diff --git a/README.md b/README.md new file mode 100644 index 0000000..e060a22 --- /dev/null +++ b/README.md @@ -0,0 +1,84 @@ +## RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance +**Authors**: [Chantal Pellegrini*][cp], [Ege Özsoy*][eo], [Benjamin Busam][bb], [Nassir Navab][nn], [Matthias Keicher][mk] + +[cp]:https://www.cs.cit.tum.de/camp/members/chantal-pellegrini/ +[eo]:https://www.cs.cit.tum.de/camp/members/ege-oezsoy/ +[mk]:https://www.cs.cit.tum.de/camp/members/matthias-keicher/ +[nn]:https://www.cs.cit.tum.de/camp/members/cv-nassir-navab/nassir-navab/ +[bb]:https://www.cs.cit.tum.de/camp/members/benjamin-busam-1/ + +## [Paper](https://arxiv.org/abs/2106.02009) | [Demo](https://www.youtube.com/watch?v=8Z3QX6Q4Zq4) | Dataset - Coming Soon + +teaser + +Conversational AI tools that can generate and discuss clinically correct radiology reports for a given medical image have the potential to transform radiology. Such a human-in-the-loop radiology assistant could facilitate a collaborative diagnostic process, thus saving time and improving the quality of reports. Towards this goal, we introduce RaDialog, the first thoroughly evaluated and publicly available large vision-language model for radiology report generation and interactive dialog. RaDialog effectively integrates visual image features and structured pathology findings with a large language model (LLM) while simultaneously adapting it to a specialized domain using parameter-efficient fine-tuning. To keep the conversational abilities of the underlying LLM, we propose a comprehensive, semi-automatically labeled, image-grounded instruct dataset for chest X-ray radiology tasks. By training with this dataset, our method achieves state-of-the-art clinical correctness in report generation and shows impressive abilities in interactive tasks such as correcting reports and answering questions, serving as a foundational step toward clinical dialog systems. + +## Installation + +### Environment Setup: +#### 1) RaDialog Environment +- Install the RaDialog environment with `conda create --name radialog python=3.7` +- Activate the environment with `conda activate radialog` +- Install the requirements with `pip install -r requirements.txt` +- Reinstall correct versions of torch and transformers with `pip install torch==1.13.1 transformers==4.28.1` + +#### 2) CheXbert Environment +- Install the CheXbert environment with `conda create --name chexbert python=3.7` +- Activate the environment with `conda activate chexbert` +- Move to the chexbert directory with `cd chexbert` +- Install the requirements with `pip install -r requirements.txt` +- Set the absolute path to the chexbert env and folder in `local_config.py` + +### Prepare the Data and Models: + +#### 1) Download MIMIC-CXR +- Download the MIMIC-CXR dataset from [here](https://physionet.org/content/mimic-cxr/2.0.0/) +- in local_config.py set the path to the MIMIC-CXR dataset +- in model/lavis/defaults_report.yaml set the path to the MIMIC-CXR dataset + +#### 2) Create sectioned report data +- go to the mimic-cxr folder with `cd mimic-cxr` +- run `python create_section_files.py` to prepare the report data + +#### 3) Prepare the instruct dataset + +- As MIMIC-CXR needs a certified PhysioNet account to be accessed, we can not publish our instruct dataset directly. +- We are working on publishing the instruct dataset on PhysioNet. In the meantime, you can create an instruct dataset yourself by following the steps below. + +- The MIMIC-NLE data has to be generated first, as it also contains protected data. Follow the instructions [here](https://github.com/maximek3/MIMIC-NLE/tree/main) to generate the MIMIC-NLE data and set the path to the MIMIC-NLE data in `local_config.py`. +- For the correction task, you can write us, then we can share the used incorrect predictions with you. +- To generate data without Correction or Reasoning (MIMIC-NLE), please comment our line 335 or 336 in "create_data.py" accordingly. + +Data for RaDialog-RG: +- run `python create_data.py --mode "RG"` to generate the report generation dataset in the required format (no instruct data) + +Data for RaDialog-INS: +- run `python create_data.py --mode "INS"` to generate the instruct dataset + +4) Download pretrained models +- Download the pretrained models from [here](TODO) and place them in the checkpoints folder + +### Run Demo: +- run `python demo.py --cfg-path configs/blip2_pretrain_stage1_emb.yaml` to start the demo +- connect to the demo with a browser at `http://127.0.0.1:7860` (check terminal for address) and start chatting with RaDialog + +### Evaluate RaDialog on MIMIC-CXR test set: +- RaDialog-RG: run `python test.py --prompt img_matching_examples_ig2_noexamples_IMG_findings --use_embs --num_workers 0 --lora_model checkpoints/vicuna-7b-img-report/checkpoint-11200` +- RaDialog-INS: run `python test.py --prompt img_matching_examples_ig2_noexamples_IMG_findings --use_embs --num_workers 0 --lora_model checkpoints/vicuna-7b-img-instruct/checkpoint-4800` + +### Train RaDialog: +#### 1) CheXbert classifier Training +- run `python -m findings_classifier.train --train --run_name "train_chexbert" ` +- then run `python -m findings_classifier.train --run_name "save_preds" ` to save the predictions of the trained model + +#### 2) Image Encoder Pretraining +- run `python -m pretraining.train` + +#### 3) LLM Training +Train RaDialog-RG: +- run `python finetune.py --use_embs True --base_model 'vicuna_v7' --output_dir './lora-cxr-vicuna-specific-7b-noexamples-imgemb-findings-rightpadding-stratified_32imgtokens_600tokens' --wandb_run_name lora-cxr-vicuna-specific-7b-noexamples-imgemb-findings-rightpadding-stratified_32imgtokens_600tokens --prompt_template_name vicuna_v11 --data_path "data/data_files/mimic_cxr_reports_stratified.json" --cutoff_len 600` + +Train RaDialog-INS: +- run `python finetune.py --use_embs True --base_model 'vicuna_v7' --output_dir './lora-cxr-vicuna-specific-7b-noexamples-imgemb-findings-rightpadding-stratified_32imgtokens_600tokens_reversed2' --wandb_run_name lora-cxr-vicuna-specific-7b-noexamples-imgemb-findings-rightpadding-stratified_32imgtokens_600tokens_reversed2 --prompt_template_name vicuna_v11 --data_path "data/data_files/instruct_data_stratified.json" --cutoff_len 600` + +# TODO fix all epochs etc etc \ No newline at end of file diff --git a/biovil_t/__init__.py b/biovil_t/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/biovil_t/encoder.py b/biovil_t/encoder.py new file mode 100644 index 0000000..b24f1ea --- /dev/null +++ b/biovil_t/encoder.py @@ -0,0 +1,180 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + +from __future__ import annotations + +from contextlib import contextmanager +from typing import Any, Generator, Optional, Sequence, Tuple, Union + +import torch +import torch.nn as nn +from health_multimodal.common.device import get_module_device +from timm.models.layers import trunc_normal_ + +from .resnet import resnet18, resnet50 +from .transformer import VisionTransformerPooler +from .types import ImageEncoderType + +DEFAULT_DILATION_VALUES_FOR_RESNET = (False, False, True) +ImageEncoderOutputType = Union[torch.Tensor, Tuple[torch.Tensor, torch.Tensor]] + + +class ImageEncoder(nn.Module): + """Image encoder trunk module for the ``ImageModel`` class. + + :param img_encoder_type : Type of image encoder model to use, either ``"resnet18_multi_image"`` or + ``"resnet50_multi_image"``. + """ + + def __init__(self, img_encoder_type: str): + super().__init__() + self.img_encoder_type = img_encoder_type + self.encoder = self._create_encoder() + + def _create_encoder(self, **kwargs: Any) -> nn.Module: + if self.img_encoder_type in [ImageEncoderType.RESNET18, ImageEncoderType.RESNET18_MULTI_IMAGE]: + encoder_class = resnet18 + elif self.img_encoder_type in [ImageEncoderType.RESNET50, ImageEncoderType.RESNET50_MULTI_IMAGE]: + encoder_class = resnet50 + else: + supported = ImageEncoderType.get_members(multi_image_encoders_only=False) + raise NotImplementedError(f"Image encoder type \"{self.img_encoder_type}\" must be in {supported}") + + encoder = encoder_class(pretrained=True, **kwargs) + + return encoder + + def forward(self, + current_image: torch.Tensor, + return_patch_embeddings: bool = False) -> ImageEncoderOutputType: + """Get image global and patch embeddings""" + + patch_emb = self.encoder(current_image) + avg_pooled_emb = torch.flatten(torch.nn.functional.adaptive_avg_pool2d(patch_emb, (1, 1)), 1) + if return_patch_embeddings: + return patch_emb, avg_pooled_emb + + return avg_pooled_emb + + def reload_encoder_with_dilation(self, replace_stride_with_dilation: Optional[Sequence[bool]] = None) -> None: + """Workaround for enabling dilated convolutions after model initialization. + + :param replace_stride_with_dilation: Replace the 2x2 standard convolution stride with a dilated convolution + in each layer in the last three blocks of ResNet architecture. + """ + if self.img_encoder_type == ImageEncoderType.RESNET18: + # resnet18 uses BasicBlock implementation, which does not support dilated convolutions. + raise NotImplementedError("resnet18 does not support dilated convolutions") + + if replace_stride_with_dilation is None: + replace_stride_with_dilation = DEFAULT_DILATION_VALUES_FOR_RESNET + + device = next(self.encoder.parameters()).device + new_encoder = self._create_encoder(replace_stride_with_dilation=replace_stride_with_dilation).to(device) + + if self.encoder.training: + new_encoder.train() + else: + new_encoder.eval() + + new_encoder.load_state_dict(self.encoder.state_dict()) + self.encoder = new_encoder + + +class MultiImageEncoder(ImageEncoder): + """Multi-image encoder trunk module for the ``ImageModel`` class. + It can be used to encode multiple images into combined latent representation. + Currently it only supports two input images but can be extended to support more in future. + + :param img_encoder_type: Type of image encoder model to use: either ``"resnet18"`` or ``"resnet50"``. + """ + + def __init__(self, img_encoder_type: str): + super().__init__(img_encoder_type) + + output_dim = 256 # The aggregate feature dim of the encoder is `2 * output_dim` i.e. [f_static, f_diff] + grid_shape = (14, 14) # Spatial dimensions of patch grid. + + backbone_output_feature_dim = get_encoder_output_dim(self.encoder, device=get_module_device(self)) + + self.backbone_to_vit = nn.Conv2d(in_channels=backbone_output_feature_dim, out_channels=output_dim, + kernel_size=1, stride=1, padding=0, bias=False) + self.vit_pooler = VisionTransformerPooler(input_dim=output_dim, grid_shape=grid_shape) + + # Missing image embedding + self.missing_previous_emb = nn.Parameter(torch.zeros(1, output_dim, 1, 1)) + trunc_normal_(self.missing_previous_emb, std=.02) + + def forward(self, # type: ignore[override] + current_image: torch.Tensor, + previous_image: Optional[torch.Tensor] = None, + return_patch_embeddings: bool = False) -> ImageEncoderOutputType: + + batch_size = current_image.shape[0] + + if previous_image is not None: + assert current_image.shape == previous_image.shape + x = torch.cat([current_image, previous_image], dim=0) + x = super().forward(x, return_patch_embeddings=True)[0] + x = self.backbone_to_vit(x) + patch_x, patch_x_previous = x[:batch_size], x[batch_size:] + diff_x = self.vit_pooler(current_image=patch_x, previous_image=patch_x_previous) + else: + x = super().forward(current_image, return_patch_embeddings=True)[0] + patch_x = self.backbone_to_vit(x) + B, _, W, H = patch_x.shape + diff_x = self.missing_previous_emb.repeat(B, 1, W, H) + + patch_fused = torch.cat([patch_x, diff_x], dim=1) + avg_pooled_emb = torch.flatten(torch.nn.functional.adaptive_avg_pool2d(patch_fused, (1, 1)), 1) + + if return_patch_embeddings: + return patch_fused, avg_pooled_emb + + return avg_pooled_emb + + def reload_encoder_with_dilation(self, replace_stride_with_dilation: Optional[Sequence[bool]] = None) -> None: + raise NotImplementedError + + +@torch.no_grad() +def get_encoder_output_dim(module: torch.nn.Module, device: torch.device) -> int: + """Calculate the output dimension of an encoder by making a single forward pass. + + :param module: Encoder module. + :param device: Compute device to use. + """ + # Target device + assert isinstance(device, torch.device) + + x = torch.rand((1, 3, 448, 448)).to(device) + + # Extract the number of output feature dimensions + with restore_training_mode(module): + module.eval() + representations = module(x) + return representations.shape[1] + + +@contextmanager +def restore_training_mode(module: nn.Module) -> Generator[None, None, None]: + """Restore the training mode of a module after some operation. + + :param module: PyTorch module. + """ + training_mode = module.training + yield + module.train(mode=training_mode) + + +def get_encoder_from_type(img_encoder_type: str) -> ImageEncoder: + """Returns the encoder class for the given encoder type. + + :param img_encoder_type: Encoder type. {RESNET18, RESNET50, RESNET18_MULTI_IMAGE, RESNET50_MULTI_IMAGE} + """ + if img_encoder_type in ImageEncoderType.get_members(multi_image_encoders_only=True): + return MultiImageEncoder(img_encoder_type=img_encoder_type) + else: + return ImageEncoder(img_encoder_type=img_encoder_type) diff --git a/biovil_t/model.py b/biovil_t/model.py new file mode 100644 index 0000000..f663cbd --- /dev/null +++ b/biovil_t/model.py @@ -0,0 +1,128 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + +from __future__ import annotations + +from abc import ABC, abstractmethod +from pathlib import Path +from typing import Any, Optional, Union + +import torch +import torch.nn as nn +import torch.nn.functional as F +from health_multimodal.common.device import get_module_device + +from .encoder import get_encoder_from_type, get_encoder_output_dim, MultiImageEncoder +from .modules import MLP, MultiTaskModel +from .types import ImageModelOutput + + +class BaseImageModel(nn.Module, ABC): + """Abstract class for image models.""" + @abstractmethod + def forward(self, *args: Any, **kwargs: Any) -> ImageModelOutput: + raise NotImplementedError + + @abstractmethod + def get_patchwise_projected_embeddings(self, input_img: torch.Tensor, normalize: bool) -> torch.Tensor: + raise NotImplementedError + + +class ImageModel(BaseImageModel): + """Image encoder module""" + + def __init__(self, + img_encoder_type: str, + joint_feature_size: int, + freeze_encoder: bool = False, + pretrained_model_path: Optional[Union[str, Path]] = None, + **downstream_classifier_kwargs: Any): + super().__init__() + + # Initiate encoder, projector, and classifier + self.encoder = get_encoder_from_type(img_encoder_type) + self.feature_size = get_encoder_output_dim(self.encoder, device=get_module_device(self.encoder)) + self.projector = MLP(input_dim=self.feature_size, output_dim=joint_feature_size, + hidden_dim=joint_feature_size, use_1x1_convs=True) + self.downstream_classifier_kwargs = downstream_classifier_kwargs + self.classifier = self.create_downstream_classifier() if downstream_classifier_kwargs else None + + # Initialise the mode of modules + self.freeze_encoder = freeze_encoder + self.train() + + if pretrained_model_path is not None: + if not isinstance(pretrained_model_path, (str, Path)): + raise TypeError(f"Expected a string or Path, got {type(pretrained_model_path)}") + state_dict = torch.load(pretrained_model_path, map_location="cpu") + # drop projector + for k in list(state_dict.keys()): + if k.startswith("projector"): + state_dict.pop(k) + + self.load_state_dict(state_dict, strict=False) + + + def train(self, mode: bool = True) -> Any: + """Switch the model between training and evaluation modes.""" + super().train(mode=mode) + if self.freeze_encoder: + self.encoder.train(mode=False) + self.projector.train(mode=False) + return self + + def forward(self, x: torch.Tensor) -> ImageModelOutput: # type: ignore[override] + with torch.set_grad_enabled(not self.freeze_encoder): + patch_x, pooled_x = self.encoder(x, return_patch_embeddings=True) + return self.forward_post_encoder(patch_x, pooled_x) + + def forward_post_encoder(self, patch_x: torch.Tensor, pooled_x: torch.Tensor) -> ImageModelOutput: + with torch.set_grad_enabled(not self.freeze_encoder): + projected_patch_embeddings = self.projector(patch_x) + projected_global_embedding = torch.mean(projected_patch_embeddings, dim=(2, 3)) + + logits = self.classifier(pooled_x) if self.classifier else None + return ImageModelOutput(img_embedding=pooled_x, + patch_embeddings=patch_x, + class_logits=logits, + projected_patch_embeddings=projected_patch_embeddings, + projected_global_embedding=projected_global_embedding) + + def create_downstream_classifier(self, **kwargs: Any) -> MultiTaskModel: + """Create the classification module for the downstream task.""" + downstream_classifier_kwargs = kwargs if kwargs else self.downstream_classifier_kwargs + return MultiTaskModel(self.feature_size, **downstream_classifier_kwargs) + + @torch.no_grad() + def get_patchwise_projected_embeddings(self, input_img: torch.Tensor, normalize: bool) -> torch.Tensor: + """Get patch-wise projected embeddings from the CNN model. + + :param input_img: input tensor image [B, C, H, W]. + :param normalize: If ``True``, the embeddings are L2-normalized. + :returns projected_embeddings: tensor of embeddings in shape [batch, n_patches_h, n_patches_w, feature_size]. + """ + assert not self.training, "This function is only implemented for evaluation mode" + outputs = self.forward(input_img) + projected_embeddings = outputs.projected_patch_embeddings.detach() # type: ignore + if normalize: + projected_embeddings = F.normalize(projected_embeddings, dim=1) + projected_embeddings = projected_embeddings.permute([0, 2, 3, 1]) # B D H W -> B H W D (D: Features) + return projected_embeddings + + +class MultiImageModel(ImageModel): + def __init__(self, **kwargs: Any) -> None: + super().__init__(**kwargs) + assert isinstance(self.encoder, MultiImageEncoder), "MultiImageModel only supports MultiImageEncoder" + + def forward(self, # type: ignore[override] + current_image: torch.Tensor, + previous_image: Optional[torch.Tensor] = None) -> ImageModelOutput: + + with torch.set_grad_enabled(not self.freeze_encoder): + patch_x, pooled_x = self.encoder(current_image=current_image, + previous_image=previous_image, + return_patch_embeddings=True) + return self.forward_post_encoder(patch_x, pooled_x) diff --git a/biovil_t/modules.py b/biovil_t/modules.py new file mode 100644 index 0000000..83869bd --- /dev/null +++ b/biovil_t/modules.py @@ -0,0 +1,85 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + +from typing import Callable, Optional + +import torch +import torch.nn as nn + + +class MLP(nn.Module): + """ + Fully connected layers to map between image embeddings and projection space where pairs of images are compared. + + :param input_dim: Input embedding feature size + :param hidden_dim: Hidden layer size in MLP + :param output_dim: Output projection size + :param use_1x1_convs: Use 1x1 conv kernels instead of 2D linear transformations for speed and memory efficiency. + """ + + def __init__(self, + input_dim: int, + output_dim: int, + hidden_dim: Optional[int] = None, + use_1x1_convs: bool = False) -> None: + super().__init__() + + if use_1x1_convs: + linear_proj_1_args = {'in_channels': input_dim, 'out_channels': hidden_dim, 'kernel_size': 1, 'bias': False} + linear_proj_2_args = {'in_channels': hidden_dim, 'out_channels': output_dim, 'kernel_size': 1, 'bias': True} + normalisation_layer: Callable = nn.BatchNorm2d + projection_layer: Callable = nn.Conv2d + else: + linear_proj_1_args = {'in_features': input_dim, 'out_features': hidden_dim, 'bias': False} + linear_proj_2_args = {'in_features': hidden_dim, 'out_features': output_dim, 'bias': True} + normalisation_layer = nn.BatchNorm1d + projection_layer = nn.Linear + + self.output_dim = output_dim + self.input_dim = input_dim + if hidden_dim is not None: + self.model = nn.Sequential( + projection_layer(**linear_proj_1_args), + normalisation_layer(hidden_dim), + nn.ReLU(inplace=True), + projection_layer(**linear_proj_2_args)) + else: + self.model = nn.Linear(input_dim, output_dim) # type: ignore + + def forward(self, x: torch.Tensor) -> torch.Tensor: + """forward pass of the multi-layer perceptron""" + x = self.model(x) + return x + + +class MultiTaskModel(nn.Module): + """Torch module for multi-task classification heads. We create a separate classification head + for each task and perform a forward pass on each head independently in forward(). Classification + heads are instances of `MLP`. + + :param input_dim: Number of dimensions of the input feature map. + :param classifier_hidden_dim: Number of dimensions of hidden features in the MLP. + :param num_classes: Number of output classes per task. + :param num_tasks: Number of classification tasks or heads required. + """ + + def __init__(self, input_dim: int, classifier_hidden_dim: Optional[int], num_classes: int, num_tasks: int): + + super().