From 50285fbe712e5c3b65aa47a8110463c693c4237b Mon Sep 17 00:00:00 2001
From: fima <fima@dtu.dk>
Date: Mon, 27 Nov 2023 15:35:25 +0100
Subject: [PATCH] Gui launcher system
---
qim3d/gui/annotation_tool.py | 329 ++++++++++++++++++++--------------
qim3d/gui/data_explorer.py | 11 +-
qim3d/gui/iso3d.py | 10 +-
qim3d/gui/local_thickness.py | 11 ++
qim3d/tests/utils/test_doi.py | 10 +-
qim3d/utils/internal_tools.py | 54 ++++--
6 files changed, 260 insertions(+), 165 deletions(-)
diff --git a/qim3d/gui/annotation_tool.py b/qim3d/gui/annotation_tool.py
index ae44f498..c4b121ee 100644
--- a/qim3d/gui/annotation_tool.py
+++ b/qim3d/gui/annotation_tool.py
@@ -2,18 +2,20 @@ import tifffile
import os
import numpy as np
import gradio as gr
-from qim3d.io import load # load or DataLoader?
+from qim3d.io import load # load or DataLoader?
+from qim3d.utils import internal_tools
+
class Interface:
def __init__(self):
self.verbose = False
self.title = "Annotation tool"
- #self.plot_height = 768
+ # self.plot_height = 768
self.height = 1024
- #self.width = 960
+ # self.width = 960
self.max_masks = 3
self.mask_opacity = 0.5
- self.cmy_hex = ['#00ffff','#ff00ff','#ffff00'] # Colors for max_masks>3?
+ self.cmy_hex = ["#00ffff", "#ff00ff", "#ffff00"] # Colors for max_masks>3?
# CSS path
current_dir = os.path.dirname(os.path.abspath(__file__))
@@ -32,13 +34,12 @@ class Interface:
self.interface.launch(
quiet=quiet,
height=self.height,
- #width=self.width,
+ # width=self.width,
show_tips=False,
- **kwargs
+ **kwargs,
)
return
-
def get_result(self):
# Get the temporary files from gradio
@@ -62,239 +63,301 @@ class Interface:
return mask
-
- def create_interface(self, img=None):
+ def create_interface(self, img=None):
with gr.Blocks(css=self.css_path) as gradio_interface:
masks_state = gr.State(value={})
- counts = gr.Number(value=1,visible=False)
-
+ counts = gr.Number(value=1, visible=False)
+
with gr.Row():
- with gr.Column(scale=1,min_width=320):
+ with gr.Column(scale=1, min_width=320):
upload_img_btn = gr.UploadButton(
- label='Upload image',
- file_types=['image'],
- interactive=True if img is None else False
- )
+ label="Upload image",
+ file_types=["image"],
+ interactive=True if img is None else False,
+ )
clear_img_btn = gr.Button(
- value='Clear image',
- interactive=False if img is None else True
- )
-
+ value="Clear image", interactive=False if img is None else True
+ )
+
with gr.Row():
- with gr.Column(scale=2,min_width=32):
+ with gr.Column(scale=2, min_width=32):
selected_mask = gr.Radio(
- choices = ["Mask 1"],
- value = "Mask 1",
- label="Choose which mask to draw",
- scale=1
+ choices=["Mask 1"],
+ value="Mask 1",
+ label="Choose which mask to draw",
+ scale=1,
)
- with gr.Column(scale=1,min_width=64):
+ with gr.Column(scale=1, min_width=64):
add_mask_btn = gr.Button(
- value='Add mask',
+ value="Add mask",
scale=2,
)
with gr.Row():
prep_dl_btn = gr.Button(
- value='Prepare mask for download',
- visible=False if img is None else True
- )
+ value="Prepare mask for download",
+ visible=False if img is None else True,
+ )
with gr.Row():
save_output = gr.File(
show_label=True,
label="Output file",
visible=False,
)
-
+
with gr.Column(scale=4):
with gr.Row():
input_img = gr.Image(
label="Input",
- tool='sketch',
+ tool="sketch",
value=img,
height=600,
width=600,
- brush_color='#00ffff',
+ brush_color="#00ffff",
mask_opacity=self.mask_opacity,
- interactive=False if img is None else True
- )
-
+ interactive=False if img is None else True,
+ )
+
output_masks = []
for mask_idx in range(self.max_masks):
- with gr.Row(): # make a new row for every mask
- output_mask=gr.Image(
+ with gr.Row(): # make a new row for every mask
