definitively going somewhere.
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@@ -4,7 +4,8 @@ import logging
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import torch
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from ultralytics import YOLO
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import cv2
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from dodgeballtracker.helper import create_video_writer, iter_frames
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from dodgeballtracker.helper import iter_frames
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from dodgeballtracker.video_writer import create_video_writer, VideoWriter
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import matplotlib
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import numpy as np
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from boxmot import DeepOcSort as DeepOCSORT
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@@ -15,15 +16,15 @@ logger = logging.getLogger(__name__)
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Color = tuple[int, int, int]
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def get_best_available_torch_device():
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def get_best_available_torch_device() -> torch.device:
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if torch.cuda.is_available():
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logger.debug("Using the cuda (gpu) torch device.")
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return 'cuda'
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return torch.device('cuda:0')
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if torch.backends.mps.is_available():
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logger.debug("Using the mps (apple silicon) torch device.")
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return 'mps'
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return torch.device('mps')
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logger.debug("Default to cpu (no apple silicon or cuda) torch device.")
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return 'cpu'
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return torch.device('cpu')
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class DetectedObjectBox:
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@@ -66,16 +67,21 @@ def get_court_perspective_transform():
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return cv2.getPerspectiveTransform(empirical_source, empirical_target)
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class DodgeballTracker:
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def __init__(self,
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input_file: Path,
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output_file: Path,
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video_writer: VideoWriter,
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detected_box_objects: list[DetectedObjectBox],
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transformation_matrix):
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self.input_path = input_file
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self.output_path = output_file
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self.output_json_path = output_file.with_suffix(".json")
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self.video_writer = video_writer
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self.detected_box_objects = sorted(detected_box_objects, reverse=True)
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self.transformation_matrix = transformation_matrix
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self.points = []
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@@ -138,7 +144,7 @@ class DodgeballTracker:
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def _get_tracker(self):
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return DeepOCSORT(
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Path('lmbn_n_cuhk03_d.pt'), # which ReID model to use
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torch.device(get_best_available_torch_device()),
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get_best_available_torch_device(), # torch.cuda.get_device_name(0), #torch.device(get_best_available_torch_device()),
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True,
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)
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@@ -150,10 +156,8 @@ class DodgeballTracker:
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def main(self):
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# define some constants
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print("started")
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video_cap = cv2.VideoCapture(str(self.input_path))
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writer = create_video_writer(video_cap, str(self.output_path))
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# writer = create_video_writer(video_cap, self.output_path)
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tracker = self._get_tracker()
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# load the pre-trained YOLOv8n model
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@@ -168,19 +172,13 @@ class DodgeballTracker:
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if is_good_box:
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res.append(data)
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# show the frame to our screen
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print("tracker?")
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data_ = tracker.update(np.array(res), frame)
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self.print_tracker_data(data_, i, ts)
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self.write_frame(writer, frame)
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self.video_writer.write_frame(frame)
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if cv2.waitKey(1) == ord("q"):
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break
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print("fini")
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video_cap.release()
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writer.release()
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cv2.destroyAllWindows()
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self.persist_points()
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print("finished")
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