__init__() + + self.num_classes = num_classes + self.num_tasks = num_tasks + + for task in range(num_tasks): + setattr(self, "fc_" + str(task), MLP(input_dim, output_dim=num_classes, hidden_dim=classifier_hidden_dim)) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + """Returns [batch_size, num_tasks, num_classes] tensor of logits.""" + batch_size = x.shape[0] + out = torch.zeros((batch_size, self.num_classes, self.num_tasks), dtype=x.dtype, device=x.device) + for task in range(self.num_tasks): + classifier = getattr(self, "fc_" + str(task)) + out[:, :, task] = classifier(x) + return out diff --git a/biovil_t/pretrained.py b/biovil_t/pretrained.py new file mode 100644 index 0000000..5737389 --- /dev/null +++ b/biovil_t/pretrained.py @@ -0,0 +1,85 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + +from __future__ import annotations + +import tempfile +from pathlib import Path + +from torchvision.datasets.utils import download_url + +from .model import ImageModel +from .types import ImageEncoderType + + +JOINT_FEATURE_SIZE = 128 + +BIOMED_VLP_CXR_BERT_SPECIALIZED = "microsoft/BiomedVLP-CXR-BERT-specialized" +BIOMED_VLP_BIOVIL_T = "microsoft/BiomedVLP-BioViL-T" +HF_URL = "https://huggingface.co" + +CXR_BERT_COMMIT_TAG = "v1.1" +BIOVIL_T_COMMIT_TAG = "v1.0" + +BIOVIL_IMAGE_WEIGHTS_NAME = "biovil_image_resnet50_proj_size_128.pt" +BIOVIL_IMAGE_WEIGHTS_URL = f"{HF_URL}/{BIOMED_VLP_CXR_BERT_SPECIALIZED}/resolve/{CXR_BERT_COMMIT_TAG}/{BIOVIL_IMAGE_WEIGHTS_NAME}" # noqa: E501 +BIOVIL_IMAGE_WEIGHTS_MD5 = "02ce6ee460f72efd599295f440dbb453" + +BIOVIL_T_IMAGE_WEIGHTS_NAME = "biovil_t_image_model_proj_size_128.pt" +BIOVIL_T_IMAGE_WEIGHTS_URL = f"{HF_URL}/{BIOMED_VLP_BIOVIL_T}/resolve/{BIOVIL_T_COMMIT_TAG}/{BIOVIL_T_IMAGE_WEIGHTS_NAME}" # noqa: E501 +BIOVIL_T_IMAGE_WEIGHTS_MD5 = "a83080e2f23aa584a4f2b24c39b1bb64" + + +def _download_biovil_image_model_weights() -> Path: + """Download image model weights from Hugging Face. + + More information available at https://huggingface.co/microsoft/BiomedVLP-CXR-BERT-specialized. + """ + root_dir = tempfile.gettempdir() + download_url( + BIOVIL_IMAGE_WEIGHTS_URL, + root=root_dir, + filename=BIOVIL_IMAGE_WEIGHTS_NAME, + md5=BIOVIL_IMAGE_WEIGHTS_MD5, + ) + return Path(root_dir, BIOVIL_IMAGE_WEIGHTS_NAME) + + +def _download_biovil_t_image_model_weights() -> Path: + """Download image model weights from Hugging Face. + + More information available at https://huggingface.co/microsoft/microsoft/BiomedVLP-BioViL-T. + """ + root_dir = tempfile.gettempdir() + download_url( + BIOVIL_T_IMAGE_WEIGHTS_URL, + root=root_dir, + filename=BIOVIL_T_IMAGE_WEIGHTS_NAME, + md5=BIOVIL_T_IMAGE_WEIGHTS_MD5 + ) + return Path(root_dir, BIOVIL_T_IMAGE_WEIGHTS_NAME) + + +def get_biovil_image_encoder(pretrained: bool = True) -> ImageModel: + """Download weights from Hugging Face and instantiate the image model.""" + resnet_checkpoint_path = _download_biovil_image_model_weights() if pretrained else None + + image_model = ImageModel( + img_encoder_type=ImageEncoderType.RESNET50, + joint_feature_size=JOINT_FEATURE_SIZE, + pretrained_model_path=resnet_checkpoint_path, + ) + return image_model + + +def get_biovil_t_image_encoder() -> ImageModel: + """Download weights from Hugging Face and instantiate the image model.""" + + biovilt_checkpoint_path = _download_biovil_t_image_model_weights() + model_type = ImageEncoderType.RESNET50_MULTI_IMAGE + image_model = ImageModel(img_encoder_type=model_type, + joint_feature_size=JOINT_FEATURE_SIZE, + pretrained_model_path=biovilt_checkpoint_path) + return image_model diff --git a/biovil_t/resnet.py b/biovil_t/resnet.py new file mode 100644 index 0000000..05364e6 --- /dev/null +++ b/biovil_t/resnet.py @@ -0,0 +1,80 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + +from typing import Any, List, Tuple, Type, Union + +import torch +from torch.hub import load_state_dict_from_url +from torchvision.models.resnet import model_urls, ResNet, BasicBlock, Bottleneck + +TypeSkipConnections = Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor] + + +class ResNetHIML(ResNet): + """Wrapper class of the original torchvision ResNet model. + + The forward function is updated to return the penultimate layer + activations, which are required to obtain image patch embeddings. + """ + + def __init__(self, **kwargs: Any) -> None: + super().__init__(**kwargs) + + def forward(self, x: torch.Tensor, + return_intermediate_layers: bool = False) -> Union[torch.Tensor, TypeSkipConnections]: + """ResNetHIML forward pass. Optionally returns intermediate layers using the + ``return_intermediate_layers`` argument. + + :param return_intermediate_layers: If ``True``, return layers x0-x4 as a tuple, + otherwise return x4 only. + """ + + x0 = self.conv1(x) + x0 = self.bn1(x0) + x0 = self.relu(x0) + x0 = self.maxpool(x0) + + x1 = self.layer1(x0) + x2 = self.layer2(x1) + x3 = self.layer3(x2) + x4 = self.layer4(x3) + + if return_intermediate_layers: + return x0, x1, x2, x3, x4 + else: + return x4 + + +def _resnet(arch: str, block: Type[Union[BasicBlock, Bottleneck]], layers: List[int], + pretrained: bool, progress: bool, **kwargs: Any) -> ResNetHIML: + """Instantiate a custom :class:`ResNet` model. + + Adapted from :mod:`torchvision.models.resnet`. + """ + model = ResNetHIML(block=block, layers=layers, **kwargs) + if pretrained: + state_dict = load_state_dict_from_url(model_urls[arch], progress=progress) + model.load_state_dict(state_dict) + return model + + +def resnet18(pretrained: bool = False, progress: bool = True, **kwargs: Any) -> ResNetHIML: + r"""ResNet-18 model from + `"Deep Residual Learning for Image Recognition" `_. + + :param pretrained: If ``True``, returns a model pre-trained on ImageNet. + :param progress: If ``True``, displays a progress bar of the download to ``stderr``. + """ + return _resnet('resnet18', BasicBlock, [2, 2, 2, 2], pretrained, progress, **kwargs) + + +def resnet50(pretrained: bool = False, progress: bool = True, **kwargs: Any) -> ResNetHIML: + r"""ResNet-50 model from + `"Deep Residual Learning for Image Recognition" `_. + + :param pretrained: If ``True``, returns a model pre-trained on ImageNet + :param progress: If ``True``, displays a progress bar of the download to ``stderr``. + """ + return _resnet('resnet50', Bottleneck, [3, 4, 6, 3], pretrained, progress, **kwargs) diff --git a/biovil_t/transformer.py b/biovil_t/transformer.py new file mode 100644 index 0000000..9be4210 --- /dev/null +++ b/biovil_t/transformer.py @@ -0,0 +1,266 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + +import math +from dataclasses import dataclass +from functools import partial +from typing import Any, Callable, Optional, Set, Tuple + +import torch +import torch.nn as nn +from timm.models.layers import DropPath, Mlp, trunc_normal_ + + +def torch_int_div(tensor1, tensor2): + """ + A function that performs integer division across different versions of PyTorch. + """ + return torch.div(tensor1, tensor2, rounding_mode="floor") + +@dataclass +class MultiHeadAttentionOutput: + mha_output: torch.Tensor + attention: Optional[torch.Tensor] = None + + +class VisionTransformerPooler(nn.Module): + """ + :param input_dim: Input feature dimension (i.e., channels in old CNN terminology) + :param grid_shape: Shape of the grid of patches per image + :param num_heads: Number of self-attention heads within the MHA block + :param num_blocks: Number of blocks per attention layer + :param norm_layer: Normalisation layer + + `self.type_embed`: Is used to characterise prior and current scans, and + create permutation variance across modalities/series. + """ + + def __init__(self, + input_dim: int, + grid_shape: Tuple[int, int], + num_heads: int = 8, + num_blocks: int = 3, + norm_layer: Any = partial(nn.LayerNorm, eps=1e-6)): + super().__init__() + + block_kwargs = dict(dim=input_dim, num_heads=num_heads, mlp_ratio=1., drop=0.10, attn_drop=0.10, + drop_path=0.25, act_layer=nn.GELU, norm_layer=norm_layer) + self.blocks = nn.ModuleList([Block(**block_kwargs) for _ in range(num_blocks)]) + self.norm_post = norm_layer(input_dim) + self.grid_shape = grid_shape + self.num_patches = grid_shape[0] * grid_shape[1] + self.num_blocks = num_blocks + + # Temporal positional embeddings + num_series: int = 2 + self.type_embed = nn.Parameter(torch.zeros(num_series, 1, input_dim)) + trunc_normal_(self.type_embed, std=.02) + + # Positional embeddings 1 x L x C (L: Sequence length, C: Feature dimension) + self.pos_drop = nn.Dropout(p=0.10) + pos_embed_class = SinePositionEmbedding(embedding_dim=input_dim // 2, normalize=True) + pos_embed = pos_embed_class(mask=torch.ones([1, grid_shape[0], grid_shape[1]])) # 1 x L x C + self.register_buffer("pos_embed", pos_embed, persistent=False) + + # Initialisation + self.apply(self._init_weights) + + def no_weight_decay(self) -> Set[str]: + return {'type_embed'} + + def forward(self, current_image: torch.Tensor, previous_image: Optional[torch.Tensor] = None) -> torch.Tensor: + B, C, H, W = current_image.shape + assert H == self.grid_shape[0] and W == self.grid_shape[1], "Input and grid shapes do not match" + + # Flatten patch embeddings to have shape (B x L x C), L = H * W + if previous_image is not None: + assert previous_image.shape == current_image.shape, "current_image and previous_image shapes do not match" + previous_image = previous_image.view(B, C, H * W).transpose(1, 2) + current_image = current_image.view(B, C, H * W).transpose(1, 2) + pos_embed = self.pos_embed.repeat(B, 1, 1) # type: ignore + + # Final token activations (B x 2L x C) + token_features = self.forward_after_reshape(x=current_image, pos_embed=pos_embed, x_previous=previous_image) + + # Extract the patch features of current image + cur_img_token_id = 0 + current_token_features = token_features[:, cur_img_token_id:self.num_patches+cur_img_token_id] + current_patch_features = current_token_features.transpose(1, 2).view(B, C, H, W) + + return current_patch_features + + def forward_after_reshape(self, + x: torch.Tensor, + pos_embed: torch.Tensor, + x_previous: Optional[torch.Tensor] = None) -> torch.Tensor: + B, L, _ = x.shape # Batch, Sequence length, Feature dimension + + # Positional and type embeddings + type_embed = self.type_embed[0].expand(B, L, -1) + if x_previous is not None: + x = torch.cat((x, x_previous), dim=1) + pos_embed = torch.cat((pos_embed, pos_embed), dim=1) + prev_type_embed = self.type_embed[1].expand(B, L, -1) + type_embed = torch.cat((type_embed, prev_type_embed), dim=1) + + # Add positional and type embeddings (used in query and key matching) + pos_and_type_embed = pos_embed + type_embed + + # Positional dropout + x = self.pos_drop(x) + + # Multihead attention followed by MLP + for block in self.blocks: + x = block(x=x, pos_and_type_embed=pos_and_type_embed) + x = self.norm_post(x) + + return x + + def _init_weights(self, m: nn.Module) -> None: + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + + +class MultiHeadAttentionLayer(nn.Module): + """ + Multi-head self attention module + + The content builds on top of the TIMM library (vision_transformer.py) and differs by the following: + - Defines a custom `MultiHeadAttentionLayer` which does not only apply `self-attention` but it can be + generalised to arbitrary (query, key, value) input tuples. This feature can be valuable to process + more than 2 scans at a time. + - `Self-attention` specific use-case can still be invoked by calling the `forward_as_mhsa` method. + """ + + def __init__(self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + attn_drop: float = 0., + proj_drop: float = 0.) -> None: + super().__init__() + self.num_heads = num_heads + assert dim % num_heads == 0, f"The embedding dim ({dim}) must be divisible by the number of heads ({num_heads})" + head_dim = dim // num_heads + self.scale = head_dim ** -0.5 + self.return_attention = False + + self.proj_q = nn.Linear(dim, dim, bias=qkv_bias) + self.proj_k = nn.Linear(dim, dim, bias=qkv_bias) + self.proj_v = nn.Linear(dim, dim, bias=qkv_bias) + + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) + + def forward(self, k: torch.Tensor, q: torch.Tensor, v: torch.Tensor) -> MultiHeadAttentionOutput: + B, N, C = v.shape + assert C % self.num_heads == 0, \ + f"The embedding dim ({C}) must be divisible by the number of heads ({self.num_heads})" + + w_q = self.proj_q(q).reshape(B, N, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3) + w_k = self.proj_k(k).reshape(B, N, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3) + w_v = self.proj_v(v).reshape(B, N, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3) + + attn = (w_q @ w_k.transpose(-2, -1)) * self.scale + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + + o = (attn @ w_v).transpose(1, 2).reshape(B, N, C) + o = self.proj(o) + o = self.proj_drop(o) + + attention_output = attn if self.return_attention else None + + return MultiHeadAttentionOutput(mha_output=o, attention=attention_output) + + def forward_as_mhsa(self, input: torch.Tensor) -> MultiHeadAttentionOutput: + return self(k=input, q=input, v=input) + + +class Block(nn.Module): + """ + Encapsulates multi-layer perceptron and multi-head self attention modules into a block. + + The content builds on top of the TIMM library (vision_transformer.py) and differs by the following: + - This implementation uses spatio-temporal positional embeddings instead of 2D positional embeddings only, + and they are taken into account within the forward pass of each ViT block. + - Utilises the custom defined `MultiHeadAttentionLayer` which does not apply `self-attention` only but can be + generalised to arbitrary (query, key, value) tuples. This can be valuable to process more than 2 scans. + + Positional and type embeddings are handled in a similar fashion as DETR object localisation paper + https://alcinos.github.io/detr_page/, where a fixed set of sine/cos positional embeddings are used + in an additive manner to Q and K tensors. + """ + + def __init__(self, dim: int, num_heads: int, mlp_ratio: float = 1., qkv_bias: bool = False, drop: float = 0., + attn_drop: float = 0., drop_path: float = 0., act_layer: Callable = nn.GELU, + norm_layer: Callable = nn.LayerNorm) -> None: + super().__init__() + self.norm1 = norm_layer(dim) + self.attn = MultiHeadAttentionLayer(dim=dim, num_heads=num_heads, qkv_bias=qkv_bias, + attn_drop=attn_drop, proj_drop=drop) + self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity() + self.norm2 = norm_layer(dim) + mlp_hidden_dim = int(dim * mlp_ratio) + self.mlp = Mlp(in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop) + + def with_pos_and_type_embed(self, tensor: torch.Tensor, emb: Optional[torch.Tensor]) -> torch.Tensor: + # Add positional embeddings to key and query tensors + return tensor if emb is None else tensor + emb + + def forward(self, x: torch.Tensor, pos_and_type_embed: Optional[torch.Tensor]) -> torch.Tensor: + x_with_emb = self.with_pos_and_type_embed(self.norm1(x), emb=pos_and_type_embed) + x = x + self.drop_path(self.attn.forward_as_mhsa(x_with_emb).mha_output) + x = x + self.drop_path(self.mlp(self.norm2(x))) + + return x + + +class SinePositionEmbedding(): + """ + This is a more standard version of the position embedding, very similar to the one used by the Attention is all you + need paper, generalized to work on images. + """ + + def __init__(self, + embedding_dim: int = 64, + temperature: int = 10000, + normalize: bool = False, + scale: float = None) -> None: + super().__init__() + self.embedding_dim = embedding_dim + self.temperature = temperature + self.normalize = normalize + if scale is not None and normalize is False: + raise ValueError("normalize should be True if scale is passed") + if scale is None: + scale = 2 * math.pi + self.scale = scale + + def __call__(self, mask: torch.Tensor) -> torch.Tensor: + assert mask is not None, "No pixel mask provided" + B, H, W = mask.shape + y_embed = mask.cumsum(1, dtype=torch.float32) + x_embed = mask.cumsum(2, dtype=torch.float32) + if self.normalize: + y_embed = y_embed / (y_embed[:, -1:, :] + 1e-6) * self.scale + x_embed = x_embed / (x_embed[:, :, -1:] + 1e-6) * self.scale + + dim_t = torch.arange(self.embedding_dim, dtype=torch.float32) + dim_t = self.temperature ** (2 * torch_int_div(dim_t, 2) / self.embedding_dim) + + pos_x = x_embed[:, :, :, None] / dim_t + pos_y = y_embed[:, :, :, None] / dim_t + pos_x = torch.stack((pos_x[:, :, :, 0::2].sin(), pos_x[:, :, :, 1::2].cos()), dim=4).flatten(3) + pos_y = torch.stack((pos_y[:, :, :, 0::2].sin(), pos_y[:, :, :, 1::2].cos()), dim=4).flatten(3) + pos = torch.cat((pos_y, pos_x), dim=3).view(B, H * W, self.embedding_dim * 2) + + return pos diff --git a/biovil_t/types.py b/biovil_t/types.py new file mode 100644 index 0000000..27e15bd --- /dev/null +++ b/biovil_t/types.py @@ -0,0 +1,37 @@ +# ------------------------------------------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. +# ------------------------------------------------------------------------------------------- + + +from __future__ import annotations + +from dataclasses import dataclass +from enum import Enum, unique +from typing import List + +import torch + + +@dataclass +class ImageModelOutput(): + img_embedding: torch.Tensor + patch_embeddings: torch.Tensor + projected_global_embedding: torch.Tensor + class_logits: torch.Tensor + projected_patch_embeddings: torch.Tensor + + +@unique +class ImageEncoderType(str, Enum): + RESNET18 = "resnet18" + RESNET50 = "resnet50" + RESNET18_MULTI_IMAGE = "resnet18_multi_image" + RESNET50_MULTI_IMAGE = "resnet50_multi_image" + + @classmethod + def get_members(cls, multi_image_encoders_only: bool) -> List[ImageEncoderType]: + if multi_image_encoders_only: + return [cls.RESNET18_MULTI_IMAGE, cls.RESNET50_MULTI_IMAGE] + else: + return [member for member in cls] diff --git a/chexbert/.gitignore b/chexbert/.gitignore new file mode 100644 index 0000000..b6e4761 --- /dev/null +++ b/chexbert/.gitignore @@ -0,0 +1,129 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ diff --git a/chexbert/LICENSE.pdf b/chexbert/LICENSE.pdf new file mode 100644 index 0000000..134deac Binary files /dev/null and b/chexbert/LICENSE.pdf differ diff --git a/chexbert/__init__.py b/chexbert/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/chexbert/chexbert_data/structured_preds_chexpert_log_weighting_test_macro_dicom.json b/chexbert/chexbert_data/structured_preds_chexpert_log_weighting_test_macro_dicom.json new file mode 100644 index 0000000..18d47a6 --- /dev/null +++ b/chexbert/chexbert_data/structured_preds_chexpert_log_weighting_test_macro_dicom.json @@ -0,0 +1,16661 @@ +{ + "18f0fd6d-f513afc9-e4aa8de2-bc5ac0d6-ea3daaff": [ + "Lung Opacity", + "Lung Lesion" + ], + "7d5ef12b-34d86e32-207566d6-d5ed6f02-cd868f2c": [], + "eab11c59-32a5b9b8-b8d335fa-ce06c5fa-5bde0499": [], + "427446c1-881f5cce-85191ce1-91a58ba9-0a57d3f5": [], + "abea5eb9-b7c32823-3a14c5ca-77868030-69c83139": [ + "Enlarged 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pip=20.0.2=py37_1 + - prometheus_client=0.7.1=py_0 + - prompt-toolkit=3.0.4=py_0 + - prompt_toolkit=3.0.4=0 + - ptyprocess=0.6.0=py37_0 + - pygments=2.6.1=py_0 + - pyparsing=2.4.6=py_0 + - pyqt=5.9.2=py37h05f1152_2 + - pyrsistent=0.16.0=py37h7b6447c_0 + - python=3.7.7=hcf32534_0_cpython + - python-dateutil=2.8.1=py_0 + - pytorch=1.4.0=py3.7_cuda9.2.148_cudnn7.6.3_0 + - pytz=2019.3=py_0 + - pyzmq=18.1.1=py37he6710b0_0 + - qt=5.9.7=h5867ecd_1 + - qtconsole=4.7.3=py_0 + - qtpy=1.9.0=py_0 + - readline=8.0=h7b6447c_0 + - scikit-learn=0.22.1=py37hd81dba3_0 + - scipy=1.4.1=py37h0b6359f_0 + - send2trash=1.5.0=py37_0 + - setuptools=46.1.3=py37_0 + - sip=4.19.8=py37hf484d3e_0 + - six=1.14.0=py37_0 + - sqlite=3.31.1=h62c20be_1 + - statsmodels=0.11.0=py37h7b6447c_0 + - terminado=0.8.3=py37_0 + - testpath=0.4.4=py_0 + - tk=8.6.8=hbc83047_0 + - torchvision=0.5.0=py37_cu92 + - tornado=6.0.4=py37h7b6447c_1 + - traitlets=4.3.3=py37_0 + - wcwidth=0.1.9=py_0 + - webencodings=0.5.1=py37_1 + - wheel=0.34.2=py37_0 + - widgetsnbextension=3.5.1=py37_0 + - xz=5.2.5=h7b6447c_0 + - zeromq=4.3.1=he6710b0_3 + - zipp=2.2.0=py_0 + - zlib=1.2.11=h7b6447c_3 + - zstd=1.3.7=h0b5b093_0 + - pip: + - boto3==1.12.31 + - botocore==1.15.31 + - cffi==1.14.0 + - chardet==3.0.4 + - click==7.1.1 + - docutils==0.15.2 + - filelock==3.0.12 + - idna==2.9 + - jmespath==0.9.5 + - mecab-python3==0.996.5 + - packaging==20.4 + - portalocker==1.6.0 + - pycparser==2.20 + - regex==2020.2.20 + - requests==2.23.0 + - s3transfer==0.3.3 + - sacrebleu==1.4.6 + - sacremoses==0.0.38 + - sentencepiece==0.1.85 + - tokenizers==0.8.1rc1 + - tqdm==4.44.1 + - transformers==3.0.2 + - typing==3.7.4.1 + - urllib3==1.25.8 + diff --git a/chexbert/requirements.txt b/chexbert/requirements.txt new file mode 100644 index 0000000..ac89e1d --- /dev/null +++ b/chexbert/requirements.txt @@ -0,0 +1,8 @@ +numpy==1.18.2 +pandas==0.25.3 +scikit-learn==0.22.1 +tokenizers==0.5.2 +torch==1.4.0 +tqdm==4.38.0 +transformers==2.5.1 +statsmodels \ No newline at end of file diff --git a/chexbert/run_chexbert.py b/chexbert/run_chexbert.py new file mode 100644 index 0000000..672374c --- /dev/null +++ b/chexbert/run_chexbert.py @@ -0,0 +1,26 @@ +import subprocess +from local_config import CHEXBERT_ENV_PATH, CHEXBERT_PATH + + +def run_chexbert_labeler(reports_path, output_path): + # Path to a Python interpreter that runs any Python script + # under the virtualenv /path/to/virtualenv/ + python_bin = CHEXBERT_ENV_PATH + + # Path to the script that must run under the virtualenv + script_file = "label" + + print("Starting to extract Chexbert labels...") + + process = subprocess.run([python_bin, "-m", script_file, "-c", "checkpoint/chexbert.pth", "-d", reports_path, "-o", output_path], + stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=CHEXBERT_PATH) + + # Print the output + print(process.stdout.decode()) + + # Print the errors if there are any + if process.stderr: + print("Errors:") + print(process.stderr.decode()) + + print("Finished extracting Chexbert labels.") diff --git a/chexbert/src/bert_tokenizer.py b/chexbert/src/bert_tokenizer.py new file mode 100644 index 0000000..55da643 --- /dev/null +++ b/chexbert/src/bert_tokenizer.py @@ -0,0 +1,54 @@ +import pandas as pd +from transformers import BertTokenizer, AutoTokenizer +import json +from tqdm import tqdm +import argparse + +def get_impressions_from_csv(path): + df = pd.read_csv(path, header=None) + imp = df[0] + # if nan + imp = imp.fillna('') + imp = imp.str.strip() + imp = imp.replace('\n',' ', regex=True) + imp = imp.replace('\s+', ' ', regex=True) + imp = imp.str.strip() + return imp + +def tokenize(impressions, tokenizer): + new_impressions = [] + print("\nTokenizing report impressions. All reports are cut off at 512 tokens.") + for i in tqdm(range(impressions.shape[0])): + tokenized_imp = tokenizer.tokenize(impressions.iloc[i]) + if tokenized_imp: #not an empty report + res = tokenizer.encode_plus(tokenized_imp)['input_ids'] + if len(res) > 512: #length exceeds maximum size + #print("report length bigger than 512") + res = res[:511] + [tokenizer.sep_token_id] + new_impressions.append(res) + else: #an empty report + new_impressions.append([tokenizer.cls_token_id, tokenizer.sep_token_id]) + return new_impressions + +def load_list(path): + with open(path, 'r') as filehandle: + impressions = json.load(filehandle) + return impressions + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Tokenize radiology report impressions and save as a list.') + parser.add_argument('-d', '--data', type=str, nargs='?', required=True, + help='path to csv containing reports. The reports should be \ + under the \"Report Impression\" column') + parser.add_argument('-o', '--output_path', type=str, nargs='?', required=True, + help='path to intended output file') + args = parser.parse_args() + csv_path = args.data + out_path = args.output_path + + tokenizer = BertTokenizer.from_pretrained('bert-base-uncased') + + impressions = get_impressions_from_csv(csv_path) + new_impressions = tokenize(impressions, tokenizer) + with open(out_path, 'w') as filehandle: + json.dump(new_impressions, filehandle) diff --git a/chexbert/src/constants.py b/chexbert/src/constants.py new file mode 100644 index 0000000..2f09b01 --- /dev/null +++ b/chexbert/src/constants.py @@ -0,0 +1,15 @@ +NUM_EPOCHS = 8 #Number of epochs to train for +BATCH_SIZE = 12 #Change this depending on GPU memory +NUM_WORKERS = 4 #A value of 0 means the main process loads the data +LEARNING_RATE = 2e-5 +LOG_EVERY = 200 #iterations after which to log status during training +VALID_NITER = 2000 #iterations after which to evaluate model and possibly save (if dev performance is a new max) +PRETRAIN_PATH = None #path to pretrained model, such as BlueBERT or BioBERT +PAD_IDX = 0 #padding index as required by the tokenizer + +#CONDITIONS is a list of all 14 medical observations +CONDITIONS = ['Enlarged Cardiomediastinum', 'Cardiomegaly', 'Lung Opacity', + 'Lung Lesion', 'Edema', 'Consolidation', 'Pneumonia', 'Atelectasis', + 'Pneumothorax', 'Pleural Effusion', 'Pleural Other', 'Fracture', + 'Support Devices', 'No Finding'] +CLASS_MAPPING = {0: "Blank", 1: "Positive", 2: "Negative", 3: "Uncertain"} diff --git a/chexbert/src/datasets/impressions_dataset.py b/chexbert/src/datasets/impressions_dataset.py new file mode 100644 index 0000000..d0de5e7 --- /dev/null +++ b/chexbert/src/datasets/impressions_dataset.py @@ -0,0 +1,47 @@ +import torch +import pandas as pd +import numpy as np +from bert_tokenizer import load_list +from torch.utils.data import Dataset, DataLoader + +class ImpressionsDataset(Dataset): + """The dataset to contain report impressions and their labels.""" + + def __init__(self, csv_path, list_path): + """ Initialize the dataset object + @param csv_path (string): path to the csv file containing labels + @param list_path (string): path to the list of encoded impressions + """ + self.df = pd.read_csv(csv_path) + self.df = self.df[['Enlarged Cardiomediastinum', 'Cardiomegaly', 'Lung Opacity', + 'Lung Lesion', 'Edema', 'Consolidation', 'Pneumonia', 'Atelectasis', + 'Pneumothorax', 'Pleural Effusion', 'Pleural Other', 'Fracture', + 'Support Devices', 'No Finding']] + self.df.replace(0, 2, inplace=True) #negative label is 2 + self.df.replace(-1, 3, inplace=True) #uncertain label is 3 + self.df.fillna(0, inplace=True) #blank label is 0 + self.encoded_imp = load_list(path=list_path) + + def __len__(self): + """Compute the length of the dataset + + @return (int): size of the dataframe + """ + return self.df.shape[0] + + def __getitem__(self, idx): + """ Functionality to index into the dataset + @param idx (int): Integer index into the dataset + + @return (dictionary): Has keys 'imp', 'label' and 'len'. The value of 'imp' is + a LongTensor of an encoded impression. The value of 'label' + is a LongTensor containing the labels and 'the value of + 'len' is an integer representing the length of imp's value + """ + if torch.is_tensor(idx): + idx = idx.tolist() + label = self.df.iloc[idx].to_numpy() + label = torch.LongTensor(label) + imp = self.encoded_imp[idx] + imp = torch.LongTensor(imp) + return {"imp": imp, "label": label, "len": imp.shape[0]} diff --git a/chexbert/src/datasets/unlabeled_dataset.py b/chexbert/src/datasets/unlabeled_dataset.py new file mode 100644 index 0000000..363863b --- /dev/null +++ b/chexbert/src/datasets/unlabeled_dataset.py @@ -0,0 +1,40 @@ +import torch +import pandas as pd +import numpy as np +from transformers import BertTokenizer +import bert_tokenizer +from torch.utils.data import Dataset, DataLoader + +class UnlabeledDataset(Dataset): + """The dataset to contain report impressions without any labels.""" + + def __init__(self, csv_path): + """ Initialize the dataset object + @param csv_path (string): path to the csv file containing rhe reports. It + should have a column named "Report Impression" + """ + tokenizer = BertTokenizer.from_pretrained('bert-base-uncased') + impressions = bert_tokenizer.get_impressions_from_csv(csv_path) + self.encoded_imp = bert_tokenizer.tokenize(impressions, tokenizer) + + def __len__(self): + """Compute the length of the dataset + + @return (int): size of the dataframe + """ + return len(self.encoded_imp) + + def __getitem__(self, idx): + """ Functionality to index into the dataset + @param idx (int): Integer index into the dataset + + @return (dictionary): Has keys 'imp', 'label' and 'len'. The value of 'imp' is + a LongTensor of an encoded impression. The value of 'label' + is a LongTensor containing the labels and 'the value of + 'len' is an integer representing the length of imp's value + """ + if torch.is_tensor(idx): + idx = idx.tolist() + imp = self.encoded_imp[idx] + imp = torch.LongTensor(imp) + return {"imp": imp, "len": imp.shape[0]} diff --git a/chexbert/src/label.py b/chexbert/src/label.py new file mode 100644 index 0000000..b572f49 --- /dev/null +++ b/chexbert/src/label.py @@ -0,0 +1,149 @@ +import os +import argparse +import torch +import torch.nn as nn +import pandas as pd +import numpy as np +import utils +from models.bert_labeler import bert_labeler +from bert_tokenizer import tokenize +from transformers import BertTokenizer +from collections import OrderedDict +from datasets.unlabeled_dataset import UnlabeledDataset +from constants import * +from tqdm import tqdm + +def collate_fn_no_labels(sample_list): + """Custom collate function to pad reports in each batch to the max len, + where the reports have no associated labels + @param sample_list (List): A list of samples. Each sample is a dictionary with + keys 'imp', 'len' as returned by the __getitem__ + function of ImpressionsDataset + + @returns batch (dictionary): A dictionary with keys 'imp' and 'len' but now + 'imp' is a tensor with padding and batch size as the + first dimension. 'len' is a list of the length of + each sequence in batch + """ + tensor_list = [s['imp'] for s in sample_list] + batched_imp = torch.nn.utils.rnn.pad_sequence(tensor_list, + batch_first=True, + padding_value=PAD_IDX) + len_list = [s['len'] for s in sample_list] + batch = {'imp': batched_imp, 'len': len_list} + return batch + +def load_unlabeled_data(csv_path, batch_size=BATCH_SIZE, num_workers=NUM_WORKERS, + shuffle=False): + """ Create UnlabeledDataset object for the input reports + @param csv_path (string): path to csv file containing reports + @param batch_size (int): the batch size. As per the BERT repository, the max batch size + that can fit on a TITAN XP is 6 if the max sequence length + is 512, which is our case. We have 3 TITAN XP's + @param num_workers (int): how many worker processes to use to load data + @param shuffle (bool): whether to shuffle the data or not + + @returns loader (dataloader): dataloader object for the reports + """ + collate_fn = collate_fn_no_labels + dset = UnlabeledDataset(csv_path) + loader = torch.utils.data.DataLoader(dset, batch_size=batch_size, shuffle=shuffle, + num_workers=NUM_WORKERS, collate_fn=collate_fn) + return loader + +def label(checkpoint_path, csv_path): + """Labels a dataset of reports + @param checkpoint_path (string): location of saved model checkpoint + @param csv_path (string): location of csv with reports + + @returns y_pred (List[List[int]]): Labels for each of the 14 conditions, per report + """ + ld = load_unlabeled_data(csv_path) + + model = bert_labeler() + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + if torch.cuda.device_count() > 0: #works even if only 1 GPU available + print("Using", torch.cuda.device_count(), "GPUs!") + model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count()))) #to utilize multiple GPU's + model = model.to(device) + checkpoint = torch.load(checkpoint_path) + model.load_state_dict(checkpoint['model_state_dict']) + else: + checkpoint = torch.load(checkpoint_path, map_location=torch.device('cpu')) + new_state_dict = OrderedDict() + for k, v in checkpoint['model_state_dict'].items(): + name = k[7:] # remove `module.` + new_state_dict[name] = v + model.load_state_dict(new_state_dict) + + was_training = model.training + model.eval() + y_pred = [[] for _ in range(len(CONDITIONS))] + + print("\nBegin report impression labeling. The progress bar counts the # of batches completed:") + print("The batch size is %d" % BATCH_SIZE) + with torch.no_grad(): + for i, data in enumerate(tqdm(ld)): + batch = data['imp'] #(batch_size, max_len) + batch = batch.to(device) + src_len = data['len'] + batch_size = batch.shape[0] + attn_mask = utils.generate_attention_masks(batch, src_len, device) + + out = model(batch, attn_mask) + + for j in range(len(out)): + curr_y_pred = out[j].argmax(dim=1) #shape is (batch_size) + y_pred[j].append(curr_y_pred) + + for j in range(len(y_pred)): + y_pred[j] = torch.cat(y_pred[j], dim=0) + + if was_training: + model.train() + + y_pred = [t.tolist() for t in y_pred] + return y_pred + +def save_preds(y_pred, csv_path, out_path): + """Save predictions as out_path/labeled_reports.csv + @param y_pred (List[List[int]]): list of predictions for each report + @param csv_path (string): path to csv containing reports + @param out_path (string): path to output directory + """ + y_pred = np.array(y_pred) + y_pred = y_pred.T + + df = pd.DataFrame(y_pred, columns=CONDITIONS) + findings = pd.read_csv(csv_path, header=None)[0] + + # dicom was used for labeling training set, but is not available for labeling predictions + # dicom_ids = pd.read_csv(csv_path)['dicom_id'] + + # df['dicom_id'] = dicom_ids.tolist() + df['findings'] = findings.tolist() + new_cols = ['findings'] +CONDITIONS #['dicom_id'] + df = df[new_cols] + + df.replace(0, np.nan, inplace=True) #blank class is NaN + df.replace(3, -1, inplace=True) #uncertain class is -1 + df.replace(2, 0, inplace=True) #negative class is 0 + + df.to_csv(out_path, index=False) + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='Label a csv file containing radiology reports') + parser.add_argument('-d', '--data', type=str, nargs='?', required=True, + help='path to csv containing reports. The reports should be \ + under the \"Report Impression\" column') + parser.add_argument('-o', '--output_dir', type=str, nargs='?', required=True, + help='path to intended output folder') + parser.add_argument('-c', '--checkpoint', type=str, nargs='?', required=True, + help='path to the pytorch checkpoint') + args = parser.parse_args() + csv_path = args.data + out_path = args.output_dir + checkpoint_path = args.checkpoint + + y_pred = label(checkpoint_path, csv_path) + save_preds(y_pred, csv_path, out_path) diff --git a/chexbert/src/models/bert_labeler.py b/chexbert/src/models/bert_labeler.py new file mode 100644 index 0000000..60be625 --- /dev/null +++ b/chexbert/src/models/bert_labeler.py @@ -0,0 +1,51 @@ +import torch +import torch.nn as nn +from transformers import BertModel, AutoModel + +class bert_labeler(nn.Module): + def __init__(self, p=0.1, clinical=False, freeze_embeddings=False, pretrain_path=None): + """ Init the labeler module + @param p (float): p to use for dropout in the linear heads, 0.1 by default is consistant with + transformers.BertForSequenceClassification + @param clinical (boolean): True if Bio_Clinical BERT desired, False otherwise. Ignored if + pretrain_path is not None + @param freeze_embeddings (boolean): true to freeze bert embeddings during training + @param pretrain_path (string): path to load checkpoint from + """ + super(bert_labeler, self).__init__() + + if pretrain_path is not None: + self.bert = BertModel.from_pretrained(pretrain_path) + elif clinical: + self.bert = AutoModel.from_pretrained("emilyalsentzer/Bio_ClinicalBERT") + else: + self.bert = BertModel.from_pretrained('bert-base-uncased') + + if freeze_embeddings: + for param in self.bert.embeddings.parameters(): + param.requires_grad = False + + self.dropout = nn.Dropout(p) + #size of the output of transformer's last layer + hidden_size = self.bert.pooler.dense.in_features + #classes: present, absent, unknown, blank for 12 conditions + support devices + self.linear_heads = nn.ModuleList([nn.Linear(hidden_size, 4, bias=True) for _ in range(13)]) + #classes: yes, no for the 'no finding' observation + self.linear_heads.append(nn.Linear(hidden_size, 2, bias=True)) + + def forward(self, source_padded, attention_mask): + """ Forward pass of the labeler + @param source_padded (torch.LongTensor): Tensor of word indices with padding, shape (batch_size, max_len) + @param attention_mask (torch.Tensor): Mask to avoid attention on padding tokens, shape (batch_size, max_len) + @returns out (List[torch.Tensor])): A list of size 14 containing tensors. The first 13 have shape + (batch_size, 4) and the last has shape (batch_size, 2) + """ + #shape (batch_size, max_len, hidden_size) + final_hidden = self.bert(source_padded, attention_mask=attention_mask)[0] + #shape (batch_size, hidden_size) + cls_hidden = final_hidden[:, 0, :].squeeze(dim=1) + cls_hidden = self.dropout(cls_hidden) + out = [] + for i in range(14): + out.append(self.linear_heads[i](cls_hidden)) + return out diff --git a/chexbert/src/run_bert.py b/chexbert/src/run_bert.py new file mode 100644 index 0000000..6379e55 --- /dev/null +++ b/chexbert/src/run_bert.py @@ -0,0 +1,258 @@ +import os +import argparse +import time +import torch +import torch.nn as nn +import numpy as np +import pandas as pd +import utils +from models.bert_labeler import bert_labeler +from datasets.impressions_dataset import ImpressionsDataset +from constants import * + +def collate_fn_labels(sample_list): + """Custom collate function to pad reports in each batch to the max len + @param sample_list (List): A list of samples. Each sample is a dictionary with + keys 'imp', 'label', 'len' as returned by the __getitem__ + function of ImpressionsDataset + + @returns batch (dictionary): A dictionary with keys 'imp', 'label', 'len' but now + 'imp' is a tensor with padding and batch size as the + first dimension. 