From de621f679d5bd92e0ec2a82d06a41a4b103b2056 Mon Sep 17 00:00:00 2001 From: David Slater Date: Tue, 29 Nov 2022 11:30:06 -0800 Subject: [PATCH 01/43] user init feature --- armory/scenarios/scenario.py | 3 +++ docs/scenarios.md | 7 +++++++ 2 files changed, 10 insertions(+) diff --git a/armory/scenarios/scenario.py b/armory/scenarios/scenario.py index 9839935db..aff55387d 100644 --- a/armory/scenarios/scenario.py +++ b/armory/scenarios/scenario.py @@ -116,8 +116,11 @@ def user_init(self) -> None: kwargs_str = "" log.info(f"Calling user_init function {module}.{name}({kwargs_str})") target = getattr(mod, name, None) +<<<<<<< HEAD if target is None: raise ValueError(f"user_init name {name} cannot be found") +======= +>>>>>>> user init feature if not callable(target): raise ValueError(f"{module}.{name} is not callable") target(**kwargs) diff --git a/docs/scenarios.md b/docs/scenarios.md index 156db7a51..7b7af1e04 100644 --- a/docs/scenarios.md +++ b/docs/scenarios.md @@ -19,6 +19,7 @@ Scenarios are implemented as subclasses of `Scenario`, and typically given their Of particular note is the [Poison](https://github.com/twosixlabs/armory/blob/master/armory/scenarios/poison.py) class, from which all poisoning scenarios are subclassed. More information on poisoning scenarios is documented [here](poisoning.md). +<<<<<<< HEAD ### User Initialization When adding custom metrics or instrumentation meters to a scenario, it may be necessary to initialize or perform user-specific operations before loading. @@ -79,6 +80,12 @@ class MyModel(torch.nn.Module): ... ``` +======= +When adding custom models, attacks, metrics, datasets, etc. to a scenario, it may be necessary to initialize or perform user-specific operations before loading. +For this purpose, there is a `user_init` method that is called at the beginning of `load` (but after scenario initialization). +This uses the underlying scenario config field of the same name, `user_init`. +See [configuration](configuration_files.md) for the json specification. +>>>>>>> user init feature ## Baseline Scenarios Currently the following Scenarios are available within the armory package. From 5b70cec16b3fbeb14bd89e5c6fadc4c57669b821 Mon Sep 17 00:00:00 2001 From: David Slater Date: Tue, 29 Nov 2022 11:53:26 -0800 Subject: [PATCH 02/43] update docs --- docs/scenarios.md | 7 ------- 1 file changed, 7 deletions(-) diff --git a/docs/scenarios.md b/docs/scenarios.md index 7b7af1e04..156db7a51 100644 --- a/docs/scenarios.md +++ b/docs/scenarios.md @@ -19,7 +19,6 @@ Scenarios are implemented as subclasses of `Scenario`, and typically given their Of particular note is the [Poison](https://github.com/twosixlabs/armory/blob/master/armory/scenarios/poison.py) class, from which all poisoning scenarios are subclassed. More information on poisoning scenarios is documented [here](poisoning.md). -<<<<<<< HEAD ### User Initialization When adding custom metrics or instrumentation meters to a scenario, it may be necessary to initialize or perform user-specific operations before loading. @@ -80,12 +79,6 @@ class MyModel(torch.nn.Module): ... ``` -======= -When adding custom models, attacks, metrics, datasets, etc. to a scenario, it may be necessary to initialize or perform user-specific operations before loading. -For this purpose, there is a `user_init` method that is called at the beginning of `load` (but after scenario initialization). -This uses the underlying scenario config field of the same name, `user_init`. -See [configuration](configuration_files.md) for the json specification. ->>>>>>> user init feature ## Baseline Scenarios Currently the following Scenarios are available within the armory package. From 58bec8da715b33aca3a5ea189d6e5c7291ce85ae Mon Sep 17 00:00:00 2001 From: David Slater Date: Fri, 2 Dec 2022 09:48:10 -0800 Subject: [PATCH 03/43] update docs and error --- armory/scenarios/scenario.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/armory/scenarios/scenario.py b/armory/scenarios/scenario.py index aff55387d..9839935db 100644 --- a/armory/scenarios/scenario.py +++ b/armory/scenarios/scenario.py @@ -116,11 +116,8 @@ def user_init(self) -> None: kwargs_str = "" log.info(f"Calling user_init function {module}.{name}({kwargs_str})") target = getattr(mod, name, None) -<<<<<<< HEAD if target is None: raise ValueError(f"user_init name {name} cannot be found") -======= ->>>>>>> user init feature if not callable(target): raise ValueError(f"{module}.{name} is not callable") target(**kwargs) From 1ba2c28d3f1bc664a57fc5bd3919c68e26e00a42 Mon Sep 17 00:00:00 2001 From: David Slater Date: Wed, 16 Nov 2022 10:42:05 -0800 Subject: [PATCH 04/43] better metrics --- docs/metrics.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docs/metrics.md b/docs/metrics.md index 4f5d18729..1abd0e144 100644 --- a/docs/metrics.md +++ b/docs/metrics.md @@ -73,6 +73,10 @@ The `armory.metrics` module contains functionality to measure a variety of metri We have implemented the metrics in numpy, instead of using framework-specific metrics, to prevent expanding the required set of dependencies. Please see the relevant submodules in [armory/metrics](../armory/metrics/) for more detailed descriptions. +### Custom Metrics + +TODO: describe how to add/register metrics, use them in configs, etc. + ### Perturbation Metrics Perturbation metrics compare a benign and adversarially perturbed input and return a distance. From 02834e41e4737fb4e0899191ba1736ec9fb47176 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Mon, 19 Dec 2022 20:08:39 +0000 Subject: [PATCH 05/43] Adding initial files, ArmoryDataGenerator needs updated to include context.frame_rate --- .../carla_video_tracking_dev/__init__.py | 3 +++ .../carla_video_tracking_dev.py | 15 +++++---------- .../carla_video_tracking_dev/checksums.tsv | 1 + 3 files changed, 9 insertions(+), 10 deletions(-) create mode 100644 armory/datasets/adversarial/carla_video_tracking_dev/__init__.py rename armory/{data/adversarial => datasets/adversarial/carla_video_tracking_dev}/carla_video_tracking_dev.py (91%) create mode 100644 armory/datasets/adversarial/carla_video_tracking_dev/checksums.tsv diff --git a/armory/datasets/adversarial/carla_video_tracking_dev/__init__.py b/armory/datasets/adversarial/carla_video_tracking_dev/__init__.py new file mode 100644 index 000000000..fb635dafb --- /dev/null +++ b/armory/datasets/adversarial/carla_video_tracking_dev/__init__.py @@ -0,0 +1,3 @@ +"""carla_video_tracking_dev dataset.""" + +from .carla_video_tracking_dev import CarlaVideoTrackingDev diff --git a/armory/data/adversarial/carla_video_tracking_dev.py b/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py similarity index 91% rename from armory/data/adversarial/carla_video_tracking_dev.py rename to armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py index 7795850fc..e1cc403e7 100755 --- a/armory/data/adversarial/carla_video_tracking_dev.py +++ b/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py @@ -4,7 +4,7 @@ import glob import numpy as np from PIL import Image -import tensorflow.compat.v1 as tf +import tensorflow as tf import tensorflow_datasets as tfds _DESCRIPTION = """ @@ -21,7 +21,7 @@ } """ -_URLS = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" +_URL = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" class CarlaVideoTrackingDev(tfds.core.GeneratorBasedBuilder): @@ -70,14 +70,9 @@ def _info(self) -> tfds.core.DatasetInfo: def _split_generators(self, dl_manager: tfds.download.DownloadManager): """Returns SplitGenerators.""" - path = dl_manager.download_and_extract(_URLS) - - return [ - tfds.core.SplitGenerator( - name="dev", - gen_kwargs={"path": os.path.join(path, "dev")}, - ) - ] + path = dl_manager.download_and_extract(_URL) + + return {"dev": self._generate_examples(path / "dev")} def _generate_examples(self, path): """Yields examples.""" diff --git a/armory/datasets/adversarial/carla_video_tracking_dev/checksums.tsv b/armory/datasets/adversarial/carla_video_tracking_dev/checksums.tsv new file mode 100644 index 000000000..585b6fe06 --- /dev/null +++ b/armory/datasets/adversarial/carla_video_tracking_dev/checksums.tsv @@ -0,0 +1 @@ +https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz 1278862237 8b23ca76bd9602a8e3ff4058335b7fb8ca665660a8a958852715e9a26ffbef20 carla_video_tracking_dev_2.0.0.tar.gz From 61a487f11e6bac3ea78e2ea793ff6eab8bc77db4 Mon Sep 17 00:00:00 2001 From: Paul Park Date: Mon, 5 Dec 2022 16:05:28 +0000 Subject: [PATCH 06/43] found an easy change to add custom metrics without having to worry as much about keeping track of module name, function name and how it registers within armory to global variable 'supported', a MetricNameSpace, and how it is passed as input to GlobalMeter/Meter creation in MetricsLogger --- armory/metrics/common.py | 2 ++ armory/scenarios/scenario.py | 5 +++++ .../carla_obj_det_adversarialpatch_undefended.json | 7 ++++--- 3 files changed, 11 insertions(+), 3 deletions(-) diff --git a/armory/metrics/common.py b/armory/metrics/common.py index ca7953833..ffc078088 100644 --- a/armory/metrics/common.py +++ b/armory/metrics/common.py @@ -64,10 +64,12 @@ def set_namespace(namespace, metric, name=None, set_global=False): """ if name is None: name = metric.__name__ + # log.info(name) if set_global: global supported setattr(supported, name, metric) setattr(namespace, name, metric) + # log.info(supported.__dict__) # useful but don't want to print every time return metric diff --git a/armory/scenarios/scenario.py b/armory/scenarios/scenario.py index 9839935db..dfc082f24 100644 --- a/armory/scenarios/scenario.py +++ b/armory/scenarios/scenario.py @@ -20,6 +20,9 @@ from armory.utils import config_loading, json_utils from armory.logs import log +from armory.metrics.task import population +from armory.metrics.common import supported + class Scenario: """ @@ -446,6 +449,8 @@ def _evaluate(self) -> dict: self.load() self.evaluate_all() self.finalize_results() + log.info(supported.__dict__) + log.info(population) log.debug("Clearing global instrumentation variables") del_globals() diff --git a/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json b/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json index 9652fe09f..a390a5a06 100644 --- a/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json +++ b/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json @@ -6,7 +6,7 @@ "kwargs": { "batch_size": 1, "learning_rate": 0.003, - "max_iter": 1000, + "max_iter": 5, "optimizer": "pgd", "targeted": false, "verbose": true @@ -34,7 +34,8 @@ "carla_od_hallucinations_per_image", "carla_od_misclassification_rate", "carla_od_true_positive_rate", - "object_detection_mAP_tide" + "object_detection_mAP_tide", + "custom_metrics.custom_tide" ] }, "model": { @@ -54,7 +55,7 @@ "name": "CarlaObjectDetectionTask" }, "sysconfig": { - "docker_image": "twosixarmory/pytorch", + "docker_image": "twosixarmory/pytorch:0.16.0.post250.gf7b783d3", "external_github_repo": null, "gpus": "all", "output_dir": null, From 4d8ac635273f6220a4d427cdd4e42f0104489f2b Mon Sep 17 00:00:00 2001 From: Paul Park Date: Tue, 6 Dec 2022 01:36:06 +0000 Subject: [PATCH 07/43] reverting changes to test loading custom metrics --- armory/metrics/common.py | 2 -- armory/scenarios/scenario.py | 5 ----- .../carla_obj_det_adversarialpatch_undefended.json | 7 +++---- 3 files changed, 3 insertions(+), 11 deletions(-) diff --git a/armory/metrics/common.py b/armory/metrics/common.py index ffc078088..ca7953833 100644 --- a/armory/metrics/common.py +++ b/armory/metrics/common.py @@ -64,12 +64,10 @@ def set_namespace(namespace, metric, name=None, set_global=False): """ if name is None: name = metric.