mirror of https://github.com/databricks/cli.git
Experimental script to convert DBX configuration
This commit is contained in:
Pieter Noordhuis
parent
26afab2ccb
commit
0cb3b5382e
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.venv
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__pycache__
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.vscode/settings.json
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3.11
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# dbx2dabs
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Requires [uv](https://docs.astral.sh/uv/).
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Usage:
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```
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uv run ./main.py DIR_TO_DBX_DIRECTORY
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```
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This writes DAB configuration to the same directory.
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from typing import Dict, List
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def recursive_intersection(
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dict1: Dict[str, any], dict2: Dict[str, any]
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) -> Dict[str, any]:
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"""
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Compute the recursive intersection of two dictionaries.
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Args:
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dict1 (dict): First dictionary.
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dict2 (dict): Second dictionary.
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Returns:
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dict: A new dictionary containing the intersection.
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"""
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intersection = {}
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for key in dict1:
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if key in dict2:
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value1 = dict1[key]
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value2 = dict2[key]
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if isinstance(value1, dict) and isinstance(value2, dict):
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nested = recursive_intersection(value1, value2)
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if nested:
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intersection[key] = nested
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elif isinstance(value1, list) and isinstance(value2, list):
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common = intersect_lists(value1, value2)
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if common:
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intersection[key] = common
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else:
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if value1 == value2:
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intersection[key] = value1
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return intersection
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def lists_have_key(list1: List[any], list2: List[any], key: str) -> bool:
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"""
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Check if two lists contain job clusters.
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Args:
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list1 (list): First list.
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list2 (list): Second list.
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Returns:
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bool: True if both lists contain job clusters, False otherwise.
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"""
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keys1 = [item.get(key) if isinstance(item, dict) else None for item in list1]
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keys2 = [item.get(key) if isinstance(item, dict) else None for item in list2]
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return all(keys1) and all(keys2)
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def intersect_lists_with_key(list1: List[any], list2: List[any], key: str):
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result = []
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for item1 in list1:
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for item2 in list2:
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if item1.get(key) == item2.get(key):
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nested = recursive_intersection(item1, item2)
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if nested:
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result.append(nested)
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return result
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def subtract_lists_with_key(list1: List[any], list2: List[any], key: str):
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result = []
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for item1 in list1:
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found = False
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for item2 in list2:
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if item1.get(key) == item2.get(key):
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found = True
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nested = recursive_subtract_dict(item1, item2)
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if nested:
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out = {key: item1[key]}
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out.update(nested)
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result.append(out)
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if not found:
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result.append(item1)
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return result
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def are_job_cluster_lists(list1: List[any], list2: List[any]) -> bool:
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return lists_have_key(list1, list2, "job_cluster_key")
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def are_task_lists(list1: List[any], list2: List[any]) -> bool:
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return lists_have_key(list1, list2, "task_key")
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def intersect_lists(list1: List[any], list2: List[any]):
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"""
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Compute the intersection of two lists, handling dictionaries within lists.
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Args:
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list1 (list): First list.
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list2 (list): Second list.
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Returns:
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list: A list containing the intersecting elements.
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"""
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result = []
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if lists_have_key(list1, list2, "task_key"):
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return intersect_lists_with_key(list1, list2, "task_key")
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if lists_have_key(list1, list2, "job_cluster_key"):
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return intersect_lists_with_key(list1, list2, "job_cluster_key")
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# Generic intersection
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for item1, item2 in zip(list1, list2):
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if item1 is None or item2 is None:
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break
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if isinstance(item1, dict) and isinstance(item2, dict):
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if recursive_compare(item1, item2):
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result.append(item1)
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else:
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if item1 == item2:
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result.append(item1)
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return result
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def recursive_compare(d1: Dict[str, any], d2: Dict[str, any]):
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"""
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Recursively compare two dictionaries for equality.
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Args:
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d1 (dict): First dictionary.
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d2 (dict): Second dictionary.
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Returns:
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bool: True if dictionaries are equal, False otherwise.
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"""
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if d1.keys() != d2.keys():
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return False
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for key in d1:
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v1 = d1[key]
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v2 = d2[key]
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if isinstance(v1, dict) and isinstance(v2, dict):
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if not recursive_compare(v1, v2):
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return False
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elif isinstance(v1, list) and isinstance(v2, list):
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if not intersect_lists(v1, v2) == v1:
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return False
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else:
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if v1 != v2:
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return False
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return True
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def recursive_subtract(o1: any, o2: any) -> any:
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"""
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Compute the recursive subtraction of two objects.
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Args:
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o1 (any): First object.
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o2 (any): Second object.
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Returns:
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any: The subtracted object.
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"""
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if isinstance(o1, dict) and isinstance(o2, dict):
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return recursive_subtract_dict(o1, o2)
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elif isinstance(o1, list) and isinstance(o2, list):
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return recursive_subtract_list(o1, o2)
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else:
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raise ValueError("Unsupported types for subtraction")
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def recursive_subtract_dict(
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dict1: Dict[str, any], dict2: Dict[str, any]
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) -> Dict[str, any]:
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"""
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Compute the recursive subtraction of two dictionaries.
