diffusers_helper/models/mag_cache_ratios.py

import numpy as np

# Pre-calibrated magnitude ratios for different model families, resolutions, and step counts
# Format: MAG_RATIOS_DB[model_family][resolution][step_count] = np.array([...])
# All calibrations performed with FramePackStudio v0.4 with default settings and seed 31337
MAG_RATIOS_DB = {
    "Original": {
        768: {
            25: np.array([1.0] + [1.30469, 1.22656, 1.03906, 1.02344, 1.03906, 1.01562, 1.03906, 1.05469, 1.02344, 1.03906, 0.99609, 1.02344, 1.03125, 1.01562, 1.02344, 1.00781, 1.04688, 0.99219, 1.00781, 1.00781, 0.98828, 0.94141, 0.93359, 0.78906]),
            50: np.array([1.0] + [1.30469, 0.99609, 1.16406, 1.0625, 1.01562, 1.02344, 1.01562, 1.0, 1.04688, 0.99219, 1.00781, 1.00781, 1.00781, 1.03125, 1.02344, 1.03125, 1.00781, 1.01562, 0.99219, 1.04688, 1.00781, 0.98828, 1.01562, 1.00781, 1.01562, 1.01562, 1.00781, 1.00781, 1.00781, 1.01562, 1.00781, 1.0, 1.03125, 1.01562, 0.97266, 1.01562, 1.01562, 0.98828, 1.01562, 0.98828, 0.98828, 1.0, 0.98438, 0.95703, 0.95312, 0.98047, 0.91016, 0.85938, 0.78125]),
            75: np.array([1.0] + [1.01562, 1.27344, 1.0, 1.15625, 1.0625, 1.00781, 1.02344, 1.0, 1.02344, 1.0, 1.02344, 1.0, 1.0, 1.04688, 0.99609, 1.0, 1.00781, 1.01562, 1.00781, 1.0, 1.03125, 1.02344, 1.00781, 1.02344, 1.00781, 1.00781, 1.00781, 0.99219, 1.05469, 0.99609, 1.00781, 0.99219, 0.99609, 1.00781, 1.03125, 0.98438, 1.01562, 1.02344, 0.98828, 1.03906, 0.98828, 0.99219, 1.02344, 0.99219, 1.00781, 1.01562, 1.01562, 0.98438, 1.03125, 0.99609, 1.01562, 0.98828, 1.01562, 0.98828, 1.04688, 0.96484, 0.99219, 1.03125, 0.98047, 0.99219, 1.0, 0.99609, 0.98828, 0.98438, 0.98828, 0.97266, 0.99609, 0.96484, 0.97266, 0.94531, 0.91406, 0.90234, 0.85938, 0.76172]),
        },
        640: {
            25: np.array([1.0] + [1.30469, 1.22656, 1.05469, 1.02344, 1.03906, 1.02344, 1.03906, 1.05469, 1.02344, 1.03906, 0.99609, 1.02344, 1.03125, 1.01562, 1.02344, 1.00781, 1.03906, 0.98828, 1.0, 1.0, 0.98828, 0.94531, 0.93359, 0.78516]),
            50: np.array([1.0] + [1.28906, 1.0, 1.17188, 1.0625, 1.02344, 1.02344, 1.02344, 1.0, 1.04688, 0.99219, 1.00781, 1.01562, 1.00781, 1.03125, 1.02344, 1.03125, 1.00781, 1.01562, 0.99219, 1.04688, 1.00781, 0.98828, 1.01562, 1.00781, 1.01562, 1.01562, 1.00781, 1.00781, 1.00781, 1.01562, 1.00781, 1.0, 1.03125, 1.01562, 0.97266, 1.01562, 1.01562, 0.98828, 1.01562, 0.98828, 0.98828, 1.0, 0.98438, 0.95703, 0.95312, 0.97656, 0.91016, 0.85547, 0.76953]),