__name__ - # log.info(name) if set_global: global supported setattr(supported, name, metric) setattr(namespace, name, metric) - # log.info(supported.__dict__) # useful but don't want to print every time return metric diff --git a/armory/scenarios/scenario.py b/armory/scenarios/scenario.py index dfc082f24..9839935db 100644 --- a/armory/scenarios/scenario.py +++ b/armory/scenarios/scenario.py @@ -20,9 +20,6 @@ from armory.utils import config_loading, json_utils from armory.logs import log -from armory.metrics.task import population -from armory.metrics.common import supported - class Scenario: """ @@ -449,8 +446,6 @@ def _evaluate(self) -> dict: self.load() self.evaluate_all() self.finalize_results() - log.info(supported.__dict__) - log.info(population) log.debug("Clearing global instrumentation variables") del_globals() diff --git a/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json b/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json index a390a5a06..9652fe09f 100644 --- a/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json +++ b/scenario_configs/eval6/carla_overhead_object_detection/carla_obj_det_adversarialpatch_undefended.json @@ -6,7 +6,7 @@ "kwargs": { "batch_size": 1, "learning_rate": 0.003, - "max_iter": 5, + "max_iter": 1000, "optimizer": "pgd", "targeted": false, "verbose": true @@ -34,8 +34,7 @@ "carla_od_hallucinations_per_image", "carla_od_misclassification_rate", "carla_od_true_positive_rate", - "object_detection_mAP_tide", - "custom_metrics.custom_tide" + "object_detection_mAP_tide" ] }, "model": { @@ -55,7 +54,7 @@ "name": "CarlaObjectDetectionTask" }, "sysconfig": { - "docker_image": "twosixarmory/pytorch:0.16.0.post250.gf7b783d3", + "docker_image": "twosixarmory/pytorch", "external_github_repo": null, "gpus": "all", "output_dir": null, From f8bc19885d3e98be5027a247ce78e9091a8fe9cc Mon Sep 17 00:00:00 2001 From: Christopher Woodall Date: Fri, 9 Dec 2022 09:33:24 -0500 Subject: [PATCH 08/43] Merge pytorch, tf2, and carla mot images (#1786) * update ci tests * combine dockerfiles * update image map * remove carla from `build.py` * fix issue 1787 * remove `tf2` container * remove `deepspeech` * update documentation --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 992d753f8..181877016 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@
- +
[![CI][ci-badge]][ci-url] From 0b7ffa02c3553af009952db0e98156ebe02a8b9e Mon Sep 17 00:00:00 2001 From: Christopher Woodall Date: Fri, 9 Dec 2022 09:54:22 -0500 Subject: [PATCH 09/43] fix image link (#1817) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 181877016..992d753f8 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@
- +
[![CI][ci-badge]][ci-url] From 014e1fc7935fb3c1e908395d7ca113b0c5ab8e19 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 14:53:58 +0000 Subject: [PATCH 10/43] Adding context for Generators. Input shapes causing issue with metric calculation. --- armory/datasets/art_wrapper.py | 1 + armory/datasets/cached_datasets.json | 7 + armory/datasets/config_load.py | 6 + armory/datasets/generator.py | 13 ++ armory/datasets/preprocessing.py | 192 ++++++++++++++++++ armory/metrics/task.py | 2 +- armory/scenarios/carla_video_tracking.py | 2 +- armory/utils/config_loading.py | 2 +- ..._tracking_goturn_advtextures_defended.json | 10 +- ...racking_goturn_advtextures_undefended.json | 10 +- 10 files changed, 232 insertions(+), 13 deletions(-) diff --git a/armory/datasets/art_wrapper.py b/armory/datasets/art_wrapper.py index 30d8562e0..7707b8ec2 100644 --- a/armory/datasets/art_wrapper.py +++ b/armory/datasets/art_wrapper.py @@ -9,6 +9,7 @@ class WrappedDataGenerator(DataGenerator): def __init__(self, gen): super().__init__(gen.size, gen.batch_size) self._iterator = gen + self.context = gen.context def __iter__(self): return iter(self._iterator) diff --git a/armory/datasets/cached_datasets.json b/armory/datasets/cached_datasets.json index a3b6a2fd8..66401c750 100644 --- a/armory/datasets/cached_datasets.json +++ b/armory/datasets/cached_datasets.json @@ -6,6 +6,13 @@ "url": null, "version": "1.0.0" }, + "carla_video_tracking_dev": { + "sha256": "958d470dcd394928050f4123a7af05b0e389ceeec6fa0a3261df55a65e553b69", + "size": 1281628036, + "subdir": "carla_video_tracking_dev/2.0.0", + "url": null, + "version": "2.0.0" + }, "digit": { "sha256": "805fb5e33caf2029e13f4146c9d06fdb437ac5b0f0aa9668e3201922b617c559", "size": 8349857, diff --git a/armory/datasets/config_load.py b/armory/datasets/config_load.py index e017e063d..3b00c39b1 100644 --- a/armory/datasets/config_load.py +++ b/armory/datasets/config_load.py @@ -3,6 +3,7 @@ """ from armory.datasets import load, preprocessing, generator, filtering +from armory.datasets.context import contexts def load_dataset( @@ -20,6 +21,7 @@ def load_dataset( index=None, class_ids=None, drop_remainder=False, + context=None, ): # All are keyword elements by design if name is None: @@ -64,6 +66,9 @@ def load_dataset( shuffle_elements = shuffle_files + if context is None and name in contexts: + context = contexts[name] + return generator.ArmoryDataGenerator( info, ds_dict, @@ -78,4 +83,5 @@ def load_dataset( element_map=preprocessing_fn, shuffle_elements=shuffle_elements, key_map=None, + context=context, ) diff --git a/armory/datasets/generator.py b/armory/datasets/generator.py index 1224b35b0..14ad54f36 100644 --- a/armory/datasets/generator.py +++ b/armory/datasets/generator.py @@ -39,6 +39,7 @@ class ArmoryDataGenerator: element_filter - predicate of which elements to keep; occurs prior to mapping Note: size computations will be wrong when filtering is applied element_map - function that takes a dataset element (dict) and maps to new element + context - context object """ FRAMEWORKS = ("tf", "numpy", "torch") @@ -58,6 +59,7 @@ def __init__( element_filter: callable = None, element_map: callable = None, key_map=None, + context=None, ): if split not in info.splits: raise ValueError(f"split {split} not in info.splits {list(info.splits)}") @@ -141,6 +143,7 @@ def __init__( shuffle_elements=shuffle_elements, element_filter=element_filter, element_map=element_map, + context=context, ) def _set_params(self, **kwargs): @@ -164,3 +167,13 @@ def wrap_generator(armory_data_generator): from armory.datasets import art_wrapper return art_wrapper.WrappedDataGenerator(armory_data_generator) + + +class EvalGenerator: + """ + Wraps a specified number of batches in a DataGenerator to allow for evaluating on + part of a dataset when running through a scenario + """ + + def __init__(self, armory_generator, num_eval_batches): + raise NotImplementedError("EvalGenerator not implemented") diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 91e7c15b1..609ddec0d 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -4,6 +4,7 @@ import tensorflow as tf +from armory.datasets.context import contexts REGISTERED_PREPROCESSORS = {} @@ -51,10 +52,32 @@ def digit(element): @register def carla_over_obj_det_dev(element, modality="rgb"): +<<<<<<< HEAD return carla_over_obj_det_image(element["image"], modality=modality), ( +======= + x = carla_multimodal_obj_det(element["image"], modality=modality), ( +>>>>>>> Adding context for Generators. Input shapes causing issue with metric calculation. convert_tf_obj_det_label_to_pytorch(element["image"], element["objects"]), element["patch_metadata"], ) + print(x) + return x + + +# @register +# look at the dataset builder file +# @tf.function; then put a breakpoint in the preprocessing function +# tf.set_eagerly true (in slack channel) +# proper integration will be shown with good benign performance +@register +def carla_video_tracking_dev(element, max_frames=None): + return carla_video_tracking( + element["video"], max_frames=max_frames + ), carla_video_tracking_labels( + element["video"], + (element["bboxes"], element["patch_metadata"]), + max_frames=max_frames, + ) @register @@ -145,6 +168,175 @@ def carla_over_obj_det_image(x, modality="rgb"): ) +def preprocessing_chain(*args): + """ + Wraps and returns a sequence of preprocessing functions + """ + functions = [x for x in args if x is not None] + if not functions: + return None + + def wrapped(x): + for function in functions: + x = function(x) + return x + + return wrapped + + +def label_preprocessing_chain(*args): + """ + Wraps and returns a sequence of label preprocessing functions. + Note that this function differs from preprocessing_chain() in that + it chains across (x, y) instead of just x + """ + functions = [x for x in args if x is not None] + if not functions: + return None + + def wrapped(x, y): + for function in functions: + y = function(x, y) + return y + + return wrapped + + +def check_shapes(actual, target): + """ + Ensure that shapes match, ignoring None values + + actual and target should be tuples + """ + if type(actual) != tuple: + raise ValueError(f"actual shape {actual} is not a tuple") + if type(target) != tuple: + raise ValueError(f"target shape {target} is not a tuple") + if len(actual) != len(target): + raise ValueError(f"len(actual) {len(actual)} != len(target) {len(target)}") + for a, t in zip(actual, target): + if a != t and t is not None: + raise ValueError(f"shape {actual} does not match shape {target}") + + +def canonical_variable_image_preprocess(context, batch): + """ + Preprocessing when images are of variable size + """ + # if batch.dtype == np.object: + # for x in batch: + # check_shapes(x.shape, context.x_shape) + # assert x.dtype == context.input_type + # assert x.min() >= context.input_min + # assert x.max() <= context.input_max + + # quantized_batch = np.zeros_like(batch, dtype=np.object) + # for i in range(len(batch)): + # quantized_batch[i] = ( + # batch[i].astype(context.output_type) / context.quantization + # ) + # batch = quantized_batch + + if batch.dtype != context.input_type: + if batch.dtype == object: + raise NotImplementedError( + " dtype not yet supported for variable image processing." + ) + raise ValueError( + f"input dtype {batch.dtype} not in ({context.input_type}, 'O')" + ) + check_shapes(tuple(batch.shape), context.x_shape) + assert batch.dtype == context.input_type + # assert tf.math.reduce_min(batch) >= context.input_min + # assert tf.math.reduce_max(batch) <= context.input_max + + # for x in batch: + # assert x.dtype == context.output_type + # assert tf.math.reduce_min(x) >= context.output_min + # assert tf.math.reduce_max(x) <= context.output_max + + return batch + + +class ClipFrames: + """ + Clip Video Frames + Assumes first two dims are (batch, frames, ...) + """ + + def __init__(self, max_frames): + max_frames = int(max_frames) + if max_frames <= 0: + raise ValueError(f"max_frames {max_frames} must be > 0") + self.max_frames = max_frames + + def __call__(self, batch): + # if batch.dtype == np.object: + # clipped_batch = np.empty_like(batch, dtype=np.object) + # clipped_batch[:] = [x[: self.max_frames] for x in