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Args:
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dict1 (dict): First dictionary.
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dict2 (dict): Second dictionary.
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Returns:
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dict: A new dictionary containing the subtraction.
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"""
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subtraction = {}
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for key in dict1:
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if key not in dict2:
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subtraction[key] = dict1[key]
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else:
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value1 = dict1[key]
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value2 = dict2[key]
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if isinstance(value1, dict) and isinstance(value2, dict):
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nested = recursive_subtract(value1, value2)
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if nested:
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subtraction[key] = nested
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elif isinstance(value1, list) and isinstance(value2, list):
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common = recursive_subtract_list(value1, value2)
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if common:
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subtraction[key] = common
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else:
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if value1 != value2:
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subtraction[key] = value1
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return subtraction
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def recursive_subtract_list(list1: List[any], list2: List[any]):
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"""
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Compute the subtraction of two lists, handling dictionaries within lists.
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Args:
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list1 (list): First list.
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list2 (list): Second list.
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Returns:
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list: A list containing the subtracted elements.
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"""
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result = []
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if lists_have_key(list1, list2, "task_key"):
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return subtract_lists_with_key(list1, list2, "task_key")
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if lists_have_key(list1, list2, "job_cluster_key"):
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return subtract_lists_with_key(list1, list2, "job_cluster_key")
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# If both lists contain job clusters, compute the subtraction
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# where the job cluster keys are equal.
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if are_job_cluster_lists(list1, list2):
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for item1 in list1:
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found = False
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for item2 in list2:
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if item1.get("job_cluster_key") == item2.get("job_cluster_key"):
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found = True
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nested = recursive_subtract_dict(item1, item2)
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if nested:
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result.append(nested)
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if not found:
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result.append(item1)
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return result
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for item1, item2 in zip(list1, list2):
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if item1 is None or item2 is None:
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break
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if isinstance(item1, dict) and isinstance(item2, dict):
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if not recursive_compare(item1, item2):
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result.append(item1)
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else:
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if item1 != item2:
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result.append(item1)
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return result
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class Walker:
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_insert_callback = None
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_update_callback = None
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_delete_callback = None
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def __init__(
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self, insert_callback=None, update_callback=None, delete_callback=None
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):
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self._insert_callback = insert_callback
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self._update_callback = update_callback
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self._delete_callback = delete_callback
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def insert_callback(self, path, key, value):
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if self._insert_callback:
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self._insert_callback(path, key, value)
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return
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raise ValueError(f"Insert: {path}: {key}={value}")
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def update_callback(self, path, old_value, new_value):
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if self._update_callback:
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self._update_callback(path, old_value, new_value)
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return
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raise ValueError(f"Update: {path}: {old_value} -> {new_value}")
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def delete_callback(self, path, key, value):
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if self._delete_callback:
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self._delete_callback(path, key, value)
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return
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raise ValueError(f"Delete: {path}: {key}={value}")
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def walk(self, o1, o2, path=None):
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if path is None:
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path = []
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if isinstance(o1, dict) and isinstance(o2, dict):
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return self._walk_dict(o1, o2, path)
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elif isinstance(o1, list) and isinstance(o2, list):
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return self._walk_list(o1, o2, path)
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else:
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return self._walk_scalar(o1, o2, path)
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def _walk_dict(self, o1, o2, path):
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for key in o1:
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if key not in o2:
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self.delete_callback(path, key, o1[key])
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else:
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self.walk(o1[key], o2[key], path + [key])
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for key in o2:
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if key not in o1:
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self.insert_callback(path, key, o2[key])
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def _walk_list(self, o1, o2, path):
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for i, item in enumerate(o1):
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if i >= len(o2):
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self.delete_callback(path, i, item)
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else:
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self.walk(item, o2[i], path + [i])
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for i in range(len(o1), len(o2)):
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self.insert_callback(path, i, o2[i])
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def _walk_scalar(self, o1, o2, path):
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if o1 != o2:
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self.update_callback(path, o1, o2)
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def walk(o1, o2, insert_callback=None, update_callback=None, delete_callback=None):
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walker = Walker(insert_callback, update_callback, delete_callback)
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walker.walk(o1, o2)
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def recursive_merge(o1: any, o2: any) -> any:
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"""
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Compute the recursive merge of two objects.
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Args:
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o1 (any): First object.
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o2 (any): Second object.
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Returns:
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any: The merged object.
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"""
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if isinstance(o1, dict) and isinstance(o2, dict):
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return recursive_merge_dict(o1, o2)
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elif isinstance(o1, list) and isinstance(o2, list):
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return recursive_merge_list(o1, o2)
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else:
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raise ValueError("Unsupported types for merge")
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def recursive_merge_dict(
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dict1: Dict[str, any], dict2: Dict[str, any]
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) -> Dict[str, any]:
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"""
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Compute the recursive merge of two dictionaries.