'label' is a stacked tensor of labels + for the whole batch with batch size as first dim. And + 'len' is a list of the length of each sequence in batch + """ + tensor_list = [s['imp'] for s in sample_list] + batched_imp = torch.nn.utils.rnn.pad_sequence(tensor_list, + batch_first=True, + padding_value=PAD_IDX) + label_list = [s['label'] for s in sample_list] + batched_label = torch.stack(label_list, dim=0) + len_list = [s['len'] for s in sample_list] + + batch = {'imp': batched_imp, 'label': batched_label, 'len': len_list} + return batch + +def load_data(train_csv_path, train_list_path, dev_csv_path, + dev_list_path, train_weights=None, batch_size=BATCH_SIZE, + shuffle=True, num_workers=NUM_WORKERS): + """ Create ImpressionsDataset objects for train and test data + @param train_csv_path (string): path to training csv file containing labels + @param train_list_path (string): path to list of encoded impressions for train set + @param dev_csv_path (string): same as train_csv_path but for dev set + @param dev_list_path (string): same as train_list_path but for dev set + @param train_weights (torch.Tensor): Tensor of shape (train_set_size) containing weights + for each training example, for the purposes of batch + sampling with replacement + @param batch_size (int): the batch size. As per the BERT repository, the max batch size + that can fit on a TITAN XP is 6 if the max sequence length + is 512, which is our case. We have 3 TITAN XP's + @param shuffle (bool): Whether to shuffle data before each epoch, ignored if train_weights + is not None + @param num_workers (int): How many worker processes to use to load data + + @returns dataloaders (tuple): tuple of two ImpressionsDataset objects, for train and dev sets + """ + collate_fn = collate_fn_labels + train_dset = ImpressionsDataset(train_csv_path, train_list_path) + dev_dset = ImpressionsDataset(dev_csv_path, dev_list_path) + + if train_weights is None: + train_loader = torch.utils.data.DataLoader(train_dset, batch_size=batch_size, shuffle=shuffle, + num_workers=num_workers, collate_fn=collate_fn) + else: + sampler = torch.utils.data.WeightedRandomSampler(weights=train_weights, + num_samples=len(train_weights), + replacement=True) + train_loader = torch.utils.data.DataLoader(train_dset, + batch_size=batch_size, + num_workers=num_workers, + collate_fn=collate_fn, + sampler=sampler) + + dev_loader = torch.utils.data.DataLoader(dev_dset, batch_size=batch_size, shuffle=shuffle, + num_workers=num_workers, collate_fn=collate_fn) + dataloaders = (train_loader, dev_loader) + return dataloaders + +def load_test_data(test_csv_path, test_list_path, batch_size=BATCH_SIZE, + num_workers=NUM_WORKERS, shuffle=False): + """ Create ImpressionsDataset object for the test set + @param test_csv_path (string): path to test csv file containing labels + @param test_list_path (string): path to list of encoded impressions + @param batch_size (int): the batch size. As per the BERT repository, the max batch size + that can fit on a TITAN XP is 6 if the max sequence length + is 512, which is our case. We have 3 TITAN XP's + @param num_workers (int): how many worker processes to use to load data + @param shuffle (bool): whether to shuffle the data or not + + @returns test_loader (dataloader): dataloader object for test set + """ + collate_fn = collate_fn_labels + test_dset = ImpressionsDataset(test_csv_path, test_list_path) + test_loader = torch.utils.data.DataLoader(test_dset, batch_size=batch_size, shuffle=shuffle, + num_workers=num_workers, collate_fn=collate_fn) + return test_loader + +def train(save_path, dataloaders, f1_weights, model=None, device=None, + optimizer=None, lr=LEARNING_RATE, log_every=LOG_EVERY, + valid_niter=VALID_NITER, best_metric=0.0): + """ Main training loop for the labeler + @param save_path (string): Directory in which model weights are stored + @param model (nn.Module): the labeler model to train, if applicable + @param device (torch.device): device for the model. If model is not None, this + parameter is required + @param dataloaders (tuple): tuple of dataloader objects as returned by load_data + @param f1_weights (dictionary): maps conditions to weights for blank, negation, + uncertain and positxive f1 task averaging + @param optimizer (torch.optim.Optimizer): the optimizer to use, if applicable + @param lr (float): learning rate to use in the optimizer, ignored if optimizer + is not None + @param log_every (int): number of iterations to log after + @param valid_niter (int): number of iterations after which to evaluate the model and + save it if it is better than old best model + @param best_metric (float): save checkpoints only if dev set performance is higher + than best_metric + """ + if model and not device: + print("train function error: Model specified but not device") + return + + if model is None: + model = bert_labeler(pretrain_path=PRETRAIN_PATH) + model.train() #put the model into train mode + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + if torch.cuda.device_count() > 1: + print("Using", torch.cuda.device_count(), "GPUs!") + model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count()))) #to utilize multiple GPU's + model = model.to(device) + else: + model.train() + + if optimizer is None: + optimizer = torch.optim.Adam(model.parameters(), lr=lr) + + begin_time = time.time() + report_examples = 0 + report_loss = 0.0 + train_ld = dataloaders[0] + dev_ld = dataloaders[1] + loss_func = nn.CrossEntropyLoss(reduction='sum') + + print('begin labeler training') + for epoch in range(NUM_EPOCHS): + for i, data in enumerate(train_ld, 0): + batch = data['imp'] #(batch_size, max_len) + batch = batch.to(device) + label = data['label'] #(batch_size, 14) + label = label.permute(1, 0).to(device) + src_len = data['len'] + batch_size = batch.shape[0] + attn_mask = utils.generate_attention_masks(batch, src_len, device) + + optimizer.zero_grad() + out = model(batch, attn_mask) #list of 14 tensors + + batch_loss = 0.0 + for j in range(len(out)): + batch_loss += loss_func(out[j], label[j]) + + report_loss += batch_loss + report_examples += batch_size + loss = batch_loss / batch_size + loss.backward() + optimizer.step() + + if (i+1) % log_every == 0: + print('epoch %d, iter %d, avg_loss %.3f, time_elapsed %.3f sec' % (epoch+1, i+1, report_loss/report_examples, + time.time() - begin_time)) + report_loss = 0.0 + report_examples = 0 + + if (i+1) % valid_niter == 0: + print('\n begin validation') + metrics = utils.evaluate(model, dev_ld, device, f1_weights) + weighted = metrics['weighted'] + kappas = metrics['kappa'] + + for j in range(len(CONDITIONS)): + print('%s kappa: %.3f' % (CONDITIONS[j], kappas[j])) + print('average: %.3f' % (np.mean(kappas))) + + #for j in range(len(CONDITIONS)): + # print('%s weighted_f1: %.3f' % (CONDITIONS[j], weighted[j])) + #print('average of weighted_f1: %.3f' % (np.mean(weighted))) + + for j in range(len(CONDITIONS)): + print('%s blank_f1: %.3f, negation_f1: %.3f, uncertain_f1: %.3f, positive: %.3f' % (CONDITIONS[j], + metrics['blank'][j], + metrics['negation'][j], + metrics['uncertain'][j], + metrics['positive'][j])) + + metric_avg = np.mean(kappas) + if metric_avg > best_metric: #new best network + print("saving new best network!\n") + best_metric = metric_avg + path = os.path.join(save_path, "model_epoch%d_iter%d" % (epoch+1, i+1)) + torch.save({'epoch': epoch+1, + 'model_state_dict': model.state_dict(), + 'optimizer_state_dict': optimizer.state_dict()}, + path) + +def model_from_ckpt(model, ckpt_path): + """Load up model checkpoint + @param model (nn.Module): the module to be loaded + @param ckpt_path (string): path to a checkpoint. If this is None, then + model is trained from scratch + + @return (tuple): tuple containing the model, optimizer and device + """ + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + if torch.cuda.device_count() > 1: + print("Using", torch.cuda.device_count(), "GPUs!") + model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count()))) #to utilize multiple GPU's + model = model.to(device) + optimizer = torch.optim.Adam(model.parameters()) + + checkpoint = torch.load(ckpt_path) + model.load_state_dict(checkpoint['model_state_dict']) + optimizer.load_state_dict(checkpoint['optimizer_state_dict']) + + return (model, optimizer, device) + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='Train BERT-base model on task of labeling 14 medical conditions.') + parser.add_argument('--train_csv', type=str, nargs='?', required=True, + help='path to csv containing train reports.') + parser.add_argument('--dev_csv', type=str, nargs='?', required=True, + help='path to csv containing dev reports.') + parser.add_argument('--train_imp_list', type=str, nargs='?', required=True, + help='path to list of tokenized train set report impressions') + parser.add_argument('--dev_imp_list', type=str, nargs='?', required=True, + help='path to list of tokenized dev set report impressions') + parser.add_argument('--output_dir', type=str, nargs='?', required=True, + help='path to output directory where checkpoints will be saved') + parser.add_argument('--checkpoint', type=str, nargs='?', required=False, + help='path to existing checkpoint to initialize weights from') + args = parser.parse_args() + train_csv_path = args.train_csv + dev_csv_path = args.dev_csv + train_imp_path = args.train_imp_list + dev_imp_path = args.dev_imp_list + out_path = args.output_dir + checkpoint_path = args.checkpoint + + if checkpoint_path: + model, optimizer, device = model_from_ckpt(bert_labeler(), checkpoint_path) + else: + model, optimizer, device = None, None, None + f1_weights = utils.get_weighted_f1_weights(dev_csv_path) + dataloaders = load_data(train_csv_path, train_imp_path, dev_csv_path, dev_imp_path) + train(save_path=out_path, + dataloaders=dataloaders, + model=model, + optimizer=optimizer, + device=device, + f1_weights=f1_weights) + diff --git a/chexbert/src/sample_reports.csv b/chexbert/src/sample_reports.csv new file mode 100644 index 0000000..c99b64e --- /dev/null +++ b/chexbert/src/sample_reports.csv @@ -0,0 +1,4 @@ +"Patient is status post median sternotomy, CABG, and mitral valve replacement. A left-sided AICD device is noted with leads terminating in the right atrium, right ventricle, and coronary sinus. Mild enlargement of the cardiac silhouette is redemonstrated, with unchanged tortuosity of the thoracic aorta. There is perihilar haziness with vascular indistinctness and diffuse alveolar opacities compatible with moderate pulmonary edema. No large pleural effusion or pneumothorax is seen. There are no acute osseous abnormalities." +"PA and lateral views of the chest. There are new bibasilar opacities compatible with right middle lobe and lingular pneumonia. Elsewhere, the lungs are clear and there is no effusion. Cardiomediastinal silhouette is within normal limits. No acute osseous abnormality." +"There is moderate pulmonary edema. There is a left retrocardiac opacity. There is no pneumothorax. There is no pleural effusion. The heart is moderately enlarged. The patient is status post median sternotomy. The aorta is calcified." +"There is a new right lower lobe opacity, concerning for pneumonia. There is also a new nodular opacity in the right upper lobe. The left lung is clear. The cardiomediastinal silhouette is unremarkable. There is no pleural effusion or pneumothorax." \ No newline at end of file diff --git a/chexbert/src/utils.py b/chexbert/src/utils.py new file mode 100644 index 0000000..f1f6305 --- /dev/null +++ b/chexbert/src/utils.py @@ -0,0 +1,380 @@ +import copy +import torch +import torch.nn as nn +import pandas as pd +import numpy as np +import json +from models.bert_labeler import bert_labeler +from bert_tokenizer import tokenize +from sklearn.metrics import f1_score, confusion_matrix +from statsmodels.stats.inter_rater import cohens_kappa +from transformers import BertTokenizer +from constants import * + +def get_weighted_f1_weights(train_path_or_csv): + """Compute weights used to obtain the weighted average of + mention, negation and uncertain f1 scores. + @param train_path_or_csv: A path to the csv file or a dataframe + + @return weight_dict (dictionary): maps conditions to a list of weights, the order + in the lists is negation, uncertain, positive + """ + if isinstance(train_path_or_csv, str): + df = pd.read_csv(train_path_or_csv) + else: + df = train_path_or_csv + df.replace(0, 2, inplace=True) + df.replace(-1, 3, inplace=True) + df.fillna(0, inplace=True) + + weight_dict = {} + for cond in CONDITIONS: + weights = [] + col = df[cond] + + mask = col == 2 + weights.append(mask.sum()) + + mask = col == 3 + weights.append(mask.sum()) + + mask = col == 1 + weights.append(mask.sum()) + + if np.sum(weights) > 0: + weights = np.array(weights)/np.sum(weights) + weight_dict[cond] = weights + return weight_dict + +def weighted_avg(scores, weights): + """Compute weighted average of scores + @param scores(List): the task scores + @param weights (List): corresponding normalized weights + + @return (float): the weighted average of task scores + """ + return np.sum(np.array(scores) * np.array(weights)) + +def compute_train_weights(train_path): + """Compute class weights for rebalancing rare classes + @param train_path (str): A path to the training csv file + + @returns weight_arr (torch.Tensor): Tensor of shape (train_set_size), containing + the weight assigned to each training example + """ + df = pd.read_csv(train_path) + cond_weights = {} + for cond in CONDITIONS: + col = df[cond] + val_counts = col.value_counts() + if cond != 'No Finding': + weights = {} + weights['0.0'] = len(df) / val_counts[0] + weights['-1.0'] = len(df) / val_counts[-1] + weights['1.0'] = len(df) / val_counts[1] + weights['nan'] = len(df) / (len(df) - val_counts.sum()) + else: + weights = {} + weights['1.0'] = len(df) / val_counts[1] + weights['nan'] = len(df) / (len(df) - val_counts.sum()) + + cond_weights[cond] = weights + + weight_arr = torch.zeros(len(df)) + for i in range(len(df)): #loop over training set + for cond in CONDITIONS: #loop over all conditions + label = str(df[cond].iloc[i]) + weight_arr[i] += cond_weights[cond][label] #add weight for given class' label + + return weight_arr + +def generate_attention_masks(batch, source_lengths, device): + """Generate masks for padded batches to avoid self-attention over pad tokens + @param batch (Tensor): tensor of token indices of shape (batch_size, max_len) + where max_len is length of longest sequence in the batch + @param source_lengths (List[Int]): List of actual lengths for each of the + sequences in the batch + @param device (torch.device): device on which data should be + + @returns masks (Tensor): Tensor of masks of shape (batch_size, max_len) + """ + masks = torch.ones(batch.size(0), batch.size(1), dtype=torch.float) + for idx, src_len in enumerate(source_lengths): + masks[idx, src_len:] = 0 + return masks.to(device) + +def compute_mention_f1(y_true, y_pred): + """Compute the mention F1 score as in CheXpert paper + @param y_true (list): List of 14 tensors each of shape (dev_set_size) + @param y_pred (list): Same as y_true but for model predictions + + @returns res (list): List of 14 scalars + """ + for j in range(len(y_true)): + y_true[j][y_true[j] == 2] = 1 + y_true[j][y_true[j] == 3] = 1 + y_pred[j][y_pred[j] == 2] = 1 + y_pred[j][y_pred[j] == 3] = 1 + + res = [] + for j in range(len(y_true)): + res.append(f1_score(y_true[j], y_pred[j], pos_label=1)) + + return res + +def compute_blank_f1(y_true, y_pred): + """Compute the blank F1 score + @param y_true (list): List of 14 tensors each of shape (dev_set_size) + @param y_pred (list): Same as y_true but for model predictions + + @returns res (list): List of 14 scalars + """ + for j in range(len(y_true)): + y_true[j][y_true[j] == 2] = 1 + y_true[j][y_true[j] == 3] = 1 + y_pred[j][y_pred[j] == 2] = 1 + y_pred[j][y_pred[j] == 3] = 1 + + res = [] + for j in range(len(y_true)): + res.append(f1_score(y_true[j], y_pred[j], pos_label=0)) + + return res + +def compute_negation_f1(y_true, y_pred): + """Compute the negation F1 score as in CheXpert paper + @param y_true (list): List of 14 tensors each of shape (dev_set_size) + @param y_pred (list): Same as y_true but for model predictions + + @returns res (list): List of 14 scalars + """ + for j in range(len(y_true)): + y_true[j][y_true[j] == 3] = 0 + y_true[j][y_true[j] == 1] = 0 + y_pred[j][y_pred[j] == 3] = 0 + y_pred[j][y_pred[j] == 1] = 0 + + res = [] + for j in range(len(y_true)-1): + res.append(f1_score(y_true[j], y_pred[j], pos_label=2)) + + res.append(0) #No Finding gets score of zero + return res + +def compute_positive_f1(y_true, y_pred): + """Compute the positive F1 score + @param y_true (list): List of 14 tensors each of shape (dev_set_size) + @param y_pred (list): Same as y_true but for model predictions + + @returns res (list): List of 14 scalars + """ + for j in range(len(y_true)): + y_true[j][y_true[j] == 3] = 0 + y_true[j][y_true[j] == 2] = 0 + y_pred[j][y_pred[j] == 3] = 0 + y_pred[j][y_pred[j] == 2] = 0 + + res = [] + for j in range(len(y_true)): + res.append(f1_score(y_true[j], y_pred[j], pos_label=1)) + + return res + +def compute_uncertain_f1(y_true, y_pred): + """Compute the negation F1 score as in CheXpert paper + @param y_true (list): List of 14 tensors each of shape (dev_set_size) + @param y_pred (list): Same as y_true but for model predictions + + @returns res (list): List of 14 scalars + """ + for j in range(len(y_true)): + y_true[j][y_true[j] == 2] = 0 + y_true[j][y_true[j] == 1] = 0 + y_pred[j][y_pred[j] == 2] = 0 + y_pred[j][y_pred[j] == 1] = 0 + + res = [] + for j in range(len(y_true)-1): + res.append(f1_score(y_true[j], y_pred[j], pos_label=3)) + + res.append(0) #No Finding gets a score of zero + return res + +def evaluate(model, dev_loader, device, f1_weights, return_pred=False): + """ Function to evaluate the current model weights + @param model (nn.Module): the labeler module + @param dev_loader (torch.utils.data.DataLoader): dataloader for dev set + @param device (torch.device): device on which data should be + @param f1_weights (dictionary): dictionary mapping conditions to f1 + task weights + @param return_pred (bool): whether to return predictions or not + + @returns res_dict (dictionary): dictionary with keys 'blank', 'mention', 'negation', + 'uncertain', 'positive' and 'weighted', with values + being lists of length 14 with each element in the + lists as a scalar. If return_pred is true then a + tuple is returned with the aforementioned dictionary + as the first item, a list of predictions as the + second item, and a list of ground truth as the + third item + """ + + was_training = model.training + model.eval() + y_pred = [[] for _ in range(len(CONDITIONS))] + y_true = [[] for _ in range(len(CONDITIONS))] + + with torch.no_grad(): + for i, data in enumerate(dev_loader, 0): + batch = data['imp'] #(batch_size, max_len) + batch = batch.to(device) + label = data['label'] #(batch_size, 14) + label = label.permute(1, 0).to(device) + src_len = data['len'] + batch_size = batch.shape[0] + attn_mask = generate_attention_masks(batch, src_len, device) + + out = model(batch, attn_mask) + + for j in range(len(out)): + out[j] = out[j].to('cpu') #move to cpu for sklearn + curr_y_pred = out[j].argmax(dim=1) #shape is (batch_size) + y_pred[j].append(curr_y_pred) + y_true[j].append(label[j].to('cpu')) + + if (i+1) % 200 == 0: + print('Evaluation batch no: ', i+1) + + for j in range(len(y_true)): + y_true[j] = torch.cat(y_true[j], dim=0) + y_pred[j] = torch.cat(y_pred[j], dim=0) + + if was_training: + model.train() + + mention_f1 = compute_mention_f1(copy.deepcopy(y_true), copy.deepcopy(y_pred)) + negation_f1 = compute_negation_f1(copy.deepcopy(y_true), copy.deepcopy(y_pred)) + uncertain_f1 = compute_uncertain_f1(copy.deepcopy(y_true), copy.deepcopy(y_pred)) + positive_f1 = compute_positive_f1(copy.deepcopy(y_true), copy.deepcopy(y_pred)) + blank_f1 = compute_blank_f1(copy.deepcopy(y_true), copy.deepcopy(y_pred)) + + weighted = [] + kappas = [] + for j in range(len(y_pred)): + cond = CONDITIONS[j] + avg = weighted_avg([negation_f1[j], uncertain_f1[j], positive_f1[j]], f1_weights[cond]) + weighted.append(avg) + + mat = confusion_matrix(y_true[j], y_pred[j]) + kappas.append(cohens_kappa(mat, return_results=False)) + + res_dict = {'mention': mention_f1, + 'blank': blank_f1, + 'negation': negation_f1, + 'uncertain': uncertain_f1, + 'positive': positive_f1, + 'weighted': weighted, + 'kappa': kappas} + + if return_pred: + return res_dict, y_pred, y_true + else: + return res_dict + +def test(model, checkpoint_path, test_ld, f1_weights): + """Evaluate model on test set. + @param model (nn.Module): labeler module + @param checkpoint_path (string): location of saved model checkpoint + @param test_ld (dataloader): dataloader for test set + @param f1_weights (dictionary): maps conditions to f1 task weights + """ + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + if torch.cuda.device_count() > 1: + print("Using", torch.cuda.device_count(), "GPUs!") + model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count()))) #to utilize multiple GPU's + model = model.to(device) + + checkpoint = torch.load(checkpoint_path) + model.load_state_dict(checkpoint['model_state_dict']) + + print("Doing evaluation on test set\n") + metrics = evaluate(model, test_ld, device, f1_weights) + weighted = metrics['weighted'] + kappas = metrics['kappa'] + + for j in range(len(CONDITIONS)): + print('%s kappa: %.3f' % (CONDITIONS[j], kappas[j])) + print('average: %.3f' % np.mean(kappas)) + + print() + for j in range(len(CONDITIONS)): + print('%s weighted_f1: %.3f' % (CONDITIONS[j], weighted[j])) + print('average of weighted_f1: %.3f' % (np.mean(weighted))) + + print() + for j in range(len(CONDITIONS)): + print('%s blank_f1: %.3f, negation_f1: %.3f, uncertain_f1: %.3f, positive_f1: %.3f' % (CONDITIONS[j], + metrics['blank'][j], + metrics['negation'][j], + metrics['uncertain'][j], + metrics['positive'][j])) + + men_macro_avg = np.mean(metrics['mention']) + neg_macro_avg = np.mean(metrics['negation'][:-1]) #No Finding has no negations + unc_macro_avg = np.mean(metrics['uncertain'][:-2]) #No Finding, Support Devices have no uncertain labels in test set + pos_macro_avg = np.mean(metrics['positive']) + blank_macro_avg = np.mean(metrics['blank']) + + print("blank macro avg: %.3f, negation macro avg: %.3f, uncertain macro avg: %.3f, positive macro avg: %.3f" % (blank_macro_avg, + neg_macro_avg, + unc_macro_avg, + pos_macro_avg)) + print() + for j in range(len(CONDITIONS)): + print('%s mention_f1: %.3f' % (CONDITIONS[j], metrics['mention'][j])) + print('mention macro avg: %.3f' % men_macro_avg) + + +def label_report_list(checkpoint_path, report_list): + """ Evaluate model on list of reports. + @param checkpoint_path (string): location of saved model checkpoint + @param report_list (list): list of report impressions (string) + """ + imp = pd.Series(report_list) + imp = imp.str.strip() + imp = imp.replace('\n',' ', regex=True) + imp = imp.replace('[0-9]\.', '', regex=True) + imp = imp.replace('\s+', ' ', regex=True) + imp = imp.str.strip() + + model = bert_labeler() + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + if torch.cuda.device_count() > 1: + print("Using", torch.cuda.device_count(), "GPUs!") + model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count()))) #to utilize multiple GPU's + model = model.to(device) + checkpoint = torch.load(checkpoint_path) + model.load_state_dict(checkpoint['model_state_dict']) + model.eval() + + y_pred = [] + tokenizer = BertTokenizer.from_pretrained('bert-base-uncased') + new_imps = tokenize(imp, tokenizer) + with torch.no_grad(): + for imp in new_imps: + # run forward prop + imp = torch.LongTensor(imp) + source = imp.view(1, len(imp)) + + attention = torch.ones(len(imp)) + attention = attention.view(1, len(imp)) + out = model(source.to(device), attention.to(device)) + + # get predictions + result = {} + for j in range(len(out)): + curr_y_pred = out[j].argmax(dim=1) #shape is (1) + result[CONDITIONS[j]] = CLASS_MAPPING[curr_y_pred.item()] + y_pred.append(result) + return y_pred + diff --git a/configs/blip2_pretrain_stage1.yaml b/configs/blip2_pretrain_stage1.yaml new file mode 100644 index 0000000..12ae5eb --- /dev/null +++ b/configs/blip2_pretrain_stage1.yaml @@ -0,0 +1,67 @@ +# Copyright (c) 2022, salesforce.com, inc. +# All rights reserved. +# SPDX-License-Identifier: BSD-3-Clause +# For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause + +model: + arch: blip2 #adapted for single GPU + model_type: pretrain + load_pretrained: False #pretrain from scratch + freeze_vit: True + vit_model: biovil + num_query_token: 32 + max_txt_len: 256 + +datasets: + mimic_cxr: # name of the dataset builder + vis_processor: + train: + name: "blip2_image_train" + image_size: 448 #364 + eval: + name: "blip_image_eval" + image_size: 448 #364 + text_processor: + train: + name: "my_blip_caption" + prompt: '' + eval: + name: "my_blip_caption" + prompt: '' + +run: + task: image_text_pretrain_eval + project_name: radChat_PT + wandb_entity: chantal-pellegrini + run_name: stage1_pt_instruct_blip_origlr_img448 + # optimizer + lr_sched: "linear_warmup_cosine_lr" + init_lr: 1e-4 + min_lr: 1e-5 #1e-5 + warmup_lr: 1e-6 + + weight_decay: 0.05 + max_epoch: 100 + batch_size_train: 32 #100 + batch_size_eval: 32 #64 + num_workers: 8 #4 + warmup_steps: 1000 #5000 + + max_len: 256 # how much tokens do general reports have: mean len (characters): 485 -> max: 2500 -> in tokens: 1000 chars are around 250 tokens (only 1.2% of reports are longer than this) + min_len: 8 + num_beams: 1 + + seed: 42 + output_dir: "output/BLIP2/Pretrain_stage1" + + amp: True + #resume_ckpt_path: "" + + evaluate: False + train_splits: [ "train" ] + valid_splits: [ "val" ] + + device: "cuda" + world_size: 1 + dist_url: "env://" + distributed: False \ No newline at end of file diff --git a/configs/blip2_pretrain_stage1_emb.yaml b/configs/blip2_pretrain_stage1_emb.yaml new file mode 100644 index 0000000..65df233 --- /dev/null +++ b/configs/blip2_pretrain_stage1_emb.yaml @@ -0,0 +1,71 @@ +# Copyright (c) 2022, salesforce.com, inc. +# All rights reserved. +# SPDX-License-Identifier: BSD-3-Clause +# For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause + +model: + arch: blip2 #adapted for single GPU + model_type: pretrain + load_pretrained: False #pretrain from scratch + freeze_vit: True + vit_model: biovil + num_query_token: 32 + max_txt_len: 256 + use_deep_supervision: False + load_finetuned: True + finetuned: "/home/guests/chantal_pellegrini/Lavis/outputs/stage1_pt_instruct_blip_origlr_img448/checkpoint_4.pth" + +datasets: + mimic_cxr: # name of the dataset builder + vis_processor: + train: + name: "blip2_image_train" + image_size: 448 #364 + eval: + name: "blip_image_eval" + image_size: 448 #364 + text_processor: + train: + name: "my_blip_caption" + prompt: '' + eval: + name: "my_blip_caption" + prompt: '' + +run: + task: image_text_pretrain_eval + project_name: radChat_PT + wandb_entity: chantal-pellegrini + run_name: stage1_pt_instruct_blip_origlr_img448 + # optimizer + lr_sched: "linear_warmup_cosine_lr" + init_lr: 1e-4 + min_lr: 1e-5 #1e-5 + warmup_lr: 1e-6 + + weight_decay: 0.05 + max_epoch: 100 + batch_size_train: 64 #100 + batch_size_eval: 64 #64 + num_workers: 8 #4 + warmup_steps: 1000 #5000 + + max_len: 256 # how much tokens do general reports have: mean len (characters): 485 -> max: 2500 -> in tokens: 1000 tokens are around 250 tokens (only 1.2% of reports are longer than this) + min_len: 8 + num_beams: 1 + + seed: 42 + output_dir: "output/BLIP2/Pretrain_stage1" + + amp: True + resume_ckpt_path: "" + + evaluate: True + train_splits: [ ] + valid_splits: [ "train", "val" ] + + device: "cuda" + world_size: 1 + dist_url: "env://" + distributed: False + use_ig: False \ No newline at end of file diff --git a/data/__init__.py b/data/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/data/create_data.py b/data/create_data.py new file mode 100644 index 0000000..980f9da --- /dev/null +++ b/data/create_data.py @@ -0,0 +1,432 @@ +import argparse +import dataclasses +import json +import os +from enum import auto, Enum +from pathlib import Path +from typing import List, Any +import random + +import numpy as np +import pandas as pd +import torch +from omegaconf import OmegaConf +from torch.utils.data import Dataset, DataLoader +from tqdm import tqdm +from transformers import AutoTokenizer +from torch.utils.data.sampler import Sampler + +from instruct_tasks import create_direct_task_data, create_cp_task_data, create_correction_task_data, create_nle_task_data +from local_config import VIS_ROOT, PATH_TO_MIMIC_CXR +from model.modeling_llama_imgemb import LlamaForCausalLM + + +class MyReportProcessor(): + def __init__(self, prompt="", max_words=50, prompt_neg=""): + self.prompt = prompt + self.max_words = max_words + self.prompt_neg = prompt_neg + + def __call__(self, findings, no_labels=False): + prompt = self.prompt + + if no_labels: + findings = "no common findings" # cannot write which findings as we don't no them + prompt = prompt.format(findings=findings) + + return prompt + + @classmethod + def from_config(cls, cfg=None): + if cfg is None: + cfg = OmegaConf.create() + + prompt = cfg.get("prompt", "") + max_words = cfg.get("max_words", 50) + + return cls(prompt=prompt, max_words=max_words) + + +class SeparatorStyle(Enum): + """Different separator style.""" + SINGLE = auto() + TWO = auto() + + +@dataclasses.dataclass +class Conversation: + """A class that keeps all conversation history.""" + system: str + roles: List[str] + messages: List[List[str]] + offset: int + sep_style: SeparatorStyle = SeparatorStyle.SINGLE + sep: str = "###" + sep2: str = None + + # Used for gradio server + skip_next: bool = False + conv_id: Any = None + + def get_prompt(self): + if self.sep_style == SeparatorStyle.SINGLE: + ret = self.system + for role, message in self.messages: + if message: + ret += self.sep + " " + role + ": " + message + else: + ret += self.sep + " " + role + ":" + return ret + elif self.sep_style == SeparatorStyle.TWO: + seps = [self.sep, self.sep2] + ret = self.system + seps[0] + for i, (role, message) in enumerate(self.messages): + if message: + ret += role + ": " + message + seps[i % 2] + else: + ret += role + ":" + return ret + else: + raise ValueError(f"Invalid style: {self.sep_style}") + + def append_message(self, role, message): + self.messages.append([role, message]) + + def dict(self): + return { + "system": self.system, + "roles": self.roles, + "messages": self.messages, + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + "conv_id": self.conv_id, + } + + +def create_conv(): + conv = Conversation( + system="A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. " + "The assistant gives professional, detailed, and polite answers to the user's questions.", + roles=["USER", "ASSISTANT"], + messages=[], + offset=0, + sep_style=SeparatorStyle.TWO, + sep=" ", + sep2="", + ) + return conv + + +class MIMIC_Text_Dataset(Dataset): + def __init__(self, split, truncate=None, prompt_type="basic", use_indication=False): + super().__init__() + + # load csv file + self.split = pd.read_csv( + f'{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0/mimic-cxr-2.0.0-split.csv') + self.reports = pd.read_csv('mimic-cxr/reports_processed/mimic_cxr_sectioned.csv') + # drop reports where findings are nan + self.reports = self.reports.dropna(subset=['findings']) + + self.img_ids = {img_id: i for i, img_id in enumerate(self.reports['dicom_id'])} + self.chexpert = pd.read_csv(f'data/data_files/finding_chexbert_labels.csv') + self.chexpert_cols = ["No Finding", "Enlarged Cardiomediastinum", + "Cardiomegaly", "Lung Opacity", + "Lung Lesion", "Edema", + "Consolidation", "Pneumonia", + "Atelectasis", "Pneumothorax", + "Pleural Effusion", "Pleural Other", + "Fracture", "Support Devices"] + + self.use_indication = use_indication + + self.vis_root = VIS_ROOT + + self.prompt_type = prompt_type + + self.split_ids = set(self.split.loc[self.split['split'] == split]['dicom_id']) + self.train_ids = set(self.split.loc[self.split['split'] == 'train']['dicom_id']) + + # get all dicom_ids where "split" is split + self.annotation = self.reports.loc[self.reports['dicom_id'].isin(self.split_ids)] + if truncate is not None: + self.annotation = self.annotation[:truncate] + + self.annotation['findings'] = self.annotation['findings'].apply(lambda x: x.replace('\n', '')) + + # Extract patient_id from Img_Folder (3rd part) and study_id is the name of the notefile without the pre-pending 's' + self.annotation['subject_id'] = self.annotation['Img_Folder'].apply(lambda x: int(x.split('/')[2].lstrip('p'))) + self.annotation['study_id'] = self.annotation['Note_file'].apply(lambda x: int(x.lstrip('s').rstrip('.txt'))) + + # Merge chexpert labels with annotation dataframe + self.annotation = pd.merge(self.annotation, self.chexpert, how='left', left_on=['dicom_id'], + right_on=['dicom_id']) + + # for every row add a string of comma-separated positive labels + self.annotation['positive_labels'] = self.annotation.apply(lambda x: self.convert_to_finding_labels(x[self.chexpert_cols].values, + self.chexpert_cols), axis=1) + + # maybe use transforms from here: ResNet50_Weights.IMAGENET1K_V2.transforms + # read prompt from json + prompts = json.loads(Path(f"vicuna_prompts.json").read_text(encoding="UTF-8")) + self.text_processor = MyReportProcessor( + prompt=prompts[prompt_type], max_words=1000, + prompt_neg=prompts[prompt_type.replace("matching_examples", "neg_matching_examples")]) + + def convert_to_finding_labels(self, chexpert_labels, columns, label=1): + # Get indices where value is 1 + indices = np.where(chexpert_labels == label) + # Get the corresponding column names and join them into a string + labels = ", ".join([columns[i] for i in indices[0]]) + return labels + + def __getitem__(self, index): + ann = self.annotation.iloc[index] + # if self.use_indication: + # indication = self.indications[study_id] + # if indication == "": + # indication = "Indication not given." + caption = ann["findings"].strip() + chexpert_labels = ann[self.chexpert_cols].astype(float).values + chexpert_label_str = ann["positive_labels"] + dicom_id = ann["dicom_id"] + + # check if all columns are in (nan, 0) -> no labels + no_labels = np.all((np.isnan(chexpert_labels)) | (chexpert_labels == 0) | (chexpert_labels == -1.)) + finding_string = chexpert_label_str.lower().strip() + + input_text = self.text_processor(findings=finding_string, no_labels=no_labels) + + # if self.use_indication: + # input_text = "Indication: " + indication + " " + input_text + + # template for vicuna v1.3 + conv = Conversation( + system="A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. " + "The assistant gives professional, detailed, and polite answers to the user's questions.", + roles=["USER", "ASSISTANT"], + messages=[], + offset=0, + sep_style=SeparatorStyle.TWO, + sep=" ", + sep2="", + ) + conv.append_message(conv.roles[0], input_text) + conv.append_message(conv.roles[1], None) + prompt = conv.get_prompt() + + return { + "text_input": prompt, + "text_target": caption, + "ig_label_string": finding_string, + "chexpert_labels": chexpert_labels, + "chexpert_cols": self.chexpert_cols, + "dicom": dicom_id, + "img_path": ann["Img_Folder"] + "/" + ann["Img_Filename"], + } + + def __len__(self): + return len(self.annotation) + + +class SubsetSampler(Sampler): + def __init__(self, indices): + self.indices = indices + + def __iter__(self): + return (self.indices[i] for i in range(len(self.indices))) + + def __len__(self): + return len(self.indices) + + +def stratified_sample(df, simulated_epochs=1): + # We want to reduce the number of examples with no finding to 1/14th of the dataset. We achieve this easily by first seperating the dataset into 2 groups: no finding and finding. + # either no finding, or nothing is considered a no finding + no_findings_indices = df.annotation[((df.annotation['No Finding'] == 1) | ((df.annotation[df.chexpert_cols] == 1).sum(1) == 0) == 1)].index + finding_indices = df.annotation.index.difference(no_findings_indices) + no_findings_indices = no_findings_indices.tolist() + finding_indices = finding_indices.tolist() + + # we are striving to lose as little no_finding data as possible. So instead of just reducing the number of no_finding examples, we will increase the number of finding examples. Just clone and extend dataset + finding_indices = finding_indices * simulated_epochs + # subsample the no finding examples to be 1/14th of the new dataset + new_dataset_size = len(finding_indices) * 14 / 13 + new_no_finding_count = int(new_dataset_size / 14) + # merge considering the new dataset size + all_indices = finding_indices + random.sample(no_findings_indices, new_no_finding_count) + return all_indices + + +def create_report_data_vicuna_specific_stratified(prompt_type): + val_dataset = MIMIC_Text_Dataset(split="train", truncate=None, prompt_type=prompt_type) + stratified_indices = stratified_sample(val_dataset, simulated_epochs=2) + sampler = SubsetSampler(stratified_indices) + data_loader = DataLoader(val_dataset, batch_size=200, num_workers=200, sampler=sampler) + + report_jsons = [] + for _, batch in tqdm(enumerate(data_loader)): + # iterate over batch elements + for i in range(len(batch["text_input"])): + text_input = batch["text_input"][i] + text_target = batch["text_target"][i] + dicom = batch["dicom"][i] + + # sample random prompt for every report + reports_json = { + "instruction": text_input, + "input": "", + "output": text_target, + "dicom": dicom, + } + report_jsons.append(reports_json) + + # Save the JSON data to a file + with open("data/data_files/mimic_cxr_reports_stratified.json", "w") as f: + json.dump(report_jsons, f, ensure_ascii=False, indent=4) + + +''' +this method saves instruct data jsons for all the different tasks we defined: +- easy language: EL DONE +- correction: CO DONE +- summerization: SU DONE +- reasoning: RE (based on MIMIC-NLE) DONE +- region QA: RQA DONE +- CP binary QA: CPbQA DONE +- CP all QA: CPaQA DONE + +for every report we sample one task and one prompt and save the report, the question (task) and the answer generated by vicuna (or from dataset groundtruth) +''' + + +def create_report_data_vicuna_instruct_large(): + lang_model = LlamaForCausalLM.from_pretrained("lmsys/vicuna-13b-v1.3", torch_dtype=torch.float16, device_map='auto', load_in_8bit=False) + tokenizer = AutoTokenizer.from_pretrained("lmsys/vicuna-13b-v1.3", use_fast=False, truncation_side="left", padding_side="left") + tokenizer.pad_token = tokenizer.unk_token + + val_dataset = MIMIC_Text_Dataset(split="train", truncate=None, prompt_type="img_matching_examples_ig2_noexamples") + # split in 6 portions of 1/6th each, randomly + split_size = len(val_dataset) // 6 + remainder = len(val_dataset) % 6 + + val_dataset_EL, _, val_dataset_SU, val_dataset_EX, val_dataset_RQA, val_dataset_CPQA = torch.utils.data.random_split(val_dataset, + [split_size + (i < remainder) + for i in range( + 6)]) # correction is samples somewhere else + + # split val_dataset_CPQA in 2 + split_size = len(val_dataset_CPQA) // 2 + remainder = len(val_dataset_CPQA) % 2 + val_dataset_CPbQA, val_dataset_CPaQA = torch.utils.data.random_split(val_dataset_CPQA, [split_size + (i < remainder) for i in range(2)]) + + # create directory + if not os.path.exists("data/large_instruct_data"): + os.makedirs("data/large_instruct_data") + + # create data + create_direct_task_data(lang_model, tokenizer, val_dataset_EL, task_name="EL") + create_direct_task_data(lang_model, tokenizer, val_dataset_SU, task_name="SU") + create_direct_task_data(lang_model, tokenizer, val_dataset_RQA, task_name="RQA") + create_cp_task_data(val_dataset_CPbQA, task_name="CPbQA") + create_cp_task_data(val_dataset_CPaQA, task_name="CPaQA") + + create_correction_task_data(lang_model, tokenizer) + create_nle_task_data() + + +''' +fuse instruct data with report generation task into one dataset json +''' + + +def fuse_instruct_dataset(prompt_type="img_matching_examples_ig2_noexamples_IMG_findings"): + # get report generation data + val_dataset = MIMIC_Text_Dataset(split="train", truncate=None, prompt_type=prompt_type) + stratified_indices = stratified_sample(val_dataset, simulated_epochs=2) + sampler = SubsetSampler(stratified_indices) + data_loader = DataLoader(val_dataset, batch_size=200, sampler=sampler, num_workers=200) + report_jsons = [] + for _, batch in tqdm(enumerate(data_loader)): + # iterate over batch elements + for i in range(len(batch["text_input"])): + text_input = batch["text_input"][i] + text_target = batch["text_target"][i] + dicom = batch["dicom"][i] + + # sample random prompt for every report + reports_json = { + "instruction": text_input, + "input": "", + "output": text_target, + "dicom": dicom, + } + report_jsons.append(reports_json) + + task_jsons = [] + with open(f"vicuna_prompts.json", "r") as f: + prompts = json.load(f) + report_prompt = prompts[prompt_type] + + # get instruct data + for task in ["EL", "RE", "CO", "SU", "RQA", "CPbQA", "CPaQA"]: + print("Creating data for " + task) + with open(f"data/large_instruct_data/instruct_large_{task}.json", "r") as f: + task_data = json.load(f) + + for elem in tqdm(task_data): + report = elem["gt_report"] if task != "CO" else elem["incorrect_report"] + + conv = create_conv() + conv.append_message(conv.roles[0], report_prompt) + conv.append_message(conv.roles[1], report) + conv.append_message(conv.roles[0], elem["task"]) + conv.append_message(conv.roles[1], None) + + instruction = conv.get_prompt() + + # get elem directly from val_dataset.train_annotation with same dicom + orig_elem = val_dataset.annotation[val_dataset.annotation["dicom_id"] == elem["dicom"]].iloc[0] + + if type(orig_elem['positive_labels']) == float and np.isnan(orig_elem['positive_labels']): + finding_str = "no common findings" + else: + finding_str = orig_elem['positive_labels'].lower().strip() + instruction = instruction.format(findings=finding_str) + + task_json = { + "instruction": instruction, + "input": "", + "output": elem["output"].lower().strip() if task == "CPaQA" else elem["output"].strip(), + "dicom": elem["dicom"], + } + task_jsons.append(task_json) + + # combine and shuffle report and task jsons + combined_jsons = report_jsons + task_jsons + random.shuffle(combined_jsons) + + # save to json + with open(f"instruct_prompts_{prompt_type}_stratified.json", "w") as f: + json.dump(combined_jsons, f, indent=4) + + +if __name__ == '__main__': + # args parser + parser = argparse.ArgumentParser() + parser.add_argument('--mode', type=str, default='RG', help='RG or INS') + args = parser.parse_args() + + ''' Create data to train RaDialog-RG model''' + if args.mode == 'RG': + create_report_data_vicuna_specific_stratified(prompt_type="img_matching_examples_ig2_noexamples_IMG_findings") + + ''' Create data to train RaDialog-INS model''' + if args.mode == 'INS': + create_report_data_vicuna_instruct_large() + fuse_instruct_dataset() + + # This code is meant for understanding how our instruct dataset is created. + # Due to randomness in the sampling and model predictions, a newly generated dataset could be slightly different. + # To exactly reproduce our results, please use the instruct dataset we published and use 'fuse_instruct_dataset' to merge with your MIMIC data. \ No newline at end of file diff --git a/data/data_files/finding_chexbert_labels.csv b/data/data_files/finding_chexbert_labels.csv new file mode 100644 index 0000000..69537a9 --- /dev/null +++ b/data/data_files/finding_chexbert_labels.csv @@ -0,0 +1,377025 @@ +dicom_id,Enlarged Cardiomediastinum,Cardiomegaly,Lung Opacity,Lung Lesion,Edema,Consolidation,Pneumonia,Atelectasis,Pneumothorax,Pleural Effusion,Pleural Other,Fracture,Support Devices,No Finding +2a2277a9-b0ded155-c0de8eb9-c124d10e-82c5caab,0.0,,,,,,,,0.0,0.0,,1.0,, +e084de3b-be89b11e-20fe3f9f-9c8d8dfe-4cfd202c,0.0,,,,,,,,0.0,0.0,,1.0,, +68b5c4b1-227d0485-9cc38c3f-7b84ab51-4b472714,0.0,,,,,0.0,,,0.0,0.0,,1.0,, +fffabebf-74fd3a1f-673b6b41-96ec0ac9-2ab69818,0.0,,,,,0.0,,,0.0,0.0,,1.0,, +02aa804e-bde0afdd-112c0b34-7bc16630-4e384014,0.0,,,1.0,,0.0,,,0.0,0.0,,,, +174413ec-4ec4c1f7-34ea26b7-c5f994f8-79ef1962,0.0,,,1.0,,0.0,,,0.0,0.0,,,, 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Please update the report." +"Please provide an adapted report. Mention . Don’t make any other changes." +"I think the patient has some . Please add this to the report." +"There is , which you have missed. Please rewrite the report." +"I think you missed , please provide a corrected report." \ No newline at end of file diff --git a/data/instruct_prompts/CO_both_prompts.csv b/data/instruct_prompts/CO_both_prompts.csv new file mode 100644 index 0000000..de4e895 --- /dev/null +++ b/data/instruct_prompts/CO_both_prompts.csv @@ -0,0 +1,4 @@ +instruction +"I disagree with the generated report, I think the patient has but does not have . Please adapt the report." +"You forgot to mention . Also, they patient does not have , please remove this." +"Please adapt the report with the following corrections: Include and remove ." \ No newline at end of file diff --git a/data/instruct_prompts/CO_rem_prompts.csv b/data/instruct_prompts/CO_rem_prompts.csv new file mode 100644 index 0000000..579dd39 --- /dev/null +++ b/data/instruct_prompts/CO_rem_prompts.csv @@ -0,0 +1,6 @@ +instruction +"You mentioned , but I don't think this is the case. Correct the report." +"There is no , please adapt the report accordingly." +"The patient does not have . Update the report." +"Write a corrected report, where you don't mention ." +"I disagree with your report, I think there is no , correct this." \ No newline at end of file diff --git a/data/instruct_prompts/CPaQA_prompts.csv b/data/instruct_prompts/CPaQA_prompts.csv new file mode 100644 index 0000000..8a73b4c --- /dev/null +++ b/data/instruct_prompts/CPaQA_prompts.csv @@ -0,0 +1,11 @@ +instruction +"List all the finding in this report." +"Enumerate the observations from the report." +"What findings can be identified from this report?" +"Detail the key conclusions from this report." +"What are the key observations derived from this report?" +"Enumerate the findings mentioned in the report." +"Detail the observations noted in this report." +"List all the findings." +"Please enumerate the major positive observations described in the report." +"Provide the findings highlighted in the report." \ No newline at end of file diff --git a/data/instruct_prompts/CPbQA_prompts.csv b/data/instruct_prompts/CPbQA_prompts.csv new file mode 100644 index 0000000..bc6af73 --- /dev/null +++ b/data/instruct_prompts/CPbQA_prompts.csv @@ -0,0 +1,8 @@ +instruction +"Is there evidence of in the report?" +"Is there any ?" +"Is any evident in the report?" +"Is there any indication of in the report?" +"Does the report mention ?" +"Does the patient have ?" +"Is there any sign of in the report?" \ No newline at end of file diff --git a/data/instruct_prompts/EL_prompts.csv b/data/instruct_prompts/EL_prompts.csv new file mode 100644 index 0000000..83f5893 --- /dev/null +++ b/data/instruct_prompts/EL_prompts.csv @@ -0,0 +1,11 @@ +instruction +"Explain this report in very easy terms, such that a child would understand." +"Given this chest xray report, formulate it in easy language." +"Reformulate this report in simple and understandable language." +"Given this xray report, please rewrite it in easy language for a patient without medical expertise." +"Give me a simple version of this report not requiring expert knowledge to understand." +"Please reformulate this chest x-ray report using simple terms, such that a patient can understand it easily." +"Please rewrite this report in simple language." +"Please reformulate this report in very easy language." +"Please write a simple version of this report for a child to understand." +"Translate this report to easy language for a patient to understand." \ No newline at end of file diff --git a/data/instruct_prompts/RE_prompts.csv b/data/instruct_prompts/RE_prompts.csv new file mode 100644 index 0000000..a21026b --- /dev/null +++ b/data/instruct_prompts/RE_prompts.csv @@ -0,0 +1,12 @@ +instruction +"What are the indicators for in the report?" +"Why do you think the patient has ?" +"What are the symptoms of this patient for ?" +"Which symptoms led to the diagnosis of ?" +"What in the report is indicative of ?" +"Can you explain why you think the patient has ?" +"Given the report, what led to the conclusion that the patient has ?" +"What are the reasons for the diagnosis of ?" +"Which signs show that the patient has ?" +"What explanations for the diagnosis of does the report give?" +"Can you explain the diagnosis of ? What are the reasons?" \ No newline at end of file diff --git a/data/instruct_prompts/RQA_prompts.csv b/data/instruct_prompts/RQA_prompts.csv new file mode 100644 index 0000000..00b53f0 --- /dev/null +++ b/data/instruct_prompts/RQA_prompts.csv @@ -0,0 +1,11 @@ +instruction +"Is the patient's heart healthy?" +"Does the patient have any abnormalities in the osseous structures?" +"Are there any abnormalities in the lungs?" +"Are the patient's lungs healthy?" +"Are there any problems in the bones?" +"Are there any abnormalities in the mediatinum?" +"Does the patient have any heart-related issues?" +"Are there any pulmonary abnormalities described in the report?" +"Is the heart of this patient healthy?" +"Is everything okey with the patient's lung?" \ No newline at end of file diff --git a/data/instruct_prompts/SU_prompts.csv b/data/instruct_prompts/SU_prompts.csv new file mode 100644 index 0000000..f7d94d3 --- /dev/null +++ b/data/instruct_prompts/SU_prompts.csv @@ -0,0 +1,10 @@ +instruction +"Summarize this report with bullet points." +"Provide a short summary of the most important points in this chest x-ray report." +"Write a short summary of this report, please." +"Please summarize this report in one sentence." +"Please provide a concise summarization of the findings in this report." +"Please summarize the given report in maximum two sentences." +"Write a concise summery of the major findings in this chest xray report." +"Give me a summary of this report as a bulletpoint list." +"Write a bulleted list summarizing this x-ray report." \ No newline at end of file diff --git a/data/instruct_tasks.py b/data/instruct_tasks.py new file mode 100644 index 0000000..52ac130 --- /dev/null +++ b/data/instruct_tasks.py @@ -0,0 +1,363 @@ +import dataclasses +import json +import random +from enum import Enum, auto +from pathlib import Path +from typing import List, Any + +import numpy as np +import pandas as pd +import torch +from torch.utils.data import DataLoader, Dataset +from tqdm import tqdm + +from local_config import PATH_TO_MIMIC_NLE + + +class SeparatorStyle(Enum): + """Different separator style.""" + SINGLE = auto() + TWO = auto() + + +@dataclasses.dataclass +class Conversation: + """A class that keeps all conversation history.""" + system: str + roles: List[str] + messages: List[List[str]] + offset: int + sep_style: SeparatorStyle = SeparatorStyle.SINGLE + sep: str = "###" + sep2: str = None + + # Used for gradio server + skip_next: bool = False + conv_id: Any = None + + def get_prompt(self): + if self.sep_style == SeparatorStyle.SINGLE: + ret = self.system + for role, message in self.messages: + if message: + ret += self.sep + " " + role + ": " + message + else: + ret += self.sep + " " + role + ":" + return ret + elif self.sep_style == SeparatorStyle.TWO: + seps = [self.sep, self.sep2] + ret = self.system + seps[0] + for i, (role, message) in enumerate(self.messages): + if message: + ret += role + ": " + message + seps[i % 2] + else: + ret += role + ":" + return ret + else: + raise ValueError(f"Invalid style: {self.sep_style}") + + def append_message(self, role, message): + self.messages.append([role, message]) + + def dict(self): + return { + "system": self.system, + "roles": self.roles, + "messages": self.messages, + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + "conv_id": self.conv_id, + } + + +def create_conv(): + conv = Conversation( + system="A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. " + "The assistant gives professional, detailed, and polite answers to the user's questions.", + roles=["USER", "ASSISTANT"], + messages=[], + offset=0, + sep_style=SeparatorStyle.TWO, + sep=" ", + sep2="", + ) + return conv + + +def create_direct_task_data(lang_model, tokenizer, val_dataset, task_name): + prompts = pd.read_csv(f"data/instruct_prompts/{task_name}_prompts.csv")["instruction"].tolist() + data_loader = DataLoader(val_dataset, batch_size=12, shuffle=False, num_workers=0) + report_jsons = [] + print("Dataloader len: ", len(data_loader)) + for _, batch in tqdm(enumerate(data_loader)): + + # Create prompts for every report + # sample batchsize questions from EL_prompts + batch_prompts = random.choices(prompts, k=len(batch["text_input"])) + batch_instructions = [] + for text_target, prompt in zip(batch["text_target"], batch_prompts): + conv = create_conv() + conv.append_message(conv.roles[0], "Report: " + text_target + "\n" + prompt) + conv.append_message(conv.roles[1], None) + batch_instructions.append(conv.get_prompt()) + + inputs = tokenizer.batch_encode_plus(batch_instructions, return_tensors="pt", padding=True) + input_ids = inputs["input_ids"].to(torch.device("cuda")) + + # generate answers with no-lora vicuna + generation_output = lang_model.generate( + input_ids=input_ids, + dicom=None, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=256 + ) + preds = tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + preds = [p.split("ASSISTANT:")[1] for idx, p in enumerate(preds)] + + # iterate over batch elements + for i in range(len(batch["text_input"])): + text_target = batch["text_target"][i] # GT report + task_prompt = batch_prompts[i] + task_instruction = batch_instructions[i] + answer = preds[i] + dicom = batch["dicom"][i] + + # sample random prompt for every report + reports_json = { + "gt_report": text_target, + "task": task_prompt, + "instruction": task_instruction, + "input": "", + "output": answer, + "dicom": dicom, + "task_type": task_name + } + report_jsons.append(reports_json) + + # save + with open(f"data/large_instruct_data/instruct_large_{task_name}.json", "w") as f: + json.dump(report_jsons, f, ensure_ascii=False, indent=4) + + +def create_cp_task_data(val_dataset, task_name): + prompts = pd.read_csv(f"data/instruct_prompts/{task_name}_prompts.csv")["instruction"].tolist() + data_loader = DataLoader(val_dataset, batch_size=200, shuffle=False, num_workers=200) + report_jsons = [] + for _, batch in tqdm(enumerate(data_loader)): + + # Create prompts for every report + # sample batchsize questions from EL_prompts + batch_prompts = random.choices(prompts, k=len(batch["text_input"])) + + # iterate over batch elements + for i in range(len(batch["text_input"])): + text_target = batch["text_target"][i] # GT report + task_prompt = batch_prompts[i] + cp_indices = np.where(batch["chexpert_labels"][i] == 1.) + cp_findings = [val_dataset.dataset.dataset.chexpert_cols[i] for i in cp_indices[0]] + + if task_name == "CPbQA": # binary QA + if "No Finding" in cp_findings: + cp_findings.remove("No Finding") + # 50% sample finding from cp_findings, 50% sample finding from val_dataset.dataset.dataset.chexpert_cols - cp_findings + if random.random() < 0.6 and len(cp_findings) > 0: + finding = random.choice(cp_findings) # answer: yes + answer = 'yes' + else: + finding = random.choice(list(set(val_dataset.dataset.dataset.chexpert_cols[1:]) - set(cp_findings))) # answer: no + answer = 'no' + task_prompt = task_prompt.replace("", finding) + + elif task_name == "CPaQA": # give all findings + answer = ', '.join(cp_findings) + + dicom = batch["dicom"][i] + + # sample random prompt for every report + reports_json = { + "gt_report": text_target, + "task": task_prompt, + "input": "", + "output": answer, + "dicom": dicom, + "task_type": task_name + } + report_jsons.append(reports_json) + + # save + with open(f"data/large_instruct_data/instruct_large_{task_name}.json", "w") as f: + json.dump(report_jsons, f, ensure_ascii=False, indent=4) + + +class CorrectionDataset(Dataset): + def __init__(self, data): + self.data = data + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + sample = self.data[idx] + + fp = sample["fp"] + fn = sample["fn"] + fp_str = ', '.join(fp) + fp_str = fp_str.rsplit(', ', 1) + fp_str = ' and '.join(fp_str) + fn_str = ', '.join(fn) + fn_str = fn_str.rsplit(', ', 1) + fn_str = ' and '.join(fn_str) + + gt_report = sample["gt_report"] + pred_report = sample["pred_report"] + dicom = sample["dicom"] + return {'gt_report': gt_report, 'pred_report': pred_report, 'fp': fp_str, 'fn': fn_str, 'dicom': dicom} + + +def create_correction_task_data(lang_model, tokenizer): + # load correction json + with open("data/instruct_prompts/instruct_task_correction_preds.json") as f: + correction_preds = json.load(f) + + # create pytorch dataset from json + correction_dataset = CorrectionDataset(correction_preds) + data_loader = DataLoader(correction_dataset, batch_size=12, shuffle=False, num_workers=12) + + prompts_both = pd.read_csv(f"data/instruct_prompts/CO_both_prompts.csv")["instruction"].tolist() + prompts_add = pd.read_csv(f"data/instruct_prompts/CO_add_prompts.csv")["instruction"].tolist() + prompts_rem = pd.read_csv(f"data/instruct_prompts/CO_rem_prompts.csv")["instruction"].tolist() + report_jsons = [] + for _, batch in tqdm(enumerate(data_loader)): + # use very clear, fixed prompt for data generation -> in training use random prompts + + fixed_batch_prompts = [] + for fp, fn in zip(batch["fp"], batch["fn"]): + fixed_corr_prompt = "Please provide an adapted report. " + if fp != "": + fixed_corr_prompt += f"Do not mention {fp}. " + if fn != "": + fixed_corr_prompt += f"Mention {fn}. " + + if fp == "" and fn == "": + fixed_corr_prompt = "NOCHANGE" + fixed_batch_prompts.append(fixed_corr_prompt.strip()) + + batch_prompts = [] + for fp, fn in zip(batch["fp"], batch["fn"]): + if fp == "" and fn == "": + batch_prompts.append("NOCHANGE") + elif fp == "": + batch_prompts.append(random.choice(prompts_add).replace("", fn)) + elif fn == "": + batch_prompts.append(random.choice(prompts_rem).replace("", fp)) + else: + batch_prompts.append(random.choice(prompts_both).replace("", fn).replace("", fp)) + + batch_instructions = [] + for pred_report, prompt in zip(batch["pred_report"], fixed_batch_prompts): + conv = create_conv() + conv.append_message(conv.roles[0], "Please write a radiology report for the given x-ray.") + conv.append_message(conv.roles[1], pred_report) + conv.append_message(conv.roles[0], prompt) + conv.append_message(conv.roles[1], None) + batch_instructions.append(conv.get_prompt()) + + inputs = tokenizer.batch_encode_plus(batch_instructions, return_tensors="pt", padding=True) + input_ids = inputs["input_ids"].to(torch.device("cuda")) + + # generate answers with no-lora vicuna + generation_output = lang_model.generate( + input_ids=input_ids, + dicom=None, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=256 + ) + preds = tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + preds = [p.split("ASSISTANT:")[-1].strip() for idx, p in enumerate(preds)] + + # iterate over batch elements + for i in range(len(batch["pred_report"])): + gt_report = batch["gt_report"][i] # GT report + incorrect_report = batch["pred_report"][i] # predicted report that will be corrected + task_prompt = batch_prompts[i] + task_instruction = batch_instructions[i] + answer = preds[i] + dicom = batch["dicom"][i] + + if task_prompt == "NOCHANGE": + continue # we don't want to train for correction on already correct reports + # sample random prompt for every report + reports_json = { + "gt_report": gt_report, + "incorrect_report": incorrect_report, + "task": task_prompt, + "instruction": task_instruction, + "input": "", + "output": answer, + "dicom": dicom, + "task_type": 'CO' + } + report_jsons.append(reports_json) + + # save + with open(f"data/large_instruct_data/instruct_large_CO.json", "w") as f: + json.dump(report_jsons, f, ensure_ascii=False, indent=4) + + +def create_nle_task_data(): + MIMIC_DIAGNOSISLIST = ['Atelectasis', 'Consolidation', 'Edema', 'Enlarged Cardiomediastinum', 'Lung Lesion', 'Lung Opacity', 'Pleural Effusion', + 'Pleural Other', 'Pneumonia', 'Pneumothorax'] + # load mimic_nle json + mimic_nle = [] + with open(f'{PATH_TO_MIMIC_NLE}/mimic-nle/mimic-nle-train.json', 'r') as f: + for line in f: + obj = json.loads(line) + mimic_nle.append(obj) + + # truncate to 10 samples + mimic_nle = mimic_nle[:10] + + prompts = pd.read_csv(f"data/instruct_prompts/RE_prompts.csv")["instruction"].tolist() + report_jsons = [] + reports = pd.read_csv('mimic-cxr/reports_processed/mimic_cxr_sectioned.csv') + reports = reports.dropna(subset=['findings']) + reports['findings'] = reports['findings'].apply(lambda x: x.replace('\n', '')) + + for sample in tqdm(mimic_nle): + report_id = sample["report_ID"] + gt_report = reports[reports["Note_file"] == f"{report_id}.txt"]["findings"].tolist() + if len(gt_report) == 0: # report did have no findings section + continue + gt_report = gt_report[0] + + nle = sample['nle'] + if nle not in gt_report: # sort out samples that reference the impression instead of the findings section + continue + + dicom = reports[reports["Note_file"] == f"{report_id}.txt"]["dicom_id"].tolist()[0] + task_prompt = random.choice(prompts) + + diagnoses = [d for idx, d in enumerate(MIMIC_DIAGNOSISLIST) if sample["diagnosis_label"][idx] == 1] + diagnoses_string = ", ".join(diagnoses) + diagnoses_string = diagnoses_string.rsplit(', ', 1) + diagnoses_string = ' and '.join(diagnoses_string) + task_prompt = task_prompt.replace("", diagnoses_string) + + # sample random prompt