diff --git a/mc_openapi/__main__.py b/mc_openapi/__main__.py
index 1bfaad2db8f2e7509f1d72f49a70cdf0b2a09e45..4d3ee38f3bff491c7e22204dba811f486db3e3b6 100644
--- a/mc_openapi/__main__.py
+++ b/mc_openapi/__main__.py
@@ -10,6 +10,7 @@ from doml_synthesis.types import State
from mc_openapi.app_config import app
from mc_openapi.doml_mc import DOMLVersion
+from mc_openapi.doml_mc.csp_compatibility.cspcomp import check_csp_compatibility
from mc_openapi.doml_mc.domlr_parser.exceptions import RequirementException
from mc_openapi.doml_mc.domlr_parser.parser import (DOMLRTransformer, Parser,
SynthesisDOMLRTransformer)
@@ -75,9 +76,10 @@ else:
# Check CSP Compatibility
if args.csp:
- from mc_openapi.doml_mc.csp_compatibility import CSPCompatibilityValidator
- cspc = CSPCompatibilityValidator
- cspc.check(dmc.intermediate_model, doml_ver)
+ # from mc_openapi.doml_mc.csp_compatibility import CSPCompatibilityValidator
+ # cspc = CSPCompatibilityValidator
+ # cspc.check(dmc.intermediate_model, doml_ver)
+ check_csp_compatibility(dmc.intermediate_model, doml_ver)
exit(0)
# Store of Requirements and unique string constants
diff --git a/mc_openapi/doml_mc/csp_compatibility/cspcomp.py b/mc_openapi/doml_mc/csp_compatibility/cspcomp.py
new file mode 100644
index 0000000000000000000000000000000000000000..690f7db410f9724c461db6c9c6aec9f4b67fde73
--- /dev/null
+++ b/mc_openapi/doml_mc/csp_compatibility/cspcomp.py
@@ -0,0 +1,107 @@
+from itertools import groupby
+import re
+import requests
+from mc_openapi.doml_mc.imc import IntermediateModelChecker
+from mc_openapi.doml_mc.intermediate_model.metamodel import DOMLVersion
+
+
+IEC_API = 'https://iec.ci.piacere.digital.tecnalia.dev/services/iecbackend/api/root-services/catalogue'
+
+def check_csp_compatibility(model: IntermediateModelChecker, doml_version: DOMLVersion):
+ if doml_version != DOMLVersion.V2_2 and doml_version != DOMLVersion.V2_2_1:
+ print("Unsupported DOML version!")
+
+ all_json = requests.get(IEC_API).json()
+
+ all_json = [
+ {
+ 'name': x['serviceName'],
+ 'class': x['serviceClass']['serviceClassName'],
+ 'props': x['serviceAttributeValues']
+ }
+ for x in all_json
+ ]
+
+ def filterByClass(name: str):
+ return [vm for vm in all_json if vm['class'] == name]
+
+ def groupByProvider(elems: list):
+ def flatten_properties(el):
+ for p in el['props']:
+ el[p['serviceAttributeType']['name'].lower()] = p['serviceAttributeValue'] or None
+ el.pop('props', None)
+ return el
+
+ elems = [flatten_properties(elem) for elem in elems]
+
+ return { k: list(v) for k, v in groupby(sorted(elems, key=lambda elem: elem['provider']), lambda elem: elem['provider'])}
+
+
+ # Catalog IEC Elements
+ iec_vms = groupByProvider(filterByClass('Virtual Machine'))
+ iec_stos = groupByProvider(filterByClass('Storage'))
+ iec_dbs = groupByProvider(filterByClass('Database'))
+
+ # DOML IM Elements
+ im_elems = model.values()
+
+ compnodes = [cn for cn in im_elems if re.match(r"infrastructure_(ComputingNode|Container|PhysicalComputingNode|VirtualMachine)", cn.class_)]
+ locations = [lc for lc in im_elems if lc.class_ == 'infrastructure_Location']
+
+ # print(compnodes)
+ # print(locations)
+
+ # for each provider
+ # check if the available elements have all the properties of doml elements
+ # if not, mark provider as unsupported and report the unsupported element and its value
+
+ for provider, avail_vms in iec_vms.items():
+ print(f'==={provider}===')
+ for cn in compnodes:
+ # attributes are list|None!
