#!/usr/bin/env python3 from itertools import islice from typing import Any, Callable, Dict, Iterator, Tuple def init_or_inc( d: Dict[Any, Any], key: Any, *, init_value: Any = 1, inc_function: Callable[..., Any] = lambda x: x + 1 ) -> bool: if key in d.keys(): d[key] = inc_function(d[key]) return True d[key] = init_value return False def shard(d: Dict[Any, Any], size: int) -> Iterator[Dict[Any, Any]]: items = d.items() for x in range(0, len(d), size): yield {key: value for (key, value) in islice(items, x, x + size)} def coalesce_by_creating_list(key, v1, v2): from list_utils import flatten return flatten([v1, v2]) def coalesce_by_creating_set(key, v1, v2): return set(coalesce_by_creating_list(key, v1, v2)) def raise_on_duplicated_keys(key, v1, v2): raise Exception(f'Key {key} is duplicated in more than one input dict.') def coalesce( inputs: Iterator[Dict[Any, Any]], *, aggregation_function: Callable[[Any, Any], Any] = coalesce_by_creating_list ) -> Dict[Any, Any]: out: Dict[Any, Any] = {} for d in inputs: for key in d: if key in out: value = aggregation_function(d[key], out[key]) else: value = d[key] out[key] = value return out def item_with_max_value(d: Dict[Any, Any]) -> Tuple[Any, Any]: return max(d.items(), key=lambda _: _[1]) def item_with_min_value(d: Dict[Any, Any]) -> Tuple[Any, Any]: return min(d.items(), key=lambda _: _[1]) def key_with_max_value(d: Dict[Any, Any]) -> Any: return item_with_max_value(d)[0] def key_with_min_value(d: Dict[Any, Any]) -> Any: return item_with_min_value(d)[0] def max_value(d: Dict[Any, Any]) -> Any: return item_with_max_value(d)[1] def min_value(d: Dict[Any, Any]) -> Any: return item_with_min_value(d)[1] def max_key(d: Dict[Any, Any]) -> Any: return max(d.keys()) def min_key(d: Dict[Any, Any]) -> Any: return min(d.keys())