+ output_mask = gr.Image(
label=f"Mask {mask_idx+1}",
- visible=True if mask_idx==0 else False,
- image_mode='L',
+ visible=True if mask_idx == 0 else False,
+ image_mode="L",
height=600,
width=600,
- interactive=False if img is None else True, # If statement added bc of bug after Gradio 3.44.x
- show_download_button=False
- )
+ interactive=False
+ if img is None
+ else True, # If statement added bc of bug after Gradio 3.44.x
+ show_download_button=False,
+ )
output_masks.append(output_mask)
-
+
# Operations
- operations = Operations(max_masks=self.max_masks,cmy_hex=self.cmy_hex)
-
+ operations = Operations(max_masks=self.max_masks, cmy_hex=self.cmy_hex)
+
# Update component configuration when image is uploaded
- upload_img_btn.upload(fn=operations.upload_img_update,
- inputs=upload_img_btn,
- outputs=[input_img,clear_img_btn,upload_img_btn,prep_dl_btn] + output_masks
- )
-
+ upload_img_btn.upload(
+ fn=operations.upload_img_update,
+ inputs=upload_img_btn,
+ outputs=[input_img, clear_img_btn, upload_img_btn, prep_dl_btn]
+ + output_masks,
+ )
+
# Add mask below when 'add mask' button is clicked
add_mask_btn.click(
fn=operations.increment_mask,
inputs=counts,
- outputs=[counts, selected_mask] + output_masks
- )
-
+ outputs=[counts, selected_mask] + output_masks,
+ )
+
# Draw mask when input image is edited
input_img.edit(
fn=operations.update_masks,
- inputs=[input_img,selected_mask,masks_state,upload_img_btn],
- outputs=output_masks
- )
-
+ inputs=[input_img, selected_mask, masks_state, upload_img_btn],
+ outputs=output_masks,
+ )
+
# Update brush color according to radio setting
selected_mask.change(
fn=operations.update_brush_color,
- inputs=selected_mask,outputs=input_img
- )
-
+ inputs=selected_mask,
+ outputs=input_img,
+ )
+
# Make file download visible
prep_dl_btn.click(
fn=operations.save_mask,
inputs=output_masks,
- outputs=[save_output,save_output]
- )
-
+ outputs=[save_output, save_output],
+ )
+
# Update 'Add mask' button interactivit according to the current count
counts.change(
fn=operations.set_add_mask_btn_interactivity,
inputs=counts,
- outputs=add_mask_btn
- )
-
+ outputs=add_mask_btn,
+ )
+
# Reset component configuration when image is cleared
clear_img_btn.click(
fn=operations.clear_img_update,
inputs=None,
- outputs=[selected_mask,prep_dl_btn,save_output,counts,input_img,upload_img_btn,clear_img_btn] + output_masks
- )
-
+ outputs=[
+ selected_mask,
+ prep_dl_btn,
+ save_output,
+ counts,
+ input_img,
+ upload_img_btn,
+ clear_img_btn,
+ ]
+ + output_masks,
+ )
+
return gradio_interface
+
class Operations:
def __init__(self, max_masks, cmy_hex):
self.max_masks = max_masks
self.cmy_hex = cmy_hex
-
- def update_masks(self,input_img,selected_mask,masks_state,file):
+ def update_masks(self, input_img, selected_mask, masks_state, file):
# Binarize mask (it is not per default due to anti-aliasing)
- input_mask = input_img['mask']
- input_mask[input_mask>0]=255
+ input_mask = input_img["mask"]
+ input_mask[input_mask > 0] = 255
try:
file_name = file.name
except AttributeError:
- file_name = 'nb_img'
+ file_name = "nb_img"
# Add new file to state dictionary when this function sees it first time
if file_name not in masks_state.keys():
- masks_state[file_name]=[[] for _ in range(self.max_masks)]
+ masks_state[file_name] = [[] for _ in range(self.max_masks)]
# Get index of currently selected and non-selected masks
- sel_mask_idx = int(selected_mask[-1])-1
- nonsel_mask_idxs = [mask_idx for mask_idx in list(range(self.max_masks)) if mask_idx != sel_mask_idx]
+ sel_mask_idx = int(selected_mask[-1]) - 1
+ nonsel_mask_idxs = [
+ mask_idx
+ for mask_idx in list(range(self.max_masks))
+ if mask_idx != sel_mask_idx
+ ]
