| import argparse |
| from safetensors import safe_open |
| import numpy as np |
| import cv2 |
| import matplotlib.pyplot as plt |
| from pathlib import Path |
| from matplotlib.widgets import Slider |
| import tkinter as tk |
| from tkinter import ttk |
| from tkinter import messagebox |
| import glob |
| import os |
| from datetime import datetime |
| import time |
|
|
| def display_demo_data(safetensor_path, action_format="actions/gripper/base_frame_delta"): |
| """Display camera frames and action data from a safetensor file |
| |
| Args: |
| safetensor_path (str): Path to safetensor file |
| action_format (str): One of ["actions/gripper/base_frame_delta", |
| "actions/gripper/gripper_frame_delta", |
| "actions/joints/angles", |
| "actions/joints/velocities"] |
| """ |
| |
| with safe_open(safetensor_path, framework="numpy") as f: |
| |
| metadata = f.metadata() |
| task_name = metadata.get('task_name', 'Unknown Task') |
| |
| |
| keys = f.keys() |
| metadata = f.metadata() |
| print("\nDemo Details:") |
| print(f" Task Name: {metadata.get('task_name', 'N/A')}") |
| print(f" Trajectory ID: {metadata.get('trajectory_id', 'N/A')}") |
| print(f" Style ID: {metadata.get('style_id', 'N/A')}") |
| print("\nLoading data in safetensor...") |
| |
| for key in sorted(keys): |
| tensor = f.get_tensor(key) |
| print(f" {key:<50} {str(tensor.shape):<20}") |
| |
| action_data = f.get_tensor(action_format) |
| gripper = f.get_tensor("actions/gripper/command") |
| |
| |
| gripper_cam = f.get_tensor("images/Camera_robot0_eye_in_hand") |
| left_shoulder_cam = f.get_tensor("images/Camera_robot0_agentview_left") |
| right_shoulder_cam = f.get_tensor("images/Camera_robot0_agentview_right") |
| |
| num_frames = len(gripper_cam) |
| |
| |
| labels = { |
| "actions/gripper/base_frame_delta": ['Pos X', 'Pos Y', 'Pos Z', 'Rot X', 'Rot Y', 'Rot Z'], |
| "actions/gripper/gripper_frame_delta": ['Pos X', 'Pos Y', 'Pos Z', 'Rot X', 'Rot Y', 'Rot Z'], |
| "actions/joints/angles": [f'Joint {i}' for i in range(7)], |
| "actions/joints/velocities": [f'Vel {i}' for i in range(7)] |
| } |
| |
| |
| ylim_scales = { |
| "actions/gripper/base_frame_delta": 1.1, |
| "actions/gripper/gripper_frame_delta": 1.1, |
| "actions/joints/angles": 0.5, |
| "actions/joints/velocities": 2.0 |
| } |
| |
| |
| fig = plt.figure(figsize=(15, 10)) |
| file_name = os.path.basename(safetensor_path) |
| fig.canvas.manager.set_window_title(f"{task_name} - {file_name}") |
| |
| |
| plt.rcParams.update({ |
| 'font.size': 12, |
| 'axes.titlesize': 14, |
| 'axes.labelsize': 12, |
| 'xtick.labelsize': 11, |
| 'ytick.labelsize': 11, |
| }) |
| |
| |
| grid = plt.GridSpec(3, 3, |
| height_ratios=[3.5, 2.5, 0.5], |
| hspace=0.3, |
| wspace=0.1, |
| left=0.1, |
| right=0.9, |
| top=0.95, |
| bottom=0.1) |
| |
| |
| ax_gripper = fig.add_subplot(grid[0, 0]) |
| ax_left = fig.add_subplot(grid[0, 1]) |
| ax_right = fig.add_subplot(grid[0, 2]) |
| ax_action = fig.add_subplot(grid[1, :]) |
| slider_ax = fig.add_subplot(grid[2, :]) |
| |
| |
| colors = { |
| 'positive': '#FF9F1C', |
| 'negative': '#2EC4B6', |
| 'neutral': '#A0A0A0', |
| 'background': '#1E1E1E', |
| 'text': '#FFFFFF' |
| } |
| |
| fig.patch.set_facecolor(colors['background']) |
| |
| |
| for ax in [ax_gripper, ax_left, ax_right, ax_action, slider_ax]: |
| ax.set_facecolor(colors['background']) |
| ax.tick_params(colors=colors['text'], labelcolor=colors['text']) |
| ax.title.set_color(colors['text']) |
| |
|
|
| for ax in [ax_gripper, ax_left, ax_right]: |
| ax.set_xticks([]) |
| ax.set_yticks([]) |
| for spine in ax.spines.values(): |
| spine.set_linewidth(1) |
| |
| |
| ax_action.set_facecolor(colors['background']) |
| ax_action.axhline(y=0, color=colors['text'], linestyle='-', alpha=0.2) |
