From 9a4a424da1c79c36e3cd28e769c2d0c1c093df80 Mon Sep 17 00:00:00 2001 From: Dirk Groeneveld Date: Thu, 21 Jan 2021 14:49:48 -0800 Subject: [PATCH] Moves vision models to allennlp-models (#4918) * Moves vision models to allennlp-models * Also move test fixtures * Don't return so many instances if we're cutting them out later anyways * We actually need this image * Formatting * Fixing more paths --- allennlp/data/dataset_readers/__init__.py | 4 - .../data/dataset_readers/dataset_reader.py | 6 + allennlp/data/dataset_readers/gqa.py | 213 ------- .../data/dataset_readers/vision_reader.py | 324 ---------- .../data/dataset_readers/visual_entailment.py | 111 ---- allennlp/data/dataset_readers/vqav2.py | 559 ------------------ allennlp/models/__init__.py | 2 - allennlp/models/heads/__init__.py | 2 - .../models/heads/visual_entailment_head.py | 55 -- allennlp/models/heads/vqa_head.py | 78 --- allennlp/models/vilbert_vqa.py | 152 ----- allennlp/models/vision_text_model.py | 258 -------- allennlp/models/visual_entailment.py | 128 ---- allennlp/predictors/vilbert_vqa.py | 35 -- allennlp/predictors/visual_entailment.py | 39 -- allennlp/training/metrics/vqa.py | 76 --- .../data/gqa/images/test_fixtures/n166008.jpg | Bin 115284 -> 0 bytes .../data/gqa/images/test_fixtures/n578564.jpg | Bin 147187 -> 0 bytes .../data/gqa/question_dir/questions0.json | 43 -- .../data/gqa/question_dir/questions1.json | 51 -- test_fixtures/data/gqa/questions.json | 43 -- .../COCO_train2014_000000458752.jpg | Bin .../visual_entailment/images/2248275918.jpg | Bin 178710 -> 0 bytes .../visual_entailment/images/402978771.jpg | Bin 111730 -> 0 bytes .../data/visual_entailment/sample_pairs.jsonl | 16 - test_fixtures/data/vqav2/annotations.json | 184 ------ .../vqav2/images/experiment_cache/coordinates | Bin 12288 -> 0 bytes .../images/experiment_cache/coordinates-lock | Bin 1152 -> 0 bytes .../vqav2/images/experiment_cache/features | Bin 311296 -> 0 bytes .../images/experiment_cache/features-lock | Bin 1152 -> 0 bytes test_fixtures/data/vqav2/questions.json | 34 -- test_fixtures/vilbert_ve/experiment.jsonnet | 80 --- .../experiment_from_huggingface.jsonnet | 60 -- test_fixtures/vilbert_vqa/experiment.jsonnet | 80 --- .../experiment_from_huggingface.jsonnet | 60 -- tests/data/dataset_readers/gqa_test.py | 82 --- .../dataset_readers/visual_entailment_test.py | 45 -- tests/data/dataset_readers/vqav2_test.py | 66 --- tests/data/image_loader_test.py | 7 +- tests/models/vilbert_vqa_test.py | 78 --- tests/models/visual_entailment_test.py | 77 --- tests/modules/vision/grid_embedder_test.py | 9 +- tests/modules/vision/region_detector_test.py | 9 +- .../vilbert_gqa_from_huggingface.jsonnet | 91 --- ...bert_gqa_from_huggingface_balanced.jsonnet | 91 --- training_configs/vilbert_multitask.jsonnet | 157 ----- .../vilbert_ve_from_huggingface.jsonnet | 74 --- training_configs/vilbert_vqa.jsonnet | 122 ---- .../vilbert_vqa_bert_large.jsonnet | 122 ---- .../vilbert_vqa_pretrained.jsonnet | 113 ---- .../vilbert_vqa_pretrained_bert_large.jsonnet | 113 ---- 51 files changed, 9 insertions(+), 3940 deletions(-) delete mode 100644 allennlp/data/dataset_readers/gqa.py delete mode 100644 allennlp/data/dataset_readers/vision_reader.py delete mode 100644 allennlp/data/dataset_readers/visual_entailment.py delete mode 100644 allennlp/data/dataset_readers/vqav2.py delete mode 100644 allennlp/models/heads/visual_entailment_head.py delete mode 100644 allennlp/models/heads/vqa_head.py delete mode 100644 allennlp/models/vilbert_vqa.py delete mode 100644 allennlp/models/vision_text_model.py delete mode 100644 allennlp/models/visual_entailment.py delete mode 100644 allennlp/predictors/vilbert_vqa.py delete mode 100644 allennlp/predictors/visual_entailment.py delete mode 100644 allennlp/training/metrics/vqa.py delete mode 100644 test_fixtures/data/gqa/images/test_fixtures/n166008.jpg delete mode 100644 test_fixtures/data/gqa/images/test_fixtures/n578564.jpg delete mode 100644 test_fixtures/data/gqa/question_dir/questions0.json delete mode 100644 test_fixtures/data/gqa/question_dir/questions1.json delete mode 100644 test_fixtures/data/gqa/questions.json rename test_fixtures/data/{vqav2/images/test_fixture => images}/COCO_train2014_000000458752.jpg (100%) delete mode 100644 test_fixtures/data/visual_entailment/images/2248275918.jpg delete mode 100644 test_fixtures/data/visual_entailment/images/402978771.jpg delete mode 100644 test_fixtures/data/visual_entailment/sample_pairs.jsonl delete mode 100644 test_fixtures/data/vqav2/annotations.json delete mode 100644 test_fixtures/data/vqav2/images/experiment_cache/coordinates delete mode 100644 test_fixtures/data/vqav2/images/experiment_cache/coordinates-lock delete mode 100644 test_fixtures/data/vqav2/images/experiment_cache/features delete mode 100644 test_fixtures/data/vqav2/images/experiment_cache/features-lock delete mode 100644 test_fixtures/data/vqav2/questions.json delete mode 100644 test_fixtures/vilbert_ve/experiment.jsonnet delete mode 100644 test_fixtures/vilbert_ve/experiment_from_huggingface.jsonnet delete mode 100644 test_fixtures/vilbert_vqa/experiment.jsonnet delete mode 100644 test_fixtures/vilbert_vqa/experiment_from_huggingface.jsonnet delete mode 100644 tests/data/dataset_readers/gqa_test.py delete mode 100644 tests/data/dataset_readers/visual_entailment_test.py delete mode 100644 tests/data/dataset_readers/vqav2_test.py delete mode 100644 tests/models/vilbert_vqa_test.py delete mode 100644 tests/models/visual_entailment_test.py delete mode 100644 training_configs/vilbert_gqa_from_huggingface.jsonnet delete mode 100644 training_configs/vilbert_gqa_from_huggingface_balanced.jsonnet delete mode 100644 training_configs/vilbert_multitask.jsonnet delete mode 100644 training_configs/vilbert_ve_from_huggingface.jsonnet delete mode 100644 training_configs/vilbert_vqa.jsonnet delete mode 100644 training_configs/vilbert_vqa_bert_large.jsonnet delete mode 100644 training_configs/vilbert_vqa_pretrained.jsonnet delete mode 100644 training_configs/vilbert_vqa_pretrained_bert_large.jsonnet diff --git a/allennlp/data/dataset_readers/__init__.py b/allennlp/data/dataset_readers/__init__.py index ab8fd0b47dd..274d9d7e4ee 100644 --- a/allennlp/data/dataset_readers/__init__.py +++ b/allennlp/data/dataset_readers/__init__.py @@ -19,7 +19,3 @@ from allennlp.data.dataset_readers.sequence_tagging import SequenceTaggingDatasetReader from allennlp.data.dataset_readers.sharded_dataset_reader import ShardedDatasetReader from allennlp.data.dataset_readers.text_classification_json import TextClassificationJsonReader -from allennlp.data.dataset_readers.vision_reader import VisionReader -from allennlp.data.dataset_readers.vqav2 import VQAv2Reader -from allennlp.data.dataset_readers.visual_entailment import VisualEntailmentReader -from allennlp.data.dataset_readers.gqa import GQAReader diff --git a/allennlp/data/dataset_readers/dataset_reader.py b/allennlp/data/dataset_readers/dataset_reader.py index ddaf3d0931b..58614160b81 100644 --- a/allennlp/data/dataset_readers/dataset_reader.py +++ b/allennlp/data/dataset_readers/dataset_reader.py @@ -300,6 +300,12 @@ def shard_iterable(self, iterable: Iterable[_T]) -> Iterator[_T]: sharded_slice, self._worker_info.id, None, self._worker_info.num_workers ) + # We don't know for sure how many instances we have to produce. + # _multi_worker_islice() figures that out. But we know for sure + # it won't be more than max_instances. + if self.max_instances is not None: + sharded_slice = itertools.islice(sharded_slice, self.max_instances) + return sharded_slice def _multi_worker_islice( diff --git a/allennlp/data/dataset_readers/gqa.py b/allennlp/data/dataset_readers/gqa.py deleted file mode 100644 index 88a784342cd..00000000000 --- a/allennlp/data/dataset_readers/gqa.py +++ /dev/null @@ -1,213 +0,0 @@ -from os import PathLike -from typing import ( - Dict, - Union, - Optional, - Tuple, - Iterable, -) -import json -import os - -from overrides import overrides -import torch -from torch import Tensor - -from allennlp.common.file_utils import cached_path -from allennlp.common.lazy import Lazy -from allennlp.data.vocabulary import Vocabulary -from allennlp.data.dataset_readers.dataset_reader import DatasetReader -from allennlp.data.fields import ArrayField, LabelField, ListField, TextField -from allennlp.data.image_loader import ImageLoader -from allennlp.data.instance import Instance -from allennlp.data.token_indexers import TokenIndexer -from allennlp.data.tokenizers import Tokenizer -from allennlp.modules.vision.grid_embedder import GridEmbedder -from allennlp.modules.vision.region_detector import RegionDetector -from allennlp.data.dataset_readers.vision_reader import VisionReader - - -@DatasetReader.register("gqa") -class GQAReader(VisionReader): - """ - Parameters - ---------- - image_dir: `str` - Path to directory containing `png` image files. - image_loader : `ImageLoader` - image_featurizer: `Lazy[GridEmbedder]` - The backbone image processor (like a ResNet), whose output will be passed to the region - detector for finding object boxes in the image. - region_detector: `Lazy[RegionDetector]` - For pulling out regions of the image (both coordinates and features) that will be used by - downstream models. - data_dir: `str` - Path to directory containing text files for each dataset split. These files contain - the sentences and metadata for each task instance. - tokenizer: `Tokenizer`, optional - token_indexers: `Dict[str, TokenIndexer]` - """ - - def __init__( - self, - image_dir: Union[str, PathLike], - *, - image_loader: Optional[ImageLoader] = None, - image_featurizer: Optional[Lazy[GridEmbedder]] = None, - region_detector: Optional[Lazy[RegionDetector]] = None, - answer_vocab: Optional[Union[str, Vocabulary]] = None, - feature_cache_dir: Optional[Union[str, PathLike]] = None, - data_dir: Optional[Union[str, PathLike]] = None, - tokenizer: Tokenizer = None, - token_indexers: Dict[str, TokenIndexer] = None, - cuda_device: Optional[Union[int, torch.device]] = None, - max_instances: Optional[int] = None, - image_processing_batch_size: int = 8, - write_to_cache: bool = True, - ) -> None: - super().__init__( - image_dir, - image_loader=image_loader, - image_featurizer=image_featurizer, - region_detector=region_detector, - feature_cache_dir=feature_cache_dir, - tokenizer=tokenizer, - token_indexers=token_indexers, - cuda_device=cuda_device, - max_instances=max_instances, - image_processing_batch_size=image_processing_batch_size, - write_to_cache=write_to_cache, - ) - self.data_dir = data_dir - - # read answer vocab - if answer_vocab is None: - self.answer_vocab = None - else: - if isinstance(answer_vocab, str): - answer_vocab = cached_path(answer_vocab, extract_archive=True) - answer_vocab = Vocabulary.from_files(answer_vocab) - self.answer_vocab = frozenset( - answer_vocab.get_token_to_index_vocabulary("answers").keys() - ) - - @overrides - def _read(self, split_or_filename: str): - - if not self.data_dir: - self.data_dir = "https://nlp.stanford.edu/data/gqa/questions1.2.zip!" - - splits = { - "challenge_all": f"{self.data_dir}challenge_all_questions.json", - "challenge_balanced": f"{self.data_dir}challenge_balanced_questions.json", - "test_all": f"{self.data_dir}test_all_questions.json", - "test_balanced": f"{self.data_dir}test_balanced_questions.json", - "testdev_all": f"{self.data_dir}testdev_all_questions.json", - "testdev_balanced": f"{self.data_dir}testdev_balanced_questions.json", - "train_balanced": f"{self.data_dir}train_balanced_questions.json", - "train_all": f"{self.data_dir}train_all_questions", - "val_all": f"{self.data_dir}val_all_questions.json", - "val_balanced": f"{self.data_dir}val_balanced_questions.json", - } - - filename = splits.get(split_or_filename, split_or_filename) - filename = cached_path(filename, extract_archive=True) - - # If we're considering a directory of files (such as train_all) - # loop through each in file in generator - if os.path.isdir(filename): - files = [os.path.join(filename, file_path) for file_path in os.listdir(filename)] - else: - files = [filename] - - # Ensure order is deterministic. - files.sort() - - for data_file in files: - with open(data_file) as f: - questions_with_annotations = json.load(f) - - question_dicts = list( - self.shard_iterable( - questions_with_annotations[q_id] for q_id in questions_with_annotations - ) - ) - - processed_images: Iterable[Optional[Tuple[Tensor, Tensor]]] - if self.produce_featurized_images: - # It would be much easier to just process one image at a time, but it's faster to process - # them in batches. So this code gathers up instances until it has enough to fill up a batch - # that needs processing, and then processes them all. - filenames = [f"{question_dict['imageId']}.jpg" for question_dict in question_dicts] - try: - processed_images = self._process_image_paths( - self.images[filename] for filename in filenames - ) - except KeyError as e: - missing_filename = e.args[0] - raise KeyError( - missing_filename, - f"We could not find an image with the name {missing_filename}. " - "Because of the size of the image datasets, we don't download them automatically. " - "Please download the images from" - "https://nlp.stanford.edu/data/gqa/images.zip, " - "extract