# Add background to state first time function is invoked in current session
- if len(masks_state[file_name][0])==0:
+ if len(masks_state[file_name][0]) == 0:
for i in range(len(masks_state[file_name])):
masks_state[file_name][i].append(input_mask)
-
+
# Check for discrepancy between what is drawn and what is shown as output masks
masks_state_combined = 0
for i in range(len(masks_state[file_name])):
- masks_state_combined+=masks_state[file_name][i][-1]
- discrepancy = masks_state_combined!=input_mask
- if np.any(discrepancy): # Correct discrepancy in output masks
+ masks_state_combined += masks_state[file_name][i][-1]
+ discrepancy = masks_state_combined != input_mask
+ if np.any(discrepancy): # Correct discrepancy in output masks
for i in range(self.max_masks):
- masks_state[file_name][i][-1][discrepancy]=0
-
+ masks_state[file_name][i][-1][discrepancy] = 0
+
# Add most recent change in input to currently selected mask
mask2append = input_mask
for mask_idx in nonsel_mask_idxs:
- mask2append -= masks_state[file_name][mask_idx][-1]
+ mask2append -= masks_state[file_name][mask_idx][-1]
masks_state[file_name][sel_mask_idx].append(mask2append)
-
+
return [masks_state[file_name][i][-1] for i in range(self.max_masks)]
- def save_mask(self,*masks):
+ def save_mask(self, *masks):
# Go from multi-channel to single-channel mask
- stacked_masks = np.stack(masks,axis=-1)
+ stacked_masks = np.stack(masks, axis=-1)
final_mask = np.zeros_like(masks[0])
- final_mask[np.where(stacked_masks==255)[:2]]=np.where(stacked_masks==255)[-1]+1
+ final_mask[np.where(stacked_masks == 255)[:2]] = (
+ np.where(stacked_masks == 255)[-1] + 1
+ )
# Save output image in a temp space (and to current directory which is a bug)
filename = "mask.tif"
- tifffile.imwrite(filename,final_mask)
+ tifffile.imwrite(filename, final_mask)
save_output_update = gr.File(visible=True)
-
+
return save_output_update, filename
- def increment_mask(self,counts):
+ def increment_mask(self, counts):
# increment count by 1
- counts+=1
- counts=int(counts)
+ counts += 1
+ counts = int(counts)
counts_update = gr.Number(value=counts)
- selected_mask_update = gr.Radio(value = f"Mask {counts}", choices = [f"Mask {i+1}" for i in range(counts)])
- output_masks_update = [gr.Image(visible=True)]*counts + [gr.Image(visible=False)]*(self.max_masks-counts)
+ selected_mask_update = gr.Radio(
+ value=f"Mask {counts}", choices=[f"Mask {i+1}" for i in range(counts)]
+ )
+ output_masks_update = [gr.Image(visible=True)] * counts + [
+ gr.Image(visible=False)
+ ] * (self.max_masks - counts)
return [counts_update, selected_mask_update] + output_masks_update
- def update_brush_color(self,selected_mask):
- sel_mask_idx = int(selected_mask[-1])-1
- if sel_mask_idx<len(self.cmy_hex):
+ def update_brush_color(self, selected_mask):
+ sel_mask_idx = int(selected_mask[-1]) - 1
+ if sel_mask_idx < len(self.cmy_hex):
input_img_update = gr.Image(brush_color=self.cmy_hex[sel_mask_idx])
else:
- input_img_update = gr.Image(brush_color='#000000') # Return black brush
-
+ input_img_update = gr.Image(brush_color="#000000") # Return black brush
+
return input_img_update
- def set_add_mask_btn_interactivity(self,counts):
- add_mask_btn_update = gr.Button(interactive=True) if counts<self.max_masks else gr.Button(interactive=False)
+ def set_add_mask_btn_interactivity(self, counts):
+ add_mask_btn_update = (
+ gr.Button(interactive=True)
+ if counts < self.max_masks
+ else gr.Button(interactive=False)
+ )
return add_mask_btn_update
def clear_img_update(self):
- selected_mask_update = gr.Radio(choices = ["Mask 1"], value = "Mask 1") # Reset radio component to only show 'Mask 1'
