apirrone
commited on
Commit
·
f337e6b
1
Parent(s):
bfa6ede
first test
Browse files- .gitattributes +1 -0
- pyproject.toml +4 -3
- reachy_mini_app_example/main.py +0 -28
- {reachy_mini_app_example → reachy_mini_red_light_green_light}/__init__.py +0 -0
- reachy_mini_red_light_green_light/main.py +210 -0
- reachy_mini_red_light_green_light/people_detector.py +45 -0
- reachy_mini_red_light_green_light/pose_landmarker_full.task +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.task filter=lfs diff=lfs merge=lfs -text
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pyproject.toml
CHANGED
@@ -4,15 +4,16 @@ build-backend = "setuptools.build_meta"
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[project]
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name = "
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version = "0.1.0"
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description = "
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readme = "README.md"
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requires-python = ">=3.8"
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# dependencies = ["reachy-mini"]
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dependencies = [
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"reachy-mini@git+https://github.com/pollen-robotics/reachy_mini",
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] # TODO open
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[project.entry-points."reachy_mini_apps"]
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[project]
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name = "reachy_mini_red_light_green_light"
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version = "0.1.0"
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description = "Red green light game for Reachy Mini"
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readme = "README.md"
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requires-python = ">=3.8"
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# dependencies = ["reachy-mini"]
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dependencies = [
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"reachy-mini@git+https://github.com/pollen-robotics/reachy_mini",
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"mediapipe",
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] # TODO open
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[project.entry-points."reachy_mini_apps"]
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reachy_mini_red_light_green_light = "reachy_mini_red_light_green_light.main:RedLightGreenLightApp"
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reachy_mini_app_example/main.py
DELETED
@@ -1,28 +0,0 @@
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-
import threading
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import time
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import numpy as np
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from reachy_mini import ReachyMiniApp
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from reachy_mini.reachy_mini import ReachyMini
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from scipy.spatial.transform import Rotation as R
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class ExampleApp(ReachyMiniApp):
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def run(self, reachy_mini: ReachyMini, stop_event: threading.Event):
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t0 = time.time()
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while not stop_event.is_set():
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pose = np.eye(4)
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pose[:3, 3][2] = 0.005 * np.sin(2 * np.pi * 0.3 * time.time() + np.pi)
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euler_rot = [
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0,
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0,
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0.5 * np.sin(2 * np.pi * 0.3 * time.time() + np.pi),
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]
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rot_mat = R.from_euler("xyz", euler_rot, degrees=False).as_matrix()
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pose[:3, :3] = rot_mat
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pose[:3, 3][2] += 0.01 * np.sin(2 * np.pi * 0.5 * time.time())
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antennas = np.array([1, 1]) * np.sin(2 * np.pi * 0.5 * time.time())
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reachy_mini.set_target(head=pose, antennas=antennas)
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time.sleep(0.02)
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{reachy_mini_app_example → reachy_mini_red_light_green_light}/__init__.py
RENAMED
File without changes
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reachy_mini_red_light_green_light/main.py
ADDED
@@ -0,0 +1,210 @@
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import threading
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import time
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import numpy as np
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from reachy_mini import ReachyMiniApp
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from reachy_mini.reachy_mini import ReachyMini
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from reachy_mini.io.cam_utils import find_camera
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from reachy_mini.utils import create_head_pose
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from people_detector import PeopleDetector
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import cv2
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from reachy_mini.reachy_mini import (
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SLEEP_HEAD_JOINT_POSITIONS,
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SLEEP_ANTENNAS_JOINT_POSITIONS,
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)
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class RedLightGreenLightApp(ReachyMiniApp):
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def run(self, reachy_mini: ReachyMini, stop_event: threading.Event):
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cap = find_camera()
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if cap is None:
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raise RuntimeError("No camera found. Please connect a camera.")
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# arbitrary 3 maximum people are tracked. Maybe make it a parameter?
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people_detector = PeopleDetector(
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model_path="pose_landmarker_full.task", max_poses=3
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)
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def sequence():
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time.sleep(1)
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sleep_head_joint_positions = SLEEP_HEAD_JOINT_POSITIONS.copy()
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sleep_head_joint_positions[0] = np.deg2rad(170)
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reachy_mini._goto_joint_positions(
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head_joint_positions=sleep_head_joint_positions,
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antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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duration=2.0,
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)
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time.sleep(1)
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sleep_1_time = np.random.rand() + 0.4 * 1.3
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sleep_2_time = np.random.rand() + 0.4 * 1.3
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sleep_3_time = np.random.rand() + 0.3 * 3.0
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print("1...")