them into a directory, and set the image_dir parameter to point to that " - "directory. This dataset reader does not care about the exact directory structure. It " - "finds the images wherever they are.", - ) - else: - processed_images = [None] * len(question_dicts) - - for question_dict, processed_image in zip(question_dicts, processed_images): - answer = { - "answer": question_dict["answer"], - } - instance = self.text_to_instance(question_dict["question"], processed_image, answer) - if instance is not None: - yield instance - - @overrides - def text_to_instance( - self, # type: ignore - question: str, - image: Optional[Union[str, Tuple[Tensor, Tensor]]], - answer: Optional[Dict[str, str]] = None, - *, - use_cache: bool = True, - ) -> Optional[Instance]: - from allennlp.data import Field - - tokenized_question = self._tokenizer.tokenize(question) - fields: Dict[str, Field] = {"question": TextField(tokenized_question, None)} - - if answer is not None: - labels_fields = [] - weights = [] - if not self.answer_vocab or answer["answer"] in self.answer_vocab: - labels_fields.append(LabelField(answer["answer"], label_namespace="answers")) - weights.append(1.0) - - if len(labels_fields) <= 0: - return None - - fields["label_weights"] = ArrayField(torch.tensor(weights)) - fields["labels"] = ListField(labels_fields) - - if image is not None: - if isinstance(image, str): - features, coords = next(self._process_image_paths([image], use_cache=use_cache)) - else: - features, coords = image - fields["box_features"] = ArrayField(features) - fields["box_coordinates"] = ArrayField(coords) - fields["box_mask"] = ArrayField( - features.new_ones((features.shape[0],), dtype=torch.bool), - padding_value=False, - dtype=torch.bool, - ) - - return Instance(fields) - - @overrides - def apply_token_indexers(self, instance: Instance) -> None: - instance["question"].token_indexers = self._token_indexers # type: ignore diff --git a/allennlp/data/dataset_readers/vision_reader.py b/allennlp/data/dataset_readers/vision_reader.py deleted file mode 100644 index 150abb6eff1..00000000000 --- a/allennlp/data/dataset_readers/vision_reader.py +++ /dev/null @@ -1,324 +0,0 @@ -import glob -import logging -from os import PathLike -from typing import ( - Dict, - List, - Union, - Optional, - MutableMapping, - Set, - Tuple, - Iterator, - Iterable, -) -import os - -import torch -from torch import Tensor -from tqdm import tqdm -import torch.distributed as dist - -from allennlp.common import util -from allennlp.common.checks import check_for_gpu, ConfigurationError -from allennlp.common.lazy import Lazy -from allennlp.common.util import int_to_device -from allennlp.common.file_utils import TensorCache -from allennlp.data.dataset_readers.dataset_reader import DatasetReader -from allennlp.data.image_loader import ImageLoader -from allennlp.data.token_indexers import PretrainedTransformerIndexer -from allennlp.data.token_indexers import TokenIndexer -from allennlp.data.tokenizers import PretrainedTransformerTokenizer -from allennlp.data.tokenizers import Tokenizer -from allennlp.modules.vision.grid_embedder import GridEmbedder -from allennlp.modules.vision.region_detector import RegionDetector - -logger = logging.getLogger(__name__) - - -class VisionReader(DatasetReader): - """ - Base class for dataset readers for vision tasks. - - If you don't specify `image_loader`, `image_featurizer`, and `region_detector`, the reader - assumes it can get all featurized images from the cache. - - If you don't specify `feature_cache`, the reader will featurize all images using the - featurization components, and use an internal in-memory cache to catch duplicate - images. - - If you don't specify either of these things, the reader will not produce featurized images - at all. - - Parameters - ---------- - - image_dir: `str` - Path to directory containing image files. The structure of the directory doesn't matter. We - find images by finding filenames that match `*[image_id].jpg`. - image_loader : `ImageLoader`, optional - The image loading component. - image_featurizer: `Lazy[GridEmbedder]`, optional - The backbone image processor (like a ResNet), whose output will be passed to the region - detector for finding object boxes in the image. - region_detector: `Lazy[RegionDetector]`, optional - For pulling out regions of the image (both coordinates and features) that will be used by - downstream models. - tokenizer: `Tokenizer`, optional - The `Tokenizer` to use to tokenize the text. By default, this uses the tokenizer for - `"bert-base-uncased"`. - token_indexers: `Dict[str, TokenIndexer]`, optional - The `TokenIndexer` to use. By default, this uses the indexer for `"bert-base-uncased"`. - cuda_device: `Union[int, torch.device]`, optional - Either a torch device or a GPU number. This is the GPU we'll use to featurize the images. - max_instances: `int`, optional - For debugging, you can use this parameter to limit the number of instances the reader - returns. - image_processing_batch_size: `int` - The number of images to process at one time while featurizing. Default is 8. - write_to_cache: `bool`, optional (default = `True`) - Allows the reader to write to the cache. Disabling this is useful if you don't want - to accidentally overwrite a cache you already have, or if you don't have write - access to the cache you're using. - """ - - def __init__( - self, - image_dir: Optional[Union[str, PathLike]], - *, - image_loader: Optional[ImageLoader] = None, - image_featurizer: Optional[Lazy[GridEmbedder]] = None, - region_detector: Optional[Lazy[RegionDetector]] = None, - feature_cache_dir: Optional[Union[str, PathLike]] = None, - tokenizer: Optional[Tokenizer] = None, - token_indexers: Optional[Dict[str, TokenIndexer]] = None, - cuda_device: Optional[Union[int, torch.device]] = None, - max_instances: Optional[int] = None, - image_processing_batch_size: int = 8, - write_to_cache: bool = True, - ) -> None: - super().__init__( - max_instances=max_instances, - manual_distributed_sharding=True, - manual_multiprocess_sharding=True, - ) - - # tokenizers and indexers - if tokenizer is None: - tokenizer = PretrainedTransformerTokenizer("bert-base-uncased") - self._tokenizer = tokenizer - if token_indexers is None: - token_indexers = {"tokens": PretrainedTransformerIndexer("bert-base-uncased")} - self._token_indexers = token_indexers - - if not ((image_loader is None) == (image_featurizer is None) == (region_detector is None)): - raise ConfigurationError( - "Please either specify all of image_loader, image_featurizer, and region_detector, " - "or specify none of them if you don't want to featurize images." - ) - - # feature cache - self.feature_cache_dir = feature_cache_dir - self.coordinates_cache_dir = feature_cache_dir - if feature_cache_dir: - self.write_to_cache = write_to_cache - else: - # If we don't have a cache dir, we use a dict in memory as a cache, so we - # always write. - self.write_to_cache = True - self._feature_cache_instance: Optional[MutableMapping[str, Tensor]] = None - self._coordinates_cache_instance: Optional[MutableMapping[str, Tensor]] = None - - # image processors - self.image_loader = None - if image_loader and image_featurizer and region_detector: - if cuda_device is None: - if torch.cuda.device_count() > 0: - if util.is_distributed(): - cuda_device = dist.get_rank() % torch.cuda.device_count() - else: - cuda_device = 0 - else: - cuda_device = -1 - check_for_gpu(cuda_device) - self.cuda_device = int_to_device(cuda_device) - logger.info(f"Processing images on device {cuda_device}") - - # image loading and featurizing - self.image_loader = image_loader - self.image_loader.device = self.cuda_device - self._lazy_image_featurizer = image_featurizer - self._image_featurizer = None - self._lazy_region_detector = region_detector - self._region_detector = None - self.image_processing_batch_size = image_processing_batch_size - - self.produce_featurized_images = False - if self.feature_cache_dir and self.coordinates_cache_dir: - logger.info(f"Featurizing images with a cache at {self.feature_cache_dir}") - self.produce_featurized_images = True - if image_loader and image_featurizer and region_detector: - if self.produce_featurized_images: - logger.info("Falling back to a full image featurization pipeline") - else: - logger.info("Featurizing images with a full image featurization pipeline") - self.produce_featurized_images = True - - if self.produce_featurized_images: - if image_dir is None: - if image_loader and image_featurizer and region_detector: - raise ConfigurationError("We need an image_dir to featurize images.") - else: - raise ConfigurationError( - "We need an image_dir to use a cache of featurized images. Images won't be " - "read if they are cached, but we need the image_dir to determine the right " - "cache keys from the file names." - ) - - logger.info("Discovering images ...") - self.images = { - os.path.basename(filename): filename - for extension in {"png", "jpg"} - for filename in tqdm( - glob.iglob(os.path.join(image_dir, "**", f"*.{extension}"), recursive=True), - desc=f"Discovering {extension} images", - ) - } - logger.info("Done discovering images") - - @property - def image_featurizer(self) -> Optional[GridEmbedder]: - if self._image_featurizer is None: - if self._lazy_image_featurizer is None: - return None - self._image_featurizer = self._lazy_image_featurizer.construct().to(self.cuda_device) # type: ignore - self._image_featurizer.eval() # type: ignore[attr-defined] - return self._image_featurizer # type: ignore[return-value] - - @property - def region_detector(self) -> Optional[RegionDetector]: - if self._region_detector is None: - if self._lazy_region_detector is None: - return None - self._region_detector = self._lazy_region_detector.construct().to(self.cuda_device) # type: ignore - self._region_detector.eval() # type: ignore[attr-defined] - return self._region_detector # type: ignore[return-value] - - @property - def _feature_cache(self) -> MutableMapping[str, Tensor]: - if self._feature_cache_instance is None: - if self.feature_cache_dir is None: - self._feature_cache_instance = {} - else: - os.makedirs(self.feature_cache_dir, exist_ok=True) - self._feature_cache_instance = TensorCache( - os.path.join(self.feature_cache_dir, "features"), - read_only=not self.write_to_cache, - ) - - return self._feature_cache_instance - - @property - def _coordinates_cache(self) -> MutableMapping[str, Tensor]: - if self._coordinates_cache_instance is None: - if self.coordinates_cache_dir is None: - self._coordinates_cache_instance = {} - else: - os.makedirs(self.feature_cache_dir, exist_ok=True) # type: ignore - self._coordinates_cache_instance = TensorCache( - os.path.join(self.feature_cache_dir, "coordinates"), # type: ignore - read_only=not self.write_to_cache, - ) - - return self._coordinates_cache_instance - - def _process_image_paths( - self, image_paths: Iterable[str], *, use_cache: bool = True - ) -> Iterator[Tuple[Tensor, Tensor]]: - """ - Processes the given image paths and returns featurized images. - - This consumes image paths one at a time, featurizes them either by going to the cache, or - by running the featurization models, and yields tensors one at a time. It runs the - featurization pipeline in batches for performance. - - image_paths: `Iterable[str]` - the image paths to process - use_cache: `bool`, default = `True` - Usually the cache behavior is governed by the `write_to_cache` parameter given to - `__init__()`. But sometimes we want to override this behavior and turn off the - cache completely. This parameter lets you do that. This is useful for the - `Predictor`, so we can make predictions without having to touch a cache, - even if the model was trained with a cache. - """ - assert self.produce_featurized_images, ( - "For _process_image_paths() to work, we need either a feature cache, or an image loader, " - "an image featurizer, and a region detector." - ) - - batch: List[Union[str, Tuple[Tensor, Tensor]]] = [] - unprocessed_paths: Set[str] = set() - - def yield_batch(): - # process the images - paths = list(unprocessed_paths) - images, sizes = self.image_loader(paths) - with torch.no_grad(): - images = images.to(self.cuda_device) - sizes = sizes.to(self.cuda_device) - featurized_images = self.image_featurizer(images, sizes) - detector_results = self.region_detector(images, sizes, featurized_images) - features = detector_results.features - coordinates = detector_results.boxes - - # store the processed results in memory, so we can complete the batch - paths_to_tensors = {path: (features[i], coordinates[i]) for i, path in enumerate(paths)} - - # store the processed results in the cache - if use_cache and self.write_to_cache: - for path, (features, coordinates) in paths_to_tensors.items(): - basename = os.path.basename(path) - self._feature_cache[basename] = features - self._coordinates_cache[basename] = coordinates - - # yield the batch - for b in batch: - if isinstance(b, str): - yield paths_to_tensors[b] - else: - yield b - - for image_path in image_paths: - basename = os.path.basename(image_path) - try: - if use_cache: - features: Tensor = self._feature_cache[basename] - coordinates: Tensor = self._coordinates_cache[basename] - if