| ax_action.xaxis.label.set_color(colors['text']) |
| ax_action.yaxis.label.set_color(colors['text']) |
| for spine in ax_action.spines.values(): |
| spine.set_linewidth(1) |
| |
| |
| img_gripper = ax_gripper.imshow(gripper_cam[0]) |
| img_left = ax_left.imshow(left_shoulder_cam[0]) |
| img_right = ax_right.imshow(right_shoulder_cam[0]) |
| |
| |
| ax_gripper.set_title("Camera_robot0_eye_in_hand", fontsize=14, loc='left', color=colors['text']) |
| ax_left.set_title("Camera_robot0_agentview_left", fontsize=14, loc='left', color=colors['text']) |
| ax_right.set_title("Camera_robot0_agentview_right", fontsize=14, loc='left', color=colors['text']) |
| |
| |
| ax_action.set_title(f"{action_format}", pad=15, fontsize=14, loc='left', color=colors['text']) |
| |
| |
| info_text = ax_action.text(0.99, 1.0, "", |
| horizontalalignment='right', |
| transform=ax_action.transAxes, |
| color=colors['text'], |
| fontsize=14, |
| fontfamily='sans-serif') |
| |
| |
| current_labels = labels[action_format] |
| bars = ax_action.bar(current_labels, action_data[0]) |
| ax_action.set_facecolor(colors['background']) |
| |
| |
| max_val = max(abs(np.max(action_data)), abs(np.min(action_data))) |
| scale = ylim_scales.get(action_format, 1.1) |
| ax_action.set_ylim(-max_val*scale, max_val*scale) |
| ax_action.axhline(y=0, color='black', linestyle='-', alpha=0.2) |
| |
| |
| frame_slider = Slider( |
| ax=slider_ax, |
| label='Frame', |
| valmin=0, |
| valmax=num_frames-1, |
| valinit=0, |
| valstep=1, |
| color='lightgray', |
| initcolor='gray', |
| ) |
| |
| |
| frame_slider.vline.set_linewidth(60) |
| frame_slider.vline.set_color('darkgray') |
| |
| |
| frame_slider.label.set_color(colors['text']) |
| frame_slider.valtext.set_color(colors['text']) |
| slider_ax.tick_params(colors=colors['text'], labelcolor=colors['text']) |
| |
| |
| frame_slider.label.set_size(12) |
| frame_slider.valtext.set_size(12) |
| frame_slider.label.set_fontfamily('sans-serif') |
| frame_slider.valtext.set_fontfamily('sans-serif') |
| |
| def update(val): |
| frame_idx = int(val) |
| |
| |
| img_gripper.set_array(gripper_cam[frame_idx]) |
| img_left.set_array(left_shoulder_cam[frame_idx]) |
| img_right.set_array(right_shoulder_cam[frame_idx]) |
| |
| |
| frame_data = action_data[frame_idx] |
| gripper_data = gripper[frame_idx] |
| |
| |
| for i, (bar, val) in enumerate(zip(bars, frame_data)): |
| bar.set_height(val) |
| if action_format in ["joint_positions", "joint_velocities"]: |
| bar.set_color(colors['neutral']) |
| else: |
| if abs(val) < 1e-6: |
| bar.set_color(colors['neutral']) |
| elif val >= 0: |
| bar.set_color(colors['positive']) |
| else: |
| bar.set_color(colors['negative']) |
| |
| |
| if action_format in ["action_deltas", "actions_gripper_frame"]: |
| action_magnitude = np.linalg.norm(frame_data) |
| info_str = f"Gripper: {gripper_data[0]:.3f} (-1=open, 1=closed)" |
| else: |
| info_str = f"Gripper: {gripper_data[0]:.3f} (-1=open, 1=closed)" |
| info_text.set_text(info_str) |
| |
| |
| |
| |
| |
| fig.canvas.draw_idle() |
| |
| frame_slider.on_changed(update) |
| |
| |
| update(0) |
| |
| print("\nControls:") |
| print(" Use slider to navigate frames or spacebar to play") |
| print(" Close window to exit and choose a different file") |
| |
| |
| playing = False |
| window_closed = False |
|
|
| def play_animation(): |
| nonlocal playing, window_closed |
| import time |
| frame_interval = 1/60 |
| |
| while playing and not window_closed: |
| current_frame = int(frame_slider.val) |
| next_frame = (current_frame + 1) % num_frames |
| |
| try: |
| if window_closed or not plt.fignum_exists(fig.number): |
| playing = False |
| break |
| |
| frame_slider.set_val(next_frame) |
| fig.canvas.draw_idle() |
