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Fix SkeletonBuilder initialization from GUI #3380
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -18,6 +18,7 @@ | |
| Licensed under GNU Lesser General Public License v3.0 | ||
| """ | ||
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| import logging | ||
| import os | ||
| import warnings | ||
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@@ -33,12 +34,23 @@ | |
| from deeplabcut.core.config import read_config_as_dict, write_config | ||
| from deeplabcut.generate_training_dataset.trainingsetmanipulation import drop_likelihood_columns | ||
|
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| logger = logging.getLogger(__name__) | ||
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| class SkeletonBuilder: | ||
| ### Usage parameters | ||
| lasso_select_size = 10 | ||
| clear_button_axes = [0.85, 0.55, 0.1, 0.1] | ||
| clear_button_text = "Clear" | ||
| export_button_axes = [0.85, 0.45, 0.1, 0.1] | ||
| export_button_text = "Save" | ||
| ampl = 1.3 # Amplification factor for the zoomed-in view of the animal | ||
|
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| def __init__(self, config_path): | ||
| self.config_path = config_path | ||
| self.cfg = read_config_as_dict(config_path) | ||
| # Find uncropped labeled data | ||
| self._ax = None | ||
| self.df = None | ||
| found = False | ||
| root = os.path.join(self.cfg["project_path"], "labeled-data") | ||
|
|
@@ -74,8 +86,9 @@ def __init__(self, config_path): | |
| self.inds = set() | ||
| self.segs = set() | ||
| # Draw the skeleton if already existent | ||
| if self.cfg["skeleton"]: | ||
| for bone in self.cfg["skeleton"]: | ||
| skeleton = self.cfg.get("skeleton", []) | ||
| if skeleton: | ||
| for bone in skeleton: | ||
| pair = np.flatnonzero(self.bpts.isin(bone)) | ||
| if len(pair) != 2: | ||
| continue | ||
|
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@@ -89,28 +102,27 @@ def __init__(self, config_path): | |
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| def build_ui(self): | ||
| self.fig = plt.figure() | ||
| ax = self.fig.add_subplot(111) | ||
| ax.axis("off") | ||
| self._ax = self.fig.add_subplot(111) | ||
| self._ax.axis("off") | ||
| lo = np.nanmin(self.xy, axis=0) | ||
| hi = np.nanmax(self.xy, axis=0) | ||
| center = (hi + lo) / 2 | ||
| w, h = hi - lo | ||
| ampl = 1.3 | ||
| w *= ampl | ||
| h *= ampl | ||
| ax.set_xlim(center[0] - w / 2, center[0] + w / 2) | ||
| ax.set_ylim(center[1] - h / 2, center[1] + h / 2) | ||
| ax.imshow(self.image) | ||
| ax.scatter(*self.xy.T, s=self.cfg["dotsize"] ** 2) | ||
| ax.add_collection(self.lines) | ||
| ax.invert_yaxis() | ||
|
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||
| self.lasso = LassoSelector(ax, onselect=self.on_select) | ||
| ax_clear = self.fig.add_axes([0.85, 0.55, 0.1, 0.1]) | ||
| ax_export = self.fig.add_axes([0.85, 0.45, 0.1, 0.1]) | ||
| self.clear_button = Button(ax_clear, "Clear") | ||
| w *= self.ampl | ||
| h *= self.ampl | ||
| self._ax.set_xlim(center[0] - w / 2, center[0] + w / 2) | ||
| self._ax.set_ylim(center[1] - h / 2, center[1] + h / 2) | ||
| self._ax.imshow(self.image) | ||
| self._ax.scatter(*self.xy.T, s=self.cfg["dotsize"] ** 2) | ||
| self._ax.add_collection(self.lines) | ||
| self._ax.invert_yaxis() | ||
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| self.lasso = LassoSelector(self._ax, onselect=self.on_select) | ||
| ax_clear = self.fig.add_axes(self.clear_button_axes) | ||
| ax_export = self.fig.add_axes(self.export_button_axes) | ||
| self.clear_button = Button(ax_clear, self.clear_button_text) | ||
| self.clear_button.on_clicked(self.clear) | ||
| self.export_button = Button(ax_export, "Export") | ||
| self.export_button = Button(ax_export, self.export_button_text) | ||
| self.export_button.on_clicked(self.export) | ||
| self.fig.canvas.mpl_connect("pick_event", self.on_pick) | ||
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@@ -145,17 +157,53 @@ def read_config(self, config_path): | |
| def write_config(self, config_path, cfg): | ||
| write_config(config_path, cfg) | ||
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| def export(self, *args): | ||
| inds_flat = set(ind for pair in self.inds for ind in pair) | ||