len(batch) <= 0: - yield features, coordinates - else: - batch.append((features, coordinates)) - else: - # If we're not using the cache, we pretend we had a cache miss here. - raise KeyError - except KeyError: - if not (self.image_loader and self.region_detector and self.image_featurizer): - if use_cache: - raise KeyError( - f"Could not find {basename} in the feature cache, and " - "image featurizers are not defined." - ) - else: - raise KeyError( - "Reading the feature cache is disabled, and image featurizers " - "are not defined. I can't process anything." - ) - batch.append(image_path) - unprocessed_paths.add(image_path) - if len(unprocessed_paths) >= self.image_processing_batch_size: - yield from yield_batch() - batch = [] - unprocessed_paths = set() - - if len(batch) > 0: - yield from yield_batch() diff --git a/allennlp/data/dataset_readers/visual_entailment.py b/allennlp/data/dataset_readers/visual_entailment.py deleted file mode 100644 index 3a8df5ec1b0..00000000000 --- a/allennlp/data/dataset_readers/visual_entailment.py +++ /dev/null @@ -1,111 +0,0 @@ -import logging - -from typing import ( - Dict, - List, - Union, - Optional, - Tuple, -) - -from overrides import overrides -import torch -from torch import Tensor - -from allennlp.data.dataset_readers.dataset_reader import DatasetReader -from allennlp.data.fields import Field, ArrayField, LabelField, TextField -from allennlp.data.instance import Instance -from allennlp.data.dataset_readers.vision_reader import VisionReader - -from allennlp.common.file_utils import json_lines_from_file - -logger = logging.getLogger(__name__) - - -@DatasetReader.register("visual-entailment") -class VisualEntailmentReader(VisionReader): - """ - The dataset reader for visual entailment. - """ - - @overrides - def _read(self, file_path: str): - split_prefix = "https://storage.googleapis.com/allennlp-public-data/snli-ve/" - splits = { - "dev": split_prefix + "snli_ve_dev.jsonl.gz", - "test": split_prefix + "snli_ve_test.jsonl.gz", - "train": split_prefix + "snli_ve_train.jsonl.gz", - } - file_path = splits.get(file_path, file_path) - lines = json_lines_from_file(file_path) - info_dicts: List[Dict] = list(self.shard_iterable(lines)) # type: ignore - - if self.produce_featurized_images: - # It would be much easier to just process one image at a time, but it's faster to process - # them in batches. So this code gathers up instances until it has enough to fill up a batch - # that needs processing, and then processes them all. - filenames = [info_dict["Flickr30K_ID"] + ".jpg" for info_dict in info_dicts] - - try: - processed_images = self._process_image_paths( - [self.images[filename] for filename in filenames] - ) - except KeyError as e: - missing_filename = e.args[0] - raise KeyError( - missing_filename, - f"We could not find an image with the name {missing_filename}. " - "Because of the size of the image datasets, we don't download them automatically. " - "Please download the images from" - "https://storage.googleapis.com/allennlp-public-data/snli-ve/flickr30k_images.tar.gz, " - "extract them into a directory, and set the image_dir parameter to point to that " - "directory. This dataset reader does not care about the exact directory structure. It " - "finds the images wherever they are.", - ) - else: - processed_images = [None for i in range(len(info_dicts))] # type: ignore - - for info_dict, processed_image in zip(info_dicts, processed_images): - hypothesis = info_dict["sentence2"] - answer = info_dict["gold_label"] - - instance = self.text_to_instance(processed_image, hypothesis, answer) - yield instance - - @overrides - def text_to_instance( - self, # type: ignore - image: Union[str, Tuple[Tensor, Tensor]], - hypothesis: str, - label: Optional[str] = None, - *, - use_cache: bool = True, - ) -> Instance: - - tokenized_hypothesis = self._tokenizer.tokenize(hypothesis) - hypothesis_field = TextField(tokenized_hypothesis, None) - - fields: Dict[str, Field] = {"hypothesis": hypothesis_field} - - if image is not None: - if isinstance(image, str): - features, coords = next(self._process_image_paths([image], use_cache=use_cache)) - else: - features, coords = image - - fields["box_features"] = ArrayField(features) - fields["box_coordinates"] = ArrayField(coords) - fields["box_mask"] = ArrayField( - features.new_ones((features.shape[0],), dtype=torch.bool), - padding_value=False, - dtype=torch.bool, - ) - - if label: - fields["labels"] = LabelField(label) - - return Instance(fields) - - @overrides - def apply_token_indexers(self, instance: Instance) -> None: - instance["hypothesis"].token_indexers = self._token_indexers # type: ignore diff --git a/allennlp/data/dataset_readers/vqav2.py b/allennlp/data/dataset_readers/vqav2.py deleted file mode 100644 index 080773adfc6..00000000000 --- a/allennlp/data/dataset_readers/vqav2.py +++ /dev/null @@ -1,559 +0,0 @@ -import logging -from collections import Counter -from functools import lru_cache -from os import PathLike -from typing import ( - Dict, - List, - Union, - Optional, - MutableMapping, - NamedTuple, - Tuple, - Iterable, -) -import json -import re - -from overrides import overrides -import torch -from torch import Tensor - -from allennlp.common.lazy import Lazy -from allennlp.common.file_utils import cached_path, LocalCacheResource -from allennlp.data.vocabulary import Vocabulary -from allennlp.data.dataset_readers.dataset_reader import DatasetReader -from allennlp.data.fields import Field, ArrayField, LabelField, ListField, TextField -from allennlp.data.image_loader import ImageLoader -from allennlp.data.instance import Instance -from allennlp.data.token_indexers import TokenIndexer -from allennlp.data.tokenizers import Tokenizer -from allennlp.modules.vision.grid_embedder import GridEmbedder -from allennlp.modules.vision.region_detector import RegionDetector -from allennlp.data.dataset_readers.vision_reader import VisionReader - -logger = logging.getLogger(__name__) - -contractions = { - "aint": "ain't", - "arent": "aren't", - "cant": "can't", - "couldve": "could've", - "couldnt": "couldn't", - "couldn'tve": "couldn't've", - "couldnt've": "couldn't've", - "didnt": "didn't", - "doesnt": "doesn't", - "dont": "don't", - "hadnt": "hadn't", - "hadnt've": "hadn't've", - "hadn'tve": "hadn't've", - "hasnt": "hasn't", - "havent": "haven't", - "hed": "he'd", - "hed've": "he'd've", - "he'dve": "he'd've", - "hes": "he's", - "howd": "how'd", - "howll": "how'll", - "hows": "how's", - "Id've": "I'd've", - "I'dve": "I'd've", - "Im": "I'm", - "Ive": "I've", - "isnt": "isn't", - "itd": "it'd", - "itd've": "it'd've", - "it'dve": "it'd've", - "itll": "it'll", - "let's": "let's", - "maam": "ma'am", - "mightnt": "mightn't", - "mightnt've": "mightn't've", - "mightn'tve": "mightn't've", - "mightve": "might've", - "mustnt": "mustn't", - "mustve": "must've", - "neednt": "needn't", - "notve": "not've", - "oclock": "o'clock", - "oughtnt": "oughtn't", - "ow's'at": "'ow's'at", - "'ows'at": "'ow's'at", - "'ow'sat": "'ow's'at", - "shant": "shan't", - "shed've": "she'd've", - "she'dve": "she'd've", - "she's": "she's", - "shouldve": "should've", - "shouldnt": "shouldn't", - "shouldnt've": "shouldn't've", - "shouldn'tve": "shouldn't've", - "somebody'd": "somebodyd", - "somebodyd've": "somebody'd've", - "somebody'dve": "somebody'd've", - "somebodyll": "somebody'll", - "somebodys": "somebody's", - "someoned": "someone'd", - "someoned've": "someone'd've", - "someone'dve": "someone'd've", - "someonell": "someone'll", - "someones": "someone's", - "somethingd": "something'd", - "somethingd've": "something'd've", - "something'dve": "something'd've", - "somethingll": "something'll", - "thats": "that's", - "thered": "there'd", - "thered've": "there'd've", - "there'dve": "there'd've", - "therere": "there're", - "theres": "there's", - "theyd": "they'd", - "theyd've": "they'd've", - "they'dve": "they'd've", - "theyll": "they'll", - "theyre": "they're", - "theyve": "they've", - "twas": "'twas", - "wasnt": "wasn't", - "wed've": "we'd've", - "we'dve": "we'd've", - "weve": "we've", - "werent": "weren't", - "whatll": "what'll", - "whatre": "what're", - "whats": "what's", - "whatve": "what've", - "whens": "when's", - "whered": "where'd", - "wheres": "where's", - "whereve": "where've", - "whod": "who'd", - "whod've": "who'd've", - "who'dve": "who'd've", - "wholl": "who'll", - "whos": "who's", - "whove": "who've", - "whyll": "why'll", - "whyre": "why're", - "whys": "why's", - "wont": "won't", - "wouldve": "would've", - "wouldnt": "wouldn't", - "wouldnt've": "wouldn't've", - "wouldn'tve": "wouldn't've", - "yall": "y'all", - "yall'll": "y'all'll", - "y'allll": "y'all'll", - "yall'd've": "y'all'd've", - "y'alld've": "y'all'd've", - "y'all'dve": "y'all'd've", - "youd": "you'd", - "youd've": "you'd've", - "you'dve": "you'd've", - "youll": "you'll", - "youre": "you're", - "youve": "you've", -} -manual_map = { - "none": "0", - "zero": "0", - "one": "1", - "two": "2", - "three": "3", - "four": "4", - "five": "5", - "six": "6", - "seven": "7", - "eight": "8", - "nine": "9", - "ten": "10", -} -articles = ["a", "an", "the"] -period_strip = re.compile(r"(?!<=\d)(\.)(?!\d)") -comma_strip = re.compile(r"(\d)(\,)(\d)") -punct = [ - ";", - r"/", - "[", - "]", - '"', - "{", - "}", - "(", - ")", - "=", - "+", - "\\", - "_", - "-", - ">", - "<", - "@", - "`", - ",", - "?", - "!", -] - - -def process_punctuation(inText: str) -> str: - outText = inText - for p in punct: - if (p + " " in inText or " " + p in inText) or (comma_strip.search(inText) is not None): - outText = outText.replace(p, "") - else: - outText = outText.replace(p, " ") - outText = period_strip.sub("", outText, re.UNICODE) - return outText - - -def process_digit_article(input: str) -> str: - output = [] - for word in input.lower().split(): - word = manual_map.get(word, word) - if word not in articles: - output.append(word) - else: - pass - for index, word in enumerate(output): - if word in contractions: - output[index] = contractions[word] - return " ".join(output) - - -@lru_cache(maxsize=None) -def preprocess_answer(answer: str) -> str: - answer = process_digit_article(process_punctuation(answer)) - answer = answer.replace(",", "") - return answer - - -def get_score(count: int) -> float: - return min(1.0, count / 3) - - -@DatasetReader.register("vqav2") -class VQAv2Reader(VisionReader): - """ - Parameters - ---------- - image_dir: `str` - Path to directory containing `png` image files. - image_loader: `ImageLoader` - The image loader component used to load the images. - image_featurizer: `Lazy[GridEmbedder]` - The backbone image processor (like a ResNet), whose output will be passed to the region - detector for finding object boxes in the image. - region_detector: `Lazy[RegionDetector]` - For pulling out regions of the image (both coordinates and features) that will be used by - downstream models. - answer_vocab: `Union[Vocabulary, str]`, optional - The vocabulary to use for answers. The reader will look into the `"answers"` namespace - in the vocabulary to find possible answers. - If this is given, the reader only outputs instances with answers contained in this vocab. - If this is not given, the reader outputs all instances with all answers. - If this is a URL or filename, we will download a previously saved vocabulary from there. - feature_cache_dir: `Union[str, PathLike]`, optional - An optional directory to cache the featurized images in. Featurizing images takes a long - time, and many images are duplicated, so we highly recommend to use this cache. - tokenizer: `Tokenizer`, optional - The `Tokenizer` to use to tokenize the text. By default, this uses the tokenizer for - `"bert-base-uncased"`. - token_indexers: `Dict[str, TokenIndexer]`, optional - The `TokenIndexer` to use. By default, this uses the indexer for `"bert-base-uncased"`. - cuda_device: `Union[int, torch.device]`, optional - Either a torch device or a GPU number. This is the GPU we'll use to featurize the images. - max_instances: `int`, optional - For debugging, you can use this parameter to limit the number of instances the reader - returns. - image_processing_batch_size: `int` - The number of images to process at one time while featurizing. Default is 8. - multiple_answers_per_question: `bool` - VQA questions have multiple answers. By default, we use all of them, and give more - points to the more common answer. But VQA also has a special answer, the so-called - "multiple choice answer". If this is set to `False`, we only use that answer. - """ - - def __init__( - self, - image_dir: Optional[Union[str, PathLike]] = None, - *, - image_loader: Optional[ImageLoader] = None, - image_featurizer: Optional[Lazy[GridEmbedder]] = None, - region_detector: Optional[Lazy[RegionDetector]] = None, - answer_vocab: Optional[Union[Vocabulary, str]] = None, - feature_cache_dir: Optional[Union[str, PathLike]] = None, - tokenizer: Optional[Tokenizer] = None, - token_indexers: Optional[Dict[str, TokenIndexer]] = None, - cuda_device: Optional[Union[int, torch.device]] = None, - max_instances: Optional[int] = None, - image_processing_batch_size: int = 8, - multiple_answers_per_question: bool = True, - write_to_cache: bool = True, - ) -> None: - run_featurization = image_loader and image_featurizer and region_detector - if image_dir is None and run_featurization: - raise ValueError( - "Because of the size of the image datasets, we don't download them automatically. " - "Please go to https://visualqa.org/download.html, download the datasets you need, " - "and set the image_dir parameter to point to your download location. This dataset " - "reader does not care about the exact directory structure. It finds the images " - "wherever they are." - ) - - super().