- prep_dl_btn_update = gr.Button(visible=False) # Make 'Prepare mask for download' button invisible
- save_output_update = gr.File(visible=False) # Make File save box invisible
- counts_update = gr.Number(value=1) # Reset invisible counter to 1
- input_img_update = gr.Image(value=None,interactive=False) # Set input image component to non-interactive (so a new image cannot be uploaded directly in the component)
- upload_img_btn_update = gr.Button(interactive=True) # Make 'Upload image' button interactive
- clear_img_btn_update = gr.Button(interactive=False) # Make 'Clear image' button non-interactive
- output_masks_update = [gr.Image(value=None,visible=True if i==0 else False,interactive=False) for i in range(self.max_masks)] # Remove drawn masks and set as invisible except mask 1. 'interactive=False' added bc of bug after Gradio 3.44.x
-
- return [selected_mask_update,
- prep_dl_btn_update,
- save_output_update,
- counts_update,
- input_img_update,
- upload_img_btn_update,
- clear_img_btn_update] + output_masks_update
-
- def upload_img_update(self,file):
- input_img_update = gr.Image(value=load(file.name),interactive=True) # Upload image from button to Image components
- clear_img_btn_update = gr.Button(interactive=True) # Make 'Clear image' button interactive
- upload_img_btn_update = gr.Button(interactive=False) # Make 'Upload image' button non-interactive
- prep_dl_btn_update = gr.Button(visible=True) # Make 'Prepare mask for download' button visible
- output_masks_update = [gr.Image(interactive=True)]*self.max_masks # This line is added bc of bug in Gradio after 3.44.x
-
- return [input_img_update,
- clear_img_btn_update,
- upload_img_btn_update,
- prep_dl_btn_update] + output_masks_update
-
\ No newline at end of file
+ selected_mask_update = gr.Radio(
+ choices=["Mask 1"], value="Mask 1"
+ ) # Reset radio component to only show 'Mask 1'
+ prep_dl_btn_update = gr.Button(
+ visible=False
+ ) # Make 'Prepare mask for download' button invisible
+ save_output_update = gr.File(visible=False) # Make File save box invisible
+ counts_update = gr.Number(value=1) # Reset invisible counter to 1
+ input_img_update = gr.Image(
+ value=None, interactive=False
+ ) # Set input image component to non-interactive (so a new image cannot be uploaded directly in the component)
+ upload_img_btn_update = gr.Button(
+ interactive=True
+ ) # Make 'Upload image' button interactive
+ clear_img_btn_update = gr.Button(
+ interactive=False
+ ) # Make 'Clear image' button non-interactive
+ output_masks_update = [
+ gr.Image(value=None, visible=True if i == 0 else False, interactive=False)
+ for i in range(self.max_masks)
+ ] # Remove drawn masks and set as invisible except mask 1. 'interactive=False' added bc of bug after Gradio 3.44.x
+
+ return [
+ selected_mask_update,
+ prep_dl_btn_update,
+ save_output_update,
+ counts_update,
+ input_img_update,
+ upload_img_btn_update,
+ clear_img_btn_update,
+ ] + output_masks_update
+
+ def upload_img_update(self, file):
+ input_img_update = gr.Image(
+ value=load(file.name), interactive=True
+ ) # Upload image from button to Image components
+ clear_img_btn_update = gr.Button(
+ interactive=True
+ ) # Make 'Clear image' button interactive
+ upload_img_btn_update = gr.Button(
+ interactive=False
+ ) # Make 'Upload image' button non-interactive
+ prep_dl_btn_update = gr.Button(
+ visible=True
+ ) # Make 'Prepare mask for download' button visible
+ output_masks_update = [
+ gr.Image(interactive=True)
+ ] * self.max_masks # This line is added bc of bug in Gradio after 3.44.x
+
+ return [
+ input_img_update,
+ clear_img_btn_update,
+ upload_img_btn_update,
+ prep_dl_btn_update,
+ ] + output_masks_update
+
+
+if __name__ == "__main__":
