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"https://github.com/rubenvandeven/bytetrack-pip" } jsonlines = "^4.0.0" tensorboardx = "^2.6.2.2" shapely = "^1" +baumer-neoapi = {path = "../../Downloads/Baumer_neoAPI_1.4.1_lin_x86_64_python/wheel/baumer_neoapi-1.4.1-cp34.cp35.cp36.cp37.cp38.cp39.cp310.cp311.cp312-none-linux_x86_64.whl"} +qrcode = "^8.0" [build-system] requires = ["poetry-core"] diff --git a/trap/base.py b/trap/base.py new file mode 100644 index 0000000..710d863 --- /dev/null +++ b/trap/base.py @@ -0,0 +1,404 @@ +from __future__ import annotations + +from ast import List +from enum import IntFlag +from itertools import cycle +import json +import logging +from pathlib import Path +import time +from typing import Iterable, Optional +import cv2 +from dataclasses import dataclass, field + +import numpy as np +from deep_sort_realtime.deep_sort.track import Track as DeepsortTrack +from deep_sort_realtime.deep_sort.track import TrackState as DeepsortTrackState +from bytetracker.byte_tracker import STrack as ByteTrackTrack +from bytetracker.basetrack import TrackState as ByteTrackTrackState +import pandas as pd + +from trap.utils import get_bins, inv_lerp, lerp +from trajectron.environment import Environment, Node, Scene +from urllib.parse import urlparse + +logger = logging.getLogger('trap.base') + +class UrlOrPath(): + def __init__(self, string): + self.url = urlparse(str(string)) + + def __str__(self) -> str: + return self.url.geturl() + + def is_url(self) -> bool: + return len(self.url.netloc) > 0 + + def path(self) -> Path: + if self.is_url(): + return Path(self.url.path) + return Path(self.url.geturl()) # can include scheme, such as C:/ + +class Space(IntFlag): + Image = 1 # As detected in the image + Undistorted = 2 # After applying lense undistortiion + World = 4 # After lens undistort and homography + Render = 8 # View space of renderer + + +@dataclass +class Position: + x: float + y: float + conf: float + state: DetectionState + frame_nr: int + det_class: str + + + +class DetectionState(IntFlag): + Tentative = 1 # state before n_init (see DeepsortTrack) + Confirmed = 2 # after tentative + Lost = 4 # lost when DeepsortTrack.time_since_update > 0 but not Deleted + Interpolated = 8 # A position estimated through interpolation of adjecent detections + + @classmethod + def from_deepsort_track(cls, track: DeepsortTrack): + if track.state == DeepsortTrackState.Tentative: + return cls.Tentative + if track.state == DeepsortTrackState.Confirmed: + if track.time_since_update > 0: + return cls.Lost + return cls.Confirmed + raise RuntimeError("Should not run into Deleted entries here") + + @classmethod + def from_bytetrack_track(cls, track: ByteTrackTrack): + if track.state == ByteTrackTrackState.New: + return cls.Tentative + if track.state == ByteTrackTrackState.Lost: + return cls.Lost + # if track.time_since_update > 0: + if track.state == ByteTrackTrackState.Tracked: + return cls.Confirmed + raise RuntimeError("Should not run into Deleted entries here") + + + +def H_from_path(path: Path): + if path.suffix == '.json': + with path.open('r') as fp: + H = np.array(json.load(fp)) + else: + H = np.loadtxt(path, delimiter=',') + return H + +@dataclass +class Camera: + mtx: cv2.Mat + dist: cv2.Mat + w: float + h: float + H: cv2.Mat # homography + + newcameramtx: cv2.Mat = field(init=False) + roi: cv2.typing.Rect = field(init=False) + fps: float + + def __post_init__(self): + self.newcameramtx, self.roi = cv2.getOptimalNewCameraMatrix(self.mtx, self.dist, (self.w,self.h), 1, (self.w,self.h)) + + @classmethod + def from_calibfile(cls, calibration_path, H, fps): + with calibration_path.open('r') as fp: + data = json.load(fp) + # print(data) + # print(data['camera_matrix']) + # camera = { + # 'camera_matrix': np.array(data['camera_matrix']), + # 'dist_coeff': np.array(data['dist_coeff']), + # } + return cls( + np.array(data['camera_matrix']), + np.array(data['dist_coeff']), + data['dim']['width'], + data['dim']['height'], + H, fps) + + @classmethod + def from_paths(cls, calibration_path, h_path, fps): + H = H_from_path(h_path) + return cls.from_calibfile(calibration_path, H, fps) + + # def __init__(self, mtx, dist, w, h, H): + # self.mtx = mtx + # self.dist = dist + # self.w = w + # self.h = h + # self.newcameramtx, self.roi = cv2.getOptimalNewCameraMatrix(mtx, dist, (w,h), 1, (w,h)) + # self.H = H # homography + + +@dataclass +class Detection: + track_id: str # deepsort track id association + l: int # left - image space + t: int # top - image space + w: int # width - image space + h: int # height - image space + conf: float # object detector probablity + state: DetectionState + frame_nr: int + det_class: str + + def get_foot_coords(self) -> list[float, float]: + return [self.l + 0.5 * self.w, self.t+self.h] + + @classmethod + def from_deepsort(cls, dstrack: DeepsortTrack, frame_nr: int): + return cls(dstrack.track_id, *dstrack.to_ltwh(), dstrack.det_conf, DetectionState.from_deepsort_track(dstrack), frame_nr, dstrack.det_class) + + + @classmethod + def from_bytetrack(cls, bstrack: ByteTrackTrack, frame_nr: int): + return cls(bstrack.track_id, *bstrack.tlwh, bstrack.score, DetectionState.from_bytetrack_track(bstrack), frame_nr, bstrack.cls) + + def get_scaled(self, scale: float = 1): + if scale == 1: + return self + + return Detection( + self.track_id, + self.l*scale, + self.t*scale, + self.w*scale, + self.h*scale, + self.conf, + self.state, + self.frame_nr, + self.det_class) + + def to_ltwh(self): + return (int(self.l), int(self.t), int(self.w), int(self.h)) + + def to_ltrb(self): + return (int(self.l), int(self.t), int(self.l+self.w), int(self.t+self.h)) + + +@dataclass +class Track: + """A bit of an haphazardous wrapper around the 'real' tracker to provide + a history, with which the predictor can work, as we then can deduce velocity + and acceleration. + """ + track_id: str = None + history: List[Detection] = field(default_factory=list) + predictor_history: Optional[list] = None # in image space + predictions: Optional[list] = None + fps: int = 12 # TODO)) convert this to camera? That way, incorporates H and dist, alternatively, each track is as a whole attached to a space + source: Optional[int] = None # to keep track of processed tracks + + def get_projected_history(self, H: Optional[cv2.Mat] = None, camera: Optional[Camera]= None) -> np.array: + foot_coordinates = [d.get_foot_coords() for d in self.history] + # TODO)) Undistort points before perspective transform + if len(foot_coordinates): + if camera: + coords = cv2.undistortPoints(np.array([foot_coordinates]).astype('float32'), camera.mtx, camera.dist, None, camera.newcameramtx) + coords = cv2.perspectiveTransform(np.array(coords),camera.H) + return coords.reshape((coords.shape[0],2)) + else: + coords = cv2.perspectiveTransform(np.array([foot_coordinates]),H) + return coords[0] + return np.array([]) + + def get_projected_history_as_dict(self, H, camera: Optional[Camera]= None) -> dict: + coords = self.get_projected_history(H, camera) + return [{"x":c[0], "y":c[1]} for c in coords] + + def get_with_interpolated_history(self) -> Track: + # new_history = [Detection(d.track_id, l, t, w, h, d.conf, d.state, d.frame_nr, d.det_class) for l, t, w, h, d in zip(ls,ts,ws,hs, track.history)] + # new_track = Track(track.track_id, new_history, track.predictor_history, track.predictions) + new_history = [] + for j in range(len(self.history)): + a = self.history[j] + new_history.append(Detection(a.track_id, a.l, a.t, a.w, a.h, a.conf, a.state, a.frame_nr, a.det_class)) + + if j+1 >= len(self.history): + break + + b = self.history[j+1] + gap = b.frame_nr - a.frame_nr + if gap < 1: + logger.error(f"WARNING, gap between frames {a.frame_nr} -> {b.frame_nr} is negative?") + if gap > 1: + for g in range(1, gap): + l = lerp(a.l, b.l, g/gap) + t = lerp(a.t, b.t, g/gap) + w = lerp(a.w, b.w, g/gap) + h = lerp(a.h, b.h, g/gap) + conf = 0 + state = DetectionState.Lost + frame_nr = a.frame_nr + g + new_history.append(Detection(a.track_id, l, t, w, h, conf, state, frame_nr, a.det_class)) + + return Track( + self.track_id, + new_history, + self.predictor_history, + self.predictions, + self.fps) + + def is_complete(self): + diffs = [(b.frame_nr - a.frame_nr) for a,b in zip(self.history[:-1], self.history[1:])] + return any([d != 1 for d in diffs]) + + + def get_sampled(self, step_size = 1, offset=0): + if not self.is_complete(): + t = self.get_with_interpolated_history() + else: + t = self + + return Track( + t.track_id, + t.history[offset::step_size], + t.predictor_history, + t.predictions, + t.fps/step_size) + + def