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d5465e6
1
Parent(s):
6e61d26
refactoring
Browse files- configs/augmentations.json +4 -4
- src/main.py +50 -49
- src/utils.py +36 -0
configs/augmentations.json
CHANGED
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@@ -11,8 +11,8 @@
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"param_name": "grid",
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"type": "several_ints",
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"subparam_names": [
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"
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"
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],
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"limits_list": [
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[
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@@ -264,8 +264,8 @@
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"param_name": "tile_grid_size",
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"type": "several_ints",
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"subparam_names": [
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"
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"
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],
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"limits_list": [
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[
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"param_name": "grid",
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"type": "several_ints",
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"subparam_names": [
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"height",
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"width"
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],
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"limits_list": [
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[
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"param_name": "tile_grid_size",
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"type": "several_ints",
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"subparam_names": [
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"height",
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"width"
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],
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"limits_list": [
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[
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src/main.py
CHANGED
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import numpy as np
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import os
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import cv2
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import json
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import albumentations as A
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import streamlit as st
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from control import *
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def
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image =
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return image
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augmentations = json.load(config_file)
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transform_name = st.sidebar.selectbox(
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"Select a transformation:", sorted(list(augmentations.keys()))
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)
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transform_params = augmentations[transform_name]
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#
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st.sidebar.text(transform_name + " transform has no parameters")
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else:
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for param in transform_params:
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param["value"] = param2func[param["type"]](**param)
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)
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params_string = "(" + params_string + ")"
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st.text("Press R to update")
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exec("transform = A." +
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st.image(
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[image,
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caption=["Original image", "Transformed image"],
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width=320,
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)
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st.text("")
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st.text("")
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st.subheader("Credentials:")
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st.text("Source: https://github.com/IliaLarchenko/albumentations-demo")
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st.text("Albumentations library: https://github.com/albumentations-team/albumentations")
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st.text("Image Source: https://www.pexels.com/royalty-free-images/")
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import streamlit as st
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import albumentations as A
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from control import *
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from utils import (
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load_image,
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get_images_list,
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load_augmentations_config,
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generate_executable_string,
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)
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def select_image(path_to_images: str = "images"):
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image_names_list = get_images_list(path_to_images)
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image_name = st.sidebar.selectbox("Select an image:", image_names_list)
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image = load_image(image_name, path_to_images)
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return image
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def show_transform_control(transform_params: dict):
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param_values = {}
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if len(transform_params) == 0:
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st.sidebar.text(transform_name + " transform has no parameters")
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else:
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for param in transform_params:
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param_values[param["param_name"]] = param2func[param["type"]](**param)
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return param_values
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def show_credentials():
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st.text("")
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st.text("")
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st.subheader("Credentials:")
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st.text("Source: https://github.com/IliaLarchenko/albumentations-demo")
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st.text(
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"Albumentations library: https://github.com/albumentations-team/albumentations"
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)
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st.text("Image Source: https://www.pexels.com/royalty-free-images/")
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def show_docstring(object):
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st.subheader("Docstring:")
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st.text(str(object.__doc__))
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# main
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st.title("Demo of Albumentations transforms")
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# selecting an image
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image = select_image(path_to_images="images")
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# load the config
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augmentations = load_augmentations_config("configs/augmentations.json")
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transform_name = st.sidebar.selectbox(
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"Select a transformation:", sorted(list(augmentations.keys()))
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)
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# select the params values
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param_values = show_transform_control(augmentations[transform_name])
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executable_string = generate_executable_string(transform_name, param_values)
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st.text(executable_string)
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st.text("Press R to update")
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exec("transform = A." + executable_string)
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augmented_image = transform(image=image)["image"]
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st.image(
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[image, augmented_image],
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caption=["Original image", "Transformed image"],
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width=320,
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)
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show_docstring(transform)
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show_credentials()
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src/utils.py
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import cv2
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import os
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import json
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import streamlit as st
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@st.cache
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def load_image(image_name, path_to_folder="../images"):
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path_to_image = os.path.join(path_to_folder, image_name)
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image = cv2.imread(path_to_image)
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image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
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return image
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@st.cache
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def get_images_list(path_to_folder):
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image_names_list = [
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x for x in os.listdir(path_to_folder) if x[-3:] in ["jpg", "peg", "png"]
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]
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return image_names_list
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@st.cache
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def load_augmentations_config(path_to_config: str = "configs/augmentations.json"):
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with open(path_to_config, "r") as config_file:
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augmentations = json.load(config_file)
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return augmentations
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def generate_executable_string(transform_name, param_values):
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params_string = ", ".join(
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[k + "=" + str(param_values[k]) for k in param_values.keys()] + ["p=1.0"]
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)
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params_string = "(" + params_string + ")"
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return transform_name + params_string
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