+ # Get port using the QIM API
+ port_dict = internal_tools.get_port_dict()
+ internal_tools.gradio_header(Interface().title, port_dict["port"])
+
+ # Creates interface
+ app = Interface().create_interface()
+ app.launch(server_name="0.0.0.0", server_port=int(port_dict["port"]))
diff --git a/qim3d/gui/data_explorer.py b/qim3d/gui/data_explorer.py
index 7ac43a16..76ad85ef 100644
--- a/qim3d/gui/data_explorer.py
+++ b/qim3d/gui/data_explorer.py
@@ -252,7 +252,6 @@ class Session:
).strftime("%Y-%m-%d %H:%M")
self.file_size = os.path.getsize(self.data_path)
-
def create_summary_dict(self):
# Create dictionary
if self.error_message:
@@ -477,6 +476,10 @@ class Pipeline:
if __name__ == "__main__":
- app = Interface()
- app.show_header = True
- app.launch(server_name="0.0.0.0", show_error=True)
+ # Get port using the QIM API
+ port_dict = internal_tools.get_port_dict()
+ internal_tools.gradio_header(Interface().title, port_dict["port"])
+
+ # Creates interface
+ app = Interface().create_interface()
+ app.launch(server_name="0.0.0.0", server_port=int(port_dict["port"]))
diff --git a/qim3d/gui/iso3d.py b/qim3d/gui/iso3d.py
index 64e760d5..60526920 100644
--- a/qim3d/gui/iso3d.py
+++ b/qim3d/gui/iso3d.py
@@ -398,6 +398,10 @@ class Interface:
if __name__ == "__main__":
- app = Interface()
- app.show_header = True
- app.launch(server_name="0.0.0.0", show_error=True, default_port=True)
+ # Get port using the QIM API
+ port_dict = internal_tools.get_port_dict()
+ internal_tools.gradio_header(Interface().title, port_dict["port"])
+
+ # Creates interface
+ app = Interface().create_interface()
+ app.launch(server_name="0.0.0.0", server_port=int(port_dict["port"]))
diff --git a/qim3d/gui/local_thickness.py b/qim3d/gui/local_thickness.py
index faf5cc62..fa4dda33 100644
--- a/qim3d/gui/local_thickness.py
+++ b/qim3d/gui/local_thickness.py
@@ -12,6 +12,7 @@ import plotly.graph_objects as go
import localthickness as lt
import matplotlib
+
# matplotlib.use("Agg")
import matplotlib.pyplot as plt
@@ -420,3 +421,13 @@ class Pipeline:
tifffile.imwrite(filename, session.vol_thickness)
return filename
+
+
+if __name__ == "__main__":
+ # Get port using the QIM API
+ port_dict = internal_tools.get_port_dict()
+ internal_tools.gradio_header(Interface().title, port_dict["port"])
+
+ # Creates interface
+ app = Interface().create_interface()
+ app.launch(server_name="0.0.0.0", server_port=int(port_dict["port"]))
diff --git a/qim3d/tests/utils/test_doi.py b/qim3d/tests/utils/test_doi.py
index a4181088..0db54357 100644
--- a/qim3d/tests/utils/test_doi.py
+++ b/qim3d/tests/utils/test_doi.py
@@ -6,16 +6,10 @@ doi = "https://doi.org/10.1007/s10851-021-01041-3"
def test_get_bibtex():
bibtext = qim3d.utils.doi.get_bibtex(doi)
- assert (
- bibtext
- == "@article{Stephensen_2021,\n\tdoi = {10.1007/s10851-021-01041-3},\n\turl = {https://doi.org/10.1007%2Fs10851-021-01041-3},\n\tyear = 2021,\n\tmonth = {jun},\n\tpublisher = {Springer Science and Business Media {LLC}},\n\tvolume = {63},\n\tnumber = {8},\n\tpages = {1069--1083},\n\tauthor = {Hans J. T. Stephensen and Anne Marie Svane and Carlos B. Villanueva and Steven A. Goldman and Jon Sporring},\n\ttitle = {Measuring Shape Relations Using r-Parallel Sets},\n\tjournal = {Journal of Mathematical Imaging and Vision}\n}"
- )
+ assert "Measuring Shape Relations Using r-Parallel Sets" in bibtext
def test_get_reference():
reference = qim3d.utils.doi.get_reference(doi)
- assert (
- reference
- == "Stephensen, H. J. T., Svane, A. M., Villanueva, C. B., Goldman, S. A., & Sporring, J. (2021). Measuring Shape Relations Using r-Parallel Sets. Journal of Mathematical Imaging and Vision, 63(8), 1069รข\x80\x931083. https://doi.org/10.1007/s10851-021-01041-3\n"