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reachy_mini.play_sound("count.wav")
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sleep_head_joint_positions[0] = np.deg2rad(160)
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reachy_mini._goto_joint_positions(
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head_joint_positions=sleep_head_joint_positions,
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antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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duration=0.2,
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)
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sleep_head_joint_positions[0] = np.deg2rad(170)
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reachy_mini._goto_joint_positions(
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head_joint_positions=sleep_head_joint_positions,
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antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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duration=sleep_1_time,
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)
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print("2...")
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reachy_mini.play_sound("count.wav")
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sleep_head_joint_positions[0] = np.deg2rad(150)
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reachy_mini._goto_joint_positions(
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head_joint_positions=sleep_head_joint_positions,
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antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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duration=0.2,
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)
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sleep_head_joint_positions[0] = np.deg2rad(170)
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reachy_mini._goto_joint_positions(
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head_joint_positions=sleep_head_joint_positions,
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antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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duration=sleep_2_time,
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)
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print("3...")
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reachy_mini.play_sound("count.wav")
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sleep_head_joint_positions[0] = np.deg2rad(0)
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reachy_mini._goto_joint_positions(
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head_joint_positions=sleep_head_joint_positions,
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antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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duration=sleep_3_time,
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)
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# sleep_head_joint_positions[0] = np.deg2rad(170)
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# reachy_mini._goto_joint_positions(
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# head_joint_positions=sleep_head_joint_positions,
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# antennas_joint_positions=SLEEP_ANTENNAS_JOINT_POSITIONS,
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# duration=sleep_3_time,
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# )
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print("SOLEIL !!!")
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reachy_mini.play_sound("dance1.wav")
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reachy_mini.goto_target(np.eye(4), antennas=[0.0, 0.0], duration=0.5)
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+
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def scan():
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print("Scanning ...")
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time.sleep(0.5)
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t0 = time.time()
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scan_for = (
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np.random.rand() * 3 + 4
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) # Random scan duration between 4 and 7 seconds
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buffer = []
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moved = []
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reachy_mini.play_sound("confused1.wav")
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last_watched = time.time()
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while time.time() - t0 < scan_for:
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ret, frame = cap.read()
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if not ret:
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break
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# Look at a random player
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if len(buffer) > 0:
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if time.time() - last_watched >= (scan_for / (len(buffer) + 2)):
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print("LOOK")
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# TODO replace with reachy_mini.look_at_image
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selected_to_watch = np.random.randint(0, len(buffer))
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left_shoulder = buffer[selected_to_watch][-1][0]
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r_shoulder = buffer[selected_to_watch][-1][1]
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look_at_px = (
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(left_shoulder[0] + r_shoulder[0]) // 2,
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(left_shoulder[1] + r_shoulder[1]) // 2,
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)
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normalized_look_at = (
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((look_at_px[0] / frame.shape[1]) - 0.5) * 2,
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((look_at_px[1] / frame.shape[0]) - 0.5) * 2,
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) # Normalize to [-1, 1]
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yaw_range = [-80, 80]
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target_yaw = (
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normalized_look_at[0] * (yaw_range[1] - yaw_range[0]) / 2
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+ (yaw_range[1] + yaw_range[0]) / 2
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)
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pose = create_head_pose(
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yaw=-target_yaw,
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)
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reachy_mini.goto_target(
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head=pose, antennas=[0.5, 0.0], duration=0.3
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)
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last_watched = time.time()
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buffer = []
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moved = []
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135 |
+
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136 |
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frame, detected_people = people_detector.detect(frame)
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if len(detected_people) > 0:
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if len(detected_people) > len(buffer):
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for i in range(len(detected_people) - len(buffer)):
|
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# Initialize buffer with empty lists for new detected people
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buffer.append([])
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+
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if len(detected_people) > len(moved):
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for i in range(len(detected_people) - len(moved)):
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moved.append(0)
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+
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scores = np.zeros(len(buffer))
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for i, person in enumerate(detected_people):
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landmarks = person["landmarks"]
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buffer[i].append(landmarks)
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buffer[i] = buffer[i][-5:]
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152 |
+
if len(buffer[i]) >= 5: # if the buffer is full
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scores[i] = np.mean(np.std(buffer[i], axis=0))
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154 |
+
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for i in range(len(scores)):
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if scores[i] > 3.0:
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# If the score is high, mark the person as moving
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cv2.putText(
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frame,
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f"Person {i + 1} Moving",
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(10, 30 + i * 20),
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cv2.FONT_HERSHEY_SIMPLEX,
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0.5,
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(0, 0, 255),
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2,
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)
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moved[i] += 1
|
168 |
+
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169 |
+
stop = False
|
170 |
+
look_at_px = None
|
171 |
+
for i in range(len(moved)):
|
172 |
+
if moved[i] > 10:
|
173 |
+
stop = True
|
174 |
+
left_shoulder = buffer[i][-1][0]
|
175 |
+
r_shoulder = buffer[i][-1][1]
|
176 |
+
look_at_px = (
|
177 |
+
(left_shoulder[0] + r_shoulder[0]) // 2,
|
178 |
+
(left_shoulder[1] + r_shoulder[1]) // 2,
|
179 |
+
)
|
180 |
+
|
181 |
+
if stop:
|
182 |
+
print("STOP !!!")
