndividualName>Lastname, Firstname</ows:IndividualName>\n",
      "            <ows:PositionName>Position Title</ows:PositionName>\n",
      "            <ows:ContactInfo>\n",
      "                <ows:Phone>\n",
      "                    <ows:Voice>+xx-xxx-xxx-xxxx</ows:Voice>\n",
      "                    <ows:Facsimile></ows:Facsimile>\n",
      "                </ows:Phone>\n",
      "                <ows:Address>\n",
      "                    <ows:DeliveryPoint></ows:DeliveryPoint>\n",
      "                    <ows:City>City</ows:City>\n",
      "                    <ows:AdministrativeArea></ows:AdministrativeArea>\n",
      "                    <ows:PostalCode>Zip or Postal Code</ows:PostalCode>\n",
      "                    <ows:Country>Country</ows:Country>\n",
      "                    <ows:ElectronicMailAddress>Email Address</ows:ElectronicMailAddress>\n",
      "                </ows:Address>\n",
      "            </ows:ContactInfo>\n",
      "        </ows:ServiceContact>\n",
      "    </ows:ServiceProvider>\n",
      "    <ows:OperationsMetadata>\n",
      "        <ows:Operation name=\"GetCapabilities\">\n",
      "            <ows:DCP>\n",
      "                <ows:HTTP>\n",
      "                    <ows:Get xlink:href=\"http://localhost:5000/wps\"/>\n",
      "                </ows:HTTP>\n",
      "            </ows:DCP>\n",
      "        </ows:Operation>\n",
      "        <ows:Operation name=\"DescribeProcess\">\n",
      "            <ows:DCP>\n",
      "                <ows:HTTP>\n",
      "                    <ows:Get xlink:href=\"http://localhost:5000/wps\"/>\n",
      "                    <ows:Post xlink:href=\"http://localhost:5000/wps\"/>\n",
      "                </ows:HTTP>\n",
      "            </ows:DCP>\n",
      "        </ows:Operation>\n",
      "        <ows:Operation name=\"Execute\">\n",
      "            <ows:DCP>\n",
      "                <ows:HTTP>\n",
      "                    <ows:Get xlink:href=\"http://localhost:5000/wps\"/>\n",
      "                    <ows:Post xlink:href=\"http://localhost:5000/wps\"/>\n",
      "                </ows:HTTP>\n",
      "            </ows:DCP>\n",
      "        </ows:Operation>\n",
      "    </ows:OperationsMetadata>\n",
      "    <wps:ProcessOfferings>\n",
      "        <wps:Process wps:processVersion=\"1.5\">\n",
      "            <ows:Identifier>hello</ows:Identifier>\n",
      "            <ows:Title>Say Hello</ows:Title>\n",
      "            <ows:Abstract>Just says a friendly Hello.Returns a literal string output with Hello plus the inputed name.</ows:Abstract>\n",
      "            <ows:Keywords>\n",
      "                <ows:Keyword>hello</ows:Keyword>\n",
      "                <ows:Keyword>demo</ows:Keyword>\n",
      "            </ows:Keywords>\n",
      "            <ows:Metadata xlink:title=\"PyWPS\" xlink:type=\"simple\"\n",
      "              xlink:href=\"https://pywps.org/\"\n",
      "            />\n",
      "            <ows:Metadata xlink:title=\"Birdhouse\" xlink:type=\"simple\"\n",
      "              xlink:href=\"http://bird-house.github.io/\"\n",
      "            />\n",
      "            <ows:Metadata xlink:title=\"PyWPS Demo\" xlink:type=\"simple\"\n",
      "              xlink:href=\"https://pywps-demo.readthedocs.io/en/latest/\"\n",
      "            />\n",
      "            <ows:Metadata xlink:title=\"Emu: PyWPS examples\" xlink:type=\"simple\"\n",
      "              xlink:href=\"https://emu.readthedocs.io/en/latest/\"\n",
      "            />\n",
      "        </wps:Process>\n",
      "        <wps:Process wps:processVersion=\"0.1.0\">\n",
      "            <ows:Identifier>HWs_detection</ows:Identifier>\n",