batch] + # return clipped_batch + return batch[:, : self.max_frames] + + +class ClipVideoTrackingLabels: + """ + Truncate labels for CARLA video tracking, when max_frames is set + """ + + def __init__(self, max_frames): + max_frames = int(max_frames) + if max_frames <= 0: + raise ValueError(f"max_frames {max_frames} must be > 0") + self.max_frames = max_frames + + def clip_boxes(self, boxes): + return boxes[:, : self.max_frames, :] + + def clip_metadata(self, patch_metadata_dict): + return { + k: v[:, : self.max_frames, ::] for (k, v) in patch_metadata_dict.items() + } + + def __call__(self, x, labels): + boxes, patch_metadata_dict = labels + return self.clip_boxes(boxes), self.clip_metadata(patch_metadata_dict) + + +def carla_video_tracking_dev_canonical_preprocessing(batch): + return canonical_variable_image_preprocess( + contexts["carla_video_tracking_dev"], batch + ) + + +def carla_video_tracking(x, max_frames): + clip = ClipFrames(max_frames) if max_frames else None + preprocessing_fn = preprocessing_chain( + clip, carla_video_tracking_dev_canonical_preprocessing + ) + return preprocessing_fn(x) + + +def carla_video_tracking_label_preprocessing(x, y): + box_labels, patch_metadata = y + box_array = ( + tf.squeeze(box_labels, axis=0) if box_labels.shape[0] == 1 else box_labels + ) + box_labels = {"boxes": box_array} + patch_metadata = { + k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) + for k, v in patch_metadata.items() + } + return (box_labels, patch_metadata) + + +def carla_video_tracking_labels(x, y, max_frames): + clip_labels = ClipVideoTrackingLabels(max_frames) if max_frames else None + label_preprocessing_fn = label_preprocessing_chain( + clip_labels, carla_video_tracking_label_preprocessing + ) + return label_preprocessing_fn(x, y) + + def convert_tf_boxes_to_pytorch(x, box_array): """ Converts object detection boxes from TF format of [y1/height, x1/width, y2/height, x2/width] diff --git a/armory/metrics/task.py b/armory/metrics/task.py index 7d4bc78b9..14d2e395b 100644 --- a/armory/metrics/task.py +++ b/armory/metrics/task.py @@ -522,7 +522,7 @@ def _check_video_tracking_input(y, y_pred): y_pred (List[Dict, ...]): same as above """ for input in [y, y_pred]: - assert isinstance(input, list) + assert isinstance(input, list), f"Expected List[Dict, ...] got {type(input)}" for input_dict_i in input: assert isinstance(input_dict_i, dict) assert "boxes" in input_dict_i diff --git a/armory/scenarios/carla_video_tracking.py b/armory/scenarios/carla_video_tracking.py index ee8b97026..4cf713d4f 100644 --- a/armory/scenarios/carla_video_tracking.py +++ b/armory/scenarios/carla_video_tracking.py @@ -33,7 +33,7 @@ def run_benign(self): self._check_x("run_benign") self.hub.set_context(stage="benign") x, y = self.x, self.y - y_init = np.expand_dims(y[0]["boxes"][0], axis=0) + y_init = np.expand_dims(y["boxes"][0][0], axis=0) x.flags.writeable = False with self.profiler.measure("Inference"): y_pred = self.model.predict(x, y_init=y_init, **self.predict_kwargs) diff --git a/armory/utils/config_loading.py b/armory/utils/config_loading.py index 9ba4524d3..c4ce1170b 100644 --- a/armory/utils/config_loading.py +++ b/armory/utils/config_loading.py @@ -26,7 +26,7 @@ from armory.art_experimental.attacks import patch from armory.art_experimental.attacks.sweep import SweepAttack -from armory.data.datasets import ArmoryDataGenerator, EvalGenerator +from armory.datasets.generator import ArmoryDataGenerator, EvalGenerator from armory.data.utils import maybe_download_weights_from_s3 from armory.utils import labels import copy diff --git a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json index e9af364a3..806d33933 100755 --- a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json +++ b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json @@ -14,11 +14,11 @@ "use_label": true }, "dataset": { - "batch_size": 1, - "eval_split": "dev", - "framework": "numpy", - "module": "armory.data.adversarial_datasets", - "name": "carla_video_tracking_dev" + "test": { + "batch_size": 1, + "split": "dev", + "name": "carla_video_tracking_dev" + } }, "defense": { "kwargs": { diff --git a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_undefended.json b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_undefended.json index 1d459a492..e27fe1713 100755 --- a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_undefended.json +++ b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_undefended.json @@ -14,11 +14,11 @@ "use_label": true }, "dataset": { - "batch_size": 1, - "eval_split": "dev", - "framework": "numpy", - "module": "armory.data.adversarial_datasets", - "name": "carla_video_tracking_dev" + "test": { + "batch_size": 1, + "split": "dev", + "name": "carla_video_tracking_dev" + } }, "defense": null, "metric": { From d718e691a0c77dcde1bad018c5d37162ee1fecc9 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 14:55:26 +0000 Subject: [PATCH 11/43] Adding unversioned files. --- .../adversarial/carla_video_tracking_dev.py | 124 ++++++++++++++++++ armory/datasets/context.py | 30 +++++ 2 files changed, 154 insertions(+) create mode 100644 armory/data/adversarial/carla_video_tracking_dev.py create mode 100644 armory/datasets/context.py diff --git a/armory/data/adversarial/carla_video_tracking_dev.py b/armory/data/adversarial/carla_video_tracking_dev.py new file mode 100644 index 000000000..7795850fc --- /dev/null +++ b/armory/data/adversarial/carla_video_tracking_dev.py @@ -0,0 +1,124 @@ +"""carla_video_tracking_dev dataset.""" + +import os +import glob +import numpy as np +from PIL import Image +import tensorflow.compat.v1 as tf +import tensorflow_datasets as tfds + +_DESCRIPTION = """ +Synthetic single modality dataset generated using CARLA (https://carla.org). +""" + +_CITATION = """ +@inproceedings{Dosovitskiy17, + title = { {CARLA}: {An} Open Urban Driving Simulator}, + author = {Alexey Dosovitskiy and German Ros and Felipe Codevilla and Antonio Lopez and Vladlen Koltun}, + booktitle = {Proceedings of the 1st Annual Conference on Robot Learning}, + pages = {1--16}, + year = {2017} +} +""" + +_URLS = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" + + +class CarlaVideoTrackingDev(tfds.core.GeneratorBasedBuilder): + """DatasetBuilder for carla_video_tracking_dev dataset.""" + + VERSION = tfds.core.Version("2.0.0") + RELEASE_NOTES = { + "1.0.0": "Initial release.", + "2.0.0": "Eval 5 CARLA single object tracking data with higher resolution, HD texture, higher frame rate, multiple non-tracked objects, and camera motion", + } + + def _info(self) -> tfds.core.DatasetInfo: + """Returns the dataset metadata.""" + + features = tfds.features.FeaturesDict( + { + "video": tfds.features.Video( + (None, 960, 1280, 3), + encoding_format="png", + ), + "bboxes": tfds.features.Sequence( + tfds.features.Tensor( + shape=[4], dtype=tf.int64 + ), # ground truth unormalized object bounding boxes given as [x1,y1,x2,y2] + ), + # these data only apply to the "green screen patch" objects + "patch_metadata": tfds.features.FeaturesDict( + { + "gs_coords": tfds.features.Tensor( + shape=[None, 4, 2], dtype=tf.int64 + ), + "masks": tfds.features.Tensor( + shape=[None, 960, 1280, 3], dtype=tf.uint8 + ), + } + ), + } + ) + + return tfds.core.DatasetInfo( + builder=self, + description=_DESCRIPTION, + features=features, + citation=_CITATION, + ) + + def _split_generators(self, dl_manager: tfds.download.DownloadManager): + """Returns SplitGenerators.""" + path = dl_manager.download_and_extract(_URLS) + + return [ + tfds.core.SplitGenerator( + name="dev", + gen_kwargs={"path": os.path.join(path, "dev")}, + ) + ] + + def _generate_examples(self, path): + """Yields examples.""" + + videos = os.listdir(path) + videos.sort() + print("videos: {}".format(videos)) + + for vi, video in enumerate(videos): + # Get all frames in a video + all_frames = glob.glob( + os.path.join(path, video, "*.png") + ) # all images including RGB and foreground mask + mask_frames = glob.glob( + os.path.join(path, video, "*_mask.png") + ) # all foreground masks + rgb_frames = list(set(all_frames) - set(mask_frames)) # all rgb frames + + # sort alphabetically + rgb_frames.sort() + mask_frames.sort() + + # verify pairing of RGB and mask + for r, m in zip(rgb_frames, mask_frames): + assert r.split(".")[-2] in m + + # get binarized patch masks + masks = [] + for mf in mask_frames: + mask = Image.open(os.path.join(path, video, mf)).convert("RGB") + mask = np.array(mask, dtype=np.uint8) + mask[np.all(mask == [255, 255, 255], axis=-1)] = 1 + masks.append(mask) + + example = { + "video": rgb_frames, + "bboxes": np.load(os.path.join(path, video, "gt_boxes.npy")), + "patch_metadata": { + "gs_coords": np.load(os.path.join(path, video, "gs_coords.npy")), + "masks": masks, + }, + } + + yield vi, example diff --git a/armory/datasets/context.py b/armory/datasets/context.py new file mode 100644 index 000000000..790d102c6 --- /dev/null +++ b/armory/datasets/context.py @@ -0,0 +1,30 @@ +import tensorflow as tf + + +class ImageContext: + def __init__(self, x_shape): + self.x_shape = x_shape + self.input_type = tf.uint8 + self.input_min = 0 + self.input_max = 255 + + self.quantization = 255 + + self.output_type = tf.float32 + self.output_min = 0.0 + self.output_max = 1.0 + + +class VideoContext(ImageContext): + def __init__(self, x_shape, frame_rate): + super().__init__(x_shape) + self.frame_rate = frame_rate + + +carla_video_tracking_dev_context = VideoContext( + x_shape=(None, 960, 1280, 3), frame_rate=10 +) + +contexts = { + "carla_video_tracking_dev": carla_video_tracking_dev_context, +} From ef3b1f71c33a6ff1f2b8c7e0d8d278dd629234cd Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 17:14:45 +0000 Subject: [PATCH 12/43] Separating dataloader batches into List[Dict[ndarray: (frames, coords)]] to represent each batch rather than returning Dict[ndarray: (batch, frames, coords)]. --- armory/scenarios/carla_video_tracking.py | 2 +- armory/scenarios/scenario.py | 5 +++++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/armory/scenarios/carla_video_tracking.py b/armory/scenarios/carla_video_tracking.py index 4cf713d4f..ee8b97026 100644 --- a/armory/scenarios/carla_video_tracking.py +++ b/armory/scenarios/carla_video_tracking.py @@ -33,7 +33,7 @@ def run_benign(self): self._check_x("run_benign") self.hub.set_context(stage="benign") x, y = self.x, self.y - y_init = np.expand_dims(y["boxes"][0][0], axis=0) + y_init = np.expand_dims(y[0]["boxes"][0], axis=0) x.flags.writeable = False with self.profiler.measure("Inference"): y_pred = self.model.predict(x, y_init=y_init, **self.predict_kwargs) diff --git a/armory/scenarios/scenario.py b/armory/scenarios/scenario.py index 9839935db..c11def323 100644 --- a/armory/scenarios/scenario.py +++ b/armory/scenarios/scenario.py @@ -355,6 +355,11 @@ def evaluate_all(self): def next(self): self.hub.set_context(stage="next") x, y = next(self.test_dataset) + # Fix for carla_video, separate batches into list + if isinstance(y, tuple) and isinstance(y[0], dict) and 'boxes' in y[0]: + if len(y) != 2: + raise ValueError(f"Expected (y, y_metadata), got {y}") + y = ([{'boxes': batch} for batch in y[0]['boxes']], y[1]) i = self.i + 1 self.hub.set_context(batch=i) self.i, self.x, self.y = i, x, y From 