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test_use_cases.py
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import json
from pathlib import Path
import jsonschema
from jsonschema import validate
card_schema = {
"type": "object",
"properties": {
"gtmId": {"type": "string"},
"title": {"type": "string"},
"description": {"type": "string"},
"cardType": {"type": "string", "enum": ["Console", "Notebook"]},
"icon": {"type": "string"},
"tag": {
"type": "string",
"enum": ["New", "Beta", "Preview", "Popular", "Deprecated","Labs"],
},
"modelActions": {
"type": "array",
"items": {
"type": "object",
"properties": {
"modelCategory": {
"type": "string",
"enum": [
"synthetics",
"transform",
"classify",
"evaluate",
],
},
"modelType": {
"type": "string",
"enum": [
"actgan",
"navigator_ft",
"amplify",
"classify",
"ctgan",
"evaluate",
"gpt_x",
"lstm",
"synthetics",
"timeseries_dgan",
"transform",
"transform_v2",
"tabular_dp",
],
},
"defaultConfig": {"type": "string"},
}
}
},
"modelType": {
"type": "string",
"enum": [
"actgan",
"navigator_ft",
"amplify",
"classify",
"ctgan",
"evaluate",
"gpt_x",
"lstm",
"synthetics",
"timeseries_dgan",
"transform",
"transform_v2",
"tabular_dp",
],
},
"modelCategory": {
"type": "string",
"enum": [
"synthetics",
"transform",
"classify",
"evaluate",
],
},
"defaultConfig": {"type": "string"},
"sampleDataset": {
"type": "object",
"properties": {
"fileName": {"type": "string"},
"description": {"type": "string"},
"records": {"type": "number"},
"fields": {"type": "number"},
"trainingTime": {"type": "string"},
"bytes": {"type": "number"},
},
"required": [
"fileName",
"description",
"records",
"fields",
"trainingTime",
"bytes",
],
},
"sampleConnection": {
"type": "object",
"properties": {
"id": {"type": "string"},
"type": {"type": "string"},
"description": {"type": "string"},
"tables": {"type": "number"},
"records": {"type": "number"},
"fields": {"type": "number"},
"trainingTime": {"type": "string"},
"bytes": {"type": "number"},
},
"required": [
"id",
"type",
"description",
"tables",
"records",
"fields",
"trainingTime",
"bytes",
],
},
"detailsFileName": {"type": "string"},
"button1": {
"type": "object",
"properties": {"label": {"type": "string"}, "link": {"type": "string"}},
},
"button2": {
"type": "object",
"properties": {"label": {"type": "string"}, "link": {"type": "string"}},
},
},
"required": ["gtmId", "title", "description", "cardType", "icon"],
}
def test_use_cases():
usecases_JSON = Path(__file__).parent / "use_cases/gretel.json"
is_valid = validate_JSON(usecases_JSON.open())
assert is_valid
titles = []
gtm_ids = []
cards_data = json.load(usecases_JSON.open())
for card in cards_data["cards"]:
card_is_valid = validate_use_case_JSON(card)
assert card_is_valid
gtm_ids.append(card.get("gtmId"))
titles.append(card.get("title"))
validate_icons_exist(card.get("icon"))
validate_config_file_exists(card.get("defaultConfig"))
validate_details_file_exists(card.get("detailsFileName"))
validate_unique(gtm_ids)
validate_unique(titles)
def validate_JSON(json_data):
try:
json.load(json_data)
except ValueError as err:
return False
return True
def validate_use_case_JSON(card):
try:
validate(instance=card, schema=card_schema)
except jsonschema.exceptions.ValidationError as err:
print("error format:", err)
return False
return True
def validate_unique(field_values):
assert len(field_values) == len(set(field_values))
def validate_icons_exist(icon_name):
dir_path = "use_cases/icons"
split_name = icon_name.split(".")
two_x = split_name[0] + "@2x." + split_name[1]
three_x = split_name[0] + "@3x." + split_name[1]
assert (Path(__file__).parent / dir_path / icon_name).is_file()
assert (Path(__file__).parent / dir_path / two_x).is_file()
assert (Path(__file__).parent / dir_path / three_x).is_file()
def validate_config_file_exists(config_path):
if config_path:
assert (Path(__file__).parent / config_path).is_file()
def validate_details_file_exists(fileName):
dir_path = "use_cases/details"
if fileName:
assert (Path(__file__).parent / dir_path / fileName).is_file()