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Args:
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dict1 (dict): First dictionary.
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dict2 (dict): Second dictionary.
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Returns:
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dict: A new dictionary containing the merge.
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"""
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merged = dict(dict1)
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for key in dict2:
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if key in merged:
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value1 = dict1[key]
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value2 = dict2[key]
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if isinstance(value1, dict) and isinstance(value2, dict):
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merged[key] = recursive_merge(value1, value2)
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elif isinstance(value1, list) and isinstance(value2, list):
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merged[key] = recursive_merge_list(value1, value2)
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else:
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merged[key] = value2
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else:
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merged[key] = dict2[key]
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return merged
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def recursive_merge_list(list1: List[any], list2: List[any]):
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"""
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Compute the merge of two lists, handling dictionaries within lists.
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Args:
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list1 (list): First list.
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list2 (list): Second list.
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Returns:
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list: A list containing the merged elements.
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"""
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merged = list(list1)
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for i, item in enumerate(list2):
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if i < len(merged):
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merged[i] = recursive_merge(merged[i], item)
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else:
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merged.append(item)
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return merged
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import json
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from abc import ABC, abstractmethod
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from pathlib import Path
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from typing import Any, Dict, Optional
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import jinja2
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import yaml
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class _AbstractConfigReader(ABC):
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def __init__(self, path: Path):
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self._path = path
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self.config = self.get_config()
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def get_config(self) -> any:
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return self._read_file()
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@abstractmethod
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def _read_file(self) -> any:
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""""""
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class YamlConfigReader(_AbstractConfigReader):
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def _read_file(self) -> any:
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return yaml.load(self._path.read_text(encoding="utf-8"), yaml.SafeLoader)
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class JsonConfigReader(_AbstractConfigReader):
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def _read_file(self) -> any:
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return json.loads(self._path.read_text(encoding="utf-8"))
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class Jinja2ConfigReader(_AbstractConfigReader):
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def __init__(
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self,
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path: Path,
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ext: str,
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jinja_vars_file: Optional[Path],
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env_proxy=None,
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var_proxy=None,
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):
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self._ext = ext
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self._jinja_vars_file = jinja_vars_file
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self._env_proxy = env_proxy
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self._var_proxy = var_proxy
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super().__init__(path)
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@staticmethod
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def _read_vars_file(file_path: Path) -> Dict[str, Any]:
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return yaml.load(file_path.read_text(encoding="utf-8"), yaml.SafeLoader)
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@classmethod
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def _render_content(cls, file_path: Path, globals: Dict[str, Any]) -> str:
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absolute_parent_path = file_path.absolute().parent
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file_name = file_path.name
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env = jinja2.Environment(loader=jinja2.FileSystemLoader(absolute_parent_path))
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template = env.get_template(file_name)
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return template.render(**globals)
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def _read_file(self) -> any:
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rendered = self._render_content(
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self._path,
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{
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"env": self._env_proxy,
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"var": self._var_proxy,
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},
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)
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if self._ext == ".json":
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_content = json.loads(rendered)
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return _content
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elif self._ext in [".yml", ".yaml"]:
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_content = yaml.load(rendered, yaml.SafeLoader)
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return _content
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else:
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raise Exception(f"Unexpected extension for Jinja reader: {self._ext}")
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class ConfigReader:
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"""
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Entrypoint for reading the raw configurations from files.
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In most cases there is no need to use the lower-level config readers.
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If a new reader is introduced, it shall be used via the :code:`_define_reader` method.
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"""
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def __init__(
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self,
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path: Path,
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jinja_vars_file: Optional[Path] = None,
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env_proxy=None,
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var_proxy=None,
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):
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self._jinja_vars_file = jinja_vars_file
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self._path = path
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self._env_proxy = env_proxy
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self._var_proxy = var_proxy
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self._reader = self._define_reader()
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def _define_reader(self) -> _AbstractConfigReader:
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if False:
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pass
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# if len(self._path.suffixes) > 1:
|
||||
# if self._path.suffixes[0] in [".json", ".yaml", ".yml"] and self._path.suffixes[1] == ".j2":
|
||||
# dbx_echo(
|
||||
# """[bright_magenta bold]You're using a deployment file with .j2 extension.
|
||||
# if you would like to use Jinja directly inside YAML or JSON files without changing the extension,
|
||||
# you can also configure your project to support in-place Jinja by running:
|
||||
# [code]dbx configure --enable-inplace-jinja-support[/code][/bright_magenta bold]"""
|
||||
# )
|
||||
# return Jinja2ConfigReader(self._path, ext=self._path.suffixes[0], jinja_vars_file=self._jinja_vars_file)
|
||||
# elif ProjectConfigurationManager().get_jinja_support():
|
||||
# return Jinja2ConfigReader(self._path, ext=self._path.suffixes[0], jinja_vars_file=self._jinja_vars_file)
|
||||
else:
|
||||
if self._jinja_vars_file:
|
||||
return Jinja2ConfigReader(
|
||||
self._path,
|
||||
ext=self._path.suffixes[0],
|
||||
jinja_vars_file=self._jinja_vars_file,
|
||||
env_proxy=self._env_proxy,
|
||||
var_proxy=self._var_proxy,
|
||||
)
|
||||
if self._path.suffixes[0] == ".json":
|
||||
return JsonConfigReader(self._path)
|
||||
elif self._path.suffixes[0] in [".yaml", ".yml"]:
|
||||
return YamlConfigReader(self._path)
|
||||
|
||||
# no matching reader found, raising an exception
|
||||
raise Exception(
|
||||
f"Unexpected extension of the deployment file: {self._path}. "
|
||||
f"Please check the documentation for supported extensions."
|
||||
)
|
||||
|
||||
def get_config(self) -> any:
|
||||
return self._reader.config
|
||||
|
|
@ -0,0 +1,177 @@
|
|||
from pathlib import Path
|
||||
from typing import Dict, List, Tuple
|
||||
import yaml
|
||||
|
||||
from dbx2dab.config_reader import ConfigReader
|
||||
from dbx2dab.compare import walk
|
||||
|
||||
|
||||
class VerboseSafeDumper(yaml.SafeDumper):
|
||||
def ignore_aliases(self, data):
|
||||
return True
|
||||
|
||||
|
||||
class EnvProxy:
|
||||
def __init__(self):
|
||||
self.items = []
|
||||
pass
|
||||
|
||||
def variable_name(self, name: str):
|
||||
return f"ENV_{name}".upper()
|
||||
|
||||
def variables(self):
|
||||
return [self.variable_name(item) for item in self.items]
|
||||
|
||||
def interpolation_for_item(self, name: str):
|
||||
return f"${{var.{self.variable_name(name)}}}"
|
||||
|
||||
def __getitem__(self, item):
|
||||
self.items.append(item)
|
||||
return self.interpolation_for_item(item)
|
||||
|
||||
|
||||
class VarProxy:
|
||||
def __init__(self, passthrough: Dict[str, any]):
|
||||
self.items = []
|
||||
self.passthrough = passthrough
|
||||
pass
|
||||
|
||||
def variable_name(self, name: str):
|
||||
return name.upper()
|
||||
|
||||
def variables(self):
|
||||
return [self.variable_name(item) for item in self.items]
|
||||
|
||||
def interpolation_for_item(self, name: str):
|
||||
return f"${{var.{self.variable_name(name)}}}"
|
||||
|
||||
def __getitem__(self, item):
|
||||
if item in self.passthrough:
|
||||
return self.passthrough[item]
|
||||
|
||||
self.items.append(item)
|
||||
return self.interpolation_for_item(item)
|
||||
|
||||
|
||||
class Loader:
|
||||
def __init__(self, path: Path):
|
||||
self._path = path
|
||||
|
||||
def detect_environments(self) -> List[str]:
|
||||
"""
|
||||
Expect the following directory structure:
|
||||
- conf/
|
||||
- dev/
|
||||
- config.yaml
|
||||
- stg/
|
||||
- config.yaml
|
||||
- prod/
|
||||
- config.yaml
|
||||
|
||||
This function will return ["dev", "stg", "prod"]
|
||||
"""
|
||||
return [
|
||||
item.name for item in self._path.joinpath("conf").iterdir() if item.is_dir()
|
||||
]
|
||||
|
||||
def _get_config(self, environment: str, env_proxy, var_proxy) -> any:
|
||||
deployment_file = self._path.joinpath("conf/deployment.yaml")
|
||||
variables_file = self._path.joinpath(f"conf/{environment}/config.yaml")
|
||||
|
||||
config_reader = ConfigReader(
|
||||
deployment_file,
|
||||
variables_file,
|
||||
env_proxy=env_proxy,
|
||||
var_proxy=var_proxy,
|
||||
)
|
||||
|
||||
config = config_reader.get_config()
|
||||
return config["environments"][environment]
|
||||
|
||||
def load_variables_for_environment(self, environment: str) -> Dict[str, any]:
|
||||
file = self._path.joinpath(f"conf/{environment}/config.yaml")
|
||||
obj: Dict[str, any] = yaml.load(
|
||||
file.read_text(encoding="utf-8"), yaml.SafeLoader
|
||||
)
|
||||
return obj
|
||||
|
||||
def compute_variable_allowlist(self, environment: str) -> List[str]:
|
||||
variables_ref = self.load_variables_for_environment(environment)
|
||||
env_proxy = EnvProxy()
|
||||
|
||||
# Interpolate all variables.
|
||||
complete_config = self._get_config(
|
||||
environment, EnvProxy(), VarProxy(passthrough=variables_ref)
|
||||
)