__init__( - image_dir, - image_loader=image_loader, - image_featurizer=image_featurizer, - region_detector=region_detector, - feature_cache_dir=feature_cache_dir, - tokenizer=tokenizer, - token_indexers=token_indexers, - cuda_device=cuda_device, - max_instances=max_instances, - image_processing_batch_size=image_processing_batch_size, - write_to_cache=write_to_cache, - ) - - # read answer vocab - if answer_vocab is None: - self.answer_vocab = None - else: - if isinstance(answer_vocab, str): - answer_vocab = cached_path(answer_vocab, extract_archive=True) - answer_vocab = Vocabulary.from_files(answer_vocab) - self.answer_vocab = frozenset( - preprocess_answer(a) - for a in answer_vocab.get_token_to_index_vocabulary("answers").keys() - ) - - if self.produce_featurized_images: - # normalize self.images some more - # At this point, self.images maps filenames to full paths, but we want to map image ids to full paths. - filename_re = re.compile(r".*(\d{12})\.((jpg)|(png))") - - def id_from_filename(filename: str) -> Optional[int]: - match = filename_re.fullmatch(filename) - if match is None: - return None - return int(match.group(1)) - - self.images = { - id_from_filename(name): full_path for name, full_path in self.images.items() - } - if None in self.images: - del self.images[None] - - self.multiple_answers_per_question = multiple_answers_per_question - - @overrides - def _read(self, splits_or_list_of_splits: Union[str, List[str]]): - # if we are given a list of splits, concatenate them - if isinstance(splits_or_list_of_splits, str): - split_name = splits_or_list_of_splits - else: - for split_name in splits_or_list_of_splits: - yield from self._read(split_name) - return - - # if the splits are using slicing syntax, honor it - slice_match = re.match(r"(.*)\[([0123456789:]*)]", split_name) - if slice_match is None: - question_slice = slice(None, None, None) - else: - split_name = slice_match[1] - slice_args = [int(a) if len(a) > 0 else None for a in slice_match[2].split(":")] - question_slice = slice(*slice_args) - - class Split(NamedTuple): - annotations: Optional[str] - questions: str - - aws_base = "https://s3.amazonaws.com/cvmlp/vqa/" - mscoco_base = aws_base + "mscoco/vqa/" - scene_base = aws_base + "abstract_v002/vqa/" - - # fmt: off - splits = { - "balanced_real_train": Split( - mscoco_base + "v2_Annotations_Train_mscoco.zip!v2_mscoco_train2014_annotations.json", # noqa: E501 - mscoco_base + "v2_Questions_Train_mscoco.zip!v2_OpenEnded_mscoco_train2014_questions.json", # noqa: E501 - ), - "balanced_real_val": Split( - mscoco_base + "v2_Annotations_Val_mscoco.zip!v2_mscoco_val2014_annotations.json", # noqa: E501 - mscoco_base + "v2_Questions_Val_mscoco.zip!v2_OpenEnded_mscoco_val2014_questions.json", # noqa: E501 - ), - "balanced_real_test": Split( - None, - mscoco_base + "v2_Questions_Test_mscoco.zip!v2_OpenEnded_mscoco_test2015_questions.json", # noqa: E501 - ), - "balanced_bas_train": Split( # "bas" is Binary Abstract Scenes - scene_base + "Annotations_Binary_Train2017_abstract_v002.zip!abstract_v002_train2017_annotations.json", # noqa: E501 - scene_base + "Questions_Binary_Train2017_abstract_v002.zip!OpenEnded_abstract_v002_train2017_questions.json", # noqa: E501 - ), - "balanced_bas_val": Split( - scene_base + "Annotations_Binary_Val2017_abstract_v002.zip!abstract_v002_val2017_annotations.json", # noqa: E501 - scene_base + "Questions_Binary_Val2017_abstract_v002.zip!OpenEnded_abstract_v002_val2017_questions.json", # noqa: E501 - ), - "abstract_scenes_train": Split( - scene_base + "Annotations_Train_abstract_v002.zip!abstract_v002_train2015_annotations.json", # noqa: E501 - scene_base + "Questions_Train_abstract_v002.zip!OpenEnded_abstract_v002_train2015_questions.json", # noqa: E501 - ), - "abstract_scenes_val": Split( - scene_base + "Annotations_Val_abstract_v002.zip!abstract_v002_val2015_annotations.json", # noqa: E501 - scene_base + "Questions_Val_abstract_v002.zip!OpenEnded_abstract_v002_val2015_questions.json", # noqa: E501 - ), - "abstract_scenes_test": Split( - None, - scene_base + "Questions_Test_abstract_v002.zip!OpenEnded_abstract_v002_test2015_questions.json", # noqa: E501 - ), - "unittest": Split( - "test_fixtures/data/vqav2/annotations.json", - "test_fixtures/data/vqav2/questions.json" - ) - } - # fmt: on - - try: - split = splits[split_name] - except KeyError: - raise ValueError(f"Unrecognized split: {split_name}.") - - answers_by_question_id = self._get_answers_by_question_id(split) - - questions = [] - with open(cached_path(split.questions, extract_archive=True)) as f: - questions_file = json.load(f) - for ques in questions_file["questions"]: - questions.append(ques) - questions = questions[question_slice] - - question_dicts = list(self.shard_iterable(questions)) - processed_images: Iterable[Optional[Tuple[Tensor, Tensor]]] - if self.produce_featurized_images: - # It would be much easier to just process one image at a time, but it's faster to process - # them in batches. So this code gathers up instances until it has enough to fill up a batch - # that needs processing, and then processes them all. - - try: - image_paths = [ - self.images[int(question_dict["image_id"])] for question_dict in question_dicts - ] - except KeyError as e: - missing_id = e.args[0] - raise KeyError( - missing_id, - f"We could not find an image with the id {missing_id}. " - "Because of the size of the image datasets, we don't download them automatically. " - "Please go to https://visualqa.org/download.html, download the datasets you need, " - "and set the image_dir parameter to point to your download location. This dataset " - "reader does not care about the exact directory structure. It finds the images " - "wherever they are.", - ) - - processed_images = self._process_image_paths(image_paths) - else: - processed_images = [None for _ in range(len(question_dicts))] - - attempted_instances_count = 0 - failed_instances_count = 0 - for question_dict, processed_image in zip(question_dicts, processed_images): - answers = answers_by_question_id.get(str(question_dict["question_id"])) - instance = self.text_to_instance(question_dict["question"], processed_image, answers) - attempted_instances_count += 1 - if instance is None: - failed_instances_count += 1 - else: - yield instance - - if attempted_instances_count % 2000 == 0: - failed_instances_fraction = failed_instances_count / attempted_instances_count - if failed_instances_fraction > 0.1: - logger.warning( - f"{failed_instances_fraction*100:.0f}% of instances have no answers." - ) - - @overrides - def text_to_instance( - self, # type: ignore - question: str, - image: Union[str, Tuple[Tensor, Tensor]], - answer_counts: Optional[MutableMapping[str, int]] = None, - *, - use_cache: bool = True, - ) -> Optional[Instance]: - tokenized_question = self._tokenizer.tokenize(question) - question_field = TextField(tokenized_question, None) - - fields: Dict[str, Field] = { - "question": question_field, - } - - if image is not None: - if isinstance(image, str): - features, coords = next(self._process_image_paths([image], use_cache=use_cache)) - else: - features, coords = image - - fields["box_features"] = ArrayField(features) - fields["box_coordinates"] = ArrayField(coords) - fields["box_mask"] = ArrayField( - features.new_ones((features.shape[0],), dtype=torch.bool), - padding_value=False, - dtype=torch.bool, - ) - - if answer_counts is not None: - answer_fields = [] - weights = [] - - for answer, count in answer_counts.items(): - if self.answer_vocab is None or answer in self.answer_vocab: - answer_fields.append(LabelField(answer, label_namespace="answers")) - weights.append(get_score(count)) - - if len(answer_fields) <= 0: - return None - - fields["labels"] = ListField(answer_fields) - fields["label_weights"] = ArrayField(torch.tensor(weights)) - - return Instance(fields) - - @overrides - def apply_token_indexers(self, instance: Instance) -> None: - instance["question"].token_indexers = self._token_indexers # type: ignore - - def _get_answers_by_question_id(self, split): - answers_by_question_id = {} - if split.annotations is not None: - # Pre-processing the annotations is time-consuming, so we don't want to - # have to re-do it each time we call read(). So we cache this result. - annotations_path = cached_path(split.annotations, extract_archive=True) - with LocalCacheResource(split.annotations + "-cache", annotations_path) as cache: - if cache.cached(): - logger.info( - "Reading annotation answer counts from cache at %s", - cache.path, - ) - with cache.reader() as f: - answers_by_question_id = json.load(f) - else: - logger.info("Calculating annotation answer counts...") - with open(annotations_path) as f: - annotations = json.load(f) - for a in annotations["annotations"]: - qid = a["question_id"] - answer_counts: MutableMapping[str, int] = Counter() - if self.multiple_answers_per_question: - for answer in (answer_dict["answer"] for answer_dict in a["answers"]): - answer_counts[preprocess_answer(answer)] += 1 - else: - answer_counts[preprocess_answer(a["multiple_choice_answer"])] = 1 - answers_by_question_id[str(qid)] = answer_counts - logger.info("Caching annotation answer counts to %s", cache.path) - with cache.writer() as f: - json.dump(answers_by_question_id, f) - return answers_by_question_id diff --git a/allennlp/models/__init__.py b/allennlp/models/__init__.py index 87424122803..af51339ba31 100644 --- a/allennlp/models/__init__.py +++ b/allennlp/models/__init__.py @@ -8,5 +8,3 @@ from allennlp.models.basic_classifier import BasicClassifier from allennlp.models.multitask import MultiTaskModel from allennlp.models.simple_tagger import SimpleTagger -from allennlp.models.vilbert_vqa import VqaVilbert -from allennlp.models.visual_entailment import VisualEntailmentModel diff --git a/allennlp/models/heads/__init__.py b/allennlp/models/heads/__init__.py index 1f9691421f1..0108faf262f 100644 --- a/allennlp/models/heads/__init__.py +++ b/allennlp/models/heads/__init__.py @@ -1,4 +1,2 @@ from allennlp.models.heads.head import Head from allennlp.models.heads.classifier_head import ClassifierHead -from allennlp.models.heads.vqa_head import VqaHead -from allennlp.models.heads.visual_entailment_head import VisualEntailmentHead diff --git a/allennlp/models/heads/visual_entailment_head.py b/allennlp/models/heads/visual_entailment_head.py deleted file mode 100644 index d61db34ba5d..00000000000 --- a/allennlp/models/heads/visual_entailment_head.py +++ /dev/null @@ -1,55 +0,0 @@ -from typing import Dict, Optional - -import torch -from overrides import overrides - -from allennlp.data.vocabulary import Vocabulary -from allennlp.models.heads.head import Head - - -@Head.register("visual_entailment") -class VisualEntailmentHead(Head): - def __init__(self, vocab: Vocabulary, embedding_dim: int, label_namespace: str = "labels"): - super().__init__(vocab) - - num_labels = vocab.get_vocab_size(label_namespace) - self.label_namespace = label_namespace - self.classifier = torch.nn.Linear(embedding_dim, num_labels) - - from allennlp.training.metrics import CategoricalAccuracy - from allennlp.training.metrics import FBetaMeasure - - self.accuracy = CategoricalAccuracy() - self.fbeta = FBetaMeasure(beta=1.0, average="macro") - - @overrides - def forward( - self, # type: ignore - encoded_boxes: torch.Tensor, - encoded_boxes_mask: torch.Tensor, - encoded_boxes_pooled: torch.Tensor, - encoded_text: torch.Tensor, - encoded_text_mask: torch.Tensor, - encoded_text_pooled: torch.Tensor, - pooled_boxes_and_text: torch.Tensor, - labels: Optional[torch.Tensor] = None, - label_weights: Optional[torch.Tensor] = None, - ) -> Dict[str, torch.Tensor]: - logits = self.classifier(pooled_boxes_and_text) - probs = torch.softmax(logits, dim=-1) - - output = {"logits": logits, "probs": probs} - - assert label_weights is None - if labels is not None: - output["loss"] = torch.nn.functional.cross_entropy(logits, labels) / logits.size(0) - self.accuracy(logits, labels) - self.fbeta(probs, labels) - - return output - - @overrides - def get_metrics(self, reset: bool = False) -> Dict[str, float]: - result = self.fbeta.get_metric(reset) - result["acc"] = self.accuracy.get_metric(reset) - return result diff --git a/allennlp/models/heads/vqa_head.py b/allennlp/models/heads/vqa_head.py deleted file mode 100644 index 749860b7cd5..00000000000 --- a/allennlp/models/heads/vqa_head.py +++ /dev/null @@ -1,78 +0,0 @@ -from typing import Dict, Optional - -import torch -from overrides import overrides - -from allennlp.data.vocabulary import Vocabulary -from allennlp.models.heads.head import Head - - -@Head.register("vqa") -class VqaHead(Head): - def __init__(self, vocab: Vocabulary, embedding_dim: int, label_namespace: str = "answers"): - super().