get_binned(self, bin_size, camera: Camera, bin_start=True): + """ + For an experiment: what if we predict using only concrete positions, by mapping + dx,dy to a grid. Thus prediction can be for 8 moves, or rather headings + see ~/notes/attachments example svg + """ + + history = self.get_projected_history_as_dict(H=None, camera=camera) + + def round_to_grid_precision(x): + factor = 1/bin_size + return round(x * factor) / factor + + new_history: List[dict] = [] + for i, (det0, det1) in enumerate(zip(history[:-1], history[1:])): + if i == 0: + new_history.append({ + 'x': round_to_grid_precision(det0['x']), + 'y': round_to_grid_precision(det0['y']) + } if bin_start else det0) + continue + if abs(det1['x'] - new_history[-1]['x']) < bin_size and abs(det1['y'] - new_history[-1]['y']) < bin_size: + continue + + # det1 falls outside of the box [-bin_size:+bin_size] around last detection + + # 1. Interpolate exact point between det0 and det1 that this happens + if abs(det1['x'] - new_history[-1]['x']) >= bin_size: + if det1['x'] - new_history[-1]['x'] >= bin_size: + # det1 left of last + x = new_history[-1]['x'] + bin_size + f = inv_lerp(det0['x'], det1['x'], x) + elif new_history[-1]['x'] - det1['x'] >= bin_size: + # det1 left of last + x = new_history[-1]['x'] - bin_size + f = inv_lerp(det0['x'], det1['x'], x) + y = lerp(det0['y'], det1['y'], f) + if abs(det1['y'] - new_history[-1]['y']) >= bin_size: + if det1['y'] - new_history[-1]['y'] >= bin_size: + # det1 left of last + y = new_history[-1]['y'] + bin_size + f = inv_lerp(det0['y'], det1['y'], y) + elif new_history[-1]['y'] - det1['y'] >= bin_size: + # det1 left of last + y = new_history[-1]['y'] - bin_size + f = inv_lerp(det0['y'], det1['y'], y) + x = lerp(det0['x'], det1['x'], f) + + + # 2. Find closest point on rectangle (rectangle's four corners, or 4 midpoints) + points = get_bins(bin_size) + points = [[new_history[-1]['x']+p[0], new_history[-1]['y'] + p[1]] for p in points] + + distances = [np.linalg.norm([p[0] - x, p[1]-y]) for p in points] + closest = np.argmin(distances) + + point = points[closest] + + new_history.append({'x': point[0], 'y':point[1]}) + # todo Offsets to points:[ history for in points] + return new_history + + + def to_trajectron_node(self, camera: Camera, env: Environment) -> Node: + positions = self.get_projected_history(None, camera) + velocity = np.gradient(positions, 1/self.fps, axis=0) + acceleration = np.gradient(velocity, 1/self.fps, axis=0) + + new_first_idx = self.history[0].frame_nr + + data_columns = pd.MultiIndex.from_product([['position', 'velocity', 'acceleration'], ['x', 'y']]) + + + # vx = derivative_of(x, scene.dt) + # vy = derivative_of(y, scene.dt) + # ax = derivative_of(vx, scene.dt) + # ay = derivative_of(vy, scene.dt) + + data_dict = { + ('position', 'x'): positions[:,0], + ('position', 'y'): positions[:,1], + ('velocity', 'x'): velocity[:,0], + ('velocity', 'y'): velocity[:,1], + ('acceleration', 'x'): acceleration[:,0], + ('acceleration', 'y'): acceleration[:,1] + } + + node_data = pd.DataFrame(data_dict, columns=data_columns) + + return Node(node_type=env.NodeType.PEDESTRIAN, node_id=self.track_id, data=node_data, first_timestep=new_first_idx) + +@dataclass +class Frame: + index: int + img: np.array + time: float= field(default_factory=lambda: time.time()) + tracks: Optional[dict[str, Track]] = None + H: Optional[np.array] = None + camera: Optional[Camera] = None + maps: Optional[List[cv2.Mat]] = None + + def aslist(self) -> List[dict]: + return { t.track_id: + { + 'id': t.track_id, + 'history': t.get_projected_history(self.H).tolist(), + 'det_conf': t.history[-1].conf, + # 'det_conf': trajectory_data[node.id]['det_conf'], + # 'bbox': trajectory_data[node.id]['bbox'], + # 'history': history.tolist(), + 'predictions': t.predictions + } for t in self.tracks.values() + } + + def without_img(self): + return Frame(self.index, None, self.time, self.tracks, self.H, self.camera, self.maps) + +def video_src_from_config(config) -> Iterable[UrlOrPath]: + if config.video_loop: + video_srcs: Iterable[UrlOrPath] = cycle(config.video_src) + else: + video_srcs: Iterable[UrlOrPath] = config.video_src + return video_srcs + + +@dataclass +class Trajectory: + # TODO)) Replace history and predictions in Track with