      "            <ows:Title>HWs_detection</ows:Title>\n",
      "            <ows:Abstract>AI-enhanced climate service to detect Heatwaves in climate datasets.</ows:Abstract>\n",
      "            <ows:Metadata xlink:title=\"HW Detection\" xlink:type=\"simple\"\n",
      "            />\n",
      "        </wps:Process>\n",
      "    </wps:ProcessOfferings>\n",
      "    <wps:Languages>\n",
      "        <wps:Default>\n",
      "            <ows:Language>en-US</ows:Language>\n",
      "        </wps:Default>\n",
      "        <wps:Supported>\n",
      "            <ows:Language>en-US</ows:Language>\n",
      "        </wps:Supported>\n",
      "    </wps:Languages>\n",
      "</wps:Capabilities>\n"
     ]
    }
   ],
   "source": [
    "# connect to the service: \n",
    "import requests\n",
    "\n",
    "response = requests.get('http://127.0.0.1:5000/wps?service=wps&request=getcapabilities')\n",
    "print(response.text) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5e41fc66-9e3b-4200-b15c-f72ba4a97d78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
      "<!-- PyWPS 4.5.2 -->\n",
      "<wps:ProcessDescriptions xmlns:wps=\"http://www.opengis.net/wps/1.0.0\" xmlns:ows=\"http://www.opengis.net/ows/1.1\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"http://www.opengis.net/wps/1.0.0 ../wpsDescribeProcess_response.xsd\" service=\"WPS\" version=\"1.0.0\" xml:lang=\"en-US\">\n",
      "    <ProcessDescription wps:processVersion=\"0.1.0\" storeSupported=\"true\" statusSupported=\"true\">\n",
      "        <ows:Identifier>HWs_detection</ows:Identifier>\n",
      "        <ows:Title>HWs_detection</ows:Title>\n",
      "        <ows:Abstract>AI-enhanced climate service to detect Heatwaves in climate datasets.</ows:Abstract>\n",
      "        <ows:Metadata xlink:title=\"HW Detection\" xlink:type=\"simple\"\n",
      "        />\n",
      "        <DataInputs>\n",
      "            <Input minOccurs=\"1\" maxOccurs=\"1\">\n",
      "                <ows:Identifier>dataset</ows:Identifier>\n",
      "                <ows:Title>Add your netCDF file here</ows:Title>\n",
      "                <ows:Abstract>Enter a URL pointing to a NetCDF file with variables where heatwave can be detected.</ows:Abstract>\n",
      "                <ComplexData maximumMegabytes=\"2000\">\n",
      "                    <Default>\n",
      "                        <Format>\n",
      "                            <MimeType>application/x-netcdf</MimeType>\n",
      "                            <Encoding>base64</Encoding>\n",
      "                        </Format>\n",
      "                    </Default>\n",
      "                    <Supported>\n",
      "                        <Format>\n",
      "                            <MimeType>application/x-netcdf</MimeType>\n",
      "                            <Encoding>base64</Encoding>\n",
      "                        </Format>\n",
      "                        <Format>\n",
      "                            <MimeType>application/zip</MimeType>\n",
      "                            <Encoding>base64</Encoding>\n",
      "                        </Format>\n",
      "                    </Supported>\n",
      "                </ComplexData>\n",
      "            </Input>\n",
      "            <Input minOccurs=\"1\" maxOccurs=\"1\">\n",
      "                <ows:Identifier>reg_name</ows:Identifier>\n",
      "                <ows:Title>Region Name</ows:Title>\n",
      "                <ows:Abstract>Choose the region of your interest</ows:Abstract>\n",
      "                <LiteralData>\n",
      "                <ows:DataType ows:reference=\"http://www.w3.org/TR/xmlschema-2/#string\">string</ows:DataType>\n",