25779985153f7bcce4b357dc17b07882a27f52fc Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 18:25:22 +0000 Subject: [PATCH 13/43] Migrating carla_video_tracking_test and implementing preprocessing. --- .../carla_video_tracking_test/__init__.py | 3 +++ .../carla_video_tracking_test.py | 14 +++------- armory/datasets/context.py | 4 +++ armory/datasets/preprocessing.py | 27 ++++++++++++------- ..._tracking_goturn_advtextures_defended.json | 4 +-- 5 files changed, 30 insertions(+), 22 deletions(-) create mode 100644 armory/datasets/adversarial/carla_video_tracking_test/__init__.py rename armory/{data/adversarial => datasets/adversarial/carla_video_tracking_test}/carla_video_tracking_test.py (91%) diff --git a/armory/datasets/adversarial/carla_video_tracking_test/__init__.py b/armory/datasets/adversarial/carla_video_tracking_test/__init__.py new file mode 100644 index 000000000..4b0b22011 --- /dev/null +++ b/armory/datasets/adversarial/carla_video_tracking_test/__init__.py @@ -0,0 +1,3 @@ +"""carla_video_tracking_test dataset.""" + +from .carla_video_tracking_test import CarlaVideoTrackingTest diff --git a/armory/data/adversarial/carla_video_tracking_test.py b/armory/datasets/adversarial/carla_video_tracking_test/carla_video_tracking_test.py similarity index 91% rename from armory/data/adversarial/carla_video_tracking_test.py rename to armory/datasets/adversarial/carla_video_tracking_test/carla_video_tracking_test.py index ee10aed0d..b19d6d29d 100644 --- a/armory/data/adversarial/carla_video_tracking_test.py +++ b/armory/datasets/adversarial/carla_video_tracking_test/carla_video_tracking_test.py @@ -4,7 +4,7 @@ import glob import numpy as np from PIL import Image -import tensorflow.compat.v1 as tf +import tensorflow as tf import tensorflow_datasets as tfds @@ -22,7 +22,7 @@ } """ -_URLS = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_test_2.0.0.tar.gz" +_URL = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_test_2.0.0.tar.gz" class CarlaVideoTrackingTest(tfds.core.GeneratorBasedBuilder): @@ -71,14 +71,8 @@ def _info(self) -> tfds.core.DatasetInfo: def _split_generators(self, dl_manager: tfds.download.DownloadManager): """Returns SplitGenerators.""" - path = dl_manager.download_and_extract(_URLS) - - return [ - tfds.core.SplitGenerator( - name="test", - gen_kwargs={"path": os.path.join(path, "test")}, - ) - ] + path = dl_manager.download_and_extract(_URL) + return {"test": self._generate_examples(path / "test")} def _generate_examples(self, path): """Yields examples.""" diff --git a/armory/datasets/context.py b/armory/datasets/context.py index 790d102c6..1d449bec3 100644 --- a/armory/datasets/context.py +++ b/armory/datasets/context.py @@ -24,7 +24,11 @@ def __init__(self, x_shape, frame_rate): carla_video_tracking_dev_context = VideoContext( x_shape=(None, 960, 1280, 3), frame_rate=10 ) +carla_video_tracking_test_context = VideoContext( + x_shape=(None, 960, 1280, 3), frame_rate=10 +) contexts = { "carla_video_tracking_dev": carla_video_tracking_dev_context, + "carla_video_tracking_test": carla_video_tracking_test_context, } diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 609ddec0d..ae45451f6 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -72,7 +72,18 @@ def carla_over_obj_det_dev(element, modality="rgb"): @register def carla_video_tracking_dev(element, max_frames=None): return carla_video_tracking( - element["video"], max_frames=max_frames + element["video"], max_frames=max_frames, split="dev" + ), carla_video_tracking_labels( + element["video"], + (element["bboxes"], element["patch_metadata"]), + max_frames=max_frames, + ) + + +@register +def carla_video_tracking_test(element, max_frames=None): + return carla_video_tracking( + element["video"], max_frames=max_frames, split="test" ), carla_video_tracking_labels( element["video"], (element["bboxes"], element["patch_metadata"]), @@ -302,16 +313,12 @@ def __call__(self, x, labels): return self.clip_boxes(boxes), self.clip_metadata(patch_metadata_dict) -def carla_video_tracking_dev_canonical_preprocessing(batch): - return canonical_variable_image_preprocess( - contexts["carla_video_tracking_dev"], batch - ) - - -def carla_video_tracking(x, max_frames): +def carla_video_tracking(x, split, max_frames=None): clip = ClipFrames(max_frames) if max_frames else None preprocessing_fn = preprocessing_chain( - clip, carla_video_tracking_dev_canonical_preprocessing + clip, lambda batch: canonical_variable_image_preprocess( + contexts[f"carla_video_tracking_{split}"], batch + ) ) return preprocessing_fn(x) @@ -326,7 +333,7 @@ def carla_video_tracking_label_preprocessing(x, y): k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in patch_metadata.items() } - return (box_labels, patch_metadata) + return box_labels, patch_metadata def carla_video_tracking_labels(x, y, max_frames): diff --git a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json index 806d33933..02adb09a8 100755 --- a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json +++ b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json @@ -16,8 +16,8 @@ "dataset": { "test": { "batch_size": 1, - "split": "dev", - "name": "carla_video_tracking_dev" + "split": "test", + "name": "carla_video_tracking_test" } }, "defense": { From 07741c5f4d13ac1699d7fcf37d0529485d8dcb50 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 18:26:11 +0000 Subject: [PATCH 14/43] adding carla_video_tracking_test checksum --- .../datasets/adversarial/carla_video_tracking_test/checksums.tsv | 1 + 1 file changed, 1 insertion(+) create mode 100644 armory/datasets/adversarial/carla_video_tracking_test/checksums.tsv diff --git a/armory/datasets/adversarial/carla_video_tracking_test/checksums.tsv b/armory/datasets/adversarial/carla_video_tracking_test/checksums.tsv new file mode 100644 index 000000000..de1b9276d --- /dev/null +++ b/armory/datasets/adversarial/carla_video_tracking_test/checksums.tsv @@ -0,0 +1 @@ +https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_test_2.0.0.tar.gz 387465525 6bd09f5cf50c0e16f34b5054e9d77f95cb4491a373ecb842431cc58ae50b882e carla_video_tracking_test_2.0.0.tar.gz From 631e25b471762e06ee702014baf4acfd6b9ab452 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 18:35:26 +0000 Subject: [PATCH 15/43] Adding carla_video_tracking_test cached dataset --- armory/datasets/cached_datasets.json | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/armory/datasets/cached_datasets.json b/armory/datasets/cached_datasets.json index 66401c750..da9d11bb7 100644 --- a/armory/datasets/cached_datasets.json +++ b/armory/datasets/cached_datasets.json @@ -13,6 +13,13 @@ "url": null, "version": "2.0.0" }, + "carla_video_tracking_test": { + "sha256": "8c52281611807243cba425ad3a588f4abca40dfb2b3ab828b9ad8a5191a7df10", + "size": 388218968, + "subdir": "carla_video_tracking_test/2.0.0", + "url": null, + "version": "2.0.0" + }, "digit": { "sha256": "805fb5e33caf2029e13f4146c9d06fdb437ac5b0f0aa9668e3201922b617c559", "size": 8349857, From 5943015c472cb644b0911de0f65261a423463757 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 22:09:36 +0000 Subject: [PATCH 16/43] removing carla_video_tracking_dev to readd as rename instead of new file --- .../carla_video_tracking_dev.py | 119 ------------------ 1 file changed, 119 deletions(-) delete mode 100755 armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py diff --git a/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py b/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py deleted file mode 100755 index e1cc403e7..000000000 --- a/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py +++ /dev/null @@ -1,119 +0,0 @@ -"""carla_video_tracking_dev dataset.""" - -import os -import glob -import numpy as np -from PIL import Image -import tensorflow as tf -import tensorflow_datasets as tfds - -_DESCRIPTION = """ -Synthetic single modality dataset generated using CARLA (https://carla.org). -""" - -_CITATION = """ -@inproceedings{Dosovitskiy17, - title = { {CARLA}: {An} Open Urban Driving Simulator}, - author = {Alexey Dosovitskiy and German Ros and Felipe Codevilla and Antonio Lopez and Vladlen Koltun}, - booktitle = {Proceedings of the 1st Annual Conference on Robot Learning}, - pages = {1--16}, - year = {2017} -} -""" - -_URL = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" - - -class CarlaVideoTrackingDev(tfds.core.GeneratorBasedBuilder): - """DatasetBuilder for carla_video_tracking_dev dataset.""" - - VERSION = tfds.core.Version("2.0.0") - RELEASE_NOTES = { - "1.0.0": "Initial release.", - "2.0.0": "Eval 5 CARLA single object tracking data with higher resolution, HD texture, higher frame rate, multiple non-tracked objects, and camera motion", - } - - def _info(self) -> tfds.core.DatasetInfo: - """Returns the dataset metadata.""" - - features = tfds.features.FeaturesDict( - { - "video": tfds.features.Video( - (None, 960, 1280, 3), - encoding_format="png", - ), - "bboxes": tfds.features.Sequence( - tfds.features.Tensor( - shape=[4], dtype=tf.int64 - ), # ground truth unormalized object bounding boxes given as [x1,y1,x2,y2] - ), - # these data only apply to the "green screen patch" objects - "patch_metadata": tfds.features.FeaturesDict( - { - "gs_coords": tfds.features.Tensor( - shape=[None, 4, 2], dtype=tf.int64 - ), - "masks": tfds.features.Tensor( - shape=[None, 960, 1280, 3], dtype=tf.uint8 - ), - } - ), - } - ) - - return tfds.core.DatasetInfo( - builder=self, - description=_DESCRIPTION, - features=features, - citation=_CITATION, - ) - - def _split_generators(self, dl_manager: tfds.download.DownloadManager): - """Returns SplitGenerators.""" - path = dl_manager.download_and_extract(_URL) - - return {"dev": self._generate_examples(path / "dev")} - - def _generate_examples(self, path): - """Yields examples.""" - - videos = os.listdir(path) - videos.sort() - print("videos: {}".format(videos)) - - for vi, video in enumerate(videos): - # Get all frames in a video - all_frames = glob.glob( - os.path.join(path, video, "*.png") - ) # all images including RGB and foreground mask - mask_frames = glob.glob( - os.path.join(path, video, "*_mask.png") - ) # all foreground masks - rgb_frames = list(set(all_frames) - set(mask_frames)) # all rgb frames - - # sort alphabetically - rgb_frames.sort() - mask_frames.sort() - - # verify pairing of RGB and mask - for r, m in zip(rgb_frames, mask_frames): - assert r.split(".")