+ name = cn.attributes.get('commons_DOMLElement::name')
+ cpu_count = cn.attributes.get('infrastructure_ComputingNode::cpu_count')
+ memory_mb = cn.attributes.get('infrastructure_ComputingNode::memory_mb')
+ location = cn.associations.get('infrastructure_ComputingNode::location')
+ region = None
+ zone = None
+ if location:
+ location = model[list(location)[0]]
+ region = location.attributes.get('infrastructure_Location::region')
+ zone = location.attributes.get('infrastructure_Location::zone')
+ # not in IEC
+ # arch = cn.attributes.get('infrastructure_ComputingNode::architecture')
+ # os = cn.attributes.get('infrastructure_ComputingNode::os')
+
+ print(f'---{name[0]}---')
+
+ valid_configs = avail_vms
+
+ if cpu_count:
+ valid_configs = [
+ avm for avm in valid_configs
+ if (int(avm['virtual cpu cores']) == cpu_count[0] if cpu_count else False)
+ ]
+
+ if memory_mb:
+ valid_configs = [
+ avm for avm in valid_configs
+ if (float(avm['memory']) * 1000 == float(memory_mb[0]) if memory_mb else False)
+ ]
+
+ if region:
+ valid_configs = [
+ avm for avm in valid_configs
+ if (avm['region'] == region[0] if region else False)
+ ]
+
+ if zone:
+ valid_configs = [
+ avm for avm in valid_configs
+ if (avm['zone'] == zone[0] if zone else False)
+ ]
+
+ # print(valid_configs)
+
+
+
diff --git a/mc_openapi/notebooks/csp_compatibility.ipynb b/mc_openapi/notebooks/csp_compatibility.ipynb
index de1e63dc5f41bcc5097fa7ef29f3c32840b8c97d..7ff29d6570a90c67a3f22f42597bb601b038c597 100644
--- a/mc_openapi/notebooks/csp_compatibility.ipynb
+++ b/mc_openapi/notebooks/csp_compatibility.ipynb
@@ -2,24 +2,569 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
- "import requests"
+ "import requests\n",
+ "from pprint import pprint\n",
+ "from itertools import groupby"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "[{'name': 'C1_Spain', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'ARSY', 'Virtual CPU Cores': '1', 'Frequency per Core': '1500', 'Memory': '1', 'Instance Storage': '40', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': 'VmWare', 'Availability': '99.5', 'Response time: Virtual Machine Performance': '5', 'Legal Level/Accreditations': None, 'Cost/Currency': '15'}, {'name': 'C1_USA', 'class': 'Virtual Machine', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'ARSY', 'Virtual CPU Cores': '1', 'Frequency per Core': '1500', 'Memory': '1', 'Instance Storage': '40', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': 'VmWare', 'Availability': '99.5', 'Response time: Virtual Machine Performance': '5', 'Legal Level/Accreditations': None, 'Cost/Currency': '15'}, {'name': 'C2_Europe', 'class': 'Virtual Machine', 'Frequency per Core': '1500', 'Memory': '4', 'Instance Storage': '60', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': 'VmWare', 'Availability': '99.6', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '40', 'Region': '00EU', 'Zone': 'DEEU', 'Provider': 'ARSY', 'Virtual CPU Cores': '2'}, {'name': 'C2_UnitedKingdom', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'UKEU', 'Provider': 'ARSY', 'Virtual CPU Cores': '2', 'Frequency per Core': '1500', 'Memory': '4', 'Instance Storage': '60', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': 'VmWare', 'Availability': '99.6', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '40'}, {'name': 'C4_Europe', 'class': 'Virtual Machine', 'Public IP': 'IPV4', 'Underpinning Technology': 'VmWare', 'Availability': '99.8', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '80', 'Region': '00EU', 'Zone': None, 'Provider': 'ARSY', 'Virtual CPU Cores': '4', 'Frequency per Core': '1500', 'Memory': '8', 'Instance Storage': '100', 'Optimized for': None}, {'name': 'C4_USA', 'class': 'Virtual Machine', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'ARSY', 'Virtual CPU Cores': '4', 'Frequency per Core': '1500', 'Memory': '8', 'Instance Storage': '100', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': 'VmWare', 'Availability': '99.8', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '80'}, {'name': 'C8_Germany', 'class': 'Virtual Machine', 'Legal Level/Accreditations': None, 'Cost/Currency': '150', 'Region': '00EU', 'Zone': 'DEEU', 'Provider': 'ARSY', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '16', 'Instance Storage': '200', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': 'VmWare', 'Availability': '99.9', 'Response time: Virtual Machine Performance': '2'}, {'name': 'C8_Spain', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'ARSY', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '16', 'Instance Storage': '200', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': 'VmWare', 'Availability': '99.8', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '150'}, {'name': 't2.nano', 'class': 'Virtual Machine', 'Frequency per Core': '1500', 'Memory': '0.5', 'Instance Storage': '40', 'Optimized for': 'GEPU', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '4.53', 'Region': '00EU', 'Zone': 'IEEU', 'Provider': 'AMAZ', 'Virtual CPU Cores': '1'}, {'name': 't2.medium', 'class': 'Virtual Machine', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'AMAZ', 'Virtual CPU Cores': '2', 'Frequency per Core': '1500', 'Memory': '4', 'Instance Storage': '60', 'Optimized for': 'GEPU', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98.2', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '39.75'}, {'name': 'm5.large', 'class': 'Virtual