            75: np.array([1.0] + [1.00781, 1.30469, 1.0, 1.15625, 1.05469, 1.01562, 1.01562, 1.0, 1.01562, 1.0, 1.02344, 0.99609, 1.0, 1.04688, 0.99219, 1.0, 1.00781, 1.01562, 1.00781, 1.0, 1.03125, 1.02344, 1.00781, 1.02344, 1.00781, 1.00781, 1.00781, 0.99219, 1.05469, 0.99219, 1.00781, 0.99219, 0.99609, 1.00781, 1.03906, 0.98828, 1.01562, 1.02344, 0.98828, 1.03906, 0.98828, 0.99219, 1.02344, 0.99219, 1.00781, 1.01562, 1.01562, 0.98828, 1.03906, 0.99609, 1.01562, 0.98828, 1.01562, 0.98828, 1.04688, 0.96484, 0.99219, 1.03125, 0.98047, 0.99219, 1.00781, 0.99609, 0.98828, 0.98438, 0.98828, 0.97266, 0.99609, 0.96484, 0.97266, 0.94922, 0.91797, 0.90625, 0.86328, 0.75781]),
        },
        512: {
            25: np.array([1.0] + [1.32031, 1.21875, 1.03906, 1.02344, 1.03906, 1.01562, 1.03906, 1.05469, 1.02344, 1.03906, 0.99609, 1.02344, 1.03125, 1.01562, 1.02344, 1.00781, 1.04688, 0.98828, 1.0, 1.00781, 0.98828, 0.94141, 0.9375, 0.78516]),
            50: np.array([1.0] + [1.32031, 0.99609, 1.15625, 1.0625, 1.01562, 1.02344, 1.02344, 1.0, 1.04688, 0.99219, 1.00781, 1.00781, 1.00781, 1.03125, 1.02344, 1.03125, 1.00781, 1.01562, 0.98828, 1.04688, 1.00781, 0.98828, 1.01562, 1.00781, 1.01562, 1.01562, 1.00781, 1.00781, 1.00781, 1.01562, 1.00781, 1.0, 1.03125, 1.01562, 0.97266, 1.01562, 1.01562, 0.98828, 1.01562, 0.98828, 0.98828, 1.0, 0.98438, 0.95703, 0.95312, 0.98047, 0.91016, 0.85938, 0.77734]),
            75: np.array([1.0] + [1.02344, 1.28906, 1.0, 1.15625, 1.0625, 1.01562, 1.01562, 1.0, 1.02344, 1.0, 1.02344, 1.0, 1.0, 1.04688, 0.99609, 1.0, 1.00781, 1.01562, 1.00781, 1.0, 1.03125, 1.02344, 1.00781, 1.02344, 1.00781, 1.00781, 1.00781, 0.99219, 1.05469, 0.99609, 1.00781, 0.99219, 0.99609, 1.00781, 1.03125, 0.98828, 1.01562, 1.02344, 0.99219, 1.03906, 0.98828, 0.99219, 1.02344, 0.99219, 1.00781, 1.01562, 1.01562, 0.98828, 1.03125, 0.99609, 1.01562, 0.98828, 1.01562, 0.98828, 1.04688, 0.96484, 0.99219, 1.03125, 0.98047, 0.99219, 1.00781, 0.99609, 0.98828, 0.98438, 0.98828, 0.97266, 1.0, 0.96484, 0.97266, 0.94922, 0.91797, 0.90625, 0.86328, 0.75781]),
        },
        384: {
            25: np.array([1.0] + [1.58594, 1.0625, 1.03906, 1.02344, 1.0625, 1.04688, 1.04688, 1.03125, 1.02344, 1.01562, 1.00781, 1.01562, 1.01562, 0.99219, 1.07031, 0.96094, 0.96484, 1.03125, 0.96875, 0.94141, 0.97266, 0.92188, 0.88672, 0.75]),