|
||||
|
||||
# We will try to find the impact of each variable on the configuration.
|
||||
# All variables that can be replaced by a bundle variable will be added to the allowlist.
|
||||
variable_allowlist = []
|
||||
|
||||
# Now look for the impact of each variable
|
||||
for key in variables_ref.keys():
|
||||
dup = dict(variables_ref)
|
||||
dup.pop(key)
|
||||
|
||||
# If we cannot use a bundle variable for this key, continue.
|
||||
try:
|
||||
var_proxy = VarProxy(passthrough=dup)
|
||||
config = self._get_config(environment, env_proxy, var_proxy)
|
||||
except Exception:
|
||||
continue
|
||||
|
||||
# If we can use a bundle variable for this key, look at the difference.
|
||||
# We care that every use of the variable is replaced by the bundle variable.
|
||||
# If it is replaced by something else, there is logic we cannot capture.
|
||||
correctly_replaced = True
|
||||
|
||||
def update_callback(path, old_value, new_value):
|
||||
nonlocal correctly_replaced
|
||||
if (
|
||||
isinstance(new_value, str)
|
||||
and var_proxy.interpolation_for_item(key) in new_value
|
||||
):
|
||||
return
|
||||
print(
|
||||
f"Detected incompatible replacement for {key}: {path}: {old_value} -> {new_value}"
|
||||
)
|
||||
correctly_replaced = False
|
||||
return
|
||||
|
||||
walk(complete_config, config, update_callback=update_callback)
|
||||
|
||||
# If we found an incompatible replacement, bail.
|
||||
if not correctly_replaced:
|
||||
continue
|
||||
|
||||
variable_allowlist.append(key)
|
||||
|
||||
return variable_allowlist
|
||||
|
||||
def load_for_environment(self, environment: str) -> Tuple[any, EnvProxy, VarProxy]:
|
||||
variables_ref = self.load_variables_for_environment(environment)
|
||||
variable_allowlist = self.compute_variable_allowlist(environment)
|
||||
|
||||
# Remove all variables that are not in the allowlist.
|
||||
for key in variable_allowlist:
|
||||
variables_ref.pop(key)
|
||||
|
||||
env_proxy = EnvProxy()
|
||||
var_proxy = VarProxy(passthrough=variables_ref)
|
||||
config = self._get_config(environment, env_proxy, var_proxy)
|
||||
return config, env_proxy, var_proxy
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
"""
|
||||
Below is an example of how to use the Loader class.
|
||||
|
||||
Use this for testing and debugging purposes only.
|
||||
"""
|
||||
|
||||
loader = Loader(
|
||||
Path(__file__).parent / "../../databricks-etl-notebook-template-main"
|
||||
)
|
||||
|
||||
for env in ["dev", "stg", "prod"]:
|
||||
loader.load_for_environment(env)
|
||||
|
|
@ -0,0 +1,253 @@
|
|||
import argparse
|
||||
import sys
|
||||
import re
|
||||
from pathlib import Path
|
||||
from typing import Dict
|
||||
|
||||
import yaml
|
||||
import jinja2
|
||||
|
||||
from dbx2dab.compare import (
|
||||
recursive_compare,
|
||||
recursive_intersection,
|
||||
recursive_subtract,
|
||||
recursive_merge,
|
||||
)
|
||||
|
||||
from dbx2dab.loader import Loader
|
||||
|
||||
|
||||
class VerboseSafeDumper(yaml.SafeDumper):
|
||||
"""
|
||||
A YAML dumper that does not use aliases.
|
||||
"""
|
||||
|
||||
def ignore_aliases(self, data):
|
||||
return True
|
||||
|
||||
|
||||
class Job:
|
||||
def __init__(self, name: str) -> None:
|
||||
self.name = name
|
||||
self.configs = dict()
|
||||
|
||||
def normalized_key(self) -> str:
|
||||
name = str(self.name)
|
||||
# Remove ${foo.bar} with a regex
|
||||
name = re.sub(r"\${.*?}", "", name)
|
||||
# Remove leading and trailing underscores
|
||||
name = re.sub(r"^_+|_+$", "", name)
|
||||
return name
|
||||
|
||||
def register_configuration(self, environment: str, config: Dict[str, any]) -> None:
|
||||
self.configs[environment] = config
|
||||
|
||||
def all_equal(self) -> bool:
|
||||
keys = list(self.configs.keys())
|
||||
if len(keys) == 1:
|
||||
return True
|
||||
|
||||
for i in range(1, len(keys)):
|
||||
if not recursive_compare(self.configs[keys[i - 1]], self.configs[keys[i]]):
|
||||
return False
|
||||
|
||||
return True
|
||||
|
||||
def compute_base(self) -> Dict[str, any]:
|
||||
keys = list(self.configs.keys())
|
||||
if len(keys) == 1:
|
||||
return self.configs[keys[0]]
|
||||
|
||||
out = self.configs[keys[0]]
|
||||
for key in keys[1:]:
|
||||
out = recursive_intersection(out, self.configs[key])
|
||||
return out
|
||||
|
||||
def compute_resource_definition(self) -> Dict[str, any]:
|
||||
ordered_keys = [
|
||||
"name",
|
||||
"tags",
|
||||
"schedule",
|
||||
"email_notifications",
|
||||
"git_source",
|
||||
"tasks",
|
||||
"job_clusters",
|
||||
]
|
||||
|
||||
obj = self.compute_base()
|
||||
|
||||
return {
|
||||
"resources": {
|
||||
"jobs": {self.normalized_key(): {k: obj[k] for k in ordered_keys}}
|
||||
}
|
||||
}
|
||||
|
||||
def compute_override_for_environment(self, environment: str) -> Dict[str, any]:
|
||||
base = self.compute_base()
|
||||
if environment not in self.configs:
|
||||
return {}
|
||||
|
||||
config = self.configs[environment]
|
||||
override = recursive_subtract(config, base)
