{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"1. Introduction:\nLes véhicules autonomes devraient être capables de rouler en toute autonomie, dans des conditions de trafic réel et sur une infrastructure non spécifique, sans l'intervention d'un conducteur. \nLeur bon fonctionnement dépendra fortement du niveau de sécurité des équipements, de la qualité des logiciels et la fiabilité des informations utilisées par l’intelligence embarquée.\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Cette image est une :\"Semantic Maps for Autonomous Vehicles\"","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"2. Installation de:\nL5kit et \npymap3d pour Python 3-D coordinate conversions ","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"!pip install pymap3d==2.1.0\n!pip install l5kit\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"3. Visualisation des trajectoires :\n\nLes packages de base pour la visualisation sont:\nRasterization :\ncontient des classes pour obtenir des données visuelles sous forme de tenseurs multicanaux et les transformer en images RGB interprétables. Chaque classe a au moins une méthode rasterize pour obtenir le tenseur et une méthode to_rgb pour le convertir en image. Quelques exemples sont:\n\n BoxRasterizer: \ncet objet rend les agents (par exemple les véhicules ou les piétons) sous forme de boîtes 2D orientées\n    SatelliteRasterizer: cet objet rend un recadrage orienté à partir d'une carte satellite.\n\nVisualisation :\n\ncontient des utilitaires pour dessiner des informations supplémentaires (par exemple des trajectoires) sur des images RGB. Ces utilitaires sont couramment utilisés après un appel à to_rgb pour ajouter d'autres informations à la visualisation finale. Un exemple est:\n\n   . draw_trajectory: cette fonction trace des trajectoires 2D à partir des coordonnées et du décalage de lacet sur une image\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"3. Chargement des packages:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nimport numpy as np\n\nfrom l5kit.data import ChunkedDataset, LocalDataManager\nfrom l5kit.dataset import EgoDataset, AgentDataset\n\nfrom l5kit.rasterization import build_rasterizer\nfrom l5kit.configs import load_config_data\nfrom l5kit.visualization import draw_trajectory, TARGET_POINTS_COLOR\nfrom l5kit.geometry import transform_points\nfrom tqdm import tqdm\nfrom collections import Counter\nfrom l5kit.data import PERCEPTION_LABELS\nfrom prettytable import PrettyTable\n\nimport os\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"4. Configuration où résident nos données:\n\nOn s'attend à ce que les données vivent dans un dossier qui peut être configuré à l'aide de la variable d'environnement `L5KIT_DATA_FOLDER`. Mon dossier de données devrait contenir des sous-dossiers pour les cartes aériennes et sémantiques ainsi que les scènes (fichiers `.zarr`).\nDans cet exemple, la variable env est définie sur le dossier de données local. Je dois m’assurer que le chemin pointe vers le bon emplacement .\n\nLe code est construit  pour qu'il fonctionne avec une configuration `yaml` lisible par l'homme. Ce fichier de configuration contient beaucoup d'informations utiles, cependant, nous nous concentrerons uniquement sur quelques fonctionnalités concernant le chargement et la visualisation ici.\n\n\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# set env variable for data\nos.environ[\"L5KIT_DATA_FOLDER\"] = \"/kaggle/input/lyft-motion-prediction-autonomous-vehicles\"\n# get config\ncfg = load_config_data(\"/kaggle/input/lyftconfigfiles/visualisation_config.yaml\")\nprint(cfg)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"5. Analyse de la configuration actuelle pour des champs intéressants :\n\n lorsqu'il est chargé en python, le fichier yaml est converti en un dict python.\n\nraster_params contient toutes les informations relatives à la transformation du monde 3D en plan image:\n\n    . raster_size: la taille du plan image\n    . pixel_size: combien de mètres correspondent à un pixel\n    . ego_center: notre raster est centré autour d'un agent, nous pouvons déplacer l'agent dans le plan image avec ce paramètre\n    . map_type: le rastériseur à utiliser. Nous prenons actuellement en charge un satellite et un sémantique. Nous examinerons les différences plus loin dans ce script\n\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"print(f'current raster_param:\\n')\nfor k,v in cfg[\"raster_params\"].items():\n    print(f\"{k}:{v}\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"6. Chargement des données:\n\nLe même fichier de configuration est également utilisé pour charger les données. Chaque division des données a sa propre section et plusieurs ensembles de données peuvent être utilisés (dans leur ensemble ou en tranches). Dans ce court exemple, nous n'utiliserons que le premier ensemble de données de l'ensemble d'échantillons. Vous pouvez changer cela en configurant la variable 'train_data_loader' dans le fichier config.