            50: np.array([1.0] + [1.29688, 1.21875, 1.02344, 1.03906, 1.0, 1.03906, 1.00781, 1.02344, 1.05469, 1.00781, 1.03125, 1.01562, 1.04688, 1.00781, 0.98828, 1.03906, 0.99609, 1.03125, 1.03125, 0.98438, 1.01562, 0.99609, 1.01562, 1.0, 1.01562, 1.0, 1.01562, 0.98047, 1.02344, 1.04688, 0.97266, 0.98828, 0.97656, 0.98828, 1.05469, 0.97656, 0.98828, 0.98047, 0.98438, 0.95703, 1.00781, 0.96484, 0.97656, 0.94531, 0.94141, 0.94531, 0.875, 0.85547, 0.79688]),
            75: np.array([1.0] + [1.29688, 1.14844, 1.07031, 1.01562, 1.02344, 1.02344, 0.99609, 1.04688, 0.99219, 1.00781, 1.00781, 1.00781, 1.03125, 1.02344, 1.00781, 1.03125, 1.00781, 1.00781, 1.04688, 0.99219, 1.00781, 0.99219, 1.00781, 1.03125, 0.98438, 1.01562, 1.02344, 0.98828, 1.01562, 1.01562, 1.0, 1.0, 1.00781, 0.99219, 1.01562, 1.0, 0.99609, 1.03125, 0.98828, 1.02344, 0.99609, 0.97656, 1.01562, 1.00781, 1.03906, 0.96484, 1.03125, 0.96484, 1.02344, 0.98438, 0.96094, 1.03125, 0.98828, 1.01562, 0.97266, 1.02344, 0.97656, 1.0, 0.98438, 0.95703, 1.02344, 0.96094, 0.99609, 0.99609, 0.9375, 0.98438, 0.94141, 0.97266, 0.96875, 0.89844, 0.95703, 0.87109, 0.86328, 0.85547]),
        },
        256: {
            25: np.array([1.0] + [1.59375, 1.10156, 1.08594, 1.05469, 1.03906, 1.03125, 1.03125, 1.02344, 1.01562, 1.02344, 0.98438, 1.0625, 0.96875, 1.00781, 0.98438, 1.00781, 0.92969, 0.97656, 0.99609, 0.91406, 0.94922, 0.88672, 0.86328, 0.75391]),
            50: np.array([1.0] + [1.46875, 1.10156, 1.04688, 1.03906, 1.02344, 1.0625, 1.03125, 1.02344, 1.03906, 1.0, 1.01562, 1.01562, 1.03125, 0.99609, 1.01562, 1.00781, 0.99609, 1.02344, 1.01562, 1.00781, 1.00781, 0.98047, 1.02344, 1.04688, 0.97266, 0.99609, 1.0, 1.00781, 0.98047, 1.00781, 0.98047, 1.02344, 0.96094, 0.96875, 1.03125, 0.94531, 0.98047, 1.01562, 0.96484, 0.94531, 0.99609, 0.95312, 0.96484, 0.91406, 0.92969, 0.92969, 0.88672, 0.85156, 0.89062]),
            75: np.array([1.0] + [1.25781, 1.23438, 1.04688, 1.03906, 1.0, 1.03906, 1.02344, 1.00781, 1.05469, 1.00781, 1.03125, 1.01562, 1.04688, 0.99219, 1.00781, 1.0, 1.03906, 0.99609, 1.03125, 0.98828, 1.00781, 1.00781, 1.02344, 0.99219, 1.00781, 1.00781, 1.0, 0.99609, 1.03125, 0.99609, 1.01562, 0.99609, 0.97656, 1.03906, 0.98438, 1.03906, 0.96484, 1.01562, 0.98438, 1.02344, 0.95312, 1.03906, 0.98047, 1.02344, 0.98047, 1.0, 0.97656, 1.03906, 0.94922, 1.01562, 0.97266, 1.01562, 0.98828, 0.97266, 1.01562, 0.97656, 1.00781, 0.9375, 1.0, 0.97266, 1.00781, 0.96875, 0.97266, 0.96875, 0.93359, 0.98047, 0.95703, 0.94922, 0.94922, 0.92578, 0.94531, 0.85938, 0.91797, 0.94531]),
