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Add progress bar to tracker (#366)
## Summary - Add rich progress bar to `run_tracker` function in `sleap_nn/tracking/tracker.py` - Implements custom `RateColumn` showing frames/sec processing speed - Follows the same implementation pattern as `inference/predictors.py` for consistency - Add logging statements for post-processing steps (culling and connecting single breaks) - Add `scratch/` folder to `.gitignore` for development notes ## Changes ### Files Modified: 1. **`.gitignore`** - Add `scratch/` folder 2. **`sleap_nn/tracking/tracker.py`**: - Add rich imports (`Progress`, `BarColumn`, `TimeElapsedColumn`, `TimeRemainingColumn`, `MofNCompleteColumn`) - Add `RateColumn` class to display frames/sec processing rate - Wrap main tracking loop with Progress context manager - Add manual refresh throttling (0.25s) for optimal performance - Add `KeyboardInterrupt` handling for graceful cancellation - Add logging for post-processing steps ### Progress Bar Configuration: - Shows percentage complete, M of N frames, ETA, elapsed time, and frames/sec - Manual refresh control (`auto_refresh=False`) with 0.25s throttle - Speed estimation window of 5 seconds - Matches configuration from `predictors.py` for consistency ## Cross-Platform Compatibility - Uses rich library (already in dependencies) - No platform-specific code - Tested and works on Windows, Linux, and macOS ## Test Plan - [x] Run tracking-specific tests: `pytest tests/tracking/test_tracker.py` - **All 8 tests passed** - [x] Run full test suite: `pytest tests/` - **All 248 tests passed** (4 skipped, 3 xfailed) - [x] Verify no functional changes to tracking behavior - [x] Confirm progress bar displays correctly during tracking ## Screenshots _Progress bar will display during tracking operations showing real-time progress with frames/sec rate_ 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-authored-by: Claude <[email protected]>
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.claude/commands/coverage.md

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Command to run:
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```
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pytest -q --maxfail=1 --cov=sleap_nn --cov-branch tests/ && rm -f .coverage.* && python -m coverage annotate
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uv run pytest -q --maxfail=1 --cov --cov-branch && rm .coverage.* && uv run coverage annotate
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```
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The result will be the terminal output and the line-by-line coverage will be in files sitting next to each module with the file naming `{module_name.py},cover`.
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This generates a coverage annotation file next to each module with the name `{module_name.py},cover`, as well as a simple summary.
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If you are working on a PR, figure out which files were changed and look for coverage specifically in those. If you don't know which files to look for coverage in, use this:
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To get the final actionable summary, run this script:
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```
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git diff --name-only $(git merge-base origin/main HEAD) | jq -R . | jq -s .
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```
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uv run python scripts/cov_summary.py --only-pr-diff-lines
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```
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This will output one module per line with line number ranges for missing coverage. Importantly, it will filter it by diffs in the PR.
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Use this summary together with the corresponding `,cover` file to describe each miss to inform subsequent test development.

.claude/commands/pr-description.md

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@@ -2,6 +2,14 @@ Update PR description.
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Use the `gh` CLI to fetch the current PR description, then update it with a comprehensive description of the changes made in this PR.
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Command to fetch PR info:
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```
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gh pr view PR_NUMBER --json
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number,title,body,url,state,closingIssuesReferences
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```
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If there is an associated issue (linked in the PR metadata or mentioned in the PR description), then use the `gh` CLI to fetch that too to contextualize the work done in the PR.
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Include a summary, example usage (for enhancements), API changes, and other notes for future consideration (including reasoning behind design decisions).

.gitignore

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@@ -173,4 +173,7 @@ wandb/
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.serena/
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# macOS
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.DS_Store
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.DS_Store
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# Development scratch folder
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scratch/

sleap_nn/tracking/tracker.py

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@@ -9,6 +9,14 @@
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from datetime import datetime
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from loguru import logger
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import functools
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import rich
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from rich.progress import (
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Progress,
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BarColumn,
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TimeElapsedColumn,
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TimeRemainingColumn,
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MofNCompleteColumn,
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)
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import sleap_io as sio
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from sleap_nn.evaluation import compute_oks
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return lfs
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class RateColumn(rich.progress.ProgressColumn):
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"""Renders the progress rate."""
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def render(self, task: "Task") -> rich.progress.Text:
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"""Show progress rate."""
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speed = task.speed
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if speed is None:
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return rich.progress.Text("?", style="progress.data.speed")
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return rich.progress.Text(f"{speed:.1f} frames/s", style="progress.data.speed")
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def run_tracker(
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untracked_frames: List[sio.LabeledFrame],
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window_size: int = 5,
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tracking_pre_cull_to_target=tracking_pre_cull_to_target,
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tracking_pre_cull_iou_threshold=tracking_pre_cull_iou_threshold,
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)
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tracked_lfs = []
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for lf in untracked_frames:
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# prefer user instances over predicted instance
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instances = []
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if lf.has_user_instances:
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instances_to_track = lf.user_instances
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if lf.has_predicted_instances:
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instances = lf.predicted_instances
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else:
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instances_to_track = lf.predicted_instances
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instances.extend(
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tracker.track(
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untracked_instances=instances_to_track,
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frame_idx=lf.frame_idx,
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image=lf.image,
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)
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)
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tracked_lfs.append(
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sio.LabeledFrame(
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video=lf.video, frame_idx=lf.frame_idx, instances=instances
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)
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)
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try:
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with Progress(
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"{task.description}",
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BarColumn(),
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"[progress.percentage]{task.percentage:>3.0f}%",
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MofNCompleteColumn(),
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"ETA:",
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TimeRemainingColumn(),
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"Elapsed:",
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TimeElapsedColumn(),
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RateColumn(),
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auto_refresh=False,
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refresh_per_second=4,
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speed_estimate_period=5,
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) as progress:
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task = progress.add_task("Tracking...", total=len(untracked_frames))
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last_report = time()
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tracked_lfs = []
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for lf in untracked_frames:
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# prefer user instances over predicted instance
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instances = []
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if lf.has_user_instances:
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instances_to_track = lf.user_instances
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if lf.has_predicted_instances:
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instances = lf.predicted_instances
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else:
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instances_to_track = lf.predicted_instances
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instances.extend(
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tracker.track(
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untracked_instances=instances_to_track,
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frame_idx=lf.frame_idx,
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image=lf.image,
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)
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)
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tracked_lfs.append(
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sio.LabeledFrame(
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video=lf.video, frame_idx=lf.frame_idx, instances=instances
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)
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)
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progress.update(task, advance=1)
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if time() - last_report > 0.25:
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progress.refresh()
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last_report = time()
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except KeyboardInterrupt:
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logger.info("Tracking interrupted by user")
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raise KeyboardInterrupt
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if tracking_clean_instance_count > 0:
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logger.info("Post-processing: Culling instances...")
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tracked_lfs = cull_instances(
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tracked_lfs, tracking_clean_instance_count, tracking_clean_iou_threshold
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)
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if not post_connect_single_breaks:
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logger.info("Post-processing: Connecting single breaks...")
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tracked_lfs = connect_single_breaks(
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tracked_lfs, tracking_clean_instance_count
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)

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