Rajath Salegame rajathsalegame

	#!/bin/bash

	# Default number of Claude instances
	N=${1:-10}

	# Validate input
	if ! [[ "$N" =~ ^[0-9]+$ ]] \|\| [ "$N" -lt 1 ]; then
	echo "Usage: $0 [number_of_instances]"
	echo "Number of instances must be a positive integer (default: 10)"
	exit 1

	from typing import Tuple

	import matplotlib.pyplot as plt
	import numpy as np
	import seaborn as sns


	def d_choice_balancer(array: np.ndarray, d: int) -> Tuple[int, int]:
	N = len(array)
	d_choices = np.random.randint(0, N, size=(d, 2))

	from typing import List, NamedTuple

	import numpy as np
	from scipy.special import gamma


	class NDPiSimulator(NamedTuple):
	p: int
	d: int
	num_bins: int

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