        },
        128: {
            25: np.array([1.0] + [1.63281, 1.0625, 1.14062, 1.04688, 1.03906, 1.03125, 1.03125, 1.02344, 0.99219, 1.03125, 0.96484, 1.02344, 0.97266, 0.98438, 0.97656, 0.96875, 0.95312, 0.95312, 0.97656, 0.92188, 0.9375, 0.87891, 0.85156, 0.82812]),
            50: np.array([1.0] + [1.5625, 1.05469, 1.03906, 1.03125, 1.07031, 1.03906, 1.05469, 0.99609, 1.03906, 1.0, 1.05469, 0.97656, 1.01562, 1.01562, 1.0, 1.03125, 1.01562, 0.97656, 0.99609, 1.03906, 0.98828, 0.98047, 1.03125, 0.99609, 0.97266, 1.0, 0.99609, 0.98438, 0.97266, 1.00781, 0.98828, 0.98438, 0.97656, 0.98047, 0.99609, 0.95703, 1.00781, 0.96484, 0.99219, 0.92969, 0.98828, 0.94922, 0.94531, 0.92969, 0.92578, 0.92188, 0.91797, 0.90625, 1.00781]),
            75: np.array([1.0] + [1.47656, 1.08594, 1.02344, 1.0625, 1.0, 1.02344, 1.0625, 1.03906, 1.01562, 1.0, 1.04688, 1.0, 1.01562, 1.00781, 1.01562, 1.01562, 1.01562, 1.00781, 1.00781, 1.00781, 1.01562, 1.01562, 0.98438, 1.03125, 0.99609, 1.01562, 0.98828, 1.01562, 1.00781, 1.01562, 0.97656, 1.00781, 0.98438, 1.03906, 0.97656, 1.01562, 0.94531, 1.03125, 1.00781, 0.98438, 1.02344, 0.97656, 1.00781, 0.95703, 1.01562, 0.97656, 1.02344, 0.97266, 0.96484, 1.02344, 0.96094, 0.99609, 0.99609, 0.96094, 1.0, 1.00781, 0.97266, 0.98828, 0.96875, 0.96484, 0.98828, 0.95703, 0.99219, 0.97266, 0.89844, 1.0, 0.96094, 0.92578, 0.95703, 0.9375, 0.91016, 0.97266, 0.96875, 1.07812]),
        },
    },
    "F1": {
        768: {
            25: np.array([1.0] + [1.27344, 1.08594, 1.03125, 1.00781, 1.00781, 1.00781, 1.03125, 1.03906, 1.00781, 1.03125, 0.98828, 1.01562, 1.00781, 1.01562, 1.00781, 0.98438, 1.04688, 0.98438, 0.96875, 1.03125, 0.97266, 0.92188, 0.95703, 0.77734]),
            50: np.array([1.0] + [1.27344, 1.0, 1.07031, 1.01562, 1.0, 1.02344, 1.0, 1.01562, 1.02344, 0.98828, 1.00781, 1.00781, 1.0, 1.02344, 1.00781, 1.03125, 1.0, 1.00781, 0.97656, 1.05469, 1.00781, 0.98047, 1.01562, 1.0, 1.00781, 1.00781, 0.99609, 1.02344, 1.00781, 0.99609, 1.00781, 0.98047, 1.04688, 1.00781, 0.95312, 1.03125, 0.99609, 0.97266, 1.02344, 1.00781, 0.95312, 1.02344, 0.98828, 0.93359, 0.97656, 0.97656, 0.92188, 0.84375, 0.76562]),