\n\nVous avez peut-être également remarqué que nous construisons un objet LocalDataManager. Cela résoudra les chemins relatifs de la configuration en utilisant la variable d'environnement L5KIT_DATA_FOLDER que nous venons de définir.\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"dm = LocalDataManager()\ndataset_path = dm.require(cfg[\"val_data_loader\"][\"key\"])\nzarr_dataset = ChunkedDataset(dataset_path)\nzarr_dataset.open()\nprint(zarr_dataset)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"7. Travailler avec les données brutes\n\nLes fichiers .zarr prennent en charge la plupart des opérations de tableau numpy traditionnelles. Dans la cellule suivante, nous parcourons les images pour obtenir un nuage de points des emplacements AV\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"frames = zarr_dataset.frames\ncoords = np.zeros((len(frames), 2))\nfor idx_coord, idx_data in enumerate(tqdm(range(len(frames)), desc=\"getting centroid to plot trajectory\")):\n    frame = zarr_dataset.frames[idx_data]\n    coords[idx_coord] = frame[\"ego_translation\"][:2]\n\n\nplt.scatter(coords[:, 0], coords[:, 1], marker='.')\naxes = plt.gca()\naxes.set_xlim([-2500, 1600])\naxes.set_ylim([-2500, 1600])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"8. Autre distribution plus facile des types d'agents.\n\nNous pouvons obtenir tous les agents label_probabilities et obtenir l'argmax pour chaque raw. parce que les fichiers .zarr correspondent à un tableau numpy, nous pouvons utiliser toutes les opérations et fonctions numpy traditionnelles.\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"agents = zarr_dataset.agents\nprobabilities = agents[\"label_probabilities\"]\nlabels_indexes = np.argmax(probabilities, axis=1)\ncounts = []\nfor idx_label, label in enumerate(PERCEPTION_LABELS):\n    counts.append(np.sum(labels_indexes == idx_label))\n    \ntable = PrettyTable(field_names=[\"label\", \"counts\"])\nfor count, label in zip(counts, PERCEPTION_LABELS):\n    table.add_row([label, count])\nprint(table)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"9. Travailler avec l'abstraction de données:\n\nMême s'il est absolument parfait de travailler avec les données brutes, nous fournissons également des classes qui abstraits l'accès aux données pour offrir un moyen plus simple de générer des entrées et des cibles.\nObjets de base\n\nEn plus du rastériseur, notre boîte à outils contient d'autres classes que vous voudrez peut-être utiliser lors de la création de votre solution. Le package d'ensemble de données, par exemple, implémente déjà des ensembles de données prêts pour PyTorch, de sorte que vous pouvez démarrer et commencer à coder immédiatement.\nPackage de jeu de données\n\nNous utiliserons deux classes du package de données pour cet exemple. Les deux peuvent être itérés et renvoyer des images multicanaux du rastériseur avec les décalages de trajectoires futures et d'autres informations.\n\n    EgoDataset: cet ensemble de données itère sur les annotations AV\n    AgentDataset: cet ensemble de données itère sur les annotations d'autres agents\n\nLes deux prennent en charge le multi-threading (via PyTorch DataLoader) OOB.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"rast = build_rasterizer(cfg, dm)\ndataset = EgoDataset(cfg, zarr_dataset, rast)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"10 .Que faire sinous voullons visualiser le véhicule autonome (AV)?\n\nPrenons un échantillon du jeu de données et utilisons notre rastériseur pour obtenir une image RGB que nous pouvons tracer.\n\nSi nous voulons tracer la trajectoire de vérité terrain, nous pouvons convertir la target_position du jeu de données (déplacements en mètres en coordonnées mondiales) en coordonnées de pixels dans l'espace image, et appeler notre fonction utilitaire draw_trajectory (notez que vous pouvez utiliser cette fonction pour les trajectoires prévues , ainsi que).