[-2] in m - - # get binarized patch masks - masks = [] - for mf in mask_frames: - mask = Image.open(os.path.join(path, video, mf)).convert("RGB") - mask = np.array(mask, dtype=np.uint8) - mask[np.all(mask == [255, 255, 255], axis=-1)] = 1 - masks.append(mask) - - example = { - "video": rgb_frames, - "bboxes": np.load(os.path.join(path, video, "gt_boxes.npy")), - "patch_metadata": { - "gs_coords": np.load(os.path.join(path, video, "gs_coords.npy")), - "masks": masks, - }, - } - - yield vi, example From 4ca907b10aba9323c4ebe44c5589926c87fb164f Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 22:10:46 +0000 Subject: [PATCH 17/43] marking dev as rename --- .../carla_video_tracking_dev.py | 15 +++++---------- 1 file changed, 5 insertions(+), 10 deletions(-) rename armory/{data/adversarial => datasets/adversarial/carla_video_tracking_dev}/carla_video_tracking_dev.py (91%) diff --git a/armory/data/adversarial/carla_video_tracking_dev.py b/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py similarity index 91% rename from armory/data/adversarial/carla_video_tracking_dev.py rename to armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py index 7795850fc..e1cc403e7 100644 --- a/armory/data/adversarial/carla_video_tracking_dev.py +++ b/armory/datasets/adversarial/carla_video_tracking_dev/carla_video_tracking_dev.py @@ -4,7 +4,7 @@ import glob import numpy as np from PIL import Image -import tensorflow.compat.v1 as tf +import tensorflow as tf import tensorflow_datasets as tfds _DESCRIPTION = """ @@ -21,7 +21,7 @@ } """ -_URLS = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" +_URL = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" class CarlaVideoTrackingDev(tfds.core.GeneratorBasedBuilder): @@ -70,14 +70,9 @@ def _info(self) -> tfds.core.DatasetInfo: def _split_generators(self, dl_manager: tfds.download.DownloadManager): """Returns SplitGenerators.""" - path = dl_manager.download_and_extract(_URLS) - - return [ - tfds.core.SplitGenerator( - name="dev", - gen_kwargs={"path": os.path.join(path, "dev")}, - ) - ] + path = dl_manager.download_and_extract(_URL) + + return {"dev": self._generate_examples(path / "dev")} def _generate_examples(self, path): """Yields examples.""" From 204097e7568fd1f7aad62f7c8f51b6bd5f56a6d8 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 22:12:30 +0000 Subject: [PATCH 18/43] removing extraneous code --- armory/datasets/preprocessing.py | 31 ------------------------------- 1 file changed, 31 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index ae45451f6..0b9cb7010 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -64,11 +64,6 @@ def carla_over_obj_det_dev(element, modality="rgb"): return x -# @register -# look at the dataset builder file -# @tf.function; then put a breakpoint in the preprocessing function -# tf.set_eagerly true (in slack channel) -# proper integration will be shown with good benign performance @register def carla_video_tracking_dev(element, max_frames=None): return carla_video_tracking( @@ -234,20 +229,6 @@ def canonical_variable_image_preprocess(context, batch): """ Preprocessing when images are of variable size """ - # if batch.dtype == np.object: - # for x in batch: - # check_shapes(x.shape, context.x_shape) - # assert x.dtype == context.input_type - # assert x.min() >= context.input_min - # assert x.max() <= context.input_max - - # quantized_batch = np.zeros_like(batch, dtype=np.object) - # for i in range(len(batch)): - # quantized_batch[i] = ( - # batch[i].astype(context.output_type) / context.quantization - # ) - # batch = quantized_batch - if batch.dtype != context.input_type: if batch.dtype == object: raise NotImplementedError( @@ -258,14 +239,6 @@ def canonical_variable_image_preprocess(context, batch): ) check_shapes(tuple(batch.shape), context.x_shape) assert batch.dtype == context.input_type - # assert tf.math.reduce_min(batch) >= context.input_min - # assert tf.math.reduce_max(batch) <= context.input_max - - # for x in batch: - # assert x.dtype == context.output_type - # assert tf.math.reduce_min(x) >= context.output_min - # assert tf.math.reduce_max(x) <= context.output_max - return batch @@ -282,10 +255,6 @@ def __init__(self, max_frames): self.max_frames = max_frames def __call__(self, batch): - # if batch.dtype == np.object: - # clipped_batch = np.empty_like(batch, dtype=np.object) - # clipped_batch[:] = [x[: self.max_frames] for x in batch] - # return clipped_batch return batch[:, : self.max_frames] From 5757f0b751ce661dbe38078c8abdabca94a4b818 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Tue, 20 Dec 2022 22:26:23 +0000 Subject: [PATCH 19/43] removing testing changes --- armory/datasets/preprocessing.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 0b9cb7010..8ed0dea18 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -52,11 +52,7 @@ def digit(element): @register def carla_over_obj_det_dev(element, modality="rgb"): -<<<<<<< HEAD return carla_over_obj_det_image(element["image"], modality=modality), ( -======= - x = carla_multimodal_obj_det(element["image"], modality=modality), ( ->>>>>>> Adding context for Generators. Input shapes causing issue with metric calculation. convert_tf_obj_det_label_to_pytorch(element["image"], element["objects"]), element["patch_metadata"], ) From 53708efa13f9582f317a4358215cd7a368c8c874 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Wed, 21 Dec 2022 20:43:39 +0000 Subject: [PATCH 20/43] removing extraneous code --- armory/datasets/preprocessing.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 8ed0dea18..3a8b7cb2e 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -56,8 +56,6 @@ def carla_over_obj_det_dev(element, modality="rgb"): convert_tf_obj_det_label_to_pytorch(element["image"], element["objects"]), element["patch_metadata"], ) - print(x) - return x @register From 0bdb3ec3ce074b5e33d590ea83ef7e0fd29da408 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 19:56:06 +0000 Subject: [PATCH 21/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1054857855 --- armory/datasets/context.py | 26 +++++--------------------- 1 file changed, 5 insertions(+), 21 deletions(-) diff --git a/armory/datasets/context.py b/armory/datasets/context.py index 1d449bec3..0feb93a3b 100644 --- a/armory/datasets/context.py +++ b/armory/datasets/context.py @@ -1,34 +1,18 @@ import tensorflow as tf -class ImageContext: - def __init__(self, x_shape): +class VideoContext: + def __init__(self, x_shape, frame_rate): self.x_shape = x_shape self.input_type = tf.uint8 - self.input_min = 0 - self.input_max = 255 - - self.quantization = 255 - - self.output_type = tf.float32 - self.output_min = 0.0 - self.output_max = 1.0 - - -class VideoContext(ImageContext): - def __init__(self, x_shape, frame_rate): - super().__init__(x_shape) self.frame_rate = frame_rate -carla_video_tracking_dev_context = VideoContext( - x_shape=(None, 960, 1280, 3), frame_rate=10 -) -carla_video_tracking_test_context = VideoContext( +carla_video_tracking_context = VideoContext( x_shape=(None, 960, 1280, 3), frame_rate=10 ) contexts = { - "carla_video_tracking_dev": carla_video_tracking_dev_context, - "carla_video_tracking_test": carla_video_tracking_test_context, + "carla_video_tracking_dev": carla_video_tracking_context, + "carla_video_tracking_test": carla_video_tracking_context, } From e198f8134009f420a7ed565181acec459a343bb3 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 20:01:12 +0000 Subject: [PATCH 22/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1054833213 --- armory/datasets/generator.py | 10 ---------- armory/utils/config_loading.py | 2 +- 2 files changed, 1 insertion(+), 11 deletions(-) diff --git a/armory/datasets/generator.py b/armory/datasets/generator.py index 14ad54f36..3b2bdf6fb 100644 --- a/armory/datasets/generator.py +++ b/armory/datasets/generator.py @@ -167,13 +167,3 @@ def wrap_generator(armory_data_generator): from armory.datasets import art_wrapper return art_wrapper.WrappedDataGenerator(armory_data_generator) - - -class EvalGenerator: - """ - Wraps a specified number of batches in a DataGenerator to allow for evaluating on - part of a dataset when running through a scenario - """ - - def __init__(self, armory_generator, num_eval_batches): - raise NotImplementedError("EvalGenerator not implemented") diff --git a/armory/utils/config_loading.py b/armory/utils/config_loading.py index c4ce1170b..4104d4268 100644 --- a/armory/utils/config_loading.py +++ b/armory/utils/config_loading.py @@ -26,7 +26,7 @@ from armory.art_experimental.attacks import patch from armory.art_experimental.attacks.sweep import SweepAttack -from armory.datasets.generator import ArmoryDataGenerator, EvalGenerator +from armory.datasets.generator import ArmoryDataGenerator from armory.data.utils import maybe_download_weights_from_s3 from armory.utils import labels import copy From d9c0a2234a46607689f5bf7a677a3cba707c722b Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 20:59:31 +0000 Subject: [PATCH 23/43] Condensing preprocessor code. Addresses https://github.com/twosixlabs/armory/pull/1836#discussion_r1054849382 and https://github.com/twosixlabs/armory/pull/1836#discussion_r1054850061. Black reformatting as well. --- armory/datasets/context.py | 4 +- armory/datasets/preprocessing.py | 193 +++++++------------------------ 2 files changed, 41 insertions(+), 156 deletions(-) diff --git a/armory/datasets/context.py b/armory/datasets/context.py index 0feb93a3b..71e650a2d 100644 --- a/armory/datasets/context.py +++ b/armory/datasets/context.py @@ -8,9 +8,7 @@ def __init__(self, x_shape, frame_rate): self.frame_rate = frame_rate -carla_video_tracking_context = VideoContext( - x_shape=(None, 960, 1280, 3), frame_rate=10 -) +carla_video_tracking_context = VideoContext(x_shape=(None, 960, 1280, 3), frame_rate=10) contexts = { "carla_video_tracking_dev": carla_video_tracking_context, diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 3a8b7cb2e..cfd3422a9 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -58,26 +58,52 @@ def carla_over_obj_det_dev(element, modality="rgb"): ) +def carla_video_tracking_preprocess(element, max_frames, split): + x = element["video"] # tf.Tensor [B, H, W, C] + y = element["bboxes"] # tf.Tensor [B, 4] + y_meta = element["patch_metadata"] # Dict + context = contexts[f"carla_video_tracking_{split}"] + # Clip + if max_frames: + max_frames = int(max_frames) + if max_frames <= 0: + raise ValueError(f"max_frames {max_frames} must be > 0") + x = x[:, :max_frames] + y = y[:, :max_frames, :] + y_meta = {k: v[:, :max_frames, ::] for (k, v) in y_meta.items()} + # Validate input + if x.dtype != context.input_type: + if x.dtype == object: + raise NotImplementedError( + " dtype not yet supported for variable image processing." + ) + raise ValueError(f"input dtype {x.dtype} not in ({context.input_type}, 'O')") + assert isinstance( + context.x_shape, tuple + ), f"target shape {context.x_shape} is not a tuple" + assert len(x.shape) == len(context.x_shape) + for a, t in zip(x.shape, context.x_shape): + assert ( + t is None or a == t + ), f"shape {x.shape} does not match shape {context.x_shape}" + assert x.dtype == context.input_type + # Update labels + box_array = tf.squeeze(y, axis=0) if y.shape[0] == 1 else y + y = {"boxes": box_array} + y_meta = { + k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in y_meta.items() + } + return x, (y, y_meta) + + @register def carla_video_tracking_dev(element, max_frames=None): - return carla_video_tracking( - element["video"], max_frames=max_frames, split="dev" - ), carla_video_tracking_labels( - element["video"], - (element["bboxes"], element["patch_metadata"]), - max_frames=max_frames, - ) + return carla_video_tracking_preprocess(element, max_frames, "dev") @register def carla_video_tracking_test(element, max_frames=None): - return carla_video_tracking( - element["video"], max_frames=max_frames, split="test" - ), carla_video_tracking_labels( - element["video"], - (element["bboxes"], element["patch_metadata"]), - max_frames=max_frames, - ) + return carla_video_tracking_preprocess(element, max_frames, "test") @register @@ -168,145 +194,6 @@ def carla_over_obj_det_image(x, modality="rgb"): ) -def