            75: np.array([1.0] + [1.0, 1.26562, 1.00781, 1.07812, 1.0, 1.00781, 1.01562, 1.0, 1.00781, 1.0, 1.00781, 1.00781, 1.0, 1.02344, 0.98438, 1.0, 1.00781, 1.00781, 1.00781, 1.0, 1.03125, 1.01562, 1.00781, 1.02344, 1.0, 0.99219, 1.01562, 0.98047, 1.05469, 1.0, 1.01562, 0.99219, 0.98828, 1.01562, 1.03125, 0.97266, 1.00781, 1.03125, 0.97266, 1.04688, 0.97656, 0.99609, 1.03125, 0.98047, 0.99609, 1.02344, 1.0, 0.96875, 1.0625, 0.98828, 1.00781, 0.99609, 1.0, 0.98828, 1.04688, 0.94922, 0.97266, 1.0625, 0.96094, 1.00781, 0.96875, 1.01562, 0.98828, 0.99609, 0.95703, 0.96875, 1.02344, 0.96875, 0.96484, 0.95312, 0.89844, 0.90234, 0.86719, 0.76562]),
        },
        640: {
            25: np.array([1.0] + [1.27344, 1.07031, 1.03906, 1.00781, 1.00781, 1.00781, 1.03125, 1.04688, 1.00781, 1.03125, 0.99219, 1.01562, 1.01562, 1.01562, 1.00781, 0.98438, 1.05469, 0.98438, 0.96875, 1.03125, 0.97266, 0.92578, 0.95703, 0.77734]),
            50: np.array([1.0] + [1.27344, 1.0, 1.07812, 1.01562, 1.0, 1.01562, 1.00781, 1.00781, 1.02344, 0.98828, 1.00781, 1.00781, 1.00781, 1.02344, 1.01562, 1.03125, 1.0, 1.00781, 0.98047, 1.05469, 1.00781, 0.98047, 1.01562, 1.0, 1.00781, 1.00781, 0.99609, 1.02344, 1.01562, 0.99609, 1.00781, 0.98047, 1.04688, 1.00781, 0.95312, 1.03125, 0.99609, 0.97266, 1.02344, 1.00781, 0.95312, 1.02344, 0.98828, 0.93359, 0.97656, 0.97656, 0.92188, 0.84375, 0.76953]),
            75: np.array([1.0] + [1.0, 1.27344, 1.0, 1.07031, 1.01562, 0.99609, 1.00781, 1.0, 1.00781, 1.0, 1.00781, 1.00781, 1.0, 1.02344, 0.98438, 1.0, 1.00781, 1.00781, 1.00781, 1.0, 1.02344, 1.01562, 1.00781, 1.02344, 1.0, 0.99219, 1.01562, 0.98047, 1.05469, 1.0, 1.01562, 0.99219, 0.98438, 1.01562, 1.03125, 0.96875, 1.00781, 1.03125, 0.97266, 1.04688, 0.97656, 0.99609, 1.03125, 0.98047, 0.99609, 1.02344, 1.0, 0.96875, 1.0625, 0.98828, 1.00781, 1.0, 1.0, 0.98828, 1.04688, 0.94922, 0.97266, 1.0625, 0.96094, 1.00781, 0.96875, 1.01562, 0.98828, 0.99609, 0.95703, 0.96875, 1.02344, 0.96484, 0.96484, 0.95312, 0.89844, 0.90234, 0.87109, 0.76953]),
        },
        512: {
            25: np.array([1.0] + [1.28125, 1.08594, 1.02344, 1.01562, 1.00781, 1.00781, 1.03125, 1.03906, 1.00781, 1.03125, 0.98828, 1.01562, 1.00781, 1.01562, 1.00781, 0.98438, 1.04688, 0.98438, 0.96875, 1.03125, 0.97656, 0.92188, 0.96094, 0.77734]),
            50: np.array([1.0] + [1.28125, 1.00781, 1.08594, 1.0, 1.01562, 1.01562, 1.00781, 1.00781, 1.02344, 0.98438, 1.00781, 1.00781, 1.00781, 1.02344, 1.01562, 1.03125, 1.0, 1.00781, 0.97656, 1.05469, 1.00781, 0.98047, 1.01562, 1.0, 1.00781, 1.00781, 0.99609, 1.02344, 1.00781, 0.99609, 1.00781, 0.98047, 1.04688, 1.00781, 0.95312, 1.03125, 0.99609, 0.97266, 1.02344, 1.00781, 0.94922, 1.02344, 0.98828, 0.93359, 0.97656, 0.97656, 0.92188, 0.83984, 0.76953]),
