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harubaru

Waifu Diffusion 1.4 Overview

_{An image generated at resolution 512x512 then upscaled to 1024x1024 with Waifu Diffusion 1.3 Epoch 7.}

Goals

• Improving image generation at different aspect ratios using conditional masking during training. This will allow for the entire image to be seen during training instead of center cropped images, which will allow for better results when generating full body images, portraits, and improving the composition.
• Expanded the input context from 77 tokens to 231 tokens or perhaps to an unlimited amount of tokens. Out of 77 tokens for input, only 75 are useable. This does not give nearly enough room for complex prompting that requires a lot of detail.

ameya98

# Add this in a Google Colab cell to install the correct version of Pytorch Geometric.
import torch

def format_pytorch_version(version):
  return version.split('+')[0]

TORCH_version = torch.__version__
TORCH = format_pytorch_version(TORCH_version)

def format_cuda_version(version):

nabeel913

try:
    import pyaudio
    import numpy as np
    import pylab
    import matplotlib.pyplot as plt
    from scipy.io import wavfile
    import time
    import sys
    import seaborn as sns
except:

notalentgeek

# This is a simple demonstration on how to stream
# audio from microphone and then extract the pitch
# and volume directly with help of PyAudio and Aubio
# Python libraries. The PyAudio is used to interface
# the computer microphone. While the Aubio is used as
# a pitch detection object. There is also NumPy
# as well to convert format between PyAudio into
# the Aubio.
import aubio
import numpy as num