preprocessing_chain(*args): - """ - Wraps and returns a sequence of preprocessing functions - """ - functions = [x for x in args if x is not None] - if not functions: - return None - - def wrapped(x): - for function in functions: - x = function(x) - return x - - return wrapped - - -def label_preprocessing_chain(*args): - """ - Wraps and returns a sequence of label preprocessing functions. - Note that this function differs from preprocessing_chain() in that - it chains across (x, y) instead of just x - """ - functions = [x for x in args if x is not None] - if not functions: - return None - - def wrapped(x, y): - for function in functions: - y = function(x, y) - return y - - return wrapped - - -def check_shapes(actual, target): - """ - Ensure that shapes match, ignoring None values - - actual and target should be tuples - """ - if type(actual) != tuple: - raise ValueError(f"actual shape {actual} is not a tuple") - if type(target) != tuple: - raise ValueError(f"target shape {target} is not a tuple") - if len(actual) != len(target): - raise ValueError(f"len(actual) {len(actual)} != len(target) {len(target)}") - for a, t in zip(actual, target): - if a != t and t is not None: - raise ValueError(f"shape {actual} does not match shape {target}") - - -def canonical_variable_image_preprocess(context, batch): - """ - Preprocessing when images are of variable size - """ - if batch.dtype != context.input_type: - if batch.dtype == object: - raise NotImplementedError( - " dtype not yet supported for variable image processing." - ) - raise ValueError( - f"input dtype {batch.dtype} not in ({context.input_type}, 'O')" - ) - check_shapes(tuple(batch.shape), context.x_shape) - assert batch.dtype == context.input_type - return batch - - -class ClipFrames: - """ - Clip Video Frames - Assumes first two dims are (batch, frames, ...) - """ - - def __init__(self, max_frames): - max_frames = int(max_frames) - if max_frames <= 0: - raise ValueError(f"max_frames {max_frames} must be > 0") - self.max_frames = max_frames - - def __call__(self, batch): - return batch[:, : self.max_frames] - - -class ClipVideoTrackingLabels: - """ - Truncate labels for CARLA video tracking, when max_frames is set - """ - - def __init__(self, max_frames): - max_frames = int(max_frames) - if max_frames <= 0: - raise ValueError(f"max_frames {max_frames} must be > 0") - self.max_frames = max_frames - - def clip_boxes(self, boxes): - return boxes[:, : self.max_frames, :] - - def clip_metadata(self, patch_metadata_dict): - return { - k: v[:, : self.max_frames, ::] for (k, v) in patch_metadata_dict.items() - } - - def __call__(self, x, labels): - boxes, patch_metadata_dict = labels - return self.clip_boxes(boxes), self.clip_metadata(patch_metadata_dict) - - -def carla_video_tracking(x, split, max_frames=None): - clip = ClipFrames(max_frames) if max_frames else None - preprocessing_fn = preprocessing_chain( - clip, lambda batch: canonical_variable_image_preprocess( - contexts[f"carla_video_tracking_{split}"], batch - ) - ) - return preprocessing_fn(x) - - -def carla_video_tracking_label_preprocessing(x, y): - box_labels, patch_metadata = y - box_array = ( - tf.squeeze(box_labels, axis=0) if box_labels.shape[0] == 1 else box_labels - ) - box_labels = {"boxes": box_array} - patch_metadata = { - k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) - for k, v in patch_metadata.items() - } - return box_labels, patch_metadata - - -def carla_video_tracking_labels(x, y, max_frames): - clip_labels = ClipVideoTrackingLabels(max_frames) if max_frames else None - label_preprocessing_fn = label_preprocessing_chain( - clip_labels, carla_video_tracking_label_preprocessing - ) - return label_preprocessing_fn(x, y) - - def convert_tf_boxes_to_pytorch(x, box_array): """ Converts object detection boxes from TF format of [y1/height, x1/width, y2/height, x2/width] From d9862ce7a7409946eb90f9a513a6df4150871adc Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 21:02:39 +0000 Subject: [PATCH 24/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1054843141 --- .../carla_video_tracking_goturn_advtextures_defended.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json index 02adb09a8..806d33933 100755 --- a/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json +++ b/scenario_configs/eval5/carla_video_tracking/carla_video_tracking_goturn_advtextures_defended.json @@ -16,8 +16,8 @@ "dataset": { "test": { "batch_size": 1, - "split": "test", - "name": "carla_video_tracking_test" + "split": "dev", + "name": "carla_video_tracking_dev" } }, "defense": { From f07ae034e7a4415bf0bfeb3c543133bdf4e7b194 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 21:06:58 +0000 Subject: [PATCH 25/43] Removing extra code added during rebase. Addresssing https://github.com/twosixlabs/armory/pull/1836#discussion_r1054843712 --- docs/metrics.md | 4 ---- 1 file changed, 4 deletions(-) diff --git a/docs/metrics.md b/docs/metrics.md index 1abd0e144..4f5d18729 100644 --- a/docs/metrics.md +++ b/docs/metrics.md @@ -73,10 +73,6 @@ The `armory.metrics` module contains functionality to measure a variety of metri We have implemented the metrics in numpy, instead of using framework-specific metrics, to prevent expanding the required set of dependencies. Please see the relevant submodules in [armory/metrics](../armory/metrics/) for more detailed descriptions. -### Custom Metrics - -TODO: describe how to add/register metrics, use them in configs, etc. - ### Perturbation Metrics Perturbation metrics compare a benign and adversarially perturbed input and return a distance. From 9716c588a48d001b1afab6bbe06cb351c0fbe710 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 22:01:30 +0000 Subject: [PATCH 26/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1054839036, clipping working. Note, throws an error when max_frames = 1. --- armory/datasets/preprocessing.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index cfd3422a9..bc75aa6e5 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -59,8 +59,8 @@ def carla_over_obj_det_dev(element, modality="rgb"): def carla_video_tracking_preprocess(element, max_frames, split): - x = element["video"] # tf.Tensor [B, H, W, C] - y = element["bboxes"] # tf.Tensor [B, 4] + x = element["video"] # tf.Tensor [F, H, W, C] + y = element["bboxes"] # tf.Tensor [F, 4] y_meta = element["patch_metadata"] # Dict context = contexts[f"carla_video_tracking_{split}"] # Clip @@ -68,9 +68,9 @@ def carla_video_tracking_preprocess(element, max_frames, split): max_frames = int(max_frames) if max_frames <= 0: raise ValueError(f"max_frames {max_frames} must be > 0") - x = x[:, :max_frames] - y = y[:, :max_frames, :] - y_meta = {k: v[:, :max_frames, ::] for (k, v) in y_meta.items()} + x = x[:max_frames, :] + y = y[:max_frames, :] + y_meta = {k: v[:max_frames, :] for (k, v) in y_meta.items()} # Validate input if x.dtype != context.input_type: if x.dtype == object: From 8db643f627562c3b68265725f1a7bee85d06ada6 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 22 Dec 2022 22:18:17 +0000 Subject: [PATCH 27/43] Addresses https://github.com/twosixlabs/armory/pull/1836/files/f07ae034e7a4415bf0bfeb3c543133bdf4e7b194#r1055889011 --- armory/datasets/preprocessing.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index bc75aa6e5..0f4fa289e 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -61,7 +61,7 @@ def carla_over_obj_det_dev(element, modality="rgb"): def carla_video_tracking_preprocess(element, max_frames, split): x = element["video"] # tf.Tensor [F, H, W, C] y = element["bboxes"] # tf.Tensor [F, 4] - y_meta = element["patch_metadata"] # Dict + y_patch_metadata = element["patch_metadata"] # Dict context = contexts[f"carla_video_tracking_{split}"] # Clip if max_frames: @@ -70,7 +70,7 @@ def carla_video_tracking_preprocess(element, max_frames, split): raise ValueError(f"max_frames {max_frames} must be > 0") x = x[:max_frames, :] y = y[:max_frames, :] - y_meta = {k: v[:max_frames, :] for (k, v) in y_meta.items()} + y_patch_metadata = {k: v[:max_frames, :] for (k, v) in y_patch_metadata.items()} # Validate input if x.dtype != context.input_type: if x.dtype == object: @@ -90,10 +90,11 @@ def carla_video_tracking_preprocess(element, max_frames, split): # Update labels box_array = tf.squeeze(y, axis=0) if y.shape[0] == 1 else y y = {"boxes": box_array} - y_meta = { - k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in y_meta.items() + y_patch_metadata = { + k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) + for k, v in y_patch_metadata.items() } - return x, (y, y_meta) + return x, (y, y_patch_metadata) @register From 612fe1e7dea3880bce13e3832c592fbe5fe3df17 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 13:29:11 +0000 Subject: [PATCH 28/43] Suggestion from https://github.com/twosixlabs/armory/pull/1836#discussion_r1055907094 --- armory/datasets/preprocessing.py | 37 +++++++++++++++++++++++--------- 1 file changed, 27 insertions(+), 10 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 0f4fa289e..9993b7a8a 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -58,19 +58,13 @@ def carla_over_obj_det_dev(element, modality="rgb"): ) -def carla_video_tracking_preprocess(element, max_frames, split): - x = element["video"] # tf.Tensor [F, H, W, C] - y = element["bboxes"] # tf.Tensor [F, 4] - y_patch_metadata = element["patch_metadata"] # Dict - context = contexts[f"carla_video_tracking_{split}"] +def carla_video_tracking_preprocess(x, max_frames, context): # Clip if max_frames: max_frames = int(max_frames) if max_frames <= 0: raise ValueError(f"max_frames {max_frames} must be > 0") x = x[:max_frames, :] - y = y[:max_frames, :] - y_patch_metadata = {k: v[:max_frames, :] for (k, v) in y_patch_metadata.items()} # Validate input if x.dtype != context.input_type: if x.dtype == object: @@ -87,6 +81,17 @@ def carla_video_tracking_preprocess(element, max_frames, split): t is None or a == t ), f"shape {x.shape} does not match shape {context.x_shape}" assert x.dtype == context.input_type + return x + + +def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames): + # Clip + if max_frames: + max_frames = int(max_frames) + if max_frames <= 0: + raise ValueError(f"max_frames {max_frames} must be > 0") + y = y[:max_frames, :] + y_patch_metadata = {k: v[:max_frames, :] for (k, v) in y_patch_metadata.items()} # Update labels box_array = tf.squeeze(y, axis=0) if y.shape[0] == 1 else y y = {"boxes": box_array} @@ -94,17 +99,29 @@ def carla_video_tracking_preprocess(element, max_frames, split): k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in y_patch_metadata.items() } - return x, (y, y_patch_metadata) + return y, y_patch_metadata @register def carla_video_tracking_dev(element, max_frames=None): - return carla_video_tracking_preprocess(element, max_frames, "dev") + return carla_video_tracking_preprocess( + element["video"], + max_frames=max_frames, + context=contexts["carla_video_tracking_dev"], + ), carla_video_tracking_preprocess_labels( + element["bboxes"], element["patch_metadata"], max_frames=max_frames + ) @register def carla_video_tracking_test(element, max_frames=None): - return carla_video_tracking_preprocess(element, max_frames, "test") + return