Machine', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98.5', 'Response time: Virtual Machine Performance': '1', 'Legal Level/Accreditations': None, 'Cost/Currency': '77', 'Region': '00NA', 'Zone': 'CANA', 'Provider': 'ARSY', 'Virtual CPU Cores': '2', 'Frequency per Core': '1500', 'Memory': '8', 'Instance Storage': '100', 'Optimized for': 'GEPU'}, {'name': 'm4.4xlarge', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'AMAZ', 'Virtual CPU Cores': '16', 'Frequency per Core': '1500', 'Memory': '64', 'Instance Storage': '120', 'Optimized for': 'GEPU', 'Public IP': None, 'Underpinning Technology': None, 'Availability': '99.8', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '640'}, {'name': 'm5.2xlarge', 'class': 'Virtual Machine', 'Legal Level/Accreditations': None, 'Cost/Currency': '323', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'AMAZ', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '32', 'Instance Storage': '100', 'Optimized for': 'GEPU', 'Public IP': None, 'Underpinning Technology': None, 'Availability': '99.2', 'Response time: Virtual Machine Performance': '3'}, {'name': 'c5.2xlarge', 'class': 'Virtual Machine', 'Region': '00NA', 'Zone': 'CANA', 'Provider': 'AMAZ', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '16', 'Instance Storage': '80', 'Optimized for': 'COOP', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '99.4', 'Response time: Virtual Machine Performance': '5', 'Legal Level/Accreditations': None, 'Cost/Currency': '268'}, {'name': 'c4.8xlarge', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'IEEU', 'Provider': 'AMAZ', 'Virtual CPU Cores': '36', 'Frequency per Core': '1500', 'Memory': '60', 'Instance Storage': '200', 'Optimized for': 'COOP', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '99.8', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '1304'}, {'name': 'g3.8xlarge', 'class': 'Virtual Machine', 'Provider': 'AMAZ', 'Virtual CPU Cores': '32', 'Frequency per Core': '1500', 'Memory': '244', 'Instance Storage': '220', 'Optimized for': 'GPUI', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '99.8', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '2209', 'Region': '00NA', 'Zone': 'USNA'}, {'name': 'p2.8xlarge', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'UKEU', 'Provider': 'AMAZ', 'Virtual CPU Cores': '32', 'Frequency per Core': '1500', 'Memory': '488', 'Instance Storage': '250', 'Optimized for': 'GPUI', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '99.9', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '5600'}, {'name': 'r4.xlarge', 'class': 'Virtual Machine', 'Instance Storage': '70', 'Optimized for': 'MEOP', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98.5', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '214', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'AMAZ', 'Virtual CPU Cores': '4', 'Frequency per Core': '1500', 'Memory': '30.5'}, {'name': 'x1e.4xlarge', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'DEEU', 'Provider': 'AMAZ', 'Virtual CPU Cores': '16', 'Frequency per Core': '1500', 'Memory': '488', 'Instance Storage': '80', 'Optimized for': 'MEOP', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '99', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '3376'}, {'name': 'A2v2', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'IEEU', 'Provider': 'AZUR', 'Virtual CPU Cores': '2', 'Frequency per Core': '1500', 'Memory': '4', 'Instance Storage': '20', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '95', 'Response time: Virtual Machine Performance': '5', 'Legal Level/Accreditations': None, 'Cost/Currency': '93.60'}, {'name': 'A2v2_USA', 'class': 'Virtual Machine', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'AZUR', 'Virtual CPU Cores': '2', 'Frequency per Core': '1500', 'Memory': '4', 'Instance Storage': '20', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '95', 'Response time: Virtual Machine Performance': '5', 'Legal Level/Accreditations': None, 'Cost/Currency': '67'}, {'name': 'B8_USA', 'class': 'Virtual Machine', 'Frequency per Core': '1500', 'Memory': '32', 'Instance Storage': '64', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '242', 'Region': '00NA', 'Zone': None, 'Provider': 'AZUR', 'Virtual CPU Cores': '8'}, {'name': 'B8_Germany', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'DEEU', 'Provider': 'AZUR', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '32', 'Instance Storage': '64', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '170'}, {'name': 'A3_France', 'class': 'Virtual Machine', 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '96', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '193', 'Region': '00EU', 'Zone': 'FREU', 'Provider': 'AZUR', 'Virtual CPU Cores': '4', 'Frequency per Core': '1500', 'Memory': '7', 'Instance Storage': '120', 'Optimized for': None}, {'name': 'DS13v2', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': None, 'Provider': 'AZUR', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '56', 'Instance Storage': '112', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '541'}, {'name': 'n1-standard-16', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'DEEU', 'Provider': 'GOOG', 'Virtual CPU Cores': '16', 'Frequency per Core': '1500', 'Memory': '60', 'Instance Storage': '300', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '96', 'Response time: Virtual Machine Performance': '4', 'Legal Level/Accreditations': None, 'Cost/Currency': '500'}, {'name': 