__init__(vocab) - - num_labels = vocab.get_vocab_size(label_namespace) - self.label_namespace = label_namespace - self.classifier = torch.nn.Linear(embedding_dim, num_labels) - - from allennlp.training.metrics import F1MultiLabelMeasure - from allennlp.training.metrics.vqa import VqaMeasure - - self.f1_metric = F1MultiLabelMeasure(average="micro") - self.vqa_metric = VqaMeasure() - - @overrides - def forward( - self, # type: ignore - encoded_boxes: torch.Tensor, - encoded_boxes_mask: torch.Tensor, - encoded_boxes_pooled: torch.Tensor, - encoded_text: torch.Tensor, - encoded_text_mask: torch.Tensor, - encoded_text_pooled: torch.Tensor, - pooled_boxes_and_text: torch.Tensor, - labels: Optional[torch.Tensor] = None, - label_weights: Optional[torch.Tensor] = None, - ) -> Dict[str, torch.Tensor]: - logits = self.classifier(pooled_boxes_and_text) - - output = { - "logits": logits, - "probs": torch.sigmoid(logits), - } - - if labels is not None and label_weights is not None: - label_mask = labels > 1 # 0 is padding, 1 is OOV, which we want to ignore - - from allennlp.nn import util - - weighted_labels = util.masked_index_replace( - logits.new_zeros(logits.size() + (1,)), - labels.clamp(min=0), - label_mask, - label_weights.unsqueeze(-1), - ).squeeze(-1) - - # weighted_labels now has shape (batch_size, num_labels). We need to ignore the first - # two columns of this in our loss function and accuracy metric. The first column is a - # padding label, and the second column is an OOV label. We want the loss function to - # be computed on every other label. - binary_label_mask = weighted_labels.new_ones(logits.size()) - binary_label_mask[:, 0] = 0 - binary_label_mask[:, 1] = 0 - - output["loss"] = torch.nn.functional.binary_cross_entropy_with_logits( - logits, weighted_labels, weight=binary_label_mask, reduction="sum" - ) / logits.size(0) - - self.f1_metric(logits, weighted_labels, binary_label_mask.bool()) - self.vqa_metric(logits, labels, label_weights) - - return output - - @overrides - def get_metrics(self, reset: bool = False) -> Dict[str, float]: - result = self.f1_metric.get_metric(reset) - result["vqa"] = self.vqa_metric.get_metric(reset)["score"] - return result diff --git a/allennlp/models/vilbert_vqa.py b/allennlp/models/vilbert_vqa.py deleted file mode 100644 index 7f602f24e34..00000000000 --- a/allennlp/models/vilbert_vqa.py +++ /dev/null @@ -1,152 +0,0 @@ -import logging -from typing import Dict, Optional - -from overrides import overrides -import torch - -from allennlp.data import TextFieldTensors, Vocabulary -from allennlp.models.model import Model -from allennlp.modules.transformer import ( - TransformerEmbeddings, - ImageFeatureEmbeddings, - BiModalEncoder, -) -from allennlp.nn import util - -from allennlp.models.vision_text_model import VisionTextModel - - -logger = logging.getLogger(__name__) - - -@Model.register("vqa_vilbert") -@Model.register("vqa_vilbert_from_huggingface", constructor="from_huggingface_model_name") -class VqaVilbert(VisionTextModel): - """ - Model for VQA task based on the VilBERT paper. - - # Parameters - - vocab : `Vocabulary` - text_embeddings : `TransformerEmbeddings` - image_embeddings : `ImageFeatureEmbeddings` - encoder : `BiModalEncoder` - pooled_output_dim : `int` - fusion_method : `str`, optional (default = `"sum"`) - dropout : `float`, optional (default = `0.1`) - label_namespace : `str`, optional (default = `answers`) - """ - - def __init__( - self, - vocab: Vocabulary, - text_embeddings: TransformerEmbeddings, - image_embeddings: ImageFeatureEmbeddings, - encoder: BiModalEncoder, - pooled_output_dim: int, - fusion_method: str = "sum", - dropout: float = 0.1, - label_namespace: str = "answers", - *, - ignore_text: bool = False, - ignore_image: bool = False - ) -> None: - super().__init__( - vocab, - text_embeddings, - image_embeddings, - encoder, - pooled_output_dim, - fusion_method, - dropout, - label_namespace, - is_multilabel=True, - ignore_text=ignore_text, - ignore_image=ignore_image, - ) - - from allennlp.training.metrics import F1MultiLabelMeasure - from allennlp.training.metrics.vqa import VqaMeasure - - self.f1_metric = F1MultiLabelMeasure(average="micro") - self.vqa_metric = VqaMeasure() - - @overrides - def forward( - self, # type: ignore - box_features: torch.Tensor, - box_coordinates: torch.Tensor, - box_mask: torch.Tensor, - question: TextFieldTensors, - labels: Optional[torch.Tensor] = None, - label_weights: Optional[torch.Tensor] = None, - ) -> Dict[str, torch.Tensor]: - - return super().forward( - box_features, - box_coordinates, - box_mask, - text=question, - labels=labels, - label_weights=label_weights, - ) - - @overrides - def _compute_loss_and_metrics( - self, - batch_size: int, - outputs: torch.Tensor, - label: torch.Tensor, - label_weights: Optional[torch.Tensor] = None, - ): - if label is not None and label_weights is not None: - logits = outputs["logits"] - label_mask = label > 1 # 0 is padding, 1 is OOV, which we want to ignore - - weighted_labels = util.masked_index_replace( - logits.new_zeros(logits.size() + (1,)), - label.clamp(min=0), - label_mask, - label_weights.unsqueeze(-1), - ).squeeze(-1) - - # weighted_labels now has shape (batch_size, num_labels). We need to ignore the first - # two columns of this in our loss function and accuracy metric. The first column is a - # padding label, and the second column is an OOV label. We want the loss function to - # be computed on every other label. - binary_label_mask = weighted_labels.new_ones(logits.size()) - binary_label_mask[:, 0] = 0 - binary_label_mask[:, 1] = 0 - - outputs["loss"] = ( - torch.nn.functional.binary_cross_entropy_with_logits( - logits, weighted_labels, weight=binary_label_mask, reduction="sum" - ) - / batch_size - ) - - self.f1_metric(logits, weighted_labels, binary_label_mask.bool()) - self.vqa_metric(logits, label, label_weights) - - return outputs - - @overrides - def get_metrics(self, reset: bool = False) -> Dict[str, float]: - result = self.f1_metric.get_metric(reset) - result["vqa_score"] = self.vqa_metric.get_metric(reset)["score"] - return result - - @overrides - def make_output_human_readable( - self, output_dict: Dict[str, torch.Tensor] - ) -> Dict[str, torch.Tensor]: - batch_tokens = [] - for batch_index, batch in enumerate(output_dict["probs"]): - tokens = {} - for i, prob in enumerate(batch): - tokens[self.vocab.get_token_from_index(i, self.label_namespace)] = float(prob) - batch_tokens.append(tokens) - output_dict["tokens"] = batch_tokens - return output_dict - - default_predictor = "vilbert_vqa" diff --git a/allennlp/models/vision_text_model.py b/allennlp/models/vision_text_model.py deleted file mode 100644 index 063a176ab7c..00000000000 --- a/allennlp/models/vision_text_model.py +++ /dev/null @@ -1,258 +0,0 @@ -import logging -from copy import deepcopy -from typing import Dict, List, Optional - -from overrides import overrides -import numpy as np -import torch -from transformers import AutoModel - -from allennlp.data.fields.text_field import TextFieldTensors -from allennlp.data.vocabulary import Vocabulary -from allennlp.models.model import Model -from allennlp.modules.transformer import ( - TransformerEmbeddings, - ImageFeatureEmbeddings, - BiModalEncoder, -) - -logger = logging.getLogger(__name__) - - -@Model.register("vision_model") -class VisionTextModel(Model): - """ - `VisionTextModel` takes as input a single text input and a single image input - to produce some output. Example tasks include visual question-answering, visual - entailment, etc. - - # Parameters - - vocab : `Vocabulary` - text_embeddings : `TransformerEmbeddings` - image_embeddings : `ImageFeatureEmbeddings` - encoder : `BiModalEncoder` - pooled_output_dim : `int` - fusion_method : `str`, optional (default = `"sum"`) - dropout : `float`, optional (default = `0.1`) - label_namespace : `str`, optional (default = `"labels"`) - is_multilabel: `bool`, optional (default = `False`) - Whether the output classification is multilabel. - (i.e., can have multiple correct answers) - """ - - def __init__( - self, - vocab: Vocabulary, - text_embeddings: TransformerEmbeddings, - image_embeddings: ImageFeatureEmbeddings, - encoder: BiModalEncoder, - pooled_output_dim: int, - fusion_method: str = "sum", - dropout: float = 0.1, - label_namespace: str = "labels", - is_multilabel: bool = False, - *, - ignore_text: bool = False, - ignore_image: bool = False, - ) -> None: - super().__init__(vocab) - - from allennlp.modules.backbones import VilbertBackbone - - self.backbone = VilbertBackbone( - vocab, - text_embeddings, - image_embeddings, - encoder, - pooled_output_dim, - fusion_method, - dropout, - ) - - num_labels = vocab.get_vocab_size(label_namespace) - self.label_namespace = label_namespace - - self.classifier = torch.nn.Linear(pooled_output_dim, num_labels) - self.dropout = torch.nn.Dropout(dropout) - - self.is_multilabel = is_multilabel - self.ignore_text = ignore_text - self.ignore_images = ignore_image - - @classmethod - def from_huggingface_model_name( - cls, - vocab: Vocabulary, - model_name: str, - image_feature_dim: int, - image_num_hidden_layers: int, - image_hidden_size: int, - image_num_attention_heads: int, - combined_hidden_size: int, - combined_num_attention_heads: int, - pooled_output_dim: int, - image_intermediate_size: int, - image_attention_dropout: float, - image_hidden_dropout: float, - image_biattention_id: List[int], - text_biattention_id: List[int], - text_fixed_layer: int, - image_fixed_layer: int, - pooled_dropout: float = 0.1, - fusion_method: str = "sum", - *, - ignore_text: bool = False, - ignore_image: bool = False, - ): - transformer = AutoModel.from_pretrained(model_name) - - # Albert (and maybe others?) has this "embedding_size", that's different from "hidden_size". - # To get them to the same dimensionality, it uses a linear transform after the embedding - # layer, which we need to pull out and copy here. - if hasattr(transformer.config, "embedding_size"): - config = transformer.config - - text_embeddings = TransformerEmbeddings.from_pretrained_module( - transformer.embeddings, output_size=config.hidden_dim - ) - - from transformers.models.albert.modeling_albert import AlbertModel - - if isinstance(transformer, AlbertModel): - text_embeddings.linear_transform = deepcopy( - transformer.encoder.embedding_hidden_mapping_in - ) - else: - logger.warning( - "Unknown model that uses separate embedding size; weights of the linear " - f"transform will not be initialized. Model type is: {transformer.__class__}" - ) - else: - text_embeddings = TransformerEmbeddings.from_pretrained_module(transformer.embeddings) - - image_embeddings = ImageFeatureEmbeddings( - feature_size=image_feature_dim, - embedding_size=image_hidden_size, - dropout=image_hidden_dropout, - ) - - encoder = BiModalEncoder.from_pretrained_module( - pretrained_module=transformer, - num_hidden_layers2=image_num_hidden_layers, - hidden_size2=image_hidden_size, - num_attention_heads2=image_num_attention_heads, - combined_hidden_size=combined_hidden_size, - combined_num_attention_heads=combined_num_attention_heads, - intermediate_size2=image_intermediate_size, - attention_dropout2=image_attention_dropout, - hidden_dropout2=image_hidden_dropout, - biattention_id1=text_biattention_id, - biattention_id2=image_biattention_id, - fixed_layer1=text_fixed_layer, - fixed_layer2=image_fixed_layer, - ) - return cls( - vocab=vocab, - text_embeddings=text_embeddings, - image_embeddings=image_embeddings, - encoder=encoder, - pooled_output_dim=pooled_output_dim, - fusion_method=fusion_method, - dropout=pooled_dropout, - ignore_text=ignore_text, - ignore_image=ignore_image, - ) - - @overrides - def forward( - self, # type: ignore - box_features: torch.Tensor, - box_coordinates: torch.Tensor, - box_mask: torch.Tensor, - text: TextFieldTensors, - labels: Optional[torch.Tensor] = None, - label_weights: Optional[torch.Tensor] = None, - ) -> Dict[str, torch.Tensor]: - """ - # Parameters - - box_features : `Tensor` - Shape: `(batch_size, num_boxes, feature_size)` - - box_coordinates : `Tensor` - Shape: `(batch_size, num_boxes, 4)` - - box_mask : `Tensor` - A bool and 0-1 tensor of shape `(batch_size, num_boxes)`. - - text : `TextFieldTensors` - - label : `Optional[Tensor]` - - label_weights : `Optional[Tensor]` - - """ - - batch_size = box_features.size(0) - - if self.ignore_images: - box_features = torch.zeros_like(box_features) - box_coordinates = torch.zeros_like(box_coordinates) - box_coordinates[..., 2] = 1 - box_coordinates[..., 3] = 1 - box_mask = torch.ones_like(box_mask) - - if self.ignore_text: - dummy_text = {} - for embedder_name, tensor_dict in text.items(): - dummy_tensor_dict = {} - for tensor_name, tensor in tensor_dict.items(): - if "mask" in tensor_name: - tensor = torch.ones_like(tensor) - else: - tensor = torch.zeros_like(tensor) - dummy_tensor_dict[tensor_name] = tensor - dummy_text[embedder_name] = dummy_tensor_dict - text = dummy_text - - backbone_outputs = self.backbone(box_features, box_coordinates, box_mask, text) - - # Shape: (batch_size, num_labels) - logits = self.classifier(backbone_outputs["pooled_boxes_and_text"]) - - # Shape: (batch_size, num_labels) - if self.is_multilabel: - probs = torch.sigmoid(logits) - else: - probs = torch.softmax(logits, dim=-1) - - outputs = {"logits": logits, "probs": probs} - outputs = self._compute_loss_and_metrics(batch_size, outputs, labels, label_weights) - - return outputs - - def _compute_loss_and_metrics( - self, - batch_size: int, - outputs: torch.Tensor, - label: torch.Tensor, - label_weights: Optional[torch.Tensor] = None, - ): - return outputs - - @overrides - def get_metrics(self, reset: bool = False) -> Dict[str, float]: - result = self.accuracy.get_metric(reset) - return {"accuracy": result} - - @overrides - def make_output_human_readable( - self, output_dict: Dict[str, torch.Tensor] - ) -> Dict[str, torch.Tensor]: - batch_labels = [] - for batch_index, batch in enumerate(output_dict["probs"]): - labels = np.argmax(batch, axis=-1) - batch_labels.append(labels) - output_dict["labels"] = batch_labels - return output_dict diff --git a/allennlp/models/visual_entailment.py b/allennlp/models/visual_entailment.py deleted file mode 100644 index 5164de053ff..00000000000 --- a/allennlp/models/visual_entailment.py +++ /dev/null @@ -1,128 +0,0 @@ -import logging -from typing import Dict, Optional - -from overrides import overrides -import numpy as np -import torch - -from allennlp.data import TextFieldTensors, Vocabulary -from allennlp.models.model import Model -from allennlp.modules.transformer import ( - TransformerEmbeddings, - ImageFeatureEmbeddings, - BiModalEncoder, -) -from allennlp.training.metrics import CategoricalAccuracy -from allennlp.training.metrics import FBetaMeasure - - -from allennlp.models.vision_text_model import VisionTextModel - -logger = logging.getLogger(__name__) - - -@Model.register("ve_vilbert") -@Model.register("ve_vilbert_from_huggingface", constructor="from_huggingface_model_name") -class VisualEntailmentModel(VisionTextModel): - """ - Model for visual entailment task based on the paper - [Visual Entailment: A Novel Task for Fine-Grained Image Understanding] - (https://api.semanticscholar.org/CorpusID:58981654). - - # Parameters - - vocab : `Vocabulary` - text_embeddings : `TransformerEmbeddings` - image_embeddings : `ImageFeatureEmbeddings` - encoder : `BiModalEncoder` - pooled_output_dim : `int` - fusion_method : `str`, optional (default = `"sum"`) - dropout : `float`, optional (default = `0.1`) - label_namespace : `str`, optional (default = `labels`) - """ - - def __init__( - self, - vocab: Vocabulary, - text_embeddings: TransformerEmbeddings, - image_embeddings: ImageFeatureEmbeddings, - encoder: BiModalEncoder, - pooled_output_dim: int, - fusion_method: str = "sum", - dropout: float = 0.1, - label_namespace: str = "labels", - *, - ignore_text: bool = False, - ignore_image: bool = False, - ) -> None: - - super().__init__( - vocab, - text_embeddings, - image_embeddings, - encoder, - pooled_output_dim, - fusion_method, - dropout, - label_namespace, - is_multilabel=False, - ) - - self.accuracy = CategoricalAccuracy() - self.fbeta = FBetaMeasure(beta=1.0, average="macro") - - @overrides - def forward( - self, # type: ignore - box_features: torch.Tensor, - box_coordinates: torch.Tensor, - box_mask: torch.Tensor, - hypothesis: TextFieldTensors, - labels: Optional[torch.Tensor] = None, - ) -> Dict[str, torch.Tensor]: - - return super().forward( - box_features, - box_coordinates, - box_mask, - text=hypothesis, - labels=labels, - label_weights=None, - ) - - @overrides - def _compute_loss_and_metrics( - self, - batch_size: int, - outputs: torch.Tensor, - label: torch.Tensor, - label_weights: Optional[torch.Tensor] = None, - ): - assert label_weights is None - if label is not None: - outputs["loss"] = ( - torch.nn.functional.cross_entropy(outputs["logits"], label) / batch_size - ) - self.accuracy(outputs["logits"], label) - self.fbeta(outputs["probs"], label) - return outputs - - @overrides - def get_metrics(self, reset: bool = False) -> Dict[str, float]: - metrics = self.fbeta.get_metric(reset) - accuracy = self.accuracy.get_metric(reset) - metrics.update({"accuracy": accuracy}) - return metrics - - @overrides - def make_output_human_readable( - self, output_dict: Dict[str, torch.Tensor] - ) -> Dict[str, torch.Tensor]: - batch_labels = [] - for batch_index, batch in enumerate(output_dict["probs"]): - labels = np.argmax(batch, axis=-1) - batch_labels.append(labels) - output_dict["labels"] = batch_labels - return output_dict - - default_predictor = "vilbert_ve" diff --git a/allennlp/predictors/vilbert_vqa.py b/allennlp/predictors/vilbert_vqa.py deleted file mode 100644 index 0bba31c12e7..00000000000 --- a/allennlp/predictors/vilbert_vqa.py +++ /dev/null @@ -1,35 +0,0 @@ -from typing import List, Dict - -from overrides import overrides -import numpy - -from allennlp.common.file_utils import cached_path -from allennlp.common.util import JsonDict -from allennlp.data import Instance -from allennlp.data.dataset_readers.vqav2 import VQAv2Reader -from allennlp.predictors.predictor import Predictor - - -@Predictor.register("vilbert_vqa") -class VilbertVqaPredictor(Predictor): - def predict(self, image: str, sentence: str) -> JsonDict: - image = cached_path(image) - return self.predict_json({"question": sentence, "image": image}) - - @overrides - def _json_to_instance(self, json_dict: JsonDict) -> Instance: - question = json_dict["question"] - image = cached_path(json_dict["image"]) - if isinstance(self._dataset_reader, VQAv2Reader): - return self._dataset_reader.text_to_instance(question, image, use_cache=False) - else: - raise ValueError( - f"Dataset reader is of type f{self._dataset_reader.__class__.__name__}. " - f"Expected {VQAv2Reader.__name__}." - ) - - @overrides - def predictions_to_labeled_instances( - self, instance: Instance, outputs: Dict[str, numpy.ndarray] - ) -> List[Instance]: - return [instance] # TODO diff --git a/allennlp/predictors/visual_entailment.py b/allennlp/predictors/visual_entailment.py deleted file mode 100644 index 329ab34688e..00000000000 --- a/allennlp/predictors/visual_entailment.py +++ /dev/null @@ -1,39 +0,0 @@ -from typing import List, Dict - -from overrides import overrides -import numpy - -from allennlp.common.file_utils import cached_path -from allennlp.common.util import JsonDict -from allennlp.data import Instance -from allennlp.data.dataset_readers.visual_entailment import VisualEntailmentReader -from allennlp.data.fields import LabelField -from allennlp.predictors.predictor import Predictor - - -@Predictor.register("vilbert_ve") -class VisualEntailmentPredictor(Predictor): - def predict(self, image: str, hypothesis: str) -> JsonDict: - image = cached_path(image) - return self.predict_json({"image": image, "hypothesis": hypothesis}) - - @overrides - def _json_to_instance(self, json_dict: JsonDict) -> Instance: - image = cached_path(json_dict["image"]) - hypothesis = json_dict["hypothesis"] - if isinstance(self._dataset_reader, VisualEntailmentReader): - return self._dataset_reader.text_to_instance(image, hypothesis, use_cache=False) - else: - raise ValueError( - f"Dataset reader is of type f{self._dataset_reader.__class__.__name__}. " - f"Expected {VisualEntailmentReader.__name__}." - ) - - @overrides - def predictions_to_labeled_instances( - self, instance: Instance, outputs: Dict[str, numpy.ndarray] - ) -> List[Instance]: - new_instance = instance.duplicate() - label = numpy.argmax(outputs["probs"]) - new_instance.add_field("label", LabelField(int(label), skip_indexing=True)) - return [new_instance] diff --git a/allennlp/training/metrics/vqa.py b/allennlp/training/metrics/vqa.py deleted file mode 100644 index 17316609052..00000000000 --- a/allennlp/training/metrics/vqa.py +++ /dev/null @@ -1,76 +0,0 @@ -from typing import Union - -import torch -from overrides import overrides - -from allennlp.training.metrics.metric import Metric -import torch.distributed as dist - - -@Metric.register("vqa") -class VqaMeasure(Metric): - """Compute the VQA metric, as described in - https://www.semanticscholar.org/paper/VQA%3A-Visual-Question-Answering-Agrawal-Lu/97ad70a9fa3f99adf18030e5e38ebe3d90daa2db - - In VQA, we take the answer with the highest score, and then we find out how often - humans decided this was the right answer. The accuracy score for an answer is - `min(1.0, human_count / 3)`. - - This metric takes the logits from the models, i.e., a score for each possible answer, - and the labels for the question, together with their weights. - """ - - def __init__(self) -> None: - self._sum_of_scores: Union[None, torch.Tensor] = None - self._score_count: Union[None, torch.Tensor] = None - - @overrides - def __call__(self, logits: torch.Tensor, labels: torch.Tensor, label_weights: torch.Tensor): - """ - # Parameters - - logits : `torch.Tensor`, required. - A tensor of predictions of shape (batch_size, num_classes). - labels : `torch.Tensor`, required. - A tensor of integer class label of shape (batch_size, num_labels). - label_weights : `torch.Tensor`, required. - A tensor of floats of shape (batch_size, num_labels), giving a weight or score to - every one of the labels. - """ - - device = logits.device - - if self._sum_of_scores is None: - self._sum_of_scores = torch.zeros([], device=device, dtype=label_weights.dtype) - if self._score_count is None: - self._score_count = torch.zeros([], device=device, dtype=torch.int32) - - logits, labels, label_weights = self.detach_tensors(logits, labels, label_weights) - predictions = logits.argmax(dim=1) - - # Sum over dimension 1 gives the score per question. We care about the overall sum though, - # so we sum over all dimensions. - self._sum_of_scores += (label_weights * (labels == predictions.unsqueeze(-1))).sum() - self._score_count += labels.size(0) - - from allennlp.common.util import is_distributed - - if is_distributed(): - dist.all_reduce(self._sum_of_scores, op=dist.ReduceOp.SUM) - dist.all_reduce(self._score_count, op=dist.ReduceOp.SUM) - - @overrides - def get_metric(self, reset: bool = False): - """ - # Returns - - score : `float` - """ - from allennlp.common.util import nan_safe_tensor_divide - - return {"score": nan_safe_tensor_divide(self._sum_of_scores, self._score_count).item()} - - @overrides - def reset(self) -> None: - self._sum_of_scores = None - self._score_count = None diff --git a/test_fixtures/data/gqa/images/test_fixtures/n166008.jpg b/test_fixtures/data/gqa/images/test_fixtures/n166008.jpg deleted file mode 100644 index c317c5132482645cd05cbd4b977a041c1daca01a..0000000000000000000000000000000000000000 GIT binary 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deleted file mode 100644 index cc4a7f2059f..00000000000 --- a/test_fixtures/data/gqa/question_dir/questions1.json +++ /dev/null @@ -1,51 +0,0 @@ -{ - "20240871": { - "semantic": [ - { - "operation": "select", - "dependencies": [], - "argument": "water (4)" - }, - { - "operation": "relate", - "dependencies": [0], - "argument": "table,below,s (11)" - }, - { - "operation": "verify shape", - "dependencies": [1], - "argument": "round" - }, - { - "operation": "verify material", - "dependencies": [1], - "argument": "wood " - }, - {"operation": "and", - "dependencies": [2, 3], - "argument": "" - } - ], - "entailed": ["20240900", "20240892", "20240891", "20240890", "20240879", "20240896", "20240895", "20240894", "20240875", "20240897", "20240899", "20240898", "20240870", "20240878", "20240910", "20240877", "20240909", "20240886", "20240887", "20240882", "20240911", "20240872", "20240888", "20240889"], "equivalent": ["20240871", "20240870"], - "question": "Does the table below the water look wooden and round?", - "imageId": "n166008", - "isBalanced": false, - "groups": { - "global": null, - "local": "05-round_wood" - }, - "answer": "yes", - "semanticStr": "select: water (4)->relate: table,below,s (11) [0]->verify shape: round [1]->verify material: wood [1]->and: [2, 3]", - "annotations": { - "answer": {}, - "question": {"2": "11", "5": "4"}, - "fullAnswer": {"2": "11"} - }, - "types": { - "detailed": "verifyAttrs", - "semantic": "attr", - "structural": "logical" - }, - "fullAnswer": "Yes, the table is wooden and round." - } -} \ No newline at end of file diff --git a/test_fixtures/data/gqa/questions.json b/test_fixtures/data/gqa/questions.json deleted file mode 100644 index cad70842302..00000000000 --- a/test_fixtures/data/gqa/questions.json +++ /dev/null @@ -1,43 +0,0 @@ -{ - "202218649": { - "semantic": [ - { - "operation": "select", - "dependencies": [], - "argument": "chalkboard (0)" - }, - { - "operation": "relate", - "dependencies": [0], - "argument": "_,hanging above,s (12)" - }, - { - "operation": "query", - "dependencies": [1], - "argument": "name" - } - ], - "entailed": ["202218648"], - "equivalent": ["202218649"], - "question": "What is hanging above the chalkboard?", - "imageId": "n578564", - "isBalanced": true, - "groups": { - "global": "thing", - "local": "14-chalkboard_hanging above,s" - }, - "answer": "picture", - "semanticStr": "select: chalkboard (0)->relate: _,hanging above,s (12) [0]->query: name [1]", - "annotations": { - "answer": {"0": "12"}, - "question": {}, - "fullAnswer": {"1": "12", "6": "0"} - }, - "types": { - "detailed": "relS", - "semantic": "rel", - "structural": "query" - }, - "fullAnswer": "The picture is hanging above the chalkboard." - } -} \ No newline at end of file diff --git