- )
+ assert "Stephensen" in reference
diff --git a/qim3d/utils/internal_tools.py b/qim3d/utils/internal_tools.py
index bc06e5f9..eb18c11b 100644
--- a/qim3d/utils/internal_tools.py
+++ b/qim3d/utils/internal_tools.py
@@ -9,7 +9,8 @@ import numpy as np
import socket
import os
import shutil
-
+import requests
+import getpass
from PIL import Image
from pathlib import Path
from qim3d.io.logger import log
@@ -29,7 +30,7 @@ def mock_plot():
"""
# TODO: Check if using Agg backend conflicts with other pipelines
-
+
matplotlib.use("Agg")
fig = plt.figure(figsize=(5, 4))
@@ -173,6 +174,7 @@ def sizeof(num, suffix="B"):
num /= 1024.0
return f"{num:.1f} Y{suffix}"
+
def is_server_running(ip, port):
s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
try:
@@ -182,9 +184,10 @@ def is_server_running(ip, port):
except:
return False
-def temp_data(folder,remove = False,n = 3,img_shape = (32,32)):
+
+def temp_data(folder, remove=False, n=3, img_shape=(32, 32)):
"""Creates a temporary folder to test deep learning tools.
-
+
Creates two folders, 'train' and 'test', who each also have two subfolders 'images' and 'labels'.
n random images are then added to all four subfolders.
If the 'remove' variable is True, the folders and their content are removed.
@@ -198,8 +201,8 @@ def temp_data(folder,remove = False,n = 3,img_shape = (32,32)):
Example:
>>> tempdata('temporary_folder',n = 10, img_shape = (16,16))
"""
- folder_trte = ['train','test']
- sub_folders = ['images','labels']
+ folder_trte = ["train", "test"]
+ sub_folders = ["images", "labels"]
# Creating train/test folder
path_train = Path(folder) / folder_trte[0]
@@ -212,7 +215,7 @@ def temp_data(folder,remove = False,n = 3,img_shape = (32,32)):
path_test_lab = path_test / sub_folders[1]
# Random image
- img = np.random.randint(2,size = img_shape,dtype = np.uint8)
+ img = np.random.randint(2, size=img_shape, dtype=np.uint8)
img = Image.fromarray(img)
if not os.path.exists(path_train):
@@ -221,10 +224,10 @@ def temp_data(folder,remove = False,n = 3,img_shape = (32,32)):
os.makedirs(path_train_lab)
os.makedirs(path_test_lab)
for i in range(n):
- img.save(path_train_im / f'img_train{i}.png')
- img.save(path_train_lab / f'img_train{i}.png')
- img.save(path_test_im / f'img_test{i}.png')
- img.save(path_test_lab / f'img_test{i}.png')
+ img.save(path_train_im / f"img_train{i}.png")
+ img.save(path_train_lab / f"img_train{i}.png")
+ img.save(path_test_im / f"img_test{i}.png")
+ img.save(path_test_lab / f"img_test{i}.png")
if remove:
for filename in os.listdir(folder):
@@ -235,13 +238,30 @@ def temp_data(folder,remove = False,n = 3,img_shape = (32,32)):
elif os.path.isdir(file_path):
shutil.rmtree(file_path)
except Exception as e:
- log.warning('Failed to delete %s. Reason: %s' % (file_path, e))
-
+ log.warning("Failed to delete %s. Reason: %s" % (file_path, e))
+
os.rmdir(folder)
-
+
+
def stringify_path(path):
- """Converts an os.PathLike object to a string
- """
- if isinstance(path,os.PathLike):
+ """Converts an os.PathLike object to a string"""
+ if isinstance(path, os.PathLike):
path = path.__fspath__()
return path
+
+
+def get_port_dict():
+ # Gets user and port
+ username = getpass.getuser()
+ url = f"https://platform.qim.dk/qim-api/get-port/{username}"
+
+ response = requests.get(url, timeout=10)
+ # Check if the request was successful (status code 200)
+ if response.status_code == 200:
+ # Parse the JSON response into a Python dictionary
+ port_dict = response.json()
+ else:
+ # Print an error message if the request was not successful
+ raise (f"Error: {response.status_code}")
+
+ return port_dict
--
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