Progress Bar tqdm

Introduction

In this tutorial we will show you how to use tqdm module inside methods of Supervisely SDK in a seamless manner.

🔥 With this update, any sly.Progress object can be easily replaced with tqdm, allowing you to seamlessly integrate your progress tracking with the powerful features of tqdm. Say goodbye to headaches!

📗 Everything you need to reproduce this tutorial is on GitHub: source code.

How to debug this tutorial

Step 1. Prepare ~/supervisely.env file with credentials. Learn more here.

Step 2. Clone repository with source code and demo data and create Virtual Environment.

git clone https://github.com/supervisely-ecosystem/tutorial-tqdm.git

cd tutorial-tqdm

./create_venv.sh

Step 3. Open repository directory in Visual Studio Code.

code .

Step 4. Change project ID in local.env file by copying the ID from the context menu of the workspace.

PROJECT_ID=17732 # ⬅️ change value
TEAM=449 # ⬅️ change value

Step 5. Start debugging src/main.py.

Import libraries

import os
import time
from dotenv import load_dotenv

import supervisely as sly
from tqdm import tqdm

Init API client

First, we load environment variables with credentials and init API for communicating with Supervisely Instance.

if sly.is_development():
    load_dotenv("local.env")
    load_dotenv(os.path.expanduser("~/supervisely.env"))

api = sly.Api()

Get variables from environment

In this tutorial, you will need an workspace ID that you can get from environment variables. Learn more here

project_id = sly.env.project_id()
team_id = sly.env.team_id()

Use tqdm for tracking progress

Example 1. Use tqdm in the loop.

Source code:

batch_size = 10
data = range(100)

with tqdm(total=len(data)) as pbar:
    for batch in sly.batched(data, batch_size):
        for item in batch:
            time.sleep(0.1)
        pbar.update(batch_size)

Output:

When running locally, the fancy-looking tqdm progress bar will be displayed in the console, while in production, JSON-looking lines with relevant information will be logged and fancy-looking progress bar will be shown in Workspace Tasks.

Example 2. Download image project and upload it into Team files using tqdm progress bar.

Source code:

Download your project with previously initiialized project_id

    n_count = api.project.get_info_by_id(project_id).items_count
    p = tqdm(desc="Downloading", total=n_count)

    sly.download(api, project_id, 'your/local/dir/', progress_cb=p)

Output:

Then, you can upload downloaded directory to Team files:

Source code:

    p = tqdm(
        desc="Uploading",
        total=sly.fs.get_directory_size('your/local/dir/'),
        unit="B",
        unit_scale=True,
    )
    api.file.upload_directory(
        team_id,
        'your/local/dir/',
        '/your/teamfiles/dir/',
        progress_size_cb=p,
    )

Output:

Example 3 (advanced). Use native sly.Progress functions for downloading.

Let's reproduce previous example with Supervisely's native Progress bar.

Source code:

    n_count = api.project.get_info_by_id(project_id).items_count
    p = sly.Progress("Downloading", n_count)

    sly.download(api, project_id, 'your/local/dir/', progress_cb=p)

Output:

You will get files in progress.

Then, you can upload downloaded directory to Team files:

Source code:

    p = sly.Progress(
        "Uploading",
        sly.fs.get_directory_size('your/local/dir/'),
        is_size=True,
    )
    api.file.upload_directory(
        team_id,
        'your/local/dir/',
        '/your/teamfiles/dir/',
        progress_size_cb=p,
    )

Output:

You can swap equivalent arguments from sly.Progress while initializing tqdm. For example, the desc argument can be replaced with message, and total can be replaced with total_cnt. Additionally, both unit="B" and unit_scale=True can be replaced with is_size=True.

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Last updated 11 months ago