'n1-highmem-16', 'class': 'Virtual Machine', 'Virtual CPU Cores': '16', 'Frequency per Core': '1500', 'Memory': '104', 'Instance Storage': '300', 'Optimized for': 'MEOP', 'Public IP': None, 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '4', 'Legal Level/Accreditations': None, 'Cost/Currency': '552', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'GOOG'}, {'name': 'VM_1_CS', 'class': 'Virtual Machine', 'Memory': '4', 'Instance Storage': '256', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '100', 'Legal Level/Accreditations': None, 'Cost/Currency': '186', 'Region': '00EU', 'Zone': 'ZUEU', 'Provider': 'CLSI', 'Virtual CPU Cores': '2', 'Frequency per Core': '5200'}, {'name': 'm1.medium', 'class': 'Virtual Machine', 'Region': '00NA', 'Zone': 'USNA', 'Provider': 'AMAZ', 'Virtual CPU Cores': '1', 'Frequency per Core': None, 'Memory': '3.7', 'Instance Storage': '410', 'Optimized for': None, 'Public IP': 'IPV4', 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '100', 'Legal Level/Accreditations': None, 'Cost/Currency': '200'}, {'name': 'm1.tiny', 'class': 'Virtual Machine', 'Underpinning Technology': None, 'Availability': '98', 'Response time: Virtual Machine Performance': '10', 'Legal Level/Accreditations': None, 'Cost/Currency': '10', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'OPEN', 'Virtual CPU Cores': '1', 'Frequency per Core': '1500', 'Memory': '512', 'Instance Storage': '1', 'Optimized for': None, 'Public IP': 'IPV4'}, {'name': 'm1.small', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'OPEN', 'Virtual CPU Cores': '1', 'Frequency per Core': '1500', 'Memory': '2', 'Instance Storage': '20', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': None, 'Availability': '99', 'Response time: Virtual Machine Performance': '5', 'Legal Level/Accreditations': None, 'Cost/Currency': '20'}, {'name': 'm1.medium', 'class': 'Virtual Machine', 'Cost/Currency': '40', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'OPEN', 'Virtual CPU Cores': '2', 'Frequency per Core': '1500', 'Memory': '4', 'Instance Storage': '40', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': None, 'Availability': '99.5', 'Response time: Virtual Machine Performance': '4', 'Legal Level/Accreditations': None}, {'name': 'm1.large', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'OPEN', 'Virtual CPU Cores': '4', 'Frequency per Core': '1500', 'Memory': '8', 'Instance Storage': '80', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': None, 'Availability': '99.6', 'Response time: Virtual Machine Performance': '3', 'Legal Level/Accreditations': None, 'Cost/Currency': '80'}, {'name': 'm1.xlarge', 'class': 'Virtual Machine', 'Region': '00EU', 'Zone': 'SPEU', 'Provider': 'OPEN', 'Virtual CPU Cores': '8', 'Frequency per Core': '1500', 'Memory': '16', 'Instance Storage': '160', 'Optimized for': None, 'Public IP': None, 'Underpinning Technology': None, 'Availability': '99.8', 'Response time: Virtual Machine Performance': '2', 'Legal Level/Accreditations': None, 'Cost/Currency': '160'}]\n"
+ "{'AMAZ': [{'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '4.53',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '40',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '0.5',\n",
+ " 'name': 't2.nano',\n",
+ " 'optimized for': 'GEPU',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '1',\n",
+ " 'zone': 'IEEU'},\n",
+ " {'availability': '98.2',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '39.75',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '60',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 't2.medium',\n",
+ " 'optimized for': 'GEPU',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '640',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '120',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '64',\n",
+ " 'name': 'm4.4xlarge',\n",
+ " 'optimized for': 'GEPU',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '16',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '99.2',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '323',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '100',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '32',\n",
+ " 'name': 'm5.2xlarge',\n",
+ " 'optimized for': 'GEPU',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': None,\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '99.4',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '268',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '80',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '16',\n",
+ " 'name': 'c5.2xlarge',\n",
+ " 'optimized for': 'COOP',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '5',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': 'CANA'},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '1304',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '200',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '60',\n",
+ " 'name': 'c4.8xlarge',\n",
+ " 'optimized for': 'COOP',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '36',\n",
+ " 'zone': 'IEEU'},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '2209',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '220',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '244',\n",
+ " 'name': 'g3.8xlarge',\n",
+ " 'optimized for': 'GPUI',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '32',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '99.9',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '5600',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '250',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '488',\n",