      "                <ows:AllowedValues>\n",
      "                    <ows:Value>global</ows:Value>\n",
      "                    <ows:Value>north_pacific</ows:Value>\n",
      "                    <ows:Value>north_atlantic</ows:Value>\n",
      "                    <ows:Value>indian_ocean</ows:Value>\n",
      "                    <ows:Value>austral_ocean</ows:Value>\n",
      "                    <ows:Value>tropical_atlantic</ows:Value>\n",
      "                    <ows:Value>tropical_pacific</ows:Value>\n",
      "                    <ows:Value>mediterranee</ows:Value>\n",
      "                </ows:AllowedValues>\n",
      "                <DefaultValue>global</DefaultValue>\n",
      "                </LiteralData>\n",
      "            </Input>\n",
      "        </DataInputs>\n",
      "        <ProcessOutputs>\n",
      "            <Output>\n",
      "                <ows:Identifier>output</ows:Identifier>\n",
      "                <ows:Title>netCDF containing a Heatwave index</ows:Title>\n",
      "                <ows:Abstract>netCDF containing a Heatwave index ... and more description</ows:Abstract>\n",
      "                <ComplexOutput>\n",
      "                    <Default>\n",
      "                        <Format>\n",
      "                            <MimeType>application/x-netcdf</MimeType>\n",
      "                            <Encoding>base64</Encoding>\n",
      "                        </Format>\n",
      "                    </Default>\n",
      "                    <Supported>\n",
      "                        <Format>\n",
      "                            <MimeType>application/x-netcdf</MimeType>\n",
      "                            <Encoding>base64</Encoding>\n",
      "                        </Format>\n",
      "                    </Supported>\n",
      "                </ComplexOutput>\n",
      "            </Output>\n",
      "        </ProcessOutputs>\n",
      "    </ProcessDescription>\n",
      "</wps:ProcessDescriptions>\n"
     ]
    }
   ],
   "source": [
    "response = requests.get('http://127.0.0.1:5000/wps?service=wps&version=1.0.0&request=describeprocess&identifier=HWs_detection')\n",
    "print(response.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "46e883a6-e1bc-4523-a7df-1180bf8d1d3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
      "<wps:ExecuteResponse xmlns:wps=\"http://www.opengis.net/wps/1.0.0\" xmlns:ows=\"http://www.opengis.net/ows/1.1\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"http://www.opengis.net/wps/1.0.0 ../wpsExecute_response.xsd\" service=\"WPS\" version=\"1.0.0\" xml:lang=\"en-US\" serviceInstance=\"http://localhost:5000/wps?request=GetCapabilities&amp;amp;service=WPS\" statusLocation=\"\">\n",
      "    <wps:Process wps:processVersion=\"0.1.0\">\n",
      "        <ows:Identifier>HWs_detection</ows:Identifier>\n",
      "        <ows:Title>HWs_detection</ows:Title>\n",
      "        <ows:Abstract>AI-enhanced climate service to detect Heatwaves in climate datasets.</ows:Abstract>\n",
      "\t</wps:Process>\n",
      "    <wps:Status creationTime=\"2022-08-17T08:00:29Z\">\n",
      "        <wps:ProcessSucceeded>PyWPS Process HWs_detection finished</wps:ProcessSucceeded>\n",
      "\t</wps:Status>\n",
      "\t<wps:ProcessOutputs>\n",
      "\t\t<wps:Output>\n",
      "            <ows:Identifier>output</ows:Identifier>\n",
      "            <ows:Title>netCDF containing a Heatwave index</ows:Title>\n",
      "            <ows:Abstract>netCDF containing a Heatwave index ... and more description</ows:Abstract>\n",