Trajectory + space: Space + fps: int = 12 + points: List[Detection] = field(default_factory=list) + + def __iter__(self): + for d in self.points: + yield d \ No newline at end of file diff --git a/trap/frame_emitter.py b/trap/frame_emitter.py index 4c722d4..f214b53 100644 --- a/trap/frame_emitter.py +++ b/trap/frame_emitter.py @@ -25,8 +25,10 @@ from bytetracker.basetrack import TrackState as ByteTrackTrackState from trajectron.environment import Environment, Node, Scene from urllib.parse import urlparse +from trap.base import * from trap.utils import get_bins from trap.utils import inv_lerp, lerp +from trap.video_sources import get_video_source logger = logging.getLogger('trap.frame_emitter') @@ -56,380 +58,8 @@ class DataclassJSONEncoder(json.JSONEncoder): return super().default(o) -class UrlOrPath(): - def __init__(self, string): - self.url = urlparse(str(string)) - - def __str__(self) -> str: - return self.url.geturl() - - def is_url(self) -> bool: - return len(self.url.netloc) > 0 - - def path(self) -> Path: - if self.is_url(): - return Path(self.url.path) - return Path(self.url.geturl()) # can include scheme, such as C:/ - -class Space(IntFlag): - Image = 1 # As detected in the image - Undistorted = 2 # After applying lense undistortiion - World = 4 # After lens undistort and homography - Render = 8 # View space of renderer - -class DetectionState(IntFlag): - Tentative = 1 # state before n_init (see DeepsortTrack) - Confirmed = 2 # after tentative - Lost = 4 # lost when DeepsortTrack.time_since_update > 0 but not Deleted - Interpolated = 8 # A position estimated through interpolation of adjecent detections - - @classmethod - def from_deepsort_track(cls, track: DeepsortTrack): - if track.state == DeepsortTrackState.Tentative: - return cls.Tentative - if track.state == DeepsortTrackState.Confirmed: - if track.time_since_update > 0: - return cls.Lost - return cls.Confirmed - raise RuntimeError("Should not run into Deleted entries here") - - @classmethod - def from_bytetrack_track(cls, track: ByteTrackTrack): - if track.state == ByteTrackTrackState.New: - return cls.Tentative - if track.state == ByteTrackTrackState.Lost: - return cls.Lost - # if track.time_since_update > 0: - if track.state == ByteTrackTrackState.Tracked: - return cls.Confirmed - raise RuntimeError("Should not run into Deleted entries here") - -def H_from_path(path: Path): - if path.suffix == '.json': - with path.open('r') as fp: - H = np.array(json.load(fp)) - else: - H = np.loadtxt(path, delimiter=',') - return H - -@dataclass -class Camera: - mtx: cv2.Mat - dist: cv2.Mat - w: float - h: float - H: cv2.Mat # homography - - newcameramtx: cv2.Mat = field(init=False) - roi: cv2.typing.Rect = field(init=False) - fps: float - - def __post_init__(self): - self.newcameramtx, self.roi = cv2.getOptimalNewCameraMatrix(self.mtx, self.dist, (self.w,self.h), 1, (self.w,self.h)) - - @classmethod - def from_calibfile(cls, calibration_path, H, fps): - with calibration_path.open('r') as fp: - data = json.load(fp) - # print(data) - # print(data['camera_matrix']) - # camera = { - # 'camera_matrix': np.array(data['camera_matrix']), - # 'dist_coeff': np.array(data['dist_coeff']), - # } - return cls( - np.array(data['camera_matrix']), - np.array(data['dist_coeff']), - data['dim']['width'], - data['dim']['height'], - H, fps) - - @classmethod - def from_paths(cls, calibration_path, h_path, fps): - H = H_from_path(h_path) - return cls.from_calibfile(calibration_path, H, fps) - - # def __init__(self, mtx, dist, w, h, H): - # self.mtx = mtx - # self.dist = dist - # self.w = w - # self.h = h - # self.newcameramtx, self.roi = cv2.getOptimalNewCameraMatrix(mtx, dist, (w,h), 1, (w,h)) - # self.H = H # homography - -@dataclass -class Position: - x: float - y: float - conf: float - state: DetectionState - frame_nr: int - det_class: str - -@dataclass -class Detection: - track_id: str # deepsort track id association - l: int # left - image space - t: int # top - image space - w: int # width - image space - h: int # height - image space - conf: float # object detector probablity - state: DetectionState - frame_nr: int - det_class: str - - def get_foot_coords(self) -> list[float, float]: - return [self.l + 0.5 * self.w, self.t+self.h] - - @classmethod - def from_deepsort(cls, dstrack: DeepsortTrack, frame_nr: int): - return cls(dstrack.track_id, *dstrack.to_ltwh(), dstrack.det_conf, DetectionState.from_deepsort_track(dstrack), frame_nr, dstrack.det_class) - - - @classmethod - def from_bytetrack(cls, bstrack: ByteTrackTrack, frame_nr: int): - return cls(bstrack.track_id, *bstrack.tlwh, bstrack.score, DetectionState.from_bytetrack_track(bstrack), frame_nr, bstrack.cls) - - def get_scaled(self, scale: float = 1): - if scale == 1: - return self - - return Detection( - self.track_id, - self.l*scale, - self.t*scale, - self.w*scale, - self.h*scale, - self.conf, - self.state, - self.frame_nr, - self.det_class) - - def to_ltwh(self): - return (int(self.l), int(self.t), int(self.w), int(self.h)) - - def to_ltrb(self): - return (int(self.l), int(self.t), int(self.l+self.w), int(self.t+self.h)) - -@dataclass -class Trajectory: - # TODO)) Replace history and predictions in Track with Trajectory - space: Space - fps: int = 12 - points: List[Detection] = field(default_factory=list) - - def __iter__(self): - for d in self.points: - yield d - - -@dataclass -class Track: - """A bit of an haphazardous wrapper around the 'real' tracker to provide - a history, with which the predictor can work, as we then can deduce velocity - and acceleration. - """ - track_id: str = None - history: List[Detection] = field(default_factory=list) - predictor_history: Optional[list] = None # in image space - predictions: Optional[list] = None - fps: int = 12 # TODO)) convert this to camera? That way, incorporates H and dist, alternatively, each track is as a whole attached to a space - source: Optional[int] = None # to keep track of processed tracks - - def get_projected_history(self, H: Optional[cv2.Mat] = None, camera: Optional[Camera]= None) -> np.array: - foot_coordinates = [d.get_foot_coords() for d in self.history] - # TODO)) Undistort points before perspective transform - if len(foot_coordinates): - if camera: - coords = cv2.undistortPoints(np.array([foot_coordinates]).astype('float32'), camera.mtx, camera.dist, None, camera.newcameramtx) - coords = cv2.perspectiveTransform(np.array(coords),camera.H) - return coords.reshape((coords.shape[0],2)) - else: - coords = cv2.perspectiveTransform(np.array([foot_coordinates]),H) - return coords[0] - return np.array([]) - - def get_projected_history_as_dict(self, H, camera: Optional[Camera]= None) -> dict: - coords = self.get_projected_history(H, camera) - return [{"x":c[0], "y":c[1]} for c in coords] - - def get_with_interpolated_history(self) -> Track: - # new_history = [Detection(d.track_id, l, t, w, h, d.conf, d.state, d.frame_nr, d.det_class) for l, t, w, h, d in zip(ls,ts,ws,hs, track.history)] - # new_track = Track(track.track_id, new_history, track.predictor_history, track.predictions) - new_history = [] - for j in range(len(self.history)): - a = self.history[j] - new_history.append(Detection(a.track_id, a.l, a.t, a.w, a.h, a.conf, a.state, a.frame_nr, a.det_class)) - - if j+1 >= len(self.history): - break - - b = self.history[j+1] - gap = b.frame_nr - a.frame_nr - if gap < 1: - logger.error(f"WARNING, gap between frames {a.frame_nr} -> {b.frame_nr} is negative?") - if gap > 1: - for g in range(1, gap): - l = lerp(a.l, b.l, g/gap) - t = lerp(a.t, b.t, g/gap) - w = lerp(a.w, b.w, g/gap) - h = lerp(a.h, b.h, g/gap) - conf = 0 - state = DetectionState.Lost - frame_nr = a.frame_nr + g - new_history.append(Detection(a.track_id, l, t, w, h, conf, state, frame_nr, a.det_class)) - - return Track( - self.track_id, - new_history, - self.predictor_history, - self.predictions, - self.fps) - - def is_complete(self): - diffs = [(b.frame_nr - a.frame_nr) for a,b in zip(self.history[:-1], self.history[1:])] - return any([d != 1 for d in diffs]) - def get_sampled(self, step_size = 1, offset=0): - if not self.is_complete(): - t = self.get_with_interpolated_history() - else: - t = self - - return Track( - t.track_id, - t.history[offset::step_size], - t.predictor_history, - t.predictions, - t.fps/step_size) - - def get_binned(self, bin_size, camera: Camera, bin_start=True): - """ - For an experiment: what if we predict using only concrete positions, by mapping - dx,dy to a grid. Thus prediction can be for 8 moves, or rather headings - see ~/notes/attachments example svg - """ - - history = self.get_projected_history_as_dict(H=None, camera=camera) - - def round_to_grid_precision(x): - factor = 1/bin_size - return round(x * factor) / factor - - new_history: List[dict] = [] - for i, (det0, det1) in enumerate(zip(history[:-1], history[1:])): - if i == 0: - new_history.append({ - 'x': round_to_grid_precision(det0['x']), - 'y': round_to_grid_precision(det0['y']) - } if bin_start else det0) - continue - if abs(det1['x'] - new_history[-1]['x']) < bin_size and abs(det1['y'] - new_history[-1]['y']) < bin_size: - continue - - # det1 falls outside of the box [-bin_size:+bin_size] around last detection - - # 1. Interpolate exact point between det0 and det1 that this happens - if abs(det1['x'] - new_history[-1]['x']) >= bin_size: - if det1['x'] - new_history[-1]['x'] >= bin_size: - # det1 left of last - x = new_history[-1]['x'] + bin_size - f = inv_lerp(det0['x'], det1['x'], x) - elif new_history[-1]['x'] - det1['x'] >= bin_size: - # det1 left of last - x = new_history[-1]['x'] - bin_size - f = inv_lerp(det0['x'], det1['x'], x) - y = lerp(det0['y'], det1['y'], f) - if abs(det1['y'] - new_history[-1]['y']) >= bin_size: - if det1['y'] - new_history[-1]['y'] >= bin_size: - # det1 left of last - y = new_history[-1]['y'] + bin_size - f = inv_lerp(det0['y'], det1['y'], y) - elif new_history[-1]['y'] - det1['y'] >= bin_size: - # det1 left of last - y = new_history[-1]['y'] - bin_size - f = inv_lerp(det0['y'], det1['y'], y) - x = lerp(det0['x'], det1['x'], f) - - - # 2. Find closest point on rectangle (rectangle's four corners, or 4 midpoints) - points = get_bins(bin_size) - points = [[new_history[-1]['x']+p[0], new_history[-1]['y'] + p[1]] for p in points] - - distances = [np.linalg.norm([p[0] - x, p[1]-y]) for p in points] - closest = np.argmin(distances) - - point = points[closest] - - new_history.append({'x': point[0], 'y':point[1]}) - # todo Offsets to points:[ history for in points] - return new_history - - - def to_trajectron_node(self, camera: Camera, env: Environment) -> Node: - positions = self.get_projected_history(None, camera) - velocity = np.gradient(positions, 1/self.fps, axis=0) - acceleration = np.gradient(velocity, 1/self.fps, axis=0) - - new_first_idx = self.history[0].frame_nr - - data_columns = pd.MultiIndex.from_product([['position', 'velocity', 'acceleration'], ['x', 'y']]) - - - # vx = derivative_of(x, scene.dt) - # vy = derivative_of(y, scene.dt) - # ax = derivative_of(vx, scene.dt) - # ay = derivative_of(vy, scene.dt) - - data_dict = { - ('position', 'x'): positions[:,0], - ('position', 'y'): positions[:,1], - ('velocity', 'x'): velocity[:,0], - ('velocity', 'y'): velocity[:,1], - ('acceleration', 'x'): acceleration[:,0], - ('acceleration', 'y'): acceleration[:,1] - } - - node_data = pd.DataFrame(data_dict, columns=data_columns) - - return Node(node_type=env.NodeType.PEDESTRIAN, node_id=self.track_id, data=node_data, first_timestep=new_first_idx) - - - - -@dataclass -class Frame: - index: int - img: np.array - time: float= field(default_factory=lambda: time.time()) - tracks: Optional[dict[str, Track]] = None - H: Optional[np.array] = None - camera: Optional[Camera] = None - maps: Optional[List[cv2.Mat]] = None - - def aslist(self) -> [dict]: - return { t.track_id: - { - 'id': t.track_id, - 'history': t.get_projected_history(self.H).tolist(), - 'det_conf': t.history[-1].conf, - # 'det_conf': trajectory_data[node.id]['det_conf'], - # 'bbox': trajectory_data[node.id]['bbox'], - # 'history': history.tolist(), - 'predictions': t.predictions - } for t in self.tracks.values() - } - - def without_img(self): - return Frame(self.index, None, self.time, self.tracks, self.H, self.camera, self.maps) - -def video_src_from_config(config) -> UrlOrPath: - if config.video_loop: - video_srcs: Iterable[UrlOrPath] = cycle(config.video_src) - else: - video_srcs: Iterable[UrlOrPath] = config.video_src - return video_srcs class FrameEmitter: ''' @@ -458,92 +88,19 @@ class FrameEmitter: def emit_video(self, timer_counter): i = 0 - delay_generation = False - for video_path in self.video_srcs: - logger.info(f"Play from '{str(video_path)}'") - if str(video_path).isdigit(): - # numeric input is a CV camera - video = cv2.VideoCapture(int(str(video_path))) - # TODO: make config variables - video.set(cv2.CAP_PROP_FRAME_WIDTH, int(self.config.camera.w)) - video.set(cv2.CAP_PROP_FRAME_HEIGHT, int(self.config.camera.h)) - print("exposure!", video.get(cv2.CAP_PROP_AUTO_EXPOSURE)) - video.set(cv2.CAP_PROP_FPS, 5) - fps=5 - elif video_path.url.scheme == 'rtsp': - gst = f"rtspsrc location={video_path} latency=0 buffer-mode=auto ! decodebin ! videoconvert ! appsink max-buffers=0 drop=true" - logger.info(f"Capture gstreamer (gst-launch-1.0): {gst}") - video = cv2.VideoCapture(gst, cv2.CAP_GSTREAMER) - fps=12 - else: - # os.environ["OPENCV_FFMPEG_CAPTURE_OPTIONS"] = "fflags;nobuffer|flags;low_delay|avioflags;direct|rtsp_transport;udp" - video = cv2.VideoCapture(str(video_path)) - delay_generation = True - fps = video.get(cv2.CAP_PROP_FPS) - target_frame_duration = 1./fps - logger.info(f"Emit frames at {fps} fps") - if self.config.video_offset: - logger.info(f"Start at frame {self.config.video_offset}") - video.set(cv2.CAP_PROP_POS_FRAMES, self.config.video_offset) - i = self.config.video_offset + source = get_video_source(self.video_srcs, self.config.camera) + for i, img in enumerate(source): + with timer_counter.get_lock(): + timer_counter.value += 1 - # if '-' in video_path.path().stem: - # path_stem = video_path.stem[:video_path.stem.rfind('-')] - # else: - # path_stem = video_path.stem - # path_stem += "-homography" - # homography_path = video_path.with_stem(path_stem).with_suffix('.txt') - # logger.info(f'check homography file {homography_path}') - # if homography_path.exists(): - # logger.info(f'Found custom homography file! Using {homography_path}') - # video_H = np.loadtxt(homography_path, delimiter=',') - # else: - # video_H = None - video_H = self.config.camera.H + frame = Frame(i, img=img, H=self.config.camera.H, camera=self.config.camera) - prev_time = time.time() - - - while self.is_running.is_set(): - with timer_counter.get_lock(): - timer_counter.value += 1 - - ret, img = video.read() - - # seek to 0 if video has finished. Infinite loop - if not ret: - # now loading multiple files - break - # video.set(cv2.CAP_PROP_POS_FRAMES, 0) - # ret, img = video.read() - # assert ret is not False # not really error proof... - - - if "DATASETS/hof/" in str(video_path): - # hack to mask out area - cv2.rectangle(img, (0,0), (800,200), (0,0,0), -1) - - frame = Frame(index=i, img=img, H=self.config.H, camera=self.config.camera) - # TODO: this is very dirty, need to find another way. - # perhaps multiprocessing Array? - self.frame_noimg_sock.send(pickle.dumps(frame.without_img())) - self.frame_sock.send(pickle.dumps(frame)) - - # only delay consuming the next frame when using a file. - # Otherwise, go ASAP - if delay_generation: - # defer next loop - now = time.time() - time_diff = (now - prev_time) - if time_diff < target_frame_duration: - time.sleep(target_frame_duration - time_diff) - now += target_frame_duration - time_diff - - prev_time = now - - i += 1 + # TODO: this is very dirty, need to find another way. + # perhaps multiprocessing Array? + self.frame_noimg_sock.send(pickle.dumps(frame.without_img())) + self.frame_sock.send(pickle.dumps(frame)) if not self.is_running.is_set(): # if not running, also break out of infinite generator loop diff --git a/trap/video_sources.py b/trap/video_sources.py new file mode 100644 index 0000000..0fc8dac --- /dev/null +++ b/trap/video_sources.py @@ -0,0 +1,170 @@ +import logging +import math +from pathlib import Path +import time +from typing import Any, Generator, Iterable, List, Optional +import neoapi +import cv2 +import numpy as np + +from trap.frame_emitter import Camera, Frame, UrlOrPath + +logger = logging.getLogger('video_source') + +class VideoSource: + """Video Frame generator + """ + def recv(self) -> Generator[Optional[cv2.typing.MatLike], Any, None]: + raise RuntimeError("Not implemented") + + def __iter__(self): + for i in self.recv(): + yield i + + +class GigE(VideoSource): + def __init__(self, identifier=None): + + self.camera = neoapi.Cam() + # self.camera.Connect('-B127') + self.camera.Connect(identifier) + # Default buffer mode, streaming, always returns latest frame + self.camera.SetImageBufferCount(10) + # neoAPI docs: Setting the neoapi.Cam.SetImageBufferCycleCount()to one ensures that all buffers but one are given back to the neoAPI to be re-cycled and never given to the user by the