|
| 1 | +from copy import copy |
| 2 | +from typing import Hashable |
| 3 | + |
| 4 | +PYMAX = max |
| 5 | +PYMIN = min |
| 6 | + |
| 7 | +def envelope_tree(tree: dict | list, levels: list[Hashable | None], leaf: Hashable | None, agg_func: callable, with_trace: bool = True) -> dict: |
| 8 | + """ |
| 9 | + Envelopes the tree at the leaf node with 'agg_func'. |
| 10 | + """ |
| 11 | + env_acc = {} |
| 12 | + # If we are at the last branch... |
| 13 | + if not levels: |
| 14 | + if isinstance(tree, list): |
| 15 | + tree = {idx: leaf for idx, leaf in enumerate(tree)} |
| 16 | + leaf_acc = {} |
| 17 | + for k, leaves in tree.items(): |
| 18 | + if leaf is not None: |
| 19 | + leaf_acc.update({k: leaves[leaf]}) |
| 20 | + else: |
| 21 | + leaf_acc = tree |
| 22 | + # ...create a dict of the enveloped value and the key |
| 23 | + # that it belongs to and return it. |
| 24 | + env_values = list(leaf_acc.values()) |
| 25 | + env_value = agg_func(env_values) |
| 26 | + env_keys = list(leaf_acc.keys()) |
| 27 | + try: |
| 28 | + env_key = env_keys[env_values.index(env_value)] |
| 29 | + except ValueError: # The value was transformed, likely due to abs() |
| 30 | + env_key = env_keys[env_values.index(-1 * env_value)] |
| 31 | + env_acc.update({"key": env_key, "value": env_value}) |
| 32 | + if with_trace: |
| 33 | + return env_acc |
| 34 | + else: |
| 35 | + return env_value |
| 36 | + else: |
| 37 | + # Otherwise, pop the next level and dive into the tree on that branch |
| 38 | + level = levels[0] |
| 39 | + if level is not None: |
| 40 | + env_acc.update({level: envelope_tree(tree[level], levels[1:], leaf, agg_func, with_trace)}) |
| 41 | + return env_acc |
| 42 | + else: |
| 43 | + # If None, then walk all branches of this node of the tree |
| 44 | + if isinstance(tree, list): |
| 45 | + tree = {idx: leaf for idx, leaf in enumerate(tree)} |
| 46 | + for k, v in tree.items(): |
| 47 | + env_acc.update({k: envelope_tree(v, levels[1:], leaf, agg_func, with_trace)}) |
| 48 | + return env_acc |
| 49 | + |
| 50 | + |
| 51 | +def absmax(x: list[float | int]) -> float | int: |
| 52 | + """ |
| 53 | + Returns the absolute maximum value in 'x'. |
| 54 | + """ |
| 55 | + abs_acc = [abs(y) for y in x] |
| 56 | + return max(abs_acc) |
| 57 | + |
| 58 | + |
| 59 | +def absmin(x: list[float | int]) -> float | int: |
| 60 | + """ |
| 61 | + Returns the absolute minimum value in 'x'. |
| 62 | + """ |
| 63 | + abs_acc = [abs(y) for y in x] |
| 64 | + return min(abs_acc) |
| 65 | + |
| 66 | + |
| 67 | +def max(x: list[float | int | None]) -> float | int | None: |
| 68 | + """ |
| 69 | + Returns the max value in 'x' while ignoring "None". |
| 70 | + If all values in 'x' are None, then None is returned. |
| 71 | + """ |
| 72 | + return PYMAX([y for y in x if y is not None]) |
| 73 | + |
| 74 | + |
| 75 | +def min(x: list[float | int | None]) -> float | int | None: |
| 76 | + """ |
| 77 | + Returns the max value in 'x' while ignoring "None". |
| 78 | + If all values in 'x' are None, then None is returned. |
| 79 | + """ |
| 80 | + return PYMIN([y for y in x if y is not None]) |
| 81 | + |
| 82 | + |
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