for every report + reports_json = { + "gt_report": gt_report, + "task": task_prompt, + "input": "", + "output": sample['nle'], + "dicom": dicom, + "task_type": 'RE' + } + report_jsons.append(reports_json) + + # save + print(len(report_jsons)) + with open(f"data/large_instruct_data/instruct_large_RE.json", "w") as f: + json.dump(report_jsons, f, ensure_ascii=False, indent=4) diff --git a/data/templates/vicuna_v11.json b/data/templates/vicuna_v11.json new file mode 100644 index 0000000..2f1cc0e --- /dev/null +++ b/data/templates/vicuna_v11.json @@ -0,0 +1,6 @@ +{ + "description": "Template used for Vicuna v1.1. preparation already in code.", + "prompt_input": "{instruction} {input}", + "prompt_no_input": "{instruction}", + "response_split": "ASSISTANT:" +} \ No newline at end of file diff --git a/demo.py b/demo.py new file mode 100644 index 0000000..e89a31e --- /dev/null +++ b/demo.py @@ -0,0 +1,369 @@ +import os +import random +import numpy as np +import torch +from torch.backends import cudnn + +from local_config import PATH_TO_MIMIC_CXR + +SEED = 16 +random.seed(SEED) +np.random.seed(SEED) +torch.manual_seed(SEED) +cudnn.benchmark = False +cudnn.deterministic = True + +# set java path +os.environ["JAVA_HOME"] = "/home/guests/chantal_pellegrini/java/jre1.8.0_361" +os.environ["PATH"] = "/home/guests/chantal_pellegrini/java/jre1.8.0_361/bin:" + os.environ["PATH"] +os.environ['GRADIO_TEMP_DIR'] = os.path.join(os.getcwd(), "gradio_tmp") + +import dataclasses +import json +import time +from enum import auto, Enum +from typing import List, Any + +import gradio as gr +from PIL import Image +from peft import PeftModelForCausalLM +from skimage import io +from torch import nn +from transformers import LlamaTokenizer + +from model.lavis import tasks +from model.lavis.common.config import Config +from model.lavis.data.ReportDataset import create_chest_xray_transform_for_inference, MIMIC_CXR_Dataset +from model.lavis.models.blip2_models.modeling_llama_imgemb import LlamaForCausalLM +from train import parse_args + + +class SeparatorStyle(Enum): + """Different separator style.""" + SINGLE = auto() + TWO = auto() + +@dataclasses.dataclass +class Conversation: + """A class that keeps all conversation history.""" + system: str + roles: List[str] + messages: List[List[str]] + offset: int + sep_style: SeparatorStyle = SeparatorStyle.SINGLE + sep: str = "###" + sep2: str = None + + # Used for gradio server + skip_next: bool = False + conv_id: Any = None + + def get_prompt(self): + if self.sep_style == SeparatorStyle.SINGLE: + ret = self.system + for role, message in self.messages: + if message: + ret += self.sep + " " + role + ": " + message + else: + ret += self.sep + " " + role + ":" + return ret + elif self.sep_style == SeparatorStyle.TWO: + seps = [self.sep, self.sep2] + ret = self.system + seps[0] + for i, (role, message) in enumerate(self.messages): + if message: + ret += role + ": " + message + seps[i % 2] + else: + ret += role + ":" + return ret + else: + raise ValueError(f"Invalid style: {self.sep_style}") + + def clear(self): + self.messages = [] + self.offset = 0 + self.skip_next = False + + def append_message(self, role, message): + self.messages.append([role, message]) + + def to_gradio_chatbot(self): + ret = [] + for i, (role, msg) in enumerate(self.messages[self.offset:]): + if i % 2 == 0: + ret.append([msg, None]) + else: + ret[-1][-1] = msg + return ret + + def copy(self): + return Conversation( + system=self.system, + roles=self.roles, + messages=[[x, y] for x, y in self.messages], + offset=self.offset, + sep_style=self.sep_style, + sep=self.sep, + sep2=self.sep2, + conv_id=self.conv_id) + + def dict(self): + return { + "system": self.system, + "roles": self.roles, + "messages": self.messages, + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + "conv_id": self.conv_id, + } + + +cfg = Config(parse_args()) +vis_transforms = create_chest_xray_transform_for_inference(512, center_crop_size=448) +use_img = False +gen_report = True +pred_chexpert_labels = json.load(open('chexbert/chexbert_data/structured_preds_chexpert_log_weighting_test_macro_dicom.json', 'r')) + + +def init_blip(cfg): + task = tasks.setup_task(cfg) + model = task.build_model(cfg) + model = model.to(torch.device('cpu')) + return model + + +def remap_to_uint8(array: np.ndarray, percentiles=None) -> np.ndarray: + """Remap values in input so the output range is :math:`[0, 255]`. + + Percentiles can be used to specify the range of values to remap. + This is useful to discard outliers in the input data. + + :param array: Input array. + :param percentiles: Percentiles of the input values that will be mapped to ``0`` and ``255``. + Passing ``None`` is equivalent to using percentiles ``(0, 100)`` (but faster). + :returns: Array with ``0`` and ``255`` as minimum and maximum values. + """ + array = array.astype(float) + if percentiles is not None: + len_percentiles = len(percentiles) + if len_percentiles != 2: + message = ( + 'The value for percentiles should be a sequence of length 2,' + f' but has length {len_percentiles}' + ) + raise ValueError(message) + a, b = percentiles + if a >= b: + raise ValueError(f'Percentiles must be in ascending order, but a sequence "{percentiles}" was passed') + if a < 0 or b > 100: + raise ValueError(f'Percentiles must be in the range [0, 100], but a sequence "{percentiles}" was passed') + cutoff: np.ndarray = np.percentile(array, percentiles) + array = np.clip(array, *cutoff) + array -= array.min() + array /= array.max() + array *= 255 + return array.astype(np.uint8) + + +def load_image(path) -> Image.Image: + """Load an image from disk. + + The image values are remapped to :math:`[0, 255]` and cast to 8-bit unsigned integers. + + :param path: Path to image. + :returns: Image as ``Pillow`` ``Image``. + """ + # Although ITK supports JPEG and PNG, we use Pillow for consistency with older trained models + image = io.imread(path) + + image = remap_to_uint8(image) + return Image.fromarray(image).convert("L") + + +def init_vicuna(): + use_embs = True + + vicuna_tokenizer = LlamaTokenizer.from_pretrained("lmsys/vicuna-7b-v1.3", use_fast=False, truncation_side="left", padding_side="left") + lang_model = LlamaForCausalLM.from_pretrained("lmsys/vicuna-7b-v1.3", torch_dtype=torch.float16, device_map='auto') + vicuna_tokenizer.pad_token = vicuna_tokenizer.unk_token + + if use_embs: + lang_model.base_model.img_proj_layer = nn.Linear(768, lang_model.base_model.config.hidden_size).to(lang_model.base_model.device) + vicuna_tokenizer.add_special_tokens({"additional_special_tokens": [""]}) + + lang_model = PeftModelForCausalLM.from_pretrained(lang_model, + f"checkpoints/lora-cxr-vicuna-specific-7b-noexamples-imgemb-instruct-cp-rightpadding-stratified_32imgtokens_800tokens/checkpoint-4800", + torch_dtype=torch.float16, use_ram_optimized_load=False).half() + # lang_model = PeftModelForCausalLM.from_pretrained(lang_model, f"{LORA_ADAPT_PATH}/lora-cxr-vicuna-specific-7b-noexamples-imgemb-findings-rightpadding-stratified_32imgtokens_600tokens/checkpoint-11200", torch_dtype=torch.float16, use_ram_optimized_load=False).half() + return lang_model, vicuna_tokenizer + +blip_model = init_blip(cfg) +lang_model, vicuna_tokenizer = init_vicuna() +blip_model.eval() +lang_model.eval() + +def get_response(input_text, dicom): + global use_img, blip_model, lang_model, vicuna_tokenizer + + if input_text == "": # only dicom was given + findings = ', '.join(pred_chexpert_labels[dicom]).lower().strip() + if gen_report: + input_text = ( + f"Image information: . Predicted Findings: {findings}. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. " + "Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons.") + + elif input_text[-1].endswith(".png") or input_text[-1].endswith(".jpg"): + image = load_image(input_text[-1]) + image = vis_transforms(image) + dicom = input_text[-1].split('/')[-1].split('.')[0] + findings = ', '.join(pred_chexpert_labels[dicom]).lower().strip() + if gen_report: + input_text = ( + f"Image information: . Predicted Findings: {findings}. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. " + "Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons.") + use_img = True + + blip_model = blip_model.to(torch.device('cuda')) + qformer_embs = blip_model.forward_image(image[None].to(torch.device('cuda')))[0].cpu().detach() + blip_model = blip_model.to(torch.device('cpu')) + # save image embedding with torch + torch.save(qformer_embs, 'current_chat_img.pt') + if not gen_report: + return None + + else: # free chat + input_text = input_text + + '''Generate prompt given input prompt''' + conv.append_message(conv.roles[0], input_text) + conv.append_message(conv.roles[1], None) + prompt = conv.get_prompt() + + '''Call vicuna model to generate response''' + inputs = vicuna_tokenizer(prompt, return_tensors="pt") # for multiple inputs, use tokenizer.batch_encode_plus with padding=True + input_ids = inputs["input_ids"].cuda() + # lang_model = lang_model.cuda() + generation_output = lang_model.generate( + input_ids=input_ids, + dicom=[dicom] if dicom is not None else None, + use_img=use_img, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=300 + ) + # lang_model = lang_model.cpu() + + preds = vicuna_tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + new_pred = preds[0].split("ASSISTANT:")[-1] + # remove last message in conv + conv.messages.pop() + conv.append_message(conv.roles[1], new_pred) + return new_pred + + +'''Conversation template for prompt''' +conv = Conversation( + system="A chat between a curious user and an artificial intelligence assistant." + "The assistant gives professional, detailed, and polite answers to the user's questions.", + roles=["USER", "ASSISTANT"], + messages=[], + offset=0, + sep_style=SeparatorStyle.TWO, + sep=" ", + sep2="", +) + +# Global variable to store the DICOM string +dicom = None + + +# Function to update the global DICOM string +def set_dicom(value): + global dicom + dicom = value + + +def add_text(history, text): + history = history + [(text, None)] + return history, gr.update(value="", interactive=False) + + +def add_file(history, file): + history = history + [((file.name,), None)] + return history + + +# Function to clear the chat history +def clear_history(button_name): + global chat_history, use_img, conv + chat_history = [] + conv.clear() + use_img = False + return [] # Return empty history to the Chatbot + + +def clear_qa(button_name): + global chat_history, use_img, conv + conv.messages = conv.messages[:2] + return [[conv.messages[0][1], conv.messages[1][1]]] + + +def bot(history): + # You can now access the global `dicom` variable here if needed + if history == []: + global dicom + response = get_response("", dicom) + + else: + response = get_response(history[-1][0], None) + print(response) + + # show report generation prompt if first message after image + if len(history) == 1: + input_text = f"You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons." + history.append([input_text, None]) + + history[-1][1] = "" + if response is not None: + for character in response: + history[-1][1] += character + time.sleep(0.01) + yield history + + +if __name__ == '__main__': + # setup_seeds(42) + mimic_dataset = MIMIC_CXR_Dataset(vis_processor=None, text_processor=None, vis_root=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0", split="test", cfg=cfg, truncate=None) + a = 1 + with gr.Blocks() as demo: + + + chatbot = gr.Chatbot( + [], + elem_id="chatbot", + ) + + with gr.Row(): + txt = gr.Textbox( + show_label=False, + placeholder="Enter text and press enter, or upload an image", + container=False, + ) + + with gr.Row(): + btn = gr.UploadButton("📁 Upload image", file_types=["image"], scale=1) + clear_btn = gr.Button("Clear History", scale=1) + + clear_btn.click(clear_history, [chatbot], [chatbot]) + + txt_msg = txt.submit(add_text, [chatbot, txt], [chatbot, txt], queue=False).then( + bot, chatbot, chatbot + ) + txt_msg.then(lambda: gr.update(interactive=True), None, [txt], queue=False) + file_msg = btn.upload(add_file, [chatbot, btn], [chatbot], queue=False).then( + bot, chatbot, chatbot + ) + + demo.queue() + demo.launch() diff --git a/downstream_tasks/__init__.py b/downstream_tasks/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/downstream_tasks/automated_correction.py b/downstream_tasks/automated_correction.py new file mode 100644 index 0000000..f729452 --- /dev/null +++ b/downstream_tasks/automated_correction.py @@ -0,0 +1,58 @@ +from chexbert.run_chexbert import run_chexbert_labeler + +def get_correction_prompts(preds_history, col_names, chexpert_preds, chexpert_labels): + + false_positives = chexpert_preds * (1 - chexpert_labels) + false_negatives = (1 - chexpert_preds) * chexpert_labels + + for idx, (fp, fn) in enumerate(zip(false_positives, false_negatives)): + fp = [col_names[i] for i, v in enumerate(fp) if v == 1] + fn = [col_names[i] for i, v in enumerate(fn) if v == 1] + if "No Finding" in fp: + fp.remove("No Finding") + if "No Finding" in fn: + fn.remove("No Finding") + fp_str = ', '.join(fp) + fp_str = fp_str.rsplit(', ', 1) + fp_str = ' and '.join(fp_str) + fn_str = ', '.join(fn) + fn_str = fn_str.rsplit(', ', 1) + fn_str = ' and '.join(fn_str) + + if len(fp) > 0 and len(fn) > 0: + corr_prompt = f"Please adapt the report with the following corrections: Include {fn_str.lower()} and remove {fp_str.lower()}. Don't make other changes." + elif len(fp) > 0: + corr_prompt = f"The patient does not have {fp_str.lower()}. Update the report. Don't make other changes." + elif len(fn) > 0: + corr_prompt = f"The patient also has {fn_str.lower()}, correct the report. Don't make other changes." + else: + corr_prompt = "KEEP_OLD" + + # add space after ASSISTANT: + preds_history[idx] = preds_history[idx].replace("ASSISTANT:", "ASSISTANT: ") + preds_history[idx] += "USER: " + corr_prompt + " ASSISTANT:" + + return preds_history + +def get_correction_labels(col_names, chexpert_preds, chexpert_labels): + + false_positives = chexpert_preds * (1 - chexpert_labels) + false_negatives = (1 - chexpert_preds) * chexpert_labels + + all_fps = [] + all_fns = [] + for idx, (fp, fn) in enumerate(zip(false_positives, false_negatives)): + fp = [col_names[i] for i, v in enumerate(fp) if v == 1] + fn = [col_names[i] for i, v in enumerate(fn) if v == 1] + if "No Finding" in fp: + fp.remove("No Finding") + if "No Finding" in fn: + fn.remove("No Finding") + all_fps.append(fp) + all_fns.append(fn) + + return all_fps, all_fns + + +if __name__ == '__main__': + pass \ No newline at end of file diff --git a/downstream_tasks/chexpert_classification_downstream.py b/downstream_tasks/chexpert_classification_downstream.py new file mode 100644 index 0000000..a612e29 --- /dev/null +++ b/downstream_tasks/chexpert_classification_downstream.py @@ -0,0 +1,30 @@ +def get_chexpert_prompts_bin(preds_history, col_names): + + for idx, pred in enumerate(preds_history): + questions = [] + for disease in col_names: + #if disease not in ["Atelectasis", "Cardiomegaly", "Consolidation", "Edema", "Pleural Effusion"]: + # if disease == "No Finding" or disease == "Pleural Other": + question_prompt = " Is there any " + disease + "?" + pred = pred.replace("ASSISTANT:", "ASSISTANT: ") + full_prompt = pred + "USER: " + question_prompt + " ASSISTANT:" + + questions.append(full_prompt) + + preds_history[idx] = questions + + return preds_history + +def get_chexpert_prompts_all(preds_history, col_names): + + for idx, pred in enumerate(preds_history): + question = "List all the findings in this report." + pred = pred.replace("ASSISTANT:", "ASSISTANT: ") + full_prompt = pred + "USER: " + question + " ASSISTANT:" + preds_history[idx] = full_prompt + + return preds_history + + +if __name__ == '__main__': + pass \ No newline at end of file diff --git a/figs/example.png b/figs/example.png new file mode 100644 index 0000000..cd46e29 Binary files /dev/null and b/figs/example.png differ diff --git a/findings_classifier/__init__.py b/findings_classifier/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/findings_classifier/chexpert_dataset.py b/findings_classifier/chexpert_dataset.py new file mode 100644 index 0000000..8b596c3 --- /dev/null +++ b/findings_classifier/chexpert_dataset.py @@ -0,0 +1,156 @@ +import collections +import os +from pathlib import Path + +import numpy as np +import pandas as pd +import torch +from PIL import Image +from skimage import io +from torch.utils.data import Dataset +from torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, transforms + +from model.lavis.data.ReportDataset import ExpandChannels + +from local_config import VIS_ROOT, PATH_TO_MIMIC_CXR + +class Chexpert_Dataset(Dataset): + def __init__(self, split='train', truncate=None, loss_weighting="none", use_augs=False): + + super().__init__() + + # load csv file + self.split = pd.read_csv(f'{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0/mimic-cxr-2.0.0-split.csv') + self.reports = pd.read_csv('mimic-cxr/reports_processed/mimic_cxr_sectioned.csv') + self.reports = self.reports.dropna(subset=['findings']) + + self.vis_root = VIS_ROOT + self.img_ids = {img_id: i for i, img_id in enumerate(self.reports['dicom_id'])} + self.split_ids = set(self.split.loc[self.split['split'] == split]['dicom_id']) + self.chexpert = pd.read_csv(f'data/data_files/finding_chexbert_labels.csv') + self.chexpert_cols = ["No Finding", "Enlarged Cardiomediastinum", + "Cardiomegaly", "Lung Opacity", + "Lung Lesion", "Edema", + "Consolidation", "Pneumonia", + "Atelectasis", "Pneumothorax", + "Pleural Effusion", "Pleural Other", + "Fracture", "Support Devices"] + + # get all dicom_ids where "split" is split + self.annotation = self.reports.loc[self.reports['dicom_id'].isin(self.split_ids)] + self.annotation['study_id'] = self.annotation['Note_file'].apply(lambda x: int(x.lstrip('s').rstrip('.txt'))) + # merge chexpert labels + self.annotation = pd.merge(self.annotation, self.chexpert, how='left', left_on=['dicom_id'], right_on=['dicom_id']) + if truncate is not None: + self.annotation = self.annotation[:truncate] + + self.vis_transforms = Compose([Resize(512), CenterCrop(488), ToTensor(), ExpandChannels()]) + if use_augs: + aug_tfm = transforms.Compose([transforms.RandomAffine(degrees=30, shear=15), + transforms.ColorJitter(brightness=0.2, contrast=0.2)]) + + self.vis_transforms = transforms.Compose([self.vis_transforms, aug_tfm]) + self.loss_weighting = loss_weighting + + def get_class_weights(self): + """Compute class weights based on the inverse of class frequencies. + + Returns: + Dict[str, float]: Class weights. + """ + if self.loss_weighting == "none": + return torch.ones(len(self.chexpert_cols), dtype=torch.float32) + + label_counts = torch.zeros(len(self.chexpert_cols), dtype=torch.float32) + # iterate over dataframe getting rows + for _, ann in self.annotation.iterrows(): + chexpert_labels = self._extract_chexpert_labels_from_row(ann) + label_counts += chexpert_labels + + # Compute class weights + if self.loss_weighting == "lin": + class_weights = len(self.annotation) / label_counts + elif self.loss_weighting == "log": + class_weights = torch.log(len(self.annotation) / label_counts) + + return class_weights + + def remap_to_uint8(self, array: np.ndarray, percentiles=None) -> np.ndarray: + """Remap values in input so the output range is :math:`[0, 255]`. + + Percentiles can be used to specify the range of values to remap. + This is useful to discard outliers in the input data. + + :param array: Input array. + :param percentiles: Percentiles of the input values that will be mapped to ``0`` and ``255``. + Passing ``None`` is equivalent to using percentiles ``(0, 100)`` (but faster). + :returns: Array with ``0`` and ``255`` as minimum and maximum values. + """ + array = array.astype(float) + if percentiles is not None: + len_percentiles = len(percentiles) + if len_percentiles != 2: + message = ( + 'The value for percentiles should be a sequence of length 2,' + f' but has length {len_percentiles}' + ) + raise ValueError(message) + a, b = percentiles + if a >= b: + raise ValueError(f'Percentiles must be in ascending order, but a sequence "{percentiles}" was passed') + if a < 0 or b > 100: + raise ValueError(f'Percentiles must be in the range [0, 100], but a sequence "{percentiles}" was passed') + cutoff: np.ndarray = np.percentile(array, percentiles) + array = np.clip(array, *cutoff) + array -= array.min() + array /= array.max() + array *= 255 + return array.astype(np.uint8) + + def load_image(self, path) -> Image.Image: + """Load an image from disk. + + The image values are remapped to :math:`[0, 255]` and cast to 8-bit unsigned integers. + + :param path: Path to image. + :returns: Image as ``Pillow`` ``Image``. + """ + # Although ITK supports JPEG and PNG, we use Pillow for consistency with older trained models + if path.suffix in [".jpg", ".jpeg", ".png"]: + image = io.imread(path) + else: + raise ValueError(f"Image type not supported, filename was: {path}") + + image = self.remap_to_uint8(image) + return Image.fromarray(image).convert("L") + + def _extract_chexpert_labels_from_row(self, row: pd.Series) -> torch.Tensor: + labels = torch.zeros(len(self.chexpert_cols), dtype=torch.float32) + for i, col in enumerate(self.chexpert_cols): + if row[col] == 1: + labels[i] = 1 + return labels + + def __getitem__(self, index): + ann = self.annotation.iloc[index] + image_path = os.path.join(self.vis_root, ann["Img_Folder"], ann["Img_Filename"]) + image = self.load_image(Path(image_path)) + image = self.vis_transforms(image) + chexpert_labels = self._extract_chexpert_labels_from_row(ann) + + return { + "image": image, + "labels": chexpert_labels, + "image_id": self.img_ids[ann["dicom_id"]], + "report": ann["findings"], + "study_id": ann["study_id"], + "dicom_id": ann["dicom_id"], + } + + def __len__(self): + return len(self.annotation) + + +if __name__ == '__main__': + dataset = Chexpert_Dataset() + print(dataset[0]) diff --git a/findings_classifier/chexpert_model.py b/findings_classifier/chexpert_model.py new file mode 100644 index 0000000..9502226 --- /dev/null +++ b/findings_classifier/chexpert_model.py @@ -0,0 +1,21 @@ +import torch +from torch import nn + +from biovil_t.pretrained import get_biovil_t_image_encoder + + +class ChexpertClassifier(nn.Module): + def __init__(self, num_classes): + super().