Standardize license headers in Python files (#18696)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
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Paula Derrenger 2025-01-15 15:36:11 +01:00 committed by GitHub
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165 changed files with 169 additions and 169 deletions

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
__version__ = "8.3.61"

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import shutil
import subprocess

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .base import BaseDataset
from .build import build_dataloader, build_grounding, build_yolo_dataset, load_inference_source

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from pathlib import Path

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import math
import random

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import glob
import math

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import os
import random

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import json
import random

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import json
from collections import defaultdict

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import glob
import math

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import itertools
from glob import glob

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import hashlib
import json

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Export a YOLO PyTorch model to other formats. TensorFlow exports authored by https://github.com/zldrobit.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import inspect
from pathlib import Path

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Run prediction on images, videos, directories, globs, YouTube, webcam, streams, etc.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Ultralytics Results, Boxes and Masks classes for handling inference results.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Train a model on a dataset.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Module provides functionalities for hyperparameter tuning of the Ultralytics YOLO models for object detection, instance
segmentation, image classification, pose estimation, and multi-object tracking.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Check a model's accuracy on a test or val split of a dataset.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import requests

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import requests

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import concurrent.futures
import statistics

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import shutil
import threading

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import os
import platform

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .fastsam import FastSAM
from .nas import NAS

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .model import FastSAM
from .predict import FastSAMPredictor

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from pathlib import Path

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch
from PIL import Image

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
def adjust_bboxes_to_image_border(boxes, image_shape, threshold=20):

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.models.yolo.segment import SegmentationValidator
from ultralytics.utils.metrics import SegmentMetrics

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .model import NAS
from .predict import NASPredictor

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
YOLO-NAS model interface.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .model import RTDETR
from .predict import RTDETRPredictor

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Interface for Baidu's RT-DETR, a Vision Transformer-based real-time object detector. RT-DETR offers real-time
performance and high accuracy, excelling in accelerated backends like CUDA with TensorRT. It features an efficient

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from copy import copy

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .model import SAM
from .predict import Predictor, SAM2Predictor, SAM2VideoPredictor

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import math
from itertools import product

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
SAM model interface.

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@ -1 +1 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import copy
import math

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from typing import List, Optional, Tuple, Type

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from typing import List, Optional, Tuple, Type

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import copy
from typing import Optional

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
# --------------------------------------------------------
# TinyViT Model Architecture

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import math
from typing import Tuple, Type

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from typing import Tuple

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Generate predictions using the Segment Anything Model (SAM).

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch
import torch.nn as nn
@ -243,13 +243,11 @@ class DETRLoss(nn.Module):
if len(gt_bboxes):
gt_scores[idx] = bbox_iou(pred_bboxes.detach(), gt_bboxes, xywh=True).squeeze(-1)
loss = {
return {
**self._get_loss_class(pred_scores, targets, gt_scores, len(gt_bboxes), postfix),
**self._get_loss_bbox(pred_bboxes, gt_bboxes, postfix),
# **(self._get_loss_mask(masks, gt_mask, match_indices, postfix) if masks is not None and gt_mask is not None else {})
}
# if masks is not None and gt_mask is not None:
# loss.update(self._get_loss_mask(masks, gt_mask, match_indices, postfix))
return loss
def forward(self, pred_bboxes, pred_scores, batch, postfix="", **kwargs):
"""

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch
import torch.nn as nn

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.models.yolo import classify, detect, obb, pose, segment, world

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.models.yolo.classify.predict import ClassificationPredictor
from ultralytics.models.yolo.classify.train import ClassificationTrainer

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import cv2
import torch

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from copy import copy

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .predict import DetectionPredictor
from .train import DetectionTrainer

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.engine.predictor import BasePredictor
from ultralytics.engine.results import Results

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# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import math
import random

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import os
from pathlib import Path

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from pathlib import Path

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .predict import OBBPredictor
from .train import OBBTrainer

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import torch

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from copy import copy

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from pathlib import Path

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .predict import PosePredictor
from .train import PoseTrainer

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.engine.results import Results
from ultralytics.models.yolo.detect.predict import DetectionPredictor

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from copy import copy

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from pathlib import Path

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .predict import SegmentationPredictor
from .train import SegmentationTrainer

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.engine.results import Results
from ultralytics.models.yolo.detect.predict import DetectionPredictor

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from copy import copy

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from multiprocessing.pool import ThreadPool
from pathlib import Path

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .train import WorldTrainer

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import itertools

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.data import YOLOConcatDataset, build_grounding, build_yolo_dataset
from ultralytics.data.utils import check_det_dataset

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .tasks import (
BaseModel,

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import ast
import json

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""
Ultralytics modules.

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""Activation modules."""
import torch

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""Block modules."""
import torch

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""Convolution modules."""
import math

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""Model head modules."""
import copy

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""Transformer modules."""
import math

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
"""Module utils."""
import copy

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import contextlib
import pickle

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from .ai_gym import AIGym
from .analytics import Analytics

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.solutions.solutions import BaseSolution
from ultralytics.utils.plotting import Annotator

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from itertools import cycle

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import math

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import cv2
import numpy as np

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.solutions.solutions import BaseSolution
from ultralytics.utils.plotting import Annotator, colors

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
import json

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@ -1,4 +1,4 @@
# Ultralytics YOLO 🚀, AGPL-3.0 license
# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
from ultralytics.solutions.solutions import BaseSolution
from ultralytics.utils.plotting import Annotator, colors

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