|
||||
|
||||
# If the configuration is the same as the base, we don't need to override.
|
||||
if not override:
|
||||
return {}
|
||||
|
||||
return {
|
||||
"targets": {
|
||||
environment: {
|
||||
"resources": {
|
||||
"jobs": {
|
||||
self.normalized_key(): recursive_subtract(config, base)
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
def dedup_variables(variables):
|
||||
deduped = dict()
|
||||
for v in variables:
|
||||
if v not in deduped:
|
||||
deduped[v] = None
|
||||
return deduped.keys()
|
||||
|
||||
|
||||
def save_databricks_yml(base_path: Path, env_variables, var_variables):
|
||||
env = jinja2.Environment(
|
||||
loader=jinja2.FileSystemLoader(Path(__file__).parent.joinpath("templates"))
|
||||
)
|
||||
template = env.get_template("databricks.yml.j2")
|
||||
|
||||
base_name = base_path.name
|
||||
dst = base_path.joinpath("databricks.yml")
|
||||
print("Writing: ", dst)
|
||||
with open(dst, "w") as f:
|
||||
f.write(
|
||||
template.render(
|
||||
bundle_name=base_name,
|
||||
env_variables=env_variables,
|
||||
var_variables=var_variables,
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
def compute_variables_for_environment(
|
||||
environment: str, variables: Dict[str, any]
|
||||
) -> Dict[str, any]:
|
||||
return {
|
||||
"targets": {
|
||||
environment: {
|
||||
"variables": variables,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
def main():
|
||||
parser = argparse.ArgumentParser(description="Generate Databricks configurations")
|
||||
parser.add_argument("dir", help="Path to the DBX project")
|
||||
parser.add_argument(
|
||||
"-v", "--verbose", action="store_true", help="Print verbose output"
|
||||
)
|
||||
args = parser.parse_args()
|
||||
verbose: bool = args.verbose
|
||||
|
||||
base_path = Path(args.dir)
|
||||
loader = Loader(base_path)
|
||||
envs = loader.detect_environments()
|
||||
print("Detected environments:", envs)
|
||||
|
||||
env_variables = []
|
||||
var_variables = []
|
||||
|
||||
jobs: Dict[str, Job] = dict()
|
||||
for env in envs:
|
||||
config, env_proxy, var_proxy = loader.load_for_environment(env)
|
||||
env_variables.extend(env_proxy.variables())
|
||||
var_variables.extend(var_proxy.variables())
|
||||
for workflow in config["workflows"]:
|
||||
name = workflow["name"]
|
||||
if name not in jobs:
|
||||
jobs[name] = Job(name)
|
||||
|
||||
jobs[name].register_configuration(env, workflow)
|
||||
|
||||
for job in jobs.values():
|
||||
base_job = job.compute_base()
|
||||
|
||||
if verbose:
|
||||
print("Job:", job.name)
|
||||
|
||||
# Write job configuration to "./resources" directory
|
||||
resource_path = base_path.joinpath("resources")
|
||||
resource_path.mkdir(exist_ok=True)
|
||||
|
||||
dst = resource_path.joinpath(f"{job.normalized_key()}.yml")
|
||||
print("Writing: ", dst)
|
||||
with open(dst, "w") as f:
|
||||
yaml.dump(
|
||||
job.compute_resource_definition(),
|
||||
f,
|
||||
Dumper=VerboseSafeDumper,
|
||||
sort_keys=False,
|
||||
)
|
||||
|
||||
for environment, config in job.configs.items():
|
||||
diff = recursive_subtract(config, base_job)
|
||||
|
||||
if verbose:
|
||||
yaml.dump(
|
||||
diff,
|
||||
sys.stdout,
|
||||
indent=2,
|
||||
Dumper=VerboseSafeDumper,
|
||||
sort_keys=False,
|
||||
)
|
||||
|
||||
# Write variable definitions
|
||||
env_variables = dedup_variables(env_variables)
|
||||
var_variables = dedup_variables(var_variables)
|
||||
save_databricks_yml(base_path, env_variables, var_variables)
|
||||
|
||||
# Write resource overrides
|
||||
for env in envs:
|
||||
out = {}
|
||||
for job in jobs.values():
|
||||
out = recursive_merge(out, job.compute_override_for_environment(env))
|
||||
|
||||
if out:
|
||||
dst = base_path.joinpath(f"conf/{env}/overrides.yml")
|
||||
print("Writing: ", dst)
|
||||
with open(dst, "w") as f:
|
||||
yaml.dump(
|
||||
out,
|
||||
f,
|
||||
Dumper=VerboseSafeDumper,
|
||||
sort_keys=False,
|
||||
)
|
||||
|
||||
# Write variable values
|
||||
for env in envs:
|
||||
variables = loader.load_variables_for_environment(env)
|
||||
|
||||
# Include only variables listed in "var_variables"
|
||||
variables = {k: v for k, v in variables.items() if k in var_variables}
|
||||
|
||||
out = compute_variables_for_environment(env, variables)
|
||||
if out:
|
||||
dst = base_path.joinpath(f"conf/{env}/variables.yml")
|
||||
print("Writing: ", dst)
|
||||
with open(dst, "w") as f:
|
||||
yaml.dump(
|
||||
out,
|
||||
f,
|
||||
Dumper=VerboseSafeDumper,
|
||||
sort_keys=False,
|
||||
)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
|
|