neoapi.Cam.GetImage() method. + self.camera.SetImageBufferCycleCount(1) + # if self.camera.IsConnected(): + # self.camera.f.PixelFormat.Set(neoapi.PixelFormat_RGB8) + # self.camera.f.BinningHorizontal.Set(2) + # self.camera.f.BinningVertical.Set(2) + self.pixfmt = self.camera.f.PixelFormat.Get() + + def recv(self): + while True: + if not self.camera.IsConnected(): + return + + i = self.camera.GetImage(0) + if i.IsEmpty(): + time.sleep(.01) + continue + + imgarray = i.GetNPArray() + if self.pixfmt == neoapi.PixelFormat_BayerRG12: + img = cv2.cvtColor(imgarray, cv2.COLOR_BayerRG2RGB) + elif self.pixfmt == neoapi.PixelFormat_BayerRG8: + img = cv2.cvtColor(imgarray, cv2.COLOR_BayerRG2RGB) + else: + img = cv2.cvtColor(imgarray, cv2.COLOR_BGR2RGB) + + if img.dtype == np.uint16: + img = cv2.convertScaleAbs(img, alpha=(255.0/65535.0)) + yield img + + +class SingleCvVideoSource(VideoSource): + def recv(self): + while True: + ret, img = self.video.read() + self.frame_idx+=1 + + # seek to 0 if video has finished. Infinite loop + if not ret: + # now loading multiple files + break + + # frame = Frame(index=self.n, img=img, H=self.camera.H, camera=self.camera) + yield img + +class RtspSource(SingleCvVideoSource): + def __init__(self, video_url: str | Path, camera: Camera = None): + gst = f"rtspsrc location={video_url} latency=0 buffer-mode=auto ! decodebin ! videoconvert ! appsink max-buffers=0 drop=true" + logger.info(f"Capture gstreamer (gst-launch-1.0): {gst}") + self.video = cv2.VideoCapture(gst, cv2.CAP_GSTREAMER) + self.frame_idx = 0 + + +class FilelistSource(SingleCvVideoSource): + def __init__(self, video_sources: Iterable[UrlOrPath], camera: Camera = None, delay = True): + # store current position + self.video_sources = video_sources + self.camera = camera + self.video_path = None + self.video_nr = None + self.frame_count = None + self.frame_idx = None + self.n = 0 + self.delay_generation = delay + + def recv(self): + prev_time = time.time() + + for video_nr, video_path in enumerate(self.video_sources): + self.video_path = video_path + self.video_nr = video_nr + logger.info(f"Play from '{str(video_path)}'") + video = cv2.VideoCapture(str(video_path)) + fps = video.get(cv2.CAP_PROP_FPS) + target_frame_duration = 1./fps + self.frame_count = video.get(cv2.CAP_PROP_FRAME_COUNT) + if self.frame_count < 0: + self.frame_count = math.inf + self.frame_idx = 0 + # TODO)) Video offset + # if self.config.video_offset: + # logger.info(f"Start at frame {self.config.video_offset}") + # video.set(cv2.CAP_PROP_POS_FRAMES, self.config.video_offset) + # self.frame_idx = self.config.video_offset + + while True: + ret, img = video.read() + self.frame_idx+=1 + self.n+=1 + + # seek to 0 if video has finished. Infinite loop + if not ret: + # now loading multiple files + break + + if "DATASETS/hof/" in str(video_path): + # hack to mask out area + cv2.rectangle(img, (0,0), (800,200), (0,0,0), -1) + + + # frame = Frame(index=self.n, img=img, H=self.camera.H, camera=self.camera) + yield img + + if self.delay_generation: + # defer next loop + now = time.time() + time_diff = (now - prev_time) + if time_diff < target_frame_duration: + time.sleep(target_frame_duration - time_diff) + now += target_frame_duration - time_diff + + prev_time = now + +class CameraSource(SingleCvVideoSource): + def __init__(self, identifier: int, camera: Camera): + self.video = cv2.VideoCapture(identifier) + self.camera = camera + + # TODO: make config variables + self.video.set(cv2.CAP_PROP_FRAME_WIDTH, int(self.camera.w)) + self.video.set(cv2.CAP_PROP_FRAME_HEIGHT, int(self.camera.h)) + # print("exposure!", video.get(cv2.CAP_PROP_AUTO_EXPOSURE)) + self.video.set(cv2.CAP_PROP_FPS, self.camera.fps) + self.frame_idx = 0 + +def get_video_source(video_sources: List[UrlOrPath], camera: Camera): + if str(video_sources[0]).isdigit(): + # numeric input is a CV camera + return CameraSource(int(str(video_sources[0])), camera) + elif video_sources[0].url.scheme == 'rtsp': + video_sources[0].url.hostname + return RtspSource(video_sources[0]) + elif video_sources[0].url.scheme == 'gige': + return GigE(video_sources[0].url.hostname) + else: + return FilelistSource(video_sources) + # os.environ["OPENCV_FFMPEG_CAPTURE_OPTIONS"] = "fflags;nobuffer|flags;low_delay|avioflags;direct|rtsp_transport;udp" +