carla_video_tracking_preprocess( + element["video"], + max_frames=max_frames, + context=contexts["carla_video_tracking_test"], + ), carla_video_tracking_preprocess_labels( + element["bboxes"], element["patch_metadata"], max_frames=max_frames + ) @register From 4837db0e3da65322ebc3624688d9b1140222bacf Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 13:51:09 +0000 Subject: [PATCH 29/43] Moving batch fixup to appropriate class. See https://github.com/twosixlabs/armory/pull/1836#discussion_r1054845338 --- armory/scenarios/carla_video_tracking.py | 3 +++ armory/scenarios/scenario.py | 5 ----- 2 files changed, 3 insertions(+), 5 deletions(-) diff --git a/armory/scenarios/carla_video_tracking.py b/armory/scenarios/carla_video_tracking.py index ee8b97026..f81a7d38b 100644 --- a/armory/scenarios/carla_video_tracking.py +++ b/armory/scenarios/carla_video_tracking.py @@ -27,6 +27,9 @@ def load_test_dataset(self): def next(self): super().next() self.y, self.y_patch_metadata = self.y + # Fix for tfdsv4 upgrade - separate batches into list + if isinstance(self.y, dict) and "boxes" in self.y: + self.y = [{"boxes": batch} for batch in self.y["boxes"]] self.probe.update(y=self.y, y_patch_metadata=self.y_patch_metadata) def run_benign(self): diff --git a/armory/scenarios/scenario.py b/armory/scenarios/scenario.py index c11def323..9839935db 100644 --- a/armory/scenarios/scenario.py +++ b/armory/scenarios/scenario.py @@ -355,11 +355,6 @@ def evaluate_all(self): def next(self): self.hub.set_context(stage="next") x, y = next(self.test_dataset) - # Fix for carla_video, separate batches into list - if isinstance(y, tuple) and isinstance(y[0], dict) and 'boxes' in y[0]: - if len(y) != 2: - raise ValueError(f"Expected (y, y_metadata), got {y}") - y = ([{'boxes': batch} for batch in y[0]['boxes']], y[1]) i = self.i + 1 self.hub.set_context(batch=i) self.i, self.x, self.y = i, x, y From 18ce134d72cb1318a7a3489b827a98e687945530 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 20:08:30 +0000 Subject: [PATCH 30/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1056621894 --- armory/datasets/preprocessing.py | 21 +-------------------- 1 file changed, 1 insertion(+), 20 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 9993b7a8a..83e1c2031 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -4,7 +4,6 @@ import tensorflow as tf -from armory.datasets.context import contexts REGISTERED_PREPROCESSORS = {} @@ -58,29 +57,13 @@ def carla_over_obj_det_dev(element, modality="rgb"): ) -def carla_video_tracking_preprocess(x, max_frames, context): +def carla_video_tracking_preprocess(x, max_frames): # Clip if max_frames: max_frames = int(max_frames) if max_frames <= 0: raise ValueError(f"max_frames {max_frames} must be > 0") x = x[:max_frames, :] - # Validate input - if x.dtype != context.input_type: - if x.dtype == object: - raise NotImplementedError( - " dtype not yet supported for variable image processing." - ) - raise ValueError(f"input dtype {x.dtype} not in ({context.input_type}, 'O')") - assert isinstance( - context.x_shape, tuple - ), f"target shape {context.x_shape} is not a tuple" - assert len(x.shape) == len(context.x_shape) - for a, t in zip(x.shape, context.x_shape): - assert ( - t is None or a == t - ), f"shape {x.shape} does not match shape {context.x_shape}" - assert x.dtype == context.input_type return x @@ -107,7 +90,6 @@ def carla_video_tracking_dev(element, max_frames=None): return carla_video_tracking_preprocess( element["video"], max_frames=max_frames, - context=contexts["carla_video_tracking_dev"], ), carla_video_tracking_preprocess_labels( element["bboxes"], element["patch_metadata"], max_frames=max_frames ) @@ -118,7 +100,6 @@ def carla_video_tracking_test(element, max_frames=None): return carla_video_tracking_preprocess( element["video"], max_frames=max_frames, - context=contexts["carla_video_tracking_test"], ), carla_video_tracking_preprocess_labels( element["bboxes"], element["patch_metadata"], max_frames=max_frames ) From 9f71947cee22b7f5c941312dabe21acf37418ebc Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 20:11:19 +0000 Subject: [PATCH 31/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1056629410 --- armory/datasets/preprocessing.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 83e1c2031..dbb9484df 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -57,7 +57,7 @@ def carla_over_obj_det_dev(element, modality="rgb"): ) -def carla_video_tracking_preprocess(x, max_frames): +def carla_video_tracking_preprocess(x, max_frames=None): # Clip if max_frames: max_frames = int(max_frames) @@ -67,7 +67,7 @@ def carla_video_tracking_preprocess(x, max_frames): return x -def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames): +def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames=None): # Clip if max_frames: max_frames = int(max_frames) From 4a29dba48a1228abf409ed5235f6a4d1e915bcad Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 20:21:16 +0000 Subject: [PATCH 32/43] Simplifying the preprocessor --- armory/datasets/preprocessing.py | 24 +++++------------------- 1 file changed, 5 insertions(+), 19 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index dbb9484df..dc294c1c8 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -57,22 +57,13 @@ def carla_over_obj_det_dev(element, modality="rgb"): ) -def carla_video_tracking_preprocess(x, max_frames=None): +def carla_video_tracking_preprocess(x, y, y_patch_metadata, max_frames=None): # Clip if max_frames: max_frames = int(max_frames) if max_frames <= 0: raise ValueError(f"max_frames {max_frames} must be > 0") x = x[:max_frames, :] - return x - - -def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames=None): - # Clip - if max_frames: - max_frames = int(max_frames) - if max_frames <= 0: - raise ValueError(f"max_frames {max_frames} must be > 0") y = y[:max_frames, :] y_patch_metadata = {k: v[:max_frames, :] for (k, v) in y_patch_metadata.items()} # Update labels @@ -82,27 +73,22 @@ def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames=None) k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in y_patch_metadata.items() } - return y, y_patch_metadata + return x, (y, y_patch_metadata) @register def carla_video_tracking_dev(element, max_frames=None): return carla_video_tracking_preprocess( element["video"], + element["bboxes"], + element["patch_metadata"], max_frames=max_frames, - ), carla_video_tracking_preprocess_labels( - element["bboxes"], element["patch_metadata"], max_frames=max_frames ) @register def carla_video_tracking_test(element, max_frames=None): - return carla_video_tracking_preprocess( - element["video"], - max_frames=max_frames, - ), carla_video_tracking_preprocess_labels( - element["bboxes"], element["patch_metadata"], max_frames=max_frames - ) + return carla_video_tracking_dev(element, max_frames) @register From 7c2da860db01e3cf717354d3bb9b9d10fa94f9e1 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 20:34:25 +0000 Subject: [PATCH 33/43] Revert "Simplifying the preprocessor" This reverts commit 4a29dba48a1228abf409ed5235f6a4d1e915bcad. --- armory/datasets/preprocessing.py | 24 +++++++++++++++++++----- 1 file changed, 19 insertions(+), 5 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index dc294c1c8..dbb9484df 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -57,13 +57,22 @@ def carla_over_obj_det_dev(element, modality="rgb"): ) -def carla_video_tracking_preprocess(x, y, y_patch_metadata, max_frames=None): +def carla_video_tracking_preprocess(x, max_frames=None): # Clip if max_frames: max_frames = int(max_frames) if max_frames <= 0: raise ValueError(f"max_frames {max_frames} must be > 0") x = x[:max_frames, :] + return x + + +def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames=None): + # Clip + if max_frames: + max_frames = int(max_frames) + if max_frames <= 0: + raise ValueError(f"max_frames {max_frames} must be > 0") y = y[:max_frames, :] y_patch_metadata = {k: v[:max_frames, :] for (k, v) in y_patch_metadata.items()} # Update labels @@ -73,22 +82,27 @@ def carla_video_tracking_preprocess(x, y, y_patch_metadata, max_frames=None): k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in y_patch_metadata.items() } - return x, (y, y_patch_metadata) + return y, y_patch_metadata @register def carla_video_tracking_dev(element, max_frames=None): return carla_video_tracking_preprocess( element["video"], - element["bboxes"], - element["patch_metadata"], max_frames=max_frames, + ), carla_video_tracking_preprocess_labels( + element["bboxes"], element["patch_metadata"], max_frames=max_frames ) @register def carla_video_tracking_test(element, max_frames=None): - return carla_video_tracking_dev(element, max_frames) + return carla_video_tracking_preprocess( + element["video"], + max_frames=max_frames, + ), carla_video_tracking_preprocess_labels( + element["bboxes"], element["patch_metadata"], max_frames=max_frames + ) @register From 3ecba7229fafad9140058585b044831932b06122 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Fri, 23 Dec 2022 20:47:19 +0000 Subject: [PATCH 34/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1056640983 --- armory/datasets/preprocessing.py | 13 +++---------- 1 file changed, 3 insertions(+), 10 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index de1b7157c..a5ca55b01 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -86,8 +86,7 @@ def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames=None) return y, y_patch_metadata -@register -def carla_video_tracking_dev(element, max_frames=None): +def carla_video_tracking(element, max_frames=None): return carla_video_tracking_preprocess( element["video"], max_frames=max_frames, @@ -96,14 +95,8 @@ def carla_video_tracking_dev(element, max_frames=None): ) -@register -def carla_video_tracking_test(element, max_frames=None): - return carla_video_tracking_preprocess( - element["video"], - max_frames=max_frames, - ), carla_video_tracking_preprocess_labels( - element["bboxes"], element["patch_metadata"], max_frames=max_frames - ) +carla_video_tracking_dev = register(carla_video_tracking, "carla_video_tracking_dev") +carla_video_tracking_test = register(carla_video_tracking, "carla_video_tracking_test") @register From e466546acf85008b8edf5815816c4822ee733764 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 29 Dec 2022 20:43:54 +0000 Subject: [PATCH 35/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1057828820 --- armory/datasets/preprocessing.py | 1 + 1 file changed, 1 insertion(+) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index a5ca55b01..5fe67bf8b 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -65,6 +65,7 @@ def carla_video_tracking_preprocess(x, max_frames=None): if max_frames <= 0: raise ValueError(f"max_frames {max_frames} must be > 0") x = x[:max_frames, :] + x = tf.cast(x, tf.float32) / 255.0 return x From 192311c6ba261f5e1f95afe5def5fd01d1f6e8ab Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 29 Dec 2022 20:49:13 +0000 Subject: [PATCH 36/43] Addressing https://github.com/twosixlabs/armory/pull/1836#issuecomment-1366086786 --- .../adversarial/carla_video_tracking_dev.py | 124 +++++++++++++++++ .../adversarial/carla_video_tracking_test.py | 125 ++++++++++++++++++ 2 files changed, 249 insertions(+) create mode 100755 armory/data/adversarial/carla_video_tracking_dev.py create mode 100644 