            75: np.array([1.0] + [1.00781, 1.27344, 1.00781, 1.07812, 1.0, 1.00781, 1.00781, 0.99609, 1.01562, 0.99609, 1.00781, 1.00781, 1.0, 1.02344, 0.98438, 1.0, 1.00781, 1.00781, 1.00781, 1.0, 1.02344, 1.01562, 1.00781, 1.02344, 1.0, 0.98828, 1.01562, 0.98047, 1.05469, 1.0, 1.01562, 0.99219, 0.98438, 1.00781, 1.03125, 0.96875, 1.00781, 1.03125, 0.97266, 1.04688, 0.97656, 0.99609, 1.03125, 0.98047, 0.99609, 1.02344, 1.0, 0.96484, 1.0625, 0.98828, 1.0, 0.99609, 1.0, 0.98828, 1.04688, 0.94922, 0.97266, 1.0625, 0.95703, 1.00781, 0.96484, 1.02344, 0.98828, 0.99609, 0.95703, 0.96875, 1.03125, 0.96875, 0.96484, 0.95703, 0.89844, 0.90234, 0.87109, 0.76953]),
        },
        384: {
            25: np.array([1.0] + [1.36719, 1.03125, 1.02344, 1.01562, 1.04688, 1.03125, 1.04688, 1.02344, 1.00781, 0.99609, 1.01562, 0.99219, 1.00781, 0.97266, 1.07812, 0.95703, 0.9375, 1.04688, 0.98828, 0.89844, 1.00781, 0.92188, 0.89844, 0.72656]),
            50: np.array([1.0] + [1.27344, 1.08594, 1.01562, 1.01562, 1.00781, 1.00781, 1.00781, 1.00781, 1.03906, 1.00781, 1.02344, 1.00781, 1.03125, 1.01562, 0.98047, 1.04688, 0.98438, 1.02344, 1.02344, 0.97656, 1.03125, 0.98828, 1.00781, 0.98828, 1.00781, 1.0, 0.99609, 0.97656, 1.03125, 1.04688, 0.97656, 0.98047, 0.97266, 0.96094, 1.09375, 0.95703, 0.98438, 1.0, 0.96094, 0.93359, 1.03125, 0.97266, 1.0, 0.92188, 0.93359, 0.96484, 0.85156, 0.84375, 0.79688]),
            75: np.array([1.0] + [1.26562, 1.08594, 1.00781, 1.00781, 1.01562, 1.00781, 1.00781, 1.03125, 0.98438, 1.00781, 1.00781, 1.00781, 1.02344, 1.01562, 1.00781, 1.02344, 0.98828, 1.01562, 1.03125, 1.0, 1.01562, 0.98047, 1.01562, 1.03125, 0.96875, 1.00781, 1.03125, 0.97266, 1.0, 1.02344, 1.00781, 1.0, 1.00781, 0.97266, 1.01562, 1.00781, 0.97656, 1.0625, 0.97656, 1.02344, 0.98828, 0.96484, 1.02344, 1.01562, 1.04688, 0.95312, 1.03125, 0.98047, 1.01562, 0.97266, 0.94922, 1.0625, 0.96484, 1.02344, 0.98438, 1.02344, 0.98047, 0.97266, 0.99219, 0.92969, 1.07031, 0.96094, 0.98047, 0.98438, 0.94531, 0.98828, 0.9375, 0.97266, 0.98828, 0.86719, 0.98047, 0.84766, 0.86328, 0.86719]),
        },
        256: {
            25: np.array([1.0] + [1.38281, 1.04688, 1.05469, 1.03906, 1.03906, 1.01562, 1.0, 1.03906, 1.00781, 1.03125, 0.96094, 1.08594, 0.96094, 1.00781, 0.98438, 1.02344, 0.91016, 0.99609, 1.0, 0.90234, 0.97266, 0.87109, 0.85547, 0.71875]),