a/test_fixtures/data/vqav2/images/test_fixture/COCO_train2014_000000458752.jpg b/test_fixtures/data/images/COCO_train2014_000000458752.jpg similarity index 100% rename from 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- "lr": 4e-5 - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - "warmup_steps": 5000, - "num_steps_per_epoch": std.ceil(14304359 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]) - }, - "validation_metric": "+fscore", - "patience": 5, - "num_epochs": 20, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus) - }, -} diff --git a/training_configs/vilbert_gqa_from_huggingface_balanced.jsonnet b/training_configs/vilbert_gqa_from_huggingface_balanced.jsonnet deleted file mode 100644 index 0cc6f7c92dd..00000000000 --- a/training_configs/vilbert_gqa_from_huggingface_balanced.jsonnet +++ /dev/null @@ -1,91 +0,0 @@ -local model_name = "bert-base-uncased"; -local effective_batch_size = 128; -local gpu_batch_size = 32; -local num_gpus = 1; - -local construct_vocab = false; - -#local gqa_dir = "/Users/dirkg/Documents/data/vision/gqa/"; -local gqa_dir = "/mnt/tank/dirkg/data/vision/gqa/"; - -local vocabulary = if construct_vocab then { - // read the files to construct the vocab - "min_count": {"answers": 9} - } else { - // read the constructed vocab - "type": "from_files", - "directory": "https://storage.googleapis.com/allennlp-public-data/gqa/vilbert_gqa.vocab.tar.gz" - }; - -{ - "dataset_reader": { - "type": "gqa", - "image_dir": gqa_dir + "/images", - [if !construct_vocab then "feature_cache_dir"]: gqa_dir + "/feature_cache", - [if !construct_vocab then "image_loader"]: "torch", - [if !construct_vocab then "image_featurizer"]: "resnet_backbone", - [if !construct_vocab then "region_detector"]: "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - #"max_instances": 1000, - "image_processing_batch_size": 16, - "answer_vocab": if construct_vocab then null else vocabulary, - }, - "validation_dataset_reader": self.dataset_reader { - "answer_vocab": null - }, - "vocabulary": vocabulary, - "train_data_path": "train_balanced", - "validation_data_path": "testdev_balanced", - "model": { - "type": "vqa_vilbert_from_huggingface", - "model_name": model_name, - "image_feature_dim": 1024, - "image_hidden_size": 1024, - "image_num_attention_heads": 8, - "image_num_hidden_layers": 6, - "combined_hidden_size": 1024, - "combined_num_attention_heads": 8, - "pooled_output_dim": 1024, - "image_intermediate_size": 1024, - "image_attention_dropout": 0.1, - "image_hidden_dropout": 0.1, - "image_biattention_id": [0, 1, 2, 3, 4, 5], - "text_biattention_id": [6, 7, 8, 9, 10, 11], - "text_fixed_layer": 0, - "image_fixed_layer": 0, - "fusion_method": "mul" - }, - "data_loader": { - "batch_size": gpu_batch_size, - "shuffle": true, - "max_instances_in_memory": 1024*16 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - #"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - "trainer": { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-5 - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - "warmup_steps": 5000, - "num_steps_per_epoch": std.ceil(942255 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]) - }, - "validation_metric": "+fscore", - "patience": 5, - "num_epochs": 20, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus) - }, -} diff --git a/training_configs/vilbert_multitask.jsonnet b/training_configs/vilbert_multitask.jsonnet deleted file mode 100644 index e930cb41a17..00000000000 --- a/training_configs/vilbert_multitask.jsonnet +++ /dev/null @@ -1,157 +0,0 @@ -local model_name = "bert-base-cased"; -local effective_batch_size = 128; -local gpu_batch_size = 128; -local num_gpus = 1; - -local construct_vocab = false; - -local vocabulary = if construct_vocab then { - // read the files to construct the vocab - "min_count": {"answers": 9} - } else { - // read the constructed vocab - "type": "from_files", - "directory": std.format( - "https://storage.googleapis.com/allennlp-public-data/vilbert/vilbert_multitask.%s.vocab.tar.gz", - model_name) - }; - -local reader_common = { - [if !construct_vocab then "image_loader"]: "torch", - [if !construct_vocab then "image_featurizer"]: "resnet_backbone", - [if !construct_vocab then "region_detector"]: "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - #"max_instances": 1000, # DEBUG - "image_processing_batch_size": 32, -}; - -{ - "dataset_reader": { - "type": "multitask", - "readers": { - "vqa": reader_common { - "type": "vqav2", - "image_dir": "/mnt/tank/dirkg/data/vision/vqa/balanced_real", - [if !construct_vocab then "feature_cache_dir"]: "/mnt/tank/dirkg/data/vision/vqa/balanced_real/feature_cache", - #"image_dir": "/Users/dirkg/Documents/data/vision/vqa/balanced_real", - #[if !construct_vocab then "feature_cache_dir"]: "/Users/dirkg/Documents/data/vision/vqa/balanced_real/feature_cache", - "answer_vocab": if construct_vocab then null else vocabulary, - "multiple_answers_per_question": !construct_vocab - }, - "gqa": reader_common { - "type": "gqa", - "image_dir": "/mnt/tank/dirkg/data/vision/gqa", - [if !construct_vocab then "feature_cache_dir"]: "/mnt/tank/dirkg/data/vision/gqa/feature_cache", - #"image_dir": "/Users/dirkg/Documents/data/vision/gqa", - #[if !construct_vocab then "feature_cache_dir"]: "/Users/dirkg/Documents/data/vision/gqa/feature_cache", - "answer_vocab": if construct_vocab then null else vocabulary - }, - "ve": reader_common { - "type": "visual-entailment", - "image_dir": "/mnt/tank/dirkg/data/vision/SNLI-VE/data/Flickr30K/flickr30k_images", - [if !construct_vocab then "feature_cache_dir"]: "/mnt/tank/dirkg/data/vision/SNLI-VE/data/feature_cache", - #"image_dir": "/Users/dirkg/Documents/data/vision/SNLI-VE/data/Flickr30K/flickr30k_images", - #[if !construct_vocab then "feature_cache_dir"]: "/Users/dirkg/Documents/data/vision/SNLI-VE/data/feature_cache", - } - } - }, - "validation_dataset_reader": self.dataset_reader { - "readers": super.readers { - "vqa": super.vqa { - "answer_vocab": null // make sure we don't skip unanswerable questions during validation - } - } - }, - "vocabulary": vocabulary, - "train_data_path": { - "vqa": ["balanced_real_train", "balanced_real_val[1000:]"], - "gqa": "train_balanced", - "ve": "train", - }, - "validation_data_path": { - "vqa": "balanced_real_val[:1000]", - "gqa": "val_balanced", - "ve": "dev", - }, - "model": { - "type": "multitask", - "arg_name_mapping": { - "backbone": {"question": "text", "hypothesis": "text"} - }, - "backbone": { - "type": "vilbert_from_huggingface", - "model_name": model_name, - "image_feature_dim": 1024, - "image_num_hidden_layers": 6, - "image_hidden_size": 1024, - "image_num_attention_heads": 8, - "image_intermediate_size": 1024, - "image_attention_dropout": 0.1, - "image_hidden_dropout": 0.1, - "image_biattention_id": [0, 1, 2, 3, 4, 5], - "text_biattention_id": [6, 7, 8, 9, 10, 11], - "text_fixed_layer": 0, - "image_fixed_layer": 0, - "combined_hidden_size": 1024, - "combined_num_attention_heads": 8, - "pooled_output_dim": 1024, - "fusion_method": "mul" - }, - "heads": { - "vqa": { - "type": "vqa", - "embedding_dim": 1024 - }, - "gqa": { - "type": "vqa", - "embedding_dim": 1024 - }, - "ve": { - "type": "visual_entailment", - "embedding_dim": 1024 - } - } - }, - "data_loader": { - "type": "multitask", - "scheduler": { - "batch_size": gpu_batch_size, - }, - "shuffle": true, - //[if !construct_vocab then "max_instances_in_memory"]: 1024*16 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - //"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - // Don't train if we're just constructing vocab. The results would be confusing. - [if !construct_vocab then "trainer"]: { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-5, - "correct_bias": true, - "weight_decay": 0.01, - "parameter_groups": [[["bias", "LayerNorm\\.weight", "layer_norm\\.weight"], {"weight_decay": 0}]], - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - "warmup_steps": 10000, - }, - "validation_metric": ["+gqa_vqa", "+vqa_vqa", "+ve_acc"], - "patience": 5, - "num_epochs": 30, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus), - }, - "random_seed": 876170670, - "numpy_seed": 876170670, - "pytorch_seed": 876170670, -} diff --git a/training_configs/vilbert_ve_from_huggingface.jsonnet b/training_configs/vilbert_ve_from_huggingface.jsonnet deleted file mode 100644 index b0b0ed84b17..00000000000 --- a/training_configs/vilbert_ve_from_huggingface.jsonnet +++ /dev/null @@ -1,74 +0,0 @@ -local model_name = "bert-large-uncased"; -local effective_batch_size = 128; -local gpu_batch_size = 32; -local num_gpus = 0; - -local datadir = "/net/s3/allennlp/akshitab/data/SNLI-VE/data/"; - -{ - "dataset_reader": { - "type": "visual-entailment", - "image_dir": datadir + "Flickr30K/flickr30k_images", - "feature_cache_dir": datadir + "/feature_cache_torchvision", - "image_loader": "torch", - "image_featurizer": "resnet_backbone", - "region_detector": "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - "image_processing_batch_size": 16, - }, - "train_data_path": "https://storage.googleapis.com/allennlp-public-data/snli-ve/snli_ve_train.jsonl.gz", - "validation_data_path": "https://storage.googleapis.com/allennlp-public-data/snli-ve/snli_ve_dev.jsonl.gz", - "test_data_path": "https://storage.googleapis.com/allennlp-public-data/snli-ve/snli_ve_test.jsonl.gz", - "model": { - "type": "ve_vilbert_from_huggingface", - "model_name": model_name, - "image_feature_dim": 1024, - "image_hidden_size": 1024, - "image_num_attention_heads": 8, - "image_num_hidden_layers": 6, - "combined_hidden_size": 1024, - "combined_num_attention_heads": 8, - "pooled_output_dim": 1024, - "image_intermediate_size": 1024, - "image_attention_dropout": 0.1, - "image_hidden_dropout": 0.1, - "image_biattention_id": [0, 1, 2, 3, 4, 5], - "text_biattention_id": [6, 7, 8, 9, 10, 11], - "text_fixed_layer": 0, - "image_fixed_layer": 0, - "fusion_method": "mul" - }, - "data_loader": { - "batch_size": gpu_batch_size, - "shuffle": true, - "max_instances_in_memory": 1024 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - #"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - "trainer": { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-5, - "weight_decay": 0.01 - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - "num_steps_per_epoch": std.ceil(529527 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]), - "warmup_steps": std.ceil(self.num_steps_per_epoch / 2), - }, - "validation_metric": "+accuracy", - "num_epochs": 20, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus) - }, -} diff --git a/training_configs/vilbert_vqa.jsonnet b/training_configs/vilbert_vqa.jsonnet deleted file mode 100644 index 82b143fd2ff..00000000000 --- a/training_configs/vilbert_vqa.jsonnet +++ /dev/null @@ -1,122 +0,0 @@ -local model_name = "bert-base-uncased"; -local vocab_size = 30522; // for bert-*-uncased models -//local vocab_size = 28996; // for bert-*-cased models -local effective_batch_size = 128; -local gpu_batch_size = 128; -local num_gpus = 1; - -local construct_vocab = false; -local dataset = "balanced_real"; - -local vocabulary = if construct_vocab then { - // read the files to construct the vocab - "min_count": {"answers": 9} - } else { - // read the constructed vocab - "type": "from_files", - "directory": std.format( - "https://storage.googleapis.com/allennlp-public-data/vqav2/vilbert_vqa_%s.