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from pathlib import Path
import re

images = list(Path('./frames').glob('*.png'))
n_frames = len(images)

def get_frame_index(fpath):
    fpath = str(fpath)
    match = re.findall('[0-9]+', fpath)
    if match:

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scene1 {transition: t0} | scene2 {transition: t1} | scene3 {transition: t0} | scene4

scenes:
  scene1:
    prompts:
    - foo
    - bar
  scene2:
    prompts:
    - baz

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# via https://github.com/Stability-AI/stablediffusion/blob/main/ldm/util.py

def instantiate_from_config(config):
    if not "target" in config:
        if config == '__is_first_stage__':
            return None
        elif config == "__is_unconditional__":
            return None
        raise KeyError("Expected key `target` to instantiate.")
    return get_obj_from_str(config["target"])(**config.get("params", dict()))

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###############
# DreamStudio #
###############

import PIL
from PIL import Image, ExifTags

def get_exif(img):
    outv = {}
    for k, v in img.getexif().items():

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#@title Prompts

prompts = {
    0:"unfortunate failed crayon drawing sketched while drunk looks awful, should have thrown it away, badly drawn crayon sketch of bill murray scribbled by a child while having a stroke seizure, wouldnt even put this on my fridge, by five year old could've drawn this",
    50:"unfortunate failed crayon drawing sketched while drunk looks awful, should have thrown it away, badly drawn crayon sketch CARICATURE of bill murray scribbled by a child while having a stroke seizure, wouldnt even put this on my fridge, by five year old could've drawn this",
    150:"crayon drawing sketched while drunk looks awful, should have thrown it away, badly drawn crayon sketch of bill murray scribbled by a child while having a stroke seizure, wouldnt even put this on my fridge, by five year old could've drawn this",
    200:"crayon drawing sketched while drunk, hastily drawn crayon sketch of bill murray scribbled by a child while having a stroke seizure, wouldnt even put this on my fridge, by five ye

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"""

It looks like the Scene and Storyboard classes are intended to be used for creating animations by specifying keyframed curves for various parameters. The Scene class appears to allow users to specify the length of the scene and set keyframed curves for various attributes of the scene. The Storyboard class then allows users to create a sequence of Scene objects and specify default values for attributes that are not explicitly set in a given scene.

It looks like the KeyframedObject class is a subclass of the Keyframed class from the keyframed module, which provides some basic functionality for working with keyframed curves. The KeyframedObject class adds a weight attribute to the Keyframed class, which specifies the weight of the object when it is used in a storyboard.

The to_keyframed function provides a convenient way to convert various types of input into Keyframed objects, which can then be used as attributes in a Scene object. This function allows users to specify keyframed curves using strings, d

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library(MASS)
library(rpart)

random_pos_def_matrix = function(n){
	# https://math.stackexchange.com/a/358092/109246
	A = matrix(runif(n*n), n)
	A = 0.5*(A+t(A))
	A + n*diag(n)
}

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library(tidyr) # just for gather()

simulate <- function(formulas
        ,obs_per_cell = 100
        ,n_cells_per_group = 3
        ,amp_mu = 50
        ,amp_sd = 1 # this is only thing that impacts sd
        ,true_effect = 3
        ,error_sd = 1
        ){

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install.packages('doParallel')
library(igraph)
library(foreach)
library(doParallel)

stopCluster(cl)
cl <- makeCluster(8)
registerDoParallel(cl)

sj_alg <- function(G){