            50: np.array([1.0] + [1.375, 1.02344, 1.02344, 1.01562, 1.00781, 1.04688, 1.03125, 1.00781, 1.03125, 1.00781, 1.0, 1.01562, 1.01562, 0.98438, 1.03125, 1.00781, 0.98438, 1.02344, 1.01562, 1.02344, 0.98047, 0.97656, 1.03125, 1.04688, 0.97656, 0.98047, 0.99219, 1.01562, 0.99609, 0.98828, 0.99219, 1.03125, 0.96875, 0.94141, 1.05469, 0.94531, 0.95312, 1.04688, 0.94141, 0.96094, 1.00781, 0.96094, 0.95312, 0.91016, 0.91797, 0.93359, 0.89062, 0.8125, 0.83984]),
            75: np.array([1.0] + [1.27344, 1.09375, 1.00781, 1.01562, 1.00781, 1.00781, 1.00781, 1.00781, 1.03906, 1.00781, 1.02344, 1.00781, 1.03125, 1.0, 1.00781, 1.0, 1.03125, 0.98828, 1.02344, 0.97266, 1.0, 1.02344, 1.03125, 0.98047, 0.99609, 1.02344, 0.99219, 0.98047, 1.0625, 0.99219, 1.00781, 0.98828, 0.96875, 1.0625, 0.98047, 1.04688, 0.95312, 1.03125, 0.98047, 1.03125, 0.94922, 1.03125, 0.99609, 1.03125, 0.95703, 1.0, 0.98438, 1.03906, 0.9375, 1.01562, 0.96094, 1.03125, 0.98828, 0.98047, 1.00781, 0.99219, 1.0, 0.91016, 1.01562, 0.97266, 1.00781, 0.98047, 0.98438, 0.97266, 0.89062, 1.00781, 0.95703, 0.95312, 0.94141, 0.9375, 0.93359, 0.82031, 0.91016, 0.87891]),
        },
        128: {
            25: np.array([1.0] + [1.42188, 1.03125, 1.0625, 1.04688, 1.02344, 1.03125, 1.03125, 1.02344, 0.99219, 1.02344, 0.94531, 1.04688, 0.94922, 1.01562, 0.98047, 0.96484, 0.93359, 0.96484, 0.98438, 0.91406, 0.97266, 0.87891, 0.85547, 0.83203]),
            50: np.array([1.0] + [1.375, 1.03125, 1.02344, 1.01562, 1.04688, 1.01562, 1.04688, 1.0, 1.04688, 0.98438, 1.05469, 0.97266, 1.01562, 1.01562, 0.98828, 1.03906, 1.01562, 0.97656, 0.98047, 1.03906, 0.97266, 0.97266, 1.0625, 0.99219, 0.97656, 0.97266, 1.02344, 0.99609, 0.94141, 1.03906, 0.97266, 0.99219, 0.96875, 0.96484, 1.00781, 0.95312, 1.03906, 0.94922, 0.99609, 0.91797, 1.00781, 0.96484, 0.9375, 0.93359, 0.91797, 0.92969, 0.91406, 0.90625, 0.92188]),
            75: np.array([1.0] + [1.36719, 1.02344, 1.01562, 1.03906, 0.99219, 1.00781, 1.03906, 1.03125, 0.99219, 0.99609, 1.05469, 0.99609, 1.01562, 1.00781, 1.00781, 1.00781, 1.0, 1.02344, 1.01562, 1.01562, 1.00781, 1.0, 0.96875, 1.05469, 0.99219, 1.00781, 1.0, 1.0, 1.01562, 1.00781, 0.96875, 1.02344, 0.94922, 1.07812, 0.94922, 1.03125, 0.92578, 1.05469, 0.97266, 0.98438, 1.04688, 0.98438, 1.00781, 0.95312, 1.02344, 0.94922, 1.04688, 0.96875, 0.96484, 1.03906, 0.93359, 1.00781, 1.00781, 0.95312, 1.00781, 1.0, 0.97656, 1.0, 0.94922, 0.96094, 1.02344, 0.92969, 1.02344, 0.96094, 0.88281, 1.03125, 0.94141, 0.91797, 0.98438, 0.92578, 0.90234, 0.99219, 0.92188, 0.98438]),
        },
    }
}