| fig.canvas.flush_events() |
| time.sleep(frame_interval) |
| |
| except Exception as e: |
| playing = False |
| break |
|
|
| def toggle_play(event): |
| if event.key == ' ': |
| nonlocal playing |
| if not window_closed: |
| playing = not playing |
| if playing: |
| play_animation() |
|
|
| def on_close(event): |
| nonlocal window_closed, playing |
| window_closed = True |
| playing = False |
| |
| try: |
| fig.canvas.stop_event_loop() |
| except: |
| pass |
| |
| plt.close('all') |
|
|
| |
| fig.canvas.mpl_connect('close_event', on_close) |
| fig.canvas.mpl_connect('key_press_event', toggle_play) |
|
|
| try: |
| plt.show(block=False) |
| |
| import time |
| check_interval = 0.1 |
| |
| |
| while not window_closed and plt.fignum_exists(fig.number): |
| try: |
| time.sleep(check_interval) |
| if not playing: |
| fig.canvas.flush_events() |
| if window_closed or not plt.fignum_exists(fig.number): |
| break |
| except (KeyboardInterrupt, SystemExit): |
| window_closed = True |
| break |
| |
| finally: |
| playing = False |
| plt.close('all') |
| del frame_slider |
| del action_data, gripper |
|
|
| def select_safetensor(directory, action_format="actions/gripper/base_frame_delta"): |
| """Create a window for selecting safetensor files""" |
| root = tk.Tk() |
| root.title("Select File") |
| root.geometry("1000x800") |
| |
| |
| frame = ttk.Frame(root) |
| frame.pack(pady=10, padx=10, fill=tk.BOTH, expand=True) |
| |
| |
| ttk.Label(frame, text="Double-click to view a file:", |
| font=('Arial', 14)).pack(anchor='w', pady=(0, 10)) |
| |
| |
| tree = ttk.Treeview(frame, columns=(), show="tree") |
| |
| |
| style = ttk.Style() |
| style.configure("Treeview", rowheight=30, font=('Arial', 20)) |
| style.configure("Treeview.Heading", font=('Arial', 20, 'bold')) |
| |
| |
| scrollbar = ttk.Scrollbar(frame, orient=tk.VERTICAL, command=tree.yview) |
| tree.configure(yscrollcommand=scrollbar.set) |
| |
| |
| tree.pack(side=tk.LEFT, fill=tk.BOTH, expand=True) |
| scrollbar.pack(side=tk.RIGHT, fill=tk.Y) |
| |
| |
| safetensor_files = glob.glob(os.path.join(directory, "**/*.safetensors"), recursive=True) |
| for filepath in sorted(safetensor_files, key=lambda x: os.path.basename(x).lower()): |
| |
| tree.insert("", tk.END, text=os.path.basename(filepath), tags=(filepath,)) |
| |
| def on_double_click(event): |
| item = tree.selection()[0] |
| filepath = tree.item(item)["tags"][0] |
| root.withdraw() |
| |
| try: |
| display_demo_data(filepath, action_format) |
| except Exception as e: |
| messagebox.showerror("Error", f"Failed to load safetensor: {str(e)}") |
| finally: |
| try: |
| root.deiconify() |
| root.lift() |
| root.update() |
| root.mainloop() |
| except tk.TclError: |
| select_safetensor(directory, action_format) |
| |
| tree.bind("<Double-1>", on_double_click) |
| |
| |
| exit_button = ttk.Button(root, text="Exit", command=root.destroy, style='TButton') |
| exit_button.pack(pady=10) |
| |
| |
| root.mainloop() |
|
|
| def main(): |
| parser = argparse.ArgumentParser(description="View safetensor demonstration files") |
| parser.add_argument("--dir", type=str, required=True, |
| help="Directory containing safetensor files") |
| parser.add_argument("--action_format", type=str, |
| default="actions/gripper/base_frame_delta", |
| choices=["actions/gripper/base_frame_delta", |
| "actions/gripper/gripper_frame_delta", |
| "actions/gripper/command", |
| "actions/joints/angles", |
| "actions/joints/velocities"], |
| help="Which action format to display") |
| |
| args = parser.parse_args() |
| |
| if not os.path.isdir(args.dir): |
| print(f"Error: {args.dir} is not a directory") |
| return |
| |
| |
| select_safetensor(args.dir, args.action_format) |
|
|
| if __name__ == "__main__": |
| main() |
|
|