+ " 'name': 'p2.8xlarge',\n",
+ " 'optimized for': 'GPUI',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '32',\n",
+ " 'zone': 'UKEU'},\n",
+ " {'availability': '98.5',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '214',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '70',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '30.5',\n",
+ " 'name': 'r4.xlarge',\n",
+ " 'optimized for': 'MEOP',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '4',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '99',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '3376',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '80',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '488',\n",
+ " 'name': 'x1e.4xlarge',\n",
+ " 'optimized for': 'MEOP',\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '16',\n",
+ " 'zone': 'DEEU'},\n",
+ " {'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '200',\n",
+ " 'frequency per core': None,\n",
+ " 'instance storage': '410',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '3.7',\n",
+ " 'name': 'm1.medium',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AMAZ',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '100',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '1',\n",
+ " 'zone': 'USNA'}],\n",
+ " 'ARSY': [{'availability': '99.5',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '15',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '40',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '1',\n",
+ " 'name': 'C1_Spain',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '5',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '1',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '99.5',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '15',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '40',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '1',\n",
+ " 'name': 'C1_USA',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': None,\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '5',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '1',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '99.6',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '40',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '60',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 'C2_Europe',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'DEEU'},\n",
+ " {'availability': '99.6',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '40',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '60',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 'C2_UnitedKingdom',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'UKEU'},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '80',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '100',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '8',\n",
+ " 'name': 'C4_Europe',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '4',\n",
+ " 'zone': None},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '80',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '100',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '8',\n",
+ " 'name': 'C4_USA',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': None,\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '4',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '99.9',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '150',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '200',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '16',\n",
+ " 'name': 'C8_Germany',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': 'DEEU'},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '150',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '200',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '16',\n",
+ " 'name': 'C8_Spain',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': 'VmWare',\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '98.5',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '77',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '100',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '8',\n",
+ " 'name': 'm5.large',\n",
+ " 'optimized for': 'GEPU',\n",
+ " 'provider': 'ARSY',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '1',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'CANA'}],\n",
+ " 'AZUR': [{'availability': '95',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '93.60',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '20',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 'A2v2',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AZUR',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '5',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'IEEU'},\n",
+ " {'availability': '95',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '67',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '20',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 'A2v2_USA',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AZUR',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '5',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'USNA'},\n",
+ " {'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '242',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '64',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '32',\n",