      "            <wps:Reference href=\"http://localhost:5000/outputs/e30cd5fa-1df1-11ed-86ed-7a58e4d47c3e/areacello_Ofx_MPI-ESM1-2-HR_ssp126_r1i1p1f1_gn.nc\" mimeType=\"application/x-netcdf\" encoding=\"base64\" schema=\"\"/>\n",
      "\t\t</wps:Output>\n",
      "\t</wps:ProcessOutputs>\n",
      "</wps:ExecuteResponse>\n"
     ]
    }
   ],
   "source": [
    "# dataset = 'https://nextcloud.dkrz.de/s/FXoq6ixE54iBfgo/download'\n",
    "dataset = 'http://esgf3.dkrz.de/thredds/fileServer/cmip6/ScenarioMIP/DKRZ/MPI-ESM1-2-HR/ssp126/r1i1p1f1/Ofx/areacello/gn/v20190710/areacello_Ofx_MPI-ESM1-2-HR_ssp126_r1i1p1f1_gn.nc'\n",
    "response = requests.get(f'http://127.0.0.1:5000/wps?service=wps&version=1.0.0&request=execute&identifier=HWs_detection&datainputs=dataset=@xlink:href={dataset}')\n",
    "print(response.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92947c5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from birdy import WPSClient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2efad511",
   "metadata": {},
   "outputs": [
    {
     "ename": "XMLSyntaxError",
     "evalue": "Document is empty, line 1, column 1 (<string>, line 1)",
     "output_type": "error",
     "traceback": [
      "Traceback \u001b[0;36m(most recent call last)\u001b[0m:\n",
      "  File \u001b[1;32m~/mambaforge/envs/heatwaves/lib/python3.10/site-packages/IPython/core/interactiveshell.py:3398\u001b[0m in \u001b[1;35mrun_code\u001b[0m\n    exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "  Input \u001b[1;32mIn [6]\u001b[0m in \u001b[1;35m<cell line: 2>\u001b[0m\n    owl_i = WPSClient(url='http://localhost:5000/wps', progress=True)\n",
      "  File \u001b[1;32m~/mambaforge/envs/heatwaves/lib/python3.10/site-packages/birdy/client/base.py:134\u001b[0m in \u001b[1;35m__init__\u001b[0m\n    self._wps.getcapabilities(xml=caps_xml)\n",
      "  File \u001b[1;32m~/mambaforge/envs/heatwaves/lib/python3.10/site-packages/owslib/wps.py:275\u001b[0m in \u001b[1;35mgetcapabilities\u001b[0m\n    self._capabilities = reader.readFromUrl(\n",
      "  File \u001b[1;32m~/mambaforge/envs/heatwaves/lib/python3.10/site-packages/owslib/wps.py:552\u001b[0m in \u001b[1;35mreadFromUrl\u001b[0m\n    return self._readFromUrl(url,\n",
      "  File \u001b[1;32m~/mambaforge/envs/heatwaves/lib/python3.10/site-packages/owslib/wps.py:512\u001b[0m in \u001b[1;35m_readFromUrl\u001b[0m\n    return etree.fromstring(u.read())\n",
      "  File \u001b[1;32msrc/lxml/etree.pyx:3254\u001b[0m in \u001b[1;35mlxml.etree.fromstring\u001b[0m\n",
      "  File \u001b[1;32msrc/lxml/parser.pxi:1913\u001b[0m in \u001b[1;35mlxml.etree._parseMemoryDocument\u001b[0m\n",
      "  File \u001b[1;32msrc/lxml/parser.pxi:1800\u001b[0m in \u001b[1;35mlxml.etree._parseDoc\u001b[0m\n",
      "  File \u001b[1;32msrc/lxml/parser.pxi:1141\u001b[0m in \u001b[1;35mlxml.etree._BaseParser._parseDoc\u001b[0m\n",
      "  File \u001b[1;32msrc/lxml/parser.pxi:615\u001b[0m in \u001b[1;35mlxml.etree._ParserContext._handleParseResultDoc\u001b[0m\n",
      "  File \u001b[1;32msrc/lxml/parser.pxi:725\u001b[0m in \u001b[1;35mlxml.etree._handleParseResult\u001b[0m\n",
      "\u001b[0;36m  File \u001b[0;32msrc/lxml/parser.pxi:654\u001b[0;36m in \u001b[0;35mlxml.etree._raiseParseError\u001b[0;36m\u001b[0m\n",
      "\u001b[0;36m  File \u001b[0;32m<string>:1\u001b[0;36m\u001b[0m\n\u001b[0;31mXMLSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m Document is empty, line 1, column 1\n"
     ]
    }
   ],
   "source": [
    "# owl = WPSClient(url='http://localhost:5000/wps')\n",
    "owl_i = WPSClient(url='http://localhost:5000/wps', progress=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87e5ffc7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}