%s.vocab.tar.gz", - [dataset, model_name]) - }; - -{ - "dataset_reader": { - "type": "vqav2", - "image_dir": std.format("/mnt/tank/dirkg/data/vision/vqa/%s", dataset), - [if !construct_vocab then "feature_cache_dir"]: std.format("/mnt/tank/dirkg/data/vision/vqa/%s/feature_cache", dataset), - #"image_dir": std.format("/Users/dirkg/Documents/data/vision/vqa/%s", dataset), - #[if !construct_vocab then "feature_cache_dir"]: std.format("/Users/dirkg/Documents/data/vision/vqa/%s/feature_cache", dataset), - [if !construct_vocab then "image_loader"]: "torch", - [if !construct_vocab then "image_featurizer"]: "resnet_backbone", - [if !construct_vocab then "region_detector"]: "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - #"max_instances": 1000, - "image_processing_batch_size": 32, - "answer_vocab": if construct_vocab then null else vocabulary, - "multiple_answers_per_question": !construct_vocab - }, - "validation_dataset_reader": self.dataset_reader { - "answer_vocab": null // make sure we don't skip unanswerable questions during validation - }, - "vocabulary": vocabulary, - "train_data_path": [std.format("%s_train", dataset), std.format("%s_val[1000:]", dataset)], - "validation_data_path": std.format("%s_val[:1000]", dataset), - "model": { - "type": "vqa_vilbert", - "text_embeddings": { - "vocab_size": vocab_size, - "embedding_size": 768, - "pad_token_id": 0, - "max_position_embeddings": 512, - "type_vocab_size": 2, - "dropout": 0.1 - }, - "image_embeddings": { - "feature_size": 1024, - "embedding_size": 1024 - }, - "encoder": { - # text - "hidden_size1": 768, - "num_hidden_layers1": 12, - "intermediate_size1": 3072, - "num_attention_heads1": 12, - "attention_dropout1": 0.1, - "hidden_dropout1": 0.1, - "biattention_id1": [6, 7, 8, 9, 10, 11], - "fixed_layer1": 0, - - # vision - "hidden_size2": 1024, - "num_hidden_layers2": 6, - "intermediate_size2": 1024, - "num_attention_heads2": 8, - "attention_dropout2": 0.1, - "hidden_dropout2": 0.1, - "biattention_id2": [0, 1, 2, 3, 4, 5], - "fixed_layer2": 0, - - "combined_num_attention_heads": 8, - "combined_hidden_size": 1024, - "activation": "gelu", - }, - "pooled_output_dim": 1024, - "fusion_method": "mul" - }, - "data_loader": { - "batch_size": gpu_batch_size, - "shuffle": true, - //[if !construct_vocab then "max_instances_in_memory"]: 1024 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - //"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - // Don't train if we're just constructing vocab. The results would be confusing. - [if !construct_vocab then "trainer"]: { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-4 - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - //"num_steps_per_epoch": std.ceil(0 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]), - "warmup_steps": 5000, - }, - "validation_metric": "+vqa_score", - "num_epochs": 50, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus) - }, - "random_seed": 876170670, - "numpy_seed": 876170670, - "pytorch_seed": 876170670, -} diff --git a/training_configs/vilbert_vqa_bert_large.jsonnet b/training_configs/vilbert_vqa_bert_large.jsonnet deleted file mode 100644 index 3e7e2bbbaca..00000000000 --- a/training_configs/vilbert_vqa_bert_large.jsonnet +++ /dev/null @@ -1,122 +0,0 @@ -local model_name = "bert-large-uncased"; -local vocab_size = 30522; // for bert-*-uncased models -//local vocab_size = 28996; // for bert-*-cased models -local effective_batch_size = 128; -local gpu_batch_size = 32; -local num_gpus = 1; - -local construct_vocab = false; -local dataset = "balanced_real"; - -local vocabulary = if construct_vocab then { - // read the files to construct the vocab - "min_count": {"answers": 9} - } else { - // read the constructed vocab - "type": "from_files", - "directory": std.format( - "https://storage.googleapis.com/allennlp-public-data/vqav2/vilbert_vqa_%s.%s.vocab.tar.gz", - [dataset, model_name]) - }; - -{ - "dataset_reader": { - "type": "vqav2", - "image_dir": std.format("/mnt/tank/dirkg/data/vision/vqa/%s", dataset), - [if !construct_vocab then "feature_cache_dir"]: std.format("/mnt/tank/dirkg/data/vision/vqa/%s/feature_cache", dataset), - #"image_dir": std.format("/Users/dirkg/Documents/data/vision/vqa/%s", dataset), - #[if !construct_vocab then "feature_cache_dir"]: std.format("/Users/dirkg/Documents/data/vision/vqa/%s/feature_cache", dataset), - [if !construct_vocab then "image_loader"]: "torch", - [if !construct_vocab then "image_featurizer"]: "resnet_backbone", - [if !construct_vocab then "region_detector"]: "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - #"max_instances": 1000, - "image_processing_batch_size": 32, - "answer_vocab": if construct_vocab then null else vocabulary, - "multiple_answers_per_question": !construct_vocab - }, - "validation_dataset_reader": self.dataset_reader { - "answer_vocab": null // make sure we don't skip unanswerable questions during validation - }, - "vocabulary": vocabulary, - "train_data_path": [std.format("%s_train", dataset), std.format("%s_val[1000:]", dataset)], - "validation_data_path": std.format("%s_val[:1000]", dataset), - "model": { - "type": "vqa_vilbert", - "text_embeddings": { - "vocab_size": vocab_size, - "hidden_size": 1024, - "pad_token_id": 0, - "max_position_embeddings": 512, - "type_vocab_size": 2, - "dropout": 0.1 - }, - "image_embeddings": { - "feature_dim": 1024, - "hidden_dim": 1024 - }, - "encoder": { - # text - "hidden_size1": 1024, - "num_hidden_layers1": 24, - "intermediate_size1": 4096, - "num_attention_heads1": 16, - "attention_dropout1": 0.1, - "hidden_dropout1": 0.1, - "biattention_id1": [18, 19, 20, 21, 22, 23], - "fixed_layer1": 0, - - # vision - "hidden_size2": 1024, - "num_hidden_layers2": 6, - "intermediate_size2": 1024, - "num_attention_heads2": 8, - "attention_dropout2": 0.1, - "hidden_dropout2": 0.1, - "biattention_id2": [0, 1, 2, 3, 4, 5], - "fixed_layer2": 0, - - "combined_num_attention_heads": 8, - "combined_hidden_size": 1024, - "activation": "gelu", - }, - "pooled_output_dim": 1024, - "fusion_method": "mul" - }, - "data_loader": { - "batch_size": gpu_batch_size, - "shuffle": true, - //[if !construct_vocab then "max_instances_in_memory"]: 1024 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - //"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - // Don't train if we're just constructing vocab. The results would be confusing. - [if !construct_vocab then "trainer"]: { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-4 - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - //"num_steps_per_epoch": std.ceil(0 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]), - "warmup_steps": 5000, - }, - "validation_metric": "+vqa_score", - "num_epochs": 50, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus) - }, - "random_seed": 876170670, - "numpy_seed": 876170670, - "pytorch_seed": 876170670, -} diff --git a/training_configs/vilbert_vqa_pretrained.jsonnet b/training_configs/vilbert_vqa_pretrained.jsonnet deleted file mode 100644 index 22741b72f84..00000000000 --- a/training_configs/vilbert_vqa_pretrained.jsonnet +++ /dev/null @@ -1,113 +0,0 @@ -local model_name = "bert-base-uncased"; -local vocab_size = 30522; // for bert-*-uncased models -//local vocab_size = 28996; // for bert-*-cased models -local effective_batch_size = 128; -local gpu_batch_size = 128; -local num_gpus = 1; - -local construct_vocab = false; -local dataset = "balanced_real"; - -local vocabulary = if construct_vocab then { - // read the files to construct the vocab - "min_count": {"answers": 9} - } else { - // read the constructed vocab - "type": "from_files", - "directory": std.format( - "https://storage.googleapis.com/allennlp-public-data/vqav2/vilbert_vqa_%s.%s.vocab.tar.gz", - [dataset, model_name]) - }; - -{ - "dataset_reader": { - "type": "vqav2", - "image_dir": std.format("/mnt/tank/dirkg/data/vision/vqa/%s", dataset), - [if !construct_vocab then "feature_cache_dir"]: std.format("/mnt/tank/dirkg/data/vision/vqa/%s/feature_cache", dataset), - #"image_dir": std.format("/Users/dirkg/Documents/data/vision/vqa/%s", dataset), - #[if !construct_vocab then "feature_cache_dir"]: std.format("/Users/dirkg/Documents/data/vision/vqa/%s/feature_cache", dataset), - [if !construct_vocab then "image_loader"]: "torch", - [if !construct_vocab then "image_featurizer"]: "resnet_backbone", - [if !construct_vocab then "region_detector"]: "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - #"max_instances": 1000, - "image_processing_batch_size": 16, - "answer_vocab": if construct_vocab then null else vocabulary, - "multiple_answers_per_question": !construct_vocab, - }, - "validation_dataset_reader": self.dataset_reader { - "answer_vocab": null // make sure we don't skip unanswerable questions during validation - }, - "vocabulary": vocabulary, - "train_data_path": [std.format("%s_train", dataset), std.format("%s_val[1000:]", dataset)], - "validation_data_path": std.format("%s_val[:1000]", dataset), - "model": { - "type": "vqa_vilbert_from_huggingface", - "model_name": model_name, - "image_feature_dim": 1024, - "image_hidden_size": 1024, - "image_num_attention_heads": 8, - "image_num_hidden_layers": 6, - "combined_hidden_size": 1024, - "combined_num_attention_heads": 8, - "pooled_output_dim": 1024, - "image_intermediate_size": 1024, - "image_attention_dropout": 0.1, - "image_hidden_dropout": 0.1, - "image_biattention_id": [0, 1, 2, 3, 4, 5], - "text_biattention_id": [6, 7, 8, 9, 10, 11], - "text_fixed_layer": 0, - "image_fixed_layer": 0, - "fusion_method": "mul", - "ignore_text": false, # debug setting - "ignore_image": false, # debug setting - }, - "data_loader": { - "batch_size": gpu_batch_size, - "shuffle": true, - //[if !construct_vocab then "max_instances_in_memory"]: 10240 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - #"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - // Don't train if we're just constructing vocab. The results would be confusing. - [if !construct_vocab then "trainer"]: { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-5, - "correct_bias": true, - "weight_decay": 0.01, - "parameter_groups": [ - // [["bias", "LayerNorm\\.weight", "layer_norm\\.weight"], {"weight_decay": 0}], // can't use both at the same time - // smaller learning rate for the pretrained weights - [["^embeddings\\.", "^encoder.layers1\\.", "^t_pooler\\."], {"lr": 4e-6}] - ], - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - //"num_steps_per_epoch": std.ceil(0 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]), - "warmup_steps": 5000 - }, - "validation_metric": "+vqa_score", - "patience": 5, - "num_epochs": 40, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus), - "tensorboard_writer": { - "summary_interval": 10, - "should_log_learning_rate": true - }, - }, - "random_seed": 876170670, - "numpy_seed": 876170670, - "pytorch_seed": 876170670, -} diff --git a/training_configs/vilbert_vqa_pretrained_bert_large.jsonnet b/training_configs/vilbert_vqa_pretrained_bert_large.jsonnet deleted file mode 100644 index 5ea0b203cfe..00000000000 --- a/training_configs/vilbert_vqa_pretrained_bert_large.jsonnet +++ /dev/null @@ -1,113 +0,0 @@ -local model_name = "bert-large-uncased"; -local vocab_size = 30522; // for bert-*-uncased models -//local vocab_size = 28996; // for bert-*-cased models -local effective_batch_size = 128; -local gpu_batch_size = 32; -local num_gpus = 1; - -local construct_vocab = false; -local dataset = "balanced_real"; - -local vocabulary = if construct_vocab then { - // read the files to construct the vocab - "min_count": {"answers": 9} - } else { - // read the constructed vocab - "type": "from_files", - "directory": std.format( - "https://storage.googleapis.com/allennlp-public-data/vqav2/vilbert_vqa_%s.%s.vocab.tar.gz", - [dataset, model_name]) - }; - -{ - "dataset_reader": { - "type": "vqav2", - "image_dir": std.format("/mnt/tank/dirkg/data/vision/vqa/%s", dataset), - [if !construct_vocab then "feature_cache_dir"]: std.format("/mnt/tank/dirkg/data/vision/vqa/%s/feature_cache", dataset), - #"image_dir": std.format("/Users/dirkg/Documents/data/vision/vqa/%s", dataset), - #[if !construct_vocab then "feature_cache_dir"]: std.format("/Users/dirkg/Documents/data/vision/vqa/%s/feature_cache", dataset), - [if !construct_vocab then "image_loader"]: "torch", - [if !construct_vocab then "image_featurizer"]: "resnet_backbone", - [if !construct_vocab then "region_detector"]: "faster_rcnn", - "tokenizer": { - "type": "pretrained_transformer", - "model_name": model_name - }, - "token_indexers": { - "tokens": { - "type": "pretrained_transformer", - "model_name": model_name - } - }, - #"max_instances": 1000, - "image_processing_batch_size": 16, - "answer_vocab": if construct_vocab then null else vocabulary, - "multiple_answers_per_question": !construct_vocab - }, - "validation_dataset_reader": self.dataset_reader { - "answer_vocab": null // make sure we don't skip unanswerable questions during validation - }, - "vocabulary": vocabulary, - "train_data_path": [std.format("%s_train", dataset), std.format("%s_val[1000:]", dataset)], - "validation_data_path": std.format("%s_val[:1000]", dataset), - "model": { - "type": "vqa_vilbert_from_huggingface", - "model_name": model_name, - "image_feature_dim": 1024, - "image_hidden_size": 1024, - "image_num_attention_heads": 8, - "image_num_hidden_layers": 6, - "combined_hidden_size": 1024, - "combined_num_attention_heads": 8, - "pooled_output_dim": 1024, - "image_intermediate_size": 1024, - "image_attention_dropout": 0.1, - "image_hidden_dropout": 0.1, - "image_biattention_id": [0, 1, 2, 3, 4, 5], - "text_biattention_id": [18, 19, 20, 21, 22, 23], - "text_fixed_layer": 0, - "image_fixed_layer": 0, - "fusion_method": "mul", - "ignore_text": false, # debug setting - "ignore_image": false, # debug setting - }, - "data_loader": { - "batch_size": gpu_batch_size, - "shuffle": true, - //[if !construct_vocab then "max_instances_in_memory"]: 1024 - }, - [if num_gpus > 1 then "distributed"]: { - "cuda_devices": std.range(0, num_gpus - 1) - #"cuda_devices": std.repeat([-1], num_gpus) # Use this for debugging on CPU - }, - // Don't train if we're just constructing vocab. The results would be confusing. - [if !construct_vocab then "trainer"]: { - "optimizer": { - "type": "huggingface_adamw", - "lr": 4e-4, - "correct_bias": true, - "weight_decay": 0.01, - "parameter_groups": [ - // [["bias", "LayerNorm\\.weight", "layer_norm\\.weight"], {"weight_decay": 0}], // can't use both at the same time - // smaller learning rate for the pretrained weights - [["^embeddings\\.", "^encoder.layers1\\.", "^t_pooler\\."], {"lr": 4e-5}] - ], - }, - "learning_rate_scheduler": { - "type": "linear_with_warmup", - //"num_steps_per_epoch": std.ceil(0 / $["data_loader"]["batch_size"] / $["trainer"]["num_gradient_accumulation_steps"]), - "warmup_steps": 5000 - }, - "validation_metric": "+vqa_score", - "patience": 5, - "num_epochs": 30, - "num_gradient_accumulation_steps": effective_batch_size / gpu_batch_size / std.max(1, num_gpus), - "tensorboard_writer": { - "summary_interval": 10, - "should_log_learning_rate": true - }, - }, - "random_seed": 42, - "numpy_seed": 42, - "pytorch_seed": 42, -}