armory/data/adversarial/carla_video_tracking_test.py diff --git a/armory/data/adversarial/carla_video_tracking_dev.py b/armory/data/adversarial/carla_video_tracking_dev.py new file mode 100755 index 000000000..7795850fc --- /dev/null +++ b/armory/data/adversarial/carla_video_tracking_dev.py @@ -0,0 +1,124 @@ +"""carla_video_tracking_dev dataset.""" + +import os +import glob +import numpy as np +from PIL import Image +import tensorflow.compat.v1 as tf +import tensorflow_datasets as tfds + +_DESCRIPTION = """ +Synthetic single modality dataset generated using CARLA (https://carla.org). +""" + +_CITATION = """ +@inproceedings{Dosovitskiy17, + title = { {CARLA}: {An} Open Urban Driving Simulator}, + author = {Alexey Dosovitskiy and German Ros and Felipe Codevilla and Antonio Lopez and Vladlen Koltun}, + booktitle = {Proceedings of the 1st Annual Conference on Robot Learning}, + pages = {1--16}, + year = {2017} +} +""" + +_URLS = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_dev_2.0.0.tar.gz" + + +class CarlaVideoTrackingDev(tfds.core.GeneratorBasedBuilder): + """DatasetBuilder for carla_video_tracking_dev dataset.""" + + VERSION = tfds.core.Version("2.0.0") + RELEASE_NOTES = { + "1.0.0": "Initial release.", + "2.0.0": "Eval 5 CARLA single object tracking data with higher resolution, HD texture, higher frame rate, multiple non-tracked objects, and camera motion", + } + + def _info(self) -> tfds.core.DatasetInfo: + """Returns the dataset metadata.""" + + features = tfds.features.FeaturesDict( + { + "video": tfds.features.Video( + (None, 960, 1280, 3), + encoding_format="png", + ), + "bboxes": tfds.features.Sequence( + tfds.features.Tensor( + shape=[4], dtype=tf.int64 + ), # ground truth unormalized object bounding boxes given as [x1,y1,x2,y2] + ), + # these data only apply to the "green screen patch" objects + "patch_metadata": tfds.features.FeaturesDict( + { + "gs_coords": tfds.features.Tensor( + shape=[None, 4, 2], dtype=tf.int64 + ), + "masks": tfds.features.Tensor( + shape=[None, 960, 1280, 3], dtype=tf.uint8 + ), + } + ), + } + ) + + return tfds.core.DatasetInfo( + builder=self, + description=_DESCRIPTION, + features=features, + citation=_CITATION, + ) + + def _split_generators(self, dl_manager: tfds.download.DownloadManager): + """Returns SplitGenerators.""" + path = dl_manager.download_and_extract(_URLS) + + return [ + tfds.core.SplitGenerator( + name="dev", + gen_kwargs={"path": os.path.join(path, "dev")}, + ) + ] + + def _generate_examples(self, path): + """Yields examples.""" + + videos = os.listdir(path) + videos.sort() + print("videos: {}".format(videos)) + + for vi, video in enumerate(videos): + # Get all frames in a video + all_frames = glob.glob( + os.path.join(path, video, "*.png") + ) # all images including RGB and foreground mask + mask_frames = glob.glob( + os.path.join(path, video, "*_mask.png") + ) # all foreground masks + rgb_frames = list(set(all_frames) - set(mask_frames)) # all rgb frames + + # sort alphabetically + rgb_frames.sort() + mask_frames.sort() + + # verify pairing of RGB and mask + for r, m in zip(rgb_frames, mask_frames): + assert r.split(".")[-2] in m + + # get binarized patch masks + masks = [] + for mf in mask_frames: + mask = Image.open(os.path.join(path, video, mf)).convert("RGB") + mask = np.array(mask, dtype=np.uint8) + mask[np.all(mask == [255, 255, 255], axis=-1)] = 1 + masks.append(mask) + + example = { + "video": rgb_frames, + "bboxes": np.load(os.path.join(path, video, "gt_boxes.npy")), + "patch_metadata": { + "gs_coords": np.load(os.path.join(path, video, "gs_coords.npy")), + "masks": masks, + }, + } + + yield vi, example diff --git a/armory/data/adversarial/carla_video_tracking_test.py b/armory/data/adversarial/carla_video_tracking_test.py new file mode 100644 index 000000000..ee10aed0d --- /dev/null +++ b/armory/data/adversarial/carla_video_tracking_test.py @@ -0,0 +1,125 @@ +"""carla_video_tracking_test dataset.""" + +import os +import glob +import numpy as np +from PIL import Image +import tensorflow.compat.v1 as tf +import tensorflow_datasets as tfds + + +_DESCRIPTION = """ +Synthetic single modality dataset generated using CARLA (https://carla.org). +""" + +_CITATION = """ +@inproceedings{Dosovitskiy17, + title = { {CARLA}: {An} Open Urban Driving Simulator}, + author = {Alexey Dosovitskiy and German Ros and Felipe Codevilla and Antonio Lopez and Vladlen Koltun}, + booktitle = {Proceedings of the 1st Annual Conference on Robot Learning}, + pages = {1--16}, + year = {2017} +} +""" + +_URLS = "https://armory-public-data.s3.us-east-2.amazonaws.com/carla/carla_video_tracking_test_2.0.0.tar.gz" + + +class CarlaVideoTrackingTest(tfds.core.GeneratorBasedBuilder): + """DatasetBuilder for carla_video_tracking_test dataset.""" + + VERSION = tfds.core.Version("2.0.0") + RELEASE_NOTES = { + "1.0.0": "Initial release.", + "2.0.0": "Eval 5 CARLA single object tracking data with higher resolution, HD texture, higher frame rate, multiple non-tracked objects, and camera motion", + } + + def _info(self) -> tfds.core.DatasetInfo: + """Returns the dataset metadata.""" + + features = tfds.features.FeaturesDict( + { + "video": tfds.features.Video( + (None, 960, 1280, 3), + encoding_format="png", + ), + "bboxes": tfds.features.Sequence( + tfds.features.Tensor( + shape=[4], dtype=tf.int64 + ), # ground truth unormalized object bounding boxes given as [x1,y1,x2,y2] + ), + # these data only apply to the "green screen patch" objects + "patch_metadata": tfds.features.FeaturesDict( + { + "gs_coords": tfds.features.Tensor( + shape=[None, 4, 2], dtype=tf.int64 + ), + "masks": tfds.features.Tensor( + shape=[None, 960, 1280, 3], dtype=tf.uint8 + ), + } + ), + } + ) + + return tfds.core.DatasetInfo( + builder=self, + description=_DESCRIPTION, + features=features, + citation=_CITATION, + ) + + def _split_generators(self, dl_manager: tfds.download.DownloadManager): + """Returns SplitGenerators.""" + path = dl_manager.download_and_extract(_URLS) + + return [ + tfds.core.SplitGenerator( + name="test", + gen_kwargs={"path": os.path.join(path, "test")}, + ) + ] + + def _generate_examples(self, path): + """Yields examples.""" + + videos = os.listdir(path) + videos.sort() + print("videos: {}".format(videos)) + + for vi, video in enumerate(videos): + # Get all frames in a video + all_frames = glob.glob( + os.path.join(path, video, "*.png") + ) # all images including RGB and foreground mask + mask_frames = glob.glob( + os.path.join(path, video, "*_mask.png") + ) # all foreground masks + rgb_frames = list(set(all_frames) - set(mask_frames)) # all rgb frames + + # sort alphabetically + rgb_frames.sort() + mask_frames.sort() + + # verify pairing of RGB and mask + for r, m in zip(rgb_frames, mask_frames): + assert r.split(".")[-2] in m + + # get binarized patch masks + masks = [] + for mf in mask_frames: + mask = Image.open(os.path.join(path, video, mf)).convert("RGB") + mask = np.array(mask, dtype=np.uint8) + mask[np.all(mask == [255, 255, 255], axis=-1)] = 1 + masks.append(mask) + + example = { + "video": rgb_frames, + "bboxes": np.load(os.path.join(path, video, "gt_boxes.npy")), + "patch_metadata": { + "gs_coords": np.load(os.path.join(path, video, "gs_coords.npy")), + "masks": masks, + }, + } + + yield vi, example From a82f34fcfaf1c03e55a14257fa98452790a8ccda Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Thu, 29 Dec 2022 20:53:13 +0000 Subject: [PATCH 37/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1057840089 --- armory/datasets/preprocessing.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/armory/datasets/preprocessing.py b/armory/datasets/preprocessing.py index 5fe67bf8b..5f46f4a6c 100644 --- a/armory/datasets/preprocessing.py +++ b/armory/datasets/preprocessing.py @@ -78,8 +78,7 @@ def carla_video_tracking_preprocess_labels(y, y_patch_metadata, max_frames=None) y = y[:max_frames, :] y_patch_metadata = {k: v[:max_frames, :] for (k, v) in y_patch_metadata.items()} # Update labels - box_array = tf.squeeze(y, axis=0) if y.shape[0] == 1 else y - y = {"boxes": box_array} + y = {"boxes": y} y_patch_metadata = { k: (tf.squeeze(v, axis=0) if v.shape[0] == 1 else v) for k, v in y_patch_metadata.items() From 4dcd2ca9ff5fd42e1415355a564e10ffa75bb073 Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Mon, 23 Jan 2023 20:42:27 +0000 Subject: [PATCH 38/43] Addressing https://github.com/twosixlabs/armory/pull/1836#discussion_r1081677099 --- armory/scenarios/carla_video_tracking.py | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/armory/scenarios/carla_video_tracking.py b/armory/scenarios/carla_video_tracking.py index f81a7d38b..1c7a06208 100644 --- a/armory/scenarios/carla_video_tracking.py +++ b/armory/scenarios/carla_video_tracking.py @@ -24,12 +24,18 @@ def load_test_dataset(self): raise ValueError("batch_size must be 1 for evaluation.") super().load_test_dataset(test_split_default="dev") + def _split_batches_into_list(self, x: dict) -> list: + """Fix for tfdsv4 upgrade - separate batches into list""" + if not isinstance(x, dict): + return x + expected_batches = list(x.values())[0].shape[0] + if not all(isinstance(x[k], np.ndarray) and x[k].shape[0] == expected_batches for k in x): + raise ValueError(f"Expected all batches to have the same length, but got {x}") + return [dict((k, v[i]) for k, v in x.items()) for i in range(expected_batches)] + def next(self): super().next() - self.y, self.y_patch_metadata = self.y - # Fix for tfdsv4 upgrade - separate batches into list - if isinstance(self.y, dict) and "boxes" in self.y: - self.y = [{"boxes": batch} for batch in self.y["boxes"]] + self.y, self.y_patch_metadata = map(self._split_batches_into_list, self.y) self.probe.update(y=self.y, y_patch_metadata=self.y_patch_metadata) def run_benign(self): @@ -60,7 +66,7 @@ def run_attack(self): x_adv = self.attack.generate( x=x, y=y_target, - y_patch_metadata=[self.y_patch_metadata], + y_patch_metadata=self.y_patch_metadata, **self.generate_kwargs, ) From 800a88f0e9731d15c14fdd7917643d13b21d253f Mon Sep 17 00:00:00 2001 From: Jonathan Prokos <107635150+jprokos26@users.noreply.github.com> Date: Mon, 23 Jan 2023 15:47:52 -0500 Subject: [PATCH 39/43] Error message clarification --- armory/scenarios/carla_video_tracking.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/armory/scenarios/carla_video_tracking.py b/armory/scenarios/carla_video_tracking.py index 1c7a06208..6f30f999d 100644 --- a/armory/scenarios/carla_video_tracking.py +++ b/armory/scenarios/carla_video_tracking.py @@ -30,7 +30,7 @@ def _split_batches_into_list(self, x: dict) -> list: return x expected_batches = list(x.values())[0].shape[0] if not all(isinstance(x[k], np.ndarray) and x[k].shape[0] == expected_batches for k in x): - raise ValueError(f"Expected all batches to have the same length, but got {x}") + raise ValueError(f"Expected all values to have the same length (batches), but got {x}") return [dict((k, v[i]) for k, v in x.items()) for i in range(expected_batches)] def next(self): From 2960b34ca54d01c8bf5b3a0056a8e8fec05abc8f Mon Sep 17 00:00:00 2001 From: Jonathan Prokos Date: Wed, 8 Feb 2023 20:22:10 +0000 Subject: [PATCH 40/43] Moving dataset context object to be stored within dataset info metadata field. 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