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""" | |
stable diffusion dreaming | |
creates hypnotic moving videos by smoothly walking randomly through the sample space | |
example way to run this script: | |
$ python stablediffusionwalk.py --prompt "blueberry spaghetti" --name blueberry | |
to stitch together the images, e.g.: | |
$ ffmpeg -r 10 -f image2 -s 512x512 -i blueberry/frame%06d.jpg -vcodec libx264 -crf 10 -pix_fmt yuv420p blueberry.mp4 |
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class AttentionWithContext(Layer): | |
""" | |
Attention operation, with a context/query vector, for temporal data. | |
Supports Masking. | |
Follows the work of Yang et al. [https://www.cs.cmu.edu/~diyiy/docs/naacl16.pdf] | |
"Hierarchical Attention Networks for Document Classification" | |
by using a context vector to assist the attention | |
# Input shape | |
3D tensor with shape: `(samples, steps, features)`. | |
# Output shape |
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# Stacked LSTMs | |
# Author: Kyle Kastner | |
# Based on script from /u/siblbombs | |
# License: BSD 3-Clause | |
import tensorflow as tf | |
from tensorflow.models.rnn import rnn | |
from tensorflow.models.rnn.rnn_cell import LSTMCell | |
import numpy as np | |
import time |
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"Serve a Flask app on a sub-url during localhost development." | |
from flask import Flask | |
APPLICATION_ROOT = '/spam' | |
app = Flask(__name__) | |
app.config.from_object(__name__) |