\n\n\n\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"data = dataset[50]\n\nim = data[\"image\"].transpose(1, 2, 0)\nim = dataset.rasterizer.to_rgb(im)\ntarget_positions_pixels = transform_points(data[\"target_positions\"] + data[\"centroid\"][:2], data[\"world_to_image\"])\ndraw_trajectory(im, target_positions_pixels, data[\"target_yaws\"], TARGET_POINTS_COLOR)\n\nplt.imshow(im[::-1])\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"11. Et si nous voullons changer le rasterizer?\n\nNous pouvons le faire facilement en créant un nouveau rasterizer\n et un nouveau jeu de données pour celui-ci. Dans cet exemple, nous changeons la valeur en py_satellite qui rend les boîtes sur une image aérienne.\n\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"cfg[\"raster_params\"][\"map_type\"] = \"py_satellite\"\nrast = build_rasterizer(cfg, dm)\ndataset = EgoDataset(cfg, zarr_dataset, rast)\ndata = dataset[50]\n\nim = data[\"image\"].transpose(1, 2, 0)\nim = dataset.rasterizer.to_rgb(im)\ntarget_positions_pixels = transform_points(data[\"target_positions\"] + data[\"centroid\"][:2], data[\"world_to_image\"])\ndraw_trajectory(im, target_positions_pixels, data[\"target_yaws\"], TARGET_POINTS_COLOR)\n\nplt.imshow(im[::-1])\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"12. Et si nous voullons visualiser un agent?\n\nHeureux que vous ayez demandé! Nous pouvons simplement remplacer l'EgoDataset par un AgentDataset. Maintenant, nous itérons sur les agents et non plus sur l'AV, et le premier se trouve être la voiture de vitesse (vous verrez celle-ci beaucoup dans le jeu de données).\n\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dataset = AgentDataset(cfg, zarr_dataset, rast)\ndata = dataset[0]\n\nim = data[\"image\"].transpose(1, 2, 0)\nim = dataset.rasterizer.to_rgb(im)\ntarget_positions_pixels = transform_points(data[\"target_positions\"] + data[\"centroid\"][:2], data[\"world_to_image\"])\ndraw_trajectory(im, target_positions_pixels, data[\"target_yaws\"], TARGET_POINTS_COLOR)\n\nplt.imshow(im[::-1])\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"13. Origine et orientation du système:\n\nÀ ce stade, vous avez peut-être remarqué que nous retournons l'image sur l'axe Y avant de la tracer.\n\nLors du passage de la 3D à la 2D, nous nous en tenons à un système de droite, où l'origine est dans le coin inférieur gauche avec des valeurs x positives allant à droite et des valeurs y positives remontant le plan de l'image. La caméra est orientée vers le bas de l'axe z négatif.\n\nCependant, opencv et pyplot placent l'origine dans le coin supérieur gauche avec x positif allant à droite et positif y descendant dans le plan image. La caméra est tournée vers le bas de l'axe z positif.\n\nLe retournement effectué sur l'image résultante est à des fins de visualisation pour tenir compte de la différence entre les deux cadres de coordonnées.\n\nDe plus, toutes nos rotations sont dans le sens anti-horaire pour une valeur positive de l'angle.\nÀ quoi ressemble une scène entière?\n\nIl est facile de visualiser une scène individuelle à l'aide de notre boîte à outils. EgoDataset et AgentDataset fournissent deux méthodes pour obtenir des indices intéressants:\n\n    get_frame_indices renvoie les indices pour une image donnée. Pour l'EgoDataset, cela correspond à une seule observation, alors que plus d'un index pourrait être disponible pour le AgentDataset, car cette trame donnée peut contenir plus d'un agent valide\n    get_scene_indices renvoie les indices pour une scène donnée. Pour les deux ensembles de données, ceux-ci peuvent renvoyer plusieurs index\n\nDans cet exemple, nous visualisons la deuxième scène du point de vue de l'ego:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"from IPython.display import display, clear_output\nimport PIL\n \ncfg[\"raster_params\"][\"map_type\"] = \"py_semantic\"\nrast = build_rasterizer(cfg, dm)\ndataset = EgoDataset(cfg, zarr_dataset, rast)\nscene_idx = 2\nindexes = dataset.get_scene_indices(scene_idx)\nimages = []\n\nfor idx in indexes:\n    \n    data = dataset[idx]\n    im = data[\"image\"].transpose(1, 2, 0)\n    im = dataset.rasterizer.to_rgb(im)\n    target_positions_pixels = transform_points(data[\"target_positions\"] + data[\"centroid\"][:2], data[\"world_to_image\"])\n    center_in_pixels = np.asarray(cfg[\"raster_params\"][\"ego_center\"]) * cfg[\"raster_params\"][\"raster_size\"]\n    draw_trajectory(im, target_positions_pixels, data[\"target_yaws\"], TARGET_POINTS_COLOR)\n    clear_output(wait=True)\n    display(PIL.Image.fromarray(im[::-1]))","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}