+ " 'name': 'B8_USA',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AZUR',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': None},\n",
+ " {'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '170',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '64',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '32',\n",
+ " 'name': 'B8_Germany',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AZUR',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': 'DEEU'},\n",
+ " {'availability': '96',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '193',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '120',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '7',\n",
+ " 'name': 'A3_France',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AZUR',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '4',\n",
+ " 'zone': 'FREU'},\n",
+ " {'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '541',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '112',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '56',\n",
+ " 'name': 'DS13v2',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'AZUR',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': None}],\n",
+ " 'CLSI': [{'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '186',\n",
+ " 'frequency per core': '5200',\n",
+ " 'instance storage': '256',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 'VM_1_CS',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'CLSI',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '100',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'ZUEU'}],\n",
+ " 'GOOG': [{'availability': '96',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '500',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '300',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '60',\n",
+ " 'name': 'n1-standard-16',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'GOOG',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '4',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '16',\n",
+ " 'zone': 'DEEU'},\n",
+ " {'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '552',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '300',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '104',\n",
+ " 'name': 'n1-highmem-16',\n",
+ " 'optimized for': 'MEOP',\n",
+ " 'provider': 'GOOG',\n",
+ " 'public ip': None,\n",
+ " 'region': '00NA',\n",
+ " 'response time: virtual machine performance': '4',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '16',\n",
+ " 'zone': 'USNA'}],\n",
+ " 'OPEN': [{'availability': '98',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '10',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '1',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '512',\n",
+ " 'name': 'm1.tiny',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'OPEN',\n",
+ " 'public ip': 'IPV4',\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '10',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '1',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '99',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '20',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '20',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '2',\n",
+ " 'name': 'm1.small',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'OPEN',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '5',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '1',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '99.5',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '40',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '40',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '4',\n",
+ " 'name': 'm1.medium',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'OPEN',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '4',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '2',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '99.6',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '80',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '80',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '8',\n",
+ " 'name': 'm1.large',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'OPEN',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '3',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '4',\n",
+ " 'zone': 'SPEU'},\n",
+ " {'availability': '99.8',\n",
+ " 'class': 'Virtual Machine',\n",
+ " 'cost/currency': '160',\n",
+ " 'frequency per core': '1500',\n",
+ " 'instance storage': '160',\n",
+ " 'legal level/accreditations': None,\n",
+ " 'memory': '16',\n",
+ " 'name': 'm1.xlarge',\n",
+ " 'optimized for': None,\n",
+ " 'provider': 'OPEN',\n",
+ " 'public ip': None,\n",
+ " 'region': '00EU',\n",
+ " 'response time: virtual machine performance': '2',\n",
+ " 'underpinning technology': None,\n",
+ " 'virtual cpu cores': '8',\n",
+ " 'zone': 'SPEU'}]}\n"
]
}
],
@@ -42,13 +587,15 @@
"\n",
"def flatten_properties(el):\n",
" for p in el['props']:\n",
- " el[p['serviceAttributeType']['name']] = p['serviceAttributeValue'] or None\n",
+ " el[p['serviceAttributeType']['name'].lower()] = p['serviceAttributeValue'] or None\n",
" el.pop('props', None)\n",
" return el\n",
"\n",
"vms = [flatten_properties(vm) for vm in vms]\n",
"\n",
- "print(vms)"
+ "vms ={ k: list(v) for k, v in groupby(sorted(vms, key=lambda vm: vm['provider']), lambda vm: vm['provider'])}\n",
+ "\n",
+ "pprint(vms)"
]
}
],
@@ -68,7 +615,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.16"
+ "version": "3.11.2"
},
"orig_nbformat": 4
},