@ -0,0 +1,11 @@
|
|||
[project]
|
||||
name = "eval"
|
||||
version = "0.1.0"
|
||||
description = "Add your description here"
|
||||
requires-python = ">=3.11"
|
||||
dependencies = [
|
||||
"pyyaml",
|
||||
"jinja2",
|
||||
"pytest",
|
||||
"ruff",
|
||||
]
|
||||
|
|
@ -0,0 +1,31 @@
|
|||
bundle:
|
||||
name: {{ bundle_name }}
|
||||
|
||||
include:
|
||||
- "resources/*.yml"
|
||||
- "conf/*/overrides.yml"
|
||||
- "conf/*/variables.yml"
|
||||
|
||||
variables:
|
||||
# Variables that are specified as environment variables.
|
||||
# These are known only at deployment time.
|
||||
#
|
||||
# These were directly accessible in DBX configuration.
|
||||
# This is not possible in bundles for security reasons.
|
||||
#
|
||||
# A variable that was previously referred as env["CI_PROJECT_URL"],
|
||||
# must now be used as ${var.env_ci_project_url} and can be set
|
||||
# with the environment variable "BUNDLE_VAR_env_ci_project_url".
|
||||
#
|
||||
{% for item in env_variables -%}
|
||||
{{ item }}:
|
||||
description: "<unknown>"
|
||||
{% endfor %}
|
||||
|
||||
# Variables with known values at deployment time.
|
||||
# They may define a default below, may be set for each target,
|
||||
# or may be set at deployment time.
|
||||
{% for item in var_variables -%}
|
||||
{{ item }}:
|
||||
description: "<unknown>"
|
||||
{% endfor %}
|
||||
|
|
@ -0,0 +1,190 @@
|
|||
from dbx2dab.compare import recursive_subtract
|
||||
|
||||
|
||||
def test_recursive_subtract_equal():
|
||||
a = {
|
||||
"a": 1,
|
||||
"b": 2,
|
||||
"c": {
|
||||
"d": 3,
|
||||
"e": 4,
|
||||
"f": {
|
||||
"g": 5,
|
||||
},
|
||||
},
|
||||
}
|
||||
b = {
|
||||
"a": 1,
|
||||
"b": 2,
|
||||
"c": {
|
||||
"d": 3,
|
||||
"e": 4,
|
||||
"f": {
|
||||
"g": 5,
|
||||
},
|
||||
},
|
||||
}
|
||||
assert recursive_subtract(a, b) == {}
|
||||
|
||||
|
||||
def test_recursive_subtract_nested_element():
|
||||
a = {
|
||||
"a": 1,
|
||||
"b": 2,
|
||||
"c": {
|
||||
"d": 3,
|
||||
"e": 4,
|
||||
"f": {
|
||||
"g": 5,
|
||||
},
|
||||
},
|
||||
}
|
||||
b = {
|
||||
"a": 1,
|
||||
"b": 2,
|
||||
"c": {
|
||||
"d": 3,
|
||||
"e": 4,
|
||||
"f": {
|
||||
"g": 6,
|
||||
},
|
||||
},
|
||||
}
|
||||
assert recursive_subtract(a, b) == {"c": {"f": {"g": 5}}}
|
||||
|
||||
|
||||
def test_recursive_subtract_superset():
|
||||
a = {
|
||||
"a": 1,
|
||||
"b": 2,
|
||||
"c": {
|
||||
"d": 3,
|
||||
"e": 4,
|
||||
"f": {
|
||||
"g": 5,
|
||||
},
|
||||
},
|
||||
}
|
||||
b = {
|
||||
"a": 1,
|
||||
"b": 2,
|
||||
"c": {
|
||||
"d": 3,
|
||||
"e": 4,
|
||||
"f": {
|
||||
"g": 5,
|
||||
"h": 6,
|
||||
},
|
||||
},
|
||||
}
|
||||
assert recursive_subtract(a, b) == {}
|
||||
|
||||
|
||||
def test_recursive_subtract_list_job_clusters():
|
||||
a = [
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
]
|
||||
|
||||
b = [
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
]
|
||||
|
||||
assert recursive_subtract(a, b) == []
|
||||
|
||||
def test_recursive_subtract_list_job_clusters_reverse_order():
|
||||
a = [
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
]
|
||||
|
||||
b = [
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
]
|
||||
|
||||
assert recursive_subtract(a, b) == []
|
||||
|
||||
|
||||
def test_recursive_subtract_list_job_clusters_nominal():
|
||||
a = [
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 2,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 2,
|
||||
}
|
||||
]
|
||||
|
||||
b = [
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"node_type_id": "Standard_DS3_v2",
|
||||
"spark_version": "14.3.x-scala2.12",
|
||||
"num_workers": 1,
|
||||
},
|
||||
]
|
||||
|
||||
assert recursive_subtract(a, b) == [
|
||||
{
|
||||
"job_cluster_key": "cluster1",
|
||||
"num_workers": 2,
|
||||
},
|
||||
{
|
||||
"job_cluster_key": "cluster2",
|
||||
"num_workers": 2,
|
||||
}
|
||||
]
|
||||
|
|
@ -0,0 +1,192 @@
|
|||
version = 1
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||||
requires-python = ">=3.11"
|
||||
|
||||
[[package]]
|
||||
name = "colorama"
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version = "0.4.6"
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source = { registry = "https://pypi.org/simple" }
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sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697 }
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
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]
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|
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[[package]]
|
