





'''simple docstring'''






import numpy as np
import skfuzzy as fuzz

if __name__ == "__main__":
	# Create universe of discourse in Python using linspace ()
	__UpperCamelCase					    =	np.linspace(start=0, stop=75, num=75, endpoint=True, retstep=False)

	# Create two fuzzy sets by defining any membership function
	# (trapmf(), gbellmf(), gaussmf(), etc).
	__UpperCamelCase					    =	[0, 25, 50]
	__UpperCamelCase					    =	[25, 50, 75]
	__UpperCamelCase					    =	fuzz.membership.trimf(X, abca)
	__UpperCamelCase					    =	fuzz.membership.trimf(X, abca)

	# Compute the different operations using inbuilt functions.
	__UpperCamelCase					    =	np.ones(75)
	__UpperCamelCase					    =	np.zeros((75,))
	# 1. Union = max(µA(x), µB(x))
	__UpperCamelCase					    =	fuzz.fuzzy_or(X, young, X, middle_aged)[1]
	# 2. Intersection = min(µA(x), µB(x))
	__UpperCamelCase					    =	fuzz.fuzzy_and(X, young, X, middle_aged)[1]
	# 3. Complement (A) = (1- min(µA(x))
	__UpperCamelCase					    =	fuzz.fuzzy_not(young)
	# 4. Difference (A/B) = min(µA(x),(1- µB(x)))
	__UpperCamelCase					    =	fuzz.fuzzy_and(X, young, X, fuzz.fuzzy_not(middle_aged)[1])[1]
	# 5. Algebraic Sum = [µA(x) + µB(x) – (µA(x) * µB(x))]
	__UpperCamelCase					    =	young + middle_aged - (young * middle_aged)
	# 6. Algebraic Product = (µA(x) * µB(x))
	__UpperCamelCase					    =	young * middle_aged
	# 7. Bounded Sum = min[1,(µA(x), µB(x))]
	__UpperCamelCase					    =	fuzz.fuzzy_and(X, one, X, young + middle_aged)[1]
	# 8. Bounded difference = min[0,(µA(x), µB(x))]
	__UpperCamelCase					    =	fuzz.fuzzy_or(X, zero, X, young - middle_aged)[1]

	# max-min composition
	# max-product composition

	# Plot each set A, set B and each operation result using plot() and subplot().
	from matplotlib import pyplot as plt

	plt.figure()

	plt.subplot(4, 3, 1)
	plt.plot(X, young)
	plt.title("Young")
	plt.grid(True)

	plt.subplot(4, 3, 2)
	plt.plot(X, middle_aged)
	plt.title("Middle aged")
	plt.grid(True)

	plt.subplot(4, 3, 3)
	plt.plot(X, union)
	plt.title("union")
	plt.grid(True)

	plt.subplot(4, 3, 4)
	plt.plot(X, intersection)
	plt.title("intersection")
	plt.grid(True)

	plt.subplot(4, 3, 5)
	plt.plot(X, complement_a)
	plt.title("complement_a")
	plt.grid(True)

	plt.subplot(4, 3, 6)
	plt.plot(X, difference)
	plt.title("difference a/b")
	plt.grid(True)

	plt.subplot(4, 3, 7)
	plt.plot(X, alg_sum)
	plt.title("alg_sum")
	plt.grid(True)

	plt.subplot(4, 3, 8)
	plt.plot(X, alg_product)
	plt.title("alg_product")
	plt.grid(True)

	plt.subplot(4, 3, 9)
	plt.plot(X, bdd_sum)
	plt.title("bdd_sum")
	plt.grid(True)

	plt.subplot(4, 3, 10)
	plt.plot(X, bdd_difference)
	plt.title("bdd_difference")
	plt.grid(True)

	plt.subplots_adjust(hspace=0.5)
	plt.show()









'''simple docstring'''






import os

from huggingface_hub.constants import HUGGINGFACE_HUB_CACHE, hf_cache_home


__UpperCamelCase					    =	HUGGINGFACE_HUB_CACHE


__UpperCamelCase					    =	"config.json"
__UpperCamelCase					    =	"diffusion_pytorch_model.bin"
__UpperCamelCase					    =	"diffusion_flax_model.msgpack"
__UpperCamelCase					    =	"model.onnx"
__UpperCamelCase					    =	"diffusion_pytorch_model.safetensors"
__UpperCamelCase					    =	"weights.pb"
__UpperCamelCase					    =	"https://huggingface.co"
__UpperCamelCase					    =	default_cache_path
__UpperCamelCase					    =	"diffusers_modules"
__UpperCamelCase					    =	os.getenv("HF_MODULES_CACHE", os.path.join(hf_cache_home, "modules"))
__UpperCamelCase					    =	["fp16", "non-ema"]
__UpperCamelCase					    =	".self_attn"