|
183 |
+
normalized_look_at = (
|
184 |
+
((look_at_px[0] / frame.shape[1]) - 0.5) * 2,
|
185 |
+
((look_at_px[1] / frame.shape[0]) - 0.5) * 2,
|
186 |
+
) # Normalize to [-1, 1]
|
187 |
+
yaw_range = [-80, 80]
|
188 |
+
target_yaw = (
|
189 |
+
normalized_look_at[0] * (yaw_range[1] - yaw_range[0]) / 2
|
190 |
+
+ (yaw_range[1] + yaw_range[0]) / 2
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191 |
+
)
|
192 |
+
pose = create_head_pose(
|
193 |
+
yaw=-target_yaw,
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194 |
+
)
|
195 |
+
reachy_mini.goto_target(
|
196 |
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head=pose, antennas=[-0.5, 0.5], duration=1.0
|
197 |
+
)
|
198 |
+
reachy_mini.play_sound("impatient1.wav")
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199 |
+
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200 |
+
time.sleep(2)
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201 |
+
return
|
202 |
+
|
203 |
+
cv2.imshow("Pose Detection", frame)
|
204 |
+
cv2.waitKey(1)
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205 |
+
|
206 |
+
cv2.destroyAllWindows()
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207 |
+
|
208 |
+
while not stop_event.is_set():
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209 |
+
sequence()
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210 |
+
scan()
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reachy_mini_red_light_green_light/people_detector.py
ADDED
@@ -0,0 +1,45 @@
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import cv2
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2 |
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import mediapipe as mp
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3 |
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4 |
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UPPER_BODY_LANDMARKS = [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22]
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5 |
+
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6 |
+
|
7 |
+
class PeopleDetector:
|
8 |
+
def __init__(self, model_path="pose_landmarker_full.task", max_poses=5):
|
9 |
+
# Initialisation de MediaPipe Tasks
|
10 |
+
BaseOptions = mp.tasks.BaseOptions
|
11 |
+
PoseLandmarker = mp.tasks.vision.PoseLandmarker
|
12 |
+
PoseLandmarkerOptions = mp.tasks.vision.PoseLandmarkerOptions
|
13 |
+
VisionRunningMode = mp.tasks.vision.RunningMode
|
14 |
+
|
15 |
+
self.pose_landmarker = PoseLandmarker.create_from_options(
|
16 |
+
PoseLandmarkerOptions(
|
17 |
+
base_options=BaseOptions(model_asset_path=model_path),
|
18 |
+
running_mode=VisionRunningMode.IMAGE,
|
19 |
+
num_poses=max_poses,
|
20 |
+
)
|
21 |
+
)
|
22 |
+
|
23 |
+
def detect(self, frame, draw=True):
|
24 |
+
mp_image = mp.Image(
|
25 |
+
image_format=mp.ImageFormat.SRGB,
|
26 |
+
data=cv2.cvtColor(frame, cv2.COLOR_BGR2RGB),
|
27 |
+
)
|
28 |
+
result = self.pose_landmarker.detect(mp_image)
|
29 |
+
|
30 |
+
h, w, _ = frame.shape
|
31 |
+
detected_people = []
|
32 |
+
|
33 |
+
if result.pose_landmarks:
|
34 |
+
for person_landmarks in result.pose_landmarks:
|
35 |
+
person = {"landmarks": []}
|
36 |
+
for idx, lm in enumerate(person_landmarks):
|
37 |
+
if idx not in UPPER_BODY_LANDMARKS:
|
38 |
+
continue
|
39 |
+
cx, cy = int(lm.x * w), int(lm.y * h)
|
40 |
+
person["landmarks"].append((cx, cy))
|
41 |
+
if draw:
|
42 |
+
cv2.circle(frame, (cx, cy), 3, (0, 255, 0), -1)
|
43 |
+
detected_people.append(person)
|
44 |
+
|
45 |
+
return frame, detected_people
|
reachy_mini_red_light_green_light/pose_landmarker_full.task
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4eaa5eb7a98365221087693fcc286334cf0858e2eb6e15b506aa4a7ecdcec4ad
|
3 |
+
size 9398198
|