| unconnected = [i for i in range(len(self.xy)) if i not in inds_flat] | ||
| if len(unconnected): | ||
| warnings.warn( | ||
| "You didn't connect all the bodyparts (which is fine!). This is just a note to let you know.", | ||
| stacklevel=2, | ||
| ) | ||
| # sort to ensure consistent order in config.yaml | ||
| self.cfg["skeleton"] = [tuple(self.bpts[list(pair)]) for pair in sorted(self.inds)] | ||
| self.write_config(self.config_path, self.cfg) | ||
| def _show_export_feedback(self): | ||
| if not hasattr(self, "export_button"): | ||
| return | ||
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| button = self.export_button | ||
| canvas = self.fig.canvas | ||
|
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| original_text = button.label.get_text() | ||
| original_color = button.ax.get_facecolor() | ||
|
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| n_edges = len(self.cfg.get("skeleton") or []) | ||
| button.label.set_text(f"Saved {n_edges}") | ||
| button.ax.set_facecolor("#c8e6c9") # light green | ||
| canvas.draw_idle() | ||
|
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| def reset_button(): | ||
| button.label.set_text(original_text) | ||
| button.ax.set_facecolor(original_color) | ||
| canvas.draw_idle() | ||
| return False # stop Matplotlib timer | ||
|
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| timer = canvas.new_timer(interval=1200) | ||
| timer.add_callback(reset_button) | ||
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| # Keep a reference so the timer is not garbage-collected. | ||
| self._export_feedback_timer = timer | ||
| timer.start() | ||
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| def export(self, *args) -> bool: | ||
| try: | ||
| inds_flat = set(ind for pair in self.inds for ind in pair) | ||
| unconnected = [i for i in range(len(self.xy)) if i not in inds_flat] | ||
| # if empty, mention we are saving an empty skeleton | ||
| if not self.inds: | ||
| logger.warning("No bodyparts are connected. Saving an empty skeleton.") | ||
| elif len(unconnected): | ||
| logger.warning( | ||
| "Not all bodyparts are connected. Note that connecting all bodyparts is not necessary.", | ||
| ) | ||
|
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||
| # sort to ensure consistent order in config.yaml | ||
| self.cfg["skeleton"] = [tuple(self.bpts[list(pair)]) for pair in sorted(self.inds)] | ||
| self.write_config(self.config_path, self.cfg) | ||
| self._show_export_feedback() | ||
| return True | ||
| except Exception as e: | ||
| logger.warning(f"Failed to export skeleton: {e}", stacklevel=2) | ||
| return False | ||
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| def on_pick(self, event): | ||
| if event.mouseevent.button == 3: | ||
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@@ -169,16 +217,27 @@ def on_pick(self, event): | |
| self.fig.canvas.draw_idle() | ||
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| def on_select(self, verts): | ||
| # self.path = Path(verts) | ||
| # self.verts = verts | ||
| inds = self.tree.query_ball_point(verts, 5) | ||
| # Transform keypoints and lasso vertices from image/data coordinates | ||
| # into display coordinates. This makes the grab radius independent of | ||
| # the image resolution and current zoom level. | ||
| xy_display = self._ax.transData.transform(self.xy) | ||
| verts_display = self._ax.transData.transform(np.asarray(verts)) | ||
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| tree_display = KDTree(xy_display) | ||
| inds = tree_display.query_ball_point( | ||
| verts_display, | ||
| self.lasso_select_size, | ||
| ) | ||
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| inds_unique = [] | ||
| for lst in inds: | ||
| if len(lst) and lst[0] not in inds_unique: | ||
| inds_unique.append(lst[0]) | ||
|
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| for pair in zip(inds_unique, inds_unique[1:], strict=False): | ||
| pair_sorted = tuple(sorted(pair)) | ||
| self.inds.add(pair_sorted) | ||
| self.segs.add(tuple(map(tuple, self.xy[pair_sorted, :]))) | ||
| self.lines.set_segments(self.segs) | ||
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| self.lines.set_segments(list(self.segs)) | ||
| self.fig.canvas.draw_idle() | ||
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