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name = "eval"
|
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version = "0.1.0"
|
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source = { virtual = "." }
|
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dependencies = [
|
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{ name = "jinja2" },
|
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{ name = "pytest" },
|
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{ name = "pyyaml" },
|
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{ name = "ruff" },
|
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]
|
||||
|
||||
[package.metadata]
|
||||
requires-dist = [
|
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{ name = "jinja2" },
|
||||
{ name = "pytest" },
|
||||
{ name = "pyyaml" },
|
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{ name = "ruff" },
|
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]
|
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|
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[[package]]
|
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name = "iniconfig"
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version = "2.0.0"
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source = { registry = "https://pypi.org/simple" }
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sdist = { url = "https://files.pythonhosted.org/packages/d7/4b/cbd8e699e64a6f16ca3a8220661b5f83792b3017d0f79807cb8708d33913/iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3", size = 4646 }
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/ef/a6/62565a6e1cf69e10f5727360368e451d4b7f58beeac6173dc9db836a5b46/iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374", size = 5892 },
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]
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|
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[[package]]
|
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name = "jinja2"
|
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version = "3.1.4"
|
||||
source = { registry = "https://pypi.org/simple" }
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dependencies = [
|
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{ name = "markupsafe" },
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]
|
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sdist = { url = "https://files.pythonhosted.org/packages/ed/55/39036716d19cab0747a5020fc7e907f362fbf48c984b14e62127f7e68e5d/jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369", size = 240245 }
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/31/80/3a54838c3fb461f6fec263ebf3a3a41771bd05190238de3486aae8540c36/jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d", size = 133271 },
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]
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|
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[[package]]
|
||||
name = "markupsafe"
|
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version = "3.0.2"
|
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source = { registry = "https://pypi.org/simple" }
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sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537 }
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/f2/96/9cdafba8445d3a53cae530aaf83c38ec64c4d5427d975c974084af5bc5d2/MarkupSafe-3.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2cb8438c3cbb25e220c2ab33bb226559e7afb3baec11c4f218ffa7308603c832", size = 23984 },
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{ url = "https://files.pythonhosted.org/packages/51/ae/97827349d3fcffee7e184bdf7f41cd6b88d9919c80f0263ba7acd1bbcb18/MarkupSafe-3.0.2-cp312-cp312-win32.whl", hash = "sha256:0f4ca02bea9a23221c0182836703cbf8930c5e9454bacce27e767509fa286a30", size = 15097 },
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{ url = "https://files.pythonhosted.org/packages/c1/80/a61f99dc3a936413c3ee4e1eecac96c0da5ed07ad56fd975f1a9da5bc630/MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:8e06879fc22a25ca47312fbe7c8264eb0b662f6db27cb2d3bbbc74b1df4b9b87", size = 15601 },
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{ url = "https://files.pythonhosted.org/packages/d2/f5/6eadfcd3885ea85fe2a7c128315cc1bb7241e1987443d78c8fe712d03091/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094", size = 24122 },
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]
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Loading…
Reference in New Issue