don't need
Browse files- plotter.py +0 -173
plotter.py
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# Track changes in loss and learning rate during execution
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import argparse
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import matplotlib
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import matplotlib.pyplot as plt
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import os
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import time
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import json
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import tempfile
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import shutil
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from pathlib import Path
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def parse_args():
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parser = argparse.ArgumentParser(description="Train a text-conditional diffusion model for tile-based level generation")
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# Dataset args
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parser.add_argument("--log_file", type=str, default=None, help="The the filepath of the file to get the data from")
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parser.add_argument("--left_key", type=str, default=None, help="The key for the left y-axis")
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parser.add_argument("--right_key", type=str, default=None, help="The key for the right y-axis")
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parser.add_argument("--left_label", type=str, default=None, help="The label for the left y-axis")
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parser.add_argument("--right_label", type=str, default=None, help="The label for the right y-axis")
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parser.add_argument("--output_png", type=str, default="output.png", help="The output png file")
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parser.add_argument("--update_interval", type=int, default=1.0, help="The update inteval in epochs")
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parser.add_argument("--start_point", type=int, default=None, help="The start point for the plot")
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return parser.parse_args()
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def main():
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args = parse_args()
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log_file = args.log_file
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left_key = args.left_key
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right_key = args.right_key
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left_label = args.left_label
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right_label = args.right_label
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output_png = args.output_png
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update_interval = args.update_interval
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start_point = args.start_point
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general_update_plot(log_file, left_key, right_key, left_label, right_label, output_png, update_interval=update_interval, startPoint=start_point)
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def general_update_plot(log_file, left_key, right_key, left_label, right_label, output_png, update_interval=1.0, startPoint=None):
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log_dir = os.path.dirname(log_file)
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# Create figure here and ensure it's closed
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fig = plt.figure(figsize=(10, 6))
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ax = fig.add_subplot(111)
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try:
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if os.path.exists(log_file):
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with open(log_file, 'r') as f:
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data = [json.loads(line) for line in f if line.strip()]
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if not data:
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return
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if startPoint is not None:
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data = [entry for entry in data if entry.get('epoch', 0) >= startPoint]
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if not data:
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return
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epochs = [entry.get('epoch', 0) for entry in data]
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left = [entry.get(left_key, 0) for entry in data]
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# For right axis (e.g., lr), only include points where right_key exists
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right_points = [(entry.get('epoch', 0), entry.get(right_key))
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for entry in data if right_key in entry]
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if right_points:
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right_epochs, right_values = zip(*right_points)
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else:
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right_epochs, right_values = [], []
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# Clear axis
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ax.clear()
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# Plot both metrics on the same axis
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ax.plot(epochs, left, 'b-', label=left_label)
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if right_epochs:
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ax.plot(right_epochs, right_values, 'r-', label=right_label)
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ax.set_xlabel('Epoch')
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ax.set_ylabel(left_label) # "Loss" as y-axis label
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ax.set_title('Training Progress')
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ax.legend(loc='upper left')
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#Limit x-axis to startPoint if provided
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if startPoint is not None:
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ax.set_xlim(left=startPoint)
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fig.tight_layout()
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# Use the stored base directory instead of getting it from log_file
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if os.path.isabs(output_png) or os.path.dirname(output_png):
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output_path = output_png
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else:
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output_path = os.path.join(log_dir, output_png)
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save_figure_safely(fig, output_path)
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finally:
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plt.close(fig) # Ensure figure is closed even if an error occurs
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def save_figure_safely(fig, output_path):
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"""Save figure to a temporary file first, then move it to the final location"""
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output_path = str(Path(output_path)) # Convert to string path
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# Create temporary file with .png extension
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with tempfile.NamedTemporaryFile(suffix='.png', delete=False) as tmp_file:
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tmp_path = tmp_file.name
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try:
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# Save to temporary file
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fig.savefig(tmp_path)
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# Create output directory if it doesn't exist
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os.makedirs(os.path.dirname(os.path.abspath(output_path)), exist_ok=True)
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# Try to move the file to final destination
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# If move fails, try to copy and then delete
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try:
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shutil.move(tmp_path, output_path)
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except OSError:
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shutil.copy2(tmp_path, output_path)
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os.unlink(tmp_path)
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except Exception as e:
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# Clean up temporary file if anything goes wrong
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if os.path.exists(tmp_path):
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os.unlink(tmp_path)
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raise e
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class Plotter:
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def __init__(self, log_file, update_interval=1.0, left_key='loss', right_key='lr',
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left_label='Loss', right_label='Learning Rate', output_png='training_progress.png'):
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self.log_dir = os.path.dirname(log_file)
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self.log_file = log_file
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self.update_interval = update_interval
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self.running = True
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self.output_png = output_png
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self.left_key = left_key
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self.right_key = right_key
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self.left_label = left_label
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self.right_label = right_label
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matplotlib.use('Agg')
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_val, exc_tb):
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self.stop_plotting()
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def __del__(self):
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self.stop_plotting()
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def update_plot(self):
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general_update_plot(self.log_file, self.left_key, self.right_key,
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self.left_label, self.right_label, self.output_png,
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update_interval=self.update_interval)
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def start_plotting(self):
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print("Starting plotting in background")
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while self.running:
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self.update_plot()
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time.sleep(self.update_interval)
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def stop_plotting(self):
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if hasattr(self, 'running'): # Check if already stopped
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self.running = False
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self.update_plot()
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print("Plotting stopped")
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if __name__ == "__main__":
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main()
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