human
!python -m pip install iree-compiler iree-runtime iree-tools-tf -f https://github.com/google/iree/releases

#@title Imports

import os
import tempfile

from matplotlib import pyplot as plt
import numpy as np
import tensorflow as tf

from iree import runtime as ireert
from iree.tf.support import module_utils
from iree.compiler import compile_str
from iree.compiler import tf as tfc

#@title Setup Artifacts Directory

# Used in the low-level compilation section.
ARTIFACTS_DIR = os.path.join(tempfile.gettempdir(), "iree", "colab_artifacts")
os.makedirs(ARTIFACTS_DIR, exist_ok=True)

#@title Define the EdgeDetectionModule
class EdgeDetectionModule(tf.Module):

  @tf.function(input_signature=[tf.TensorSpec([1, 128, 128, 1], tf.float32)])
  def edge_detect_sobel_operator(self, image):
    # https://en.wikipedia.org/wiki/Sobel_operator
    sobel_x = tf.constant([[-1.0, 0.0, 1.0],
                           [-2.0, 0.0, 2.0],
                           [-1.0, 0.0, 1.0]],
                          dtype=tf.float32, shape=[3, 3, 1, 1])    
    sobel_y = tf.constant([[ 1.0,  2.0,  1.0],
                           [ 0.0,  0.0,  0.0],
                           [-1.0, -2.0, -1.0]],
                          dtype=tf.float32, shape=[3, 3, 1, 1])
    gx = tf.nn.conv2d(image, sobel_x, 1, "SAME")
    gy = tf.nn.conv2d(image, sobel_y, 1, "SAME")
    return tf.math.sqrt(gx * gx + gy * gy)

tf_module = EdgeDetectionModule()

#@title Load a test image of a [labrador](https://commons.wikimedia.org/wiki/File:YellowLabradorLooking_new.jpg) and run the module with TF
def load_image(path_to_image):
  image = tf.io.read_file(path_to_image)
  image = tf.image.decode_image(image, channels=1)
  image = tf.image.convert_image_dtype(image, tf.float32)
  image = tf.image.resize(image, (128, 128))
  image = image[tf.newaxis, :]
  return image

content_path = tf.keras.utils.get_file(
    'YellowLabradorLooking_new.jpg',
    'https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg')
image =...
Given the above code, generate some markdown instructions for it.
assistant
#Here is the Python program you requested.

Image edge detection module
Setup