__init__() + self.biovil_encoder = get_biovil_t_image_encoder() + + self.fc1 = nn.Linear(128 * 4 * 4, 512) + self.fc2 = nn.Linear(512, num_classes) + + def forward(self, x): + x = self.biovil_encoder(x).projected_patch_embeddings + x = torch.nn.functional.avg_pool2d(x, 4) + x = x.view(x.shape[0], -1) # Flatten the tensor + x = torch.relu(self.fc1(x)) + # x = self.biovil_encoder(x).img_embedding + return self.fc2(x) diff --git a/findings_classifier/chexpert_train.py b/findings_classifier/chexpert_train.py new file mode 100644 index 0000000..1c7bd0c --- /dev/null +++ b/findings_classifier/chexpert_train.py @@ -0,0 +1,240 @@ +import os + +# os.environ["CUDA_VISIBLE_DEVICES"] = "6" +import argparse +import json +from collections import defaultdict + +import numpy as np +import pytorch_lightning as pl +import torch +import wandb +from pytorch_lightning.callbacks import ModelCheckpoint +from sklearn.metrics import accuracy_score, classification_report, jaccard_score, roc_auc_score +from torch.nn import BCEWithLogitsLoss +from torch.utils.data import DataLoader +from torchinfo import summary +from tqdm import tqdm +from transformers import AdamW + +from findings_classifier.chexpert_dataset import Chexpert_Dataset +from findings_classifier.chexpert_model import ChexpertClassifier + + +class LitIGClassifier(pl.LightningModule): + def __init__(self, num_classes, class_weights, class_names, learning_rate=1e-5): + super().__init__() + + # Model + self.model = ChexpertClassifier(num_classes) + + # Loss with class weights + self.criterion = BCEWithLogitsLoss(pos_weight=class_weights) + + # Learning rate + self.learning_rate = learning_rate + self.class_names = class_names + + def forward(self, x): + return self.model(x) + + def step(self, batch, batch_idx): + x, y = batch['image'].to(self.device), batch['labels'].to(self.device) + logits = self(x) + loss = self.criterion(logits, y) + + # Apply sigmoid to get probabilities + preds_probs = torch.sigmoid(logits) + + # Get predictions as boolean values + preds = preds_probs > 0.5 + + # calculate jaccard index + jaccard = jaccard_score(y.cpu().numpy(), preds.detach().cpu().numpy(), average='samples') + + class_report = classification_report(y.cpu().numpy(), preds.detach().cpu().numpy(), output_dict=True) + # scores = class_report['micro avg'] + scores = class_report['macro avg'] + metrics_per_label = {label: metrics for label, metrics in class_report.items() if label.isdigit()} + + f1 = scores['f1-score'] + rec = scores['recall'] + prec = scores['precision'] + acc = accuracy_score(y.cpu().numpy().flatten(), preds.detach().cpu().numpy().flatten()) + try: + auc = roc_auc_score(y.cpu().numpy().flatten(), preds_probs.detach().cpu().numpy().flatten()) + except Exception as e: + auc = 0. + + return loss, acc, f1, rec, prec, jaccard, auc, metrics_per_label + + def training_step(self, batch, batch_idx): + loss, acc, f1, rec, prec, jaccard, auc, _ = self.step(batch, batch_idx) + train_stats = {'loss': loss, 'train_acc': acc, 'train_f1': f1, 'train_rec': rec, 'train_prec': prec, 'train_jaccard': jaccard, + 'train_auc': auc} + wandb_run.log(train_stats) + return train_stats + + def training_epoch_end(self, outputs): + avg_loss = torch.stack([x['loss'] for x in outputs]).mean() + avg_acc = np.mean([x['train_acc'] for x in outputs]) + avg_f1 = np.mean([x['train_f1'] for x in outputs]) + avg_rec = np.mean([x['train_rec'] for x in outputs]) + avg_prec = np.mean([x['train_prec'] for x in outputs]) + avg_jaccard = np.mean([x['train_jaccard'] for x in outputs]) + avg_auc = np.mean([x['train_auc'] for x in outputs]) + wandb_run.log({'epoch_train_loss': avg_loss, 'epoch_train_acc': avg_acc, 'epoch_train_f1': avg_f1, 'epoch_train_rec': avg_rec, + 'epoch_train_prec': avg_prec, 'epoch_train_jaccard': avg_jaccard, 'epoch_train_auc': avg_auc}) + + def validation_step(self, batch, batch_idx): + loss, acc, f1, rec, prec, jaccard, auc, metrics_per_label = self.step(batch, batch_idx) + # log f1 for checkpoint callback + self.log('val_f1', f1) + return {'val_loss': loss, 'val_acc': acc, 'val_f1': f1, 'val_rec': rec, 'val_prec': prec, 'val_jaccard': jaccard, + 'val_auc': auc}, metrics_per_label + + def validation_epoch_end(self, outputs): + outputs, per_label_metrics_outputs = zip(*outputs) + avg_loss = torch.stack([x['val_loss'] for x in outputs]).mean() + avg_acc = np.mean([x['val_acc'] for x in outputs]) + avg_f1 = np.mean([x['val_f1'] for x in outputs]) + avg_rec = np.mean([x['val_rec'] for x in outputs]) + avg_prec = np.mean([x['val_prec'] for x in outputs]) + avg_jaccard = np.mean([x['val_jaccard'] for x in outputs]) + avg_auc = np.mean([x['val_auc'] for x in outputs]) + + per_label_metrics = defaultdict(lambda: defaultdict(float)) + label_counts = defaultdict(int) + for metrics_per_label in per_label_metrics_outputs: + for label, metrics in metrics_per_label.items(): + label_name = self.class_names[int(label)] + per_label_metrics[label_name]['precision'] += metrics['precision'] + per_label_metrics[label_name]['recall'] += metrics['recall'] + per_label_metrics[label_name]['f1-score'] += metrics['f1-score'] + per_label_metrics[label_name]['support'] += metrics['support'] + label_counts[label_name] += 1 + + # Average the metrics + for label, metrics in per_label_metrics.items(): + for metric_name in ['precision', 'recall', 'f1-score']: + if metrics['support'] > 0: + per_label_metrics[label][metric_name] /= label_counts[label] + + val_stats = {'val_loss': avg_loss, 'val_acc': avg_acc, 'val_f1': avg_f1, 'val_rec': avg_rec, 'val_prec': avg_prec, 'val_jaccard': avg_jaccard, + 'val_auc': avg_auc} + wandb_run.log(val_stats) + + def test_step(self, batch, batch_idx): + loss, acc, f1, rec, prec, jaccard, auc, _ = self.step(batch, batch_idx) + return {'test_loss': loss, 'test_acc': acc, 'test_f1': f1, 'test_rec': rec, 'test_prec': prec, 'test_jaccard': jaccard, 'test_auc': auc} + + def test_epoch_end(self, outputs): + avg_loss = torch.stack([x['test_loss'] for x in outputs]).mean() + avg_acc = np.mean([x['test_acc'] for x in outputs]) + avg_f1 = np.mean([x['test_f1'] for x in outputs]) + avg_rec = np.mean([x['test_rec'] for x in outputs]) + avg_prec = np.mean([x['test_prec'] for x in outputs]) + avg_jaccard = np.mean([x['test_jaccard'] for x in outputs]) + avg_auc = np.mean([x['test_auc'] for x in outputs]) + + test_stats = {'test_loss': avg_loss, 'test_acc': avg_acc, 'test_f1': avg_f1, 'test_rec': avg_rec, 'test_prec': avg_prec, + 'test_jaccard': avg_jaccard, 'test_auc': avg_auc} + wandb_run.log(test_stats) + + def configure_optimizers(self): + optimizer = AdamW(self.parameters(), lr=self.learning_rate) + return optimizer + + +def save_preds(dataloader, split): + # load checkpoint + ckpt_path = "checkpoints_ChexpertCLassifier/chexpert_train_macro_log_longer/ChexpertClassifier-epoch=06-val_f1=0.36.ckpt" + model = LitIGClassifier.load_from_checkpoint(ckpt_path, num_classes=num_classes, class_weights=val_dataset.get_class_weights(), + class_names=class_names, learning_rate=args.lr) + model.eval() + model.cuda() + model.half() + class_names_np = np.asarray(class_names) + + # get predictions for all study ids + structured_preds = {} + for batch in tqdm(dataloader): + dicom_ids = batch['dicom_id'] + logits = model(batch['image'].half().cuda()) + preds_probs = torch.sigmoid(logits) + preds = preds_probs > 0.5 + + # iterate over each study id in the batch + for i, (dicom_id, pred) in enumerate(zip(dicom_ids, preds.detach().cpu())): + # get all positive labels + findings = class_names_np[pred].tolist() + structured_preds[dicom_id] = findings + + # save predictions + with open(f"chexpert_data/structured_preds_chexpert_log_weighting_macro_{split}_dicom.json", "w") as f: + json.dump(structured_preds, f, indent=4) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument("--run_name", type=str, default="debug") + parser.add_argument("--lr", type=float, default=5e-5) + parser.add_argument("--epochs", type=int, default=100) + parser.add_argument("--loss_weighting", type=str, default="log", choices=["lin", "log", "none"]) + parser.add_argument("--truncate", type=int, default=None) + parser.add_argument("--batch_size", type=int, default=64) + parser.add_argument("--num_workers", type=int, default=12) + parser.add_argument("--use_augs", action="store_true", default=False) + parser.add_argument("--train", action="store_true", default=False) + args = parser.parse_args() + + TRAIN = args.train + + # fix all seeds + pl.seed_everything(42, workers=True) + + # Create DataLoaders + train_dataset = Chexpert_Dataset(split='train', truncate=args.truncate, loss_weighting=args.loss_weighting, use_augs=args.use_augs) + val_dataset = Chexpert_Dataset(split='validate', truncate=args.truncate) + test_dataset = Chexpert_Dataset(split='test') + + train_dataloader = DataLoader(train_dataset, batch_size=args.batch_size, shuffle=True, num_workers=args.num_workers) + val_dataloader = DataLoader(val_dataset, batch_size=args.batch_size, num_workers=args.num_workers) + test_dataloader = DataLoader(test_dataset, batch_size=args.batch_size, num_workers=args.num_workers) + + # Number of classes for IGClassifier + num_classes = len(train_dataset.chexpert_cols) + class_names = train_dataset.chexpert_cols + + if TRAIN: + class_weights = torch.tensor(train_dataset.get_class_weights(), dtype=torch.float32) + # Define the model + lit_model = LitIGClassifier(num_classes, class_weights, class_names, learning_rate=args.lr) + print(summary(lit_model)) + + # WandB logger + wandb_run = wandb.init( + project="ChexpertClassifier", + entity="todo", #TODO set your own entity + name=args.run_name + ) + + # checkpoint callback + checkpoint_callback = ModelCheckpoint( + monitor='val_f1', + dirpath=f'checkpoints_ChexpertCLassifier/{args.run_name}', + filename='ChexpertClassifier-{epoch:02d}-{val_f1:.2f}', + save_top_k=1, + save_last=True, + mode='max', + ) + # Train the model + trainer = pl.Trainer(max_epochs=args.epochs, gpus=1, callbacks=[checkpoint_callback], benchmark=False, deterministic=True, precision=16) + trainer.fit(lit_model, train_dataloader, val_dataloader) + + # Test the model + # trainer.validate(lit_model, val_dataloader, ckpt_path="checkpoints_IGCLassifier/lr_5e-5_to0_log_weighting_patches_augs_imgemb/IGClassifier-epoch=09-val_f1=0.65.ckpt") + else: + save_preds(train_dataloader, "train") + save_preds(val_dataloader, "val") + save_preds(test_dataloader, "test") diff --git a/finetune.py b/finetune.py new file mode 100644 index 0000000..625a3ca --- /dev/null +++ b/finetune.py @@ -0,0 +1,440 @@ +import os +import pickle +import random +import sys +from typing import List, Optional + +import fire +import torch +import transformers +from datasets import load_dataset +import wandb + +from torch import nn +from torch.utils.data import Sampler +from transformers.modeling_utils import unwrap_model + +from utils.datacollator import MyDataCollatorForSeq2Seq +from modeling_llama_imgemb import LlamaForCausalLM + +from peft import ( + LoraConfig, + get_peft_model, + get_peft_model_state_dict, + prepare_model_for_int8_training, + set_peft_model_state_dict, +) +from transformers import LlamaTokenizer, AutoTokenizer, AutoModelForCausalLM, PreTrainedModel + +from utils.prompter import Prompter + +import logging +logger = logging.getLogger(__name__) + +#how are input and instruction put together: +''' +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +{instruction} + +### Response: + +or + +Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request. + +### Instruction: +{instruction} + +### Input: +{input} + +### Response: +''' + +class BalancedSampler(Sampler): + def __init__(self, true_indices, false_indices): + self.true_indices = true_indices + self.false_indices = false_indices + self.num_samples = 2 * min(len(self.true_indices), len(self.false_indices)) + + def __iter__(self): + # Randomly sample from true_indices + sampled_true_indices = random.sample(self.true_indices, len(self.false_indices)) + # Merge and shuffle the two lists of indices + indices = sampled_true_indices + self.false_indices + random.shuffle(indices) + return iter(indices) + + def __len__(self): + return self.num_samples + +class InstructTrainer(transformers.Trainer): + def __init__(self, *args, rep_idxs=None, inst_idxs=None, **kwargs): + super().__init__(*args, **kwargs) + self.rep_idxs = rep_idxs + self.inst_idxs = inst_idxs + + def _get_train_sampler(self) -> Optional[torch.utils.data.Sampler]: + return BalancedSampler(self.rep_idxs, self.inst_idxs) + +WEIGHTS_NAME = "pytorch_model.bin" +TRAINING_ARGS_NAME = "training_args.bin" +class ImgTrainer(transformers.Trainer): #also save img projector + def _save(self, output_dir: Optional[str] = None, state_dict=None): + # If we are executing this function, we are the process zero, so we don't check for that. + output_dir = output_dir if output_dir is not None else self.args.output_dir + os.makedirs(output_dir, exist_ok=True) + logger.info(f"Saving model checkpoint to {output_dir}") + # Save a trained model and configuration using `save_pretrained()`. + # They can then be reloaded using `from_pretrained()` + if not isinstance(self.model, PreTrainedModel): + if state_dict is None: + state_dict = self.model.state_dict() + base_state_dict = self.model.base_model.state_dict() + if 'model.model.img_proj_layer.weight' in base_state_dict: + state_dict['base_model.model.model.img_proj_layer.weight'] = base_state_dict['model.model.img_proj_layer.weight'] + state_dict['base_model.model.model.img_proj_layer.bias'] = base_state_dict['model.model.img_proj_layer.bias'] + + if isinstance(unwrap_model(self.model), PreTrainedModel): + unwrap_model(self.model).save_pretrained( + output_dir, state_dict=state_dict, safe_serialization=self.args.save_safetensors + ) + else: + logger.info("Trainer.model is not a `PreTrainedModel`, only saving its state dict.") + torch.save(state_dict, os.path.join(output_dir, WEIGHTS_NAME)) + else: + self.model.save_pretrained( + output_dir, state_dict=state_dict, safe_serialization=self.args.save_safetensors + ) + + if self.tokenizer is not None: + self.tokenizer.save_pretrained(output_dir) + + # Good practice: save your training arguments together with the trained model + torch.save(self.args, os.path.join(output_dir, TRAINING_ARGS_NAME)) + + +def train( + # model/data params + base_model: str = "", # the only required argument + lora_weights: str = None, + data_path: str = "yahma/alpaca-cleaned", + output_dir: str = "./lora-cxr", + # training hyperparams + batch_size: int = 128, + micro_batch_size: int = 2, + num_epochs: int = 10, + learning_rate: float = 3e-4, + cutoff_len: int = 1024, #256 -> need much more with examples in prompt (1024), 512 for without examples but long IG labels + val_set_size: int = 5, + # lora hyperparams + lora_r: int = 8, + lora_alpha: int = 16, + lora_dropout: float = 0.05, + lora_target_modules: List[str] = [ #default is for llama models + "q_proj", + "v_proj", + ], + # llm hyperparams + train_on_inputs: bool = False, # if False, masks out inputs in loss + add_eos_token: bool = False, + group_by_length: bool = False, # faster, but produces an odd training loss curve + # wandb params + wandb_project: str = "lora_training", + wandb_run_name: str = "lora_mimic_cxr", + wandb_entity: str = "chantal-pellegrini", + wandb_watch: str = "", # options: false | gradients | all + wandb_log_model: str = "", # options: false | true + resume_from_checkpoint: str = None, # either training checkpoint or final adapter + prompt_template_name: str = "alpaca", # The prompt template to use, will default to alpaca. + use_embs=False, + use_instruct_data=False +): + if int(os.environ.get("LOCAL_RANK", 0)) == 0: + print( + f"Training Alpaca-LoRA model with params:\n" + f"base_model: {base_model}\n" + f"lora_weights: {lora_weights}\n" + f"data_path: {data_path}\n" + f"output_dir: {output_dir}\n" + f"batch_size: {batch_size}\n" + f"micro_batch_size: {micro_batch_size}\n" + f"num_epochs: {num_epochs}\n" + f"learning_rate: {learning_rate}\n" + f"cutoff_len: {cutoff_len}\n" + f"val_set_size: {val_set_size}\n" + f"lora_r: {lora_r}\n" + f"lora_alpha: {lora_alpha}\n" + f"lora_dropout: {lora_dropout}\n" + f"lora_target_modules: {lora_target_modules}\n" + f"train_on_inputs: {train_on_inputs}\n" + f"add_eos_token: {add_eos_token}\n" + f"group_by_length: {group_by_length}\n" + f"wandb_project: {wandb_project}\n" + f"wandb_run_name: {wandb_run_name}\n" + f"wandb_entity: {wandb_entity}\n" + f"wandb_watch: {wandb_watch}\n" + f"wandb_log_model: {wandb_log_model}\n" + f"resume_from_checkpoint: {resume_from_checkpoint or False}\n" + f"prompt template: {prompt_template_name}\n" + ) + assert ( + base_model + ), "Please specify a --base_model, e.g. --base_model='huggyllama/llama-7b'" + gradient_accumulation_steps = batch_size // micro_batch_size + + prompter = Prompter(prompt_template_name) + + device_map = "auto" + world_size = int(os.environ.get("WORLD_SIZE", 1)) + ddp = world_size != 1 + if ddp: + device_map = {"": int(os.environ.get("LOCAL_RANK") or 0)} + gradient_accumulation_steps = gradient_accumulation_steps // world_size + + # Check if parameter passed or if set within environ + use_wandb = len(wandb_project) > 0 or ( + "WANDB_PROJECT" in os.environ and len(os.environ["WANDB_PROJECT"]) > 0 + ) + # Only overwrite environ if wandb param passed + if len(wandb_project) > 0: + os.environ["WANDB_PROJECT"] = wandb_project + if len(wandb_watch) > 0: + os.environ["WANDB_WATCH"] = wandb_watch + if len(wandb_log_model) > 0: + os.environ["WANDB_LOG_MODEL"] = wandb_log_model + + + if base_model == 'vicuna_v13': + model = LlamaForCausalLM.from_pretrained("lmsys/vicuna-13b-v1.3", torch_dtype=torch.float16, device_map='auto', load_in_8bit=False) + tokenizer = AutoTokenizer.from_pretrained("lmsys/vicuna-13b-v1.3", use_fast=False, truncation_side="right", padding_side="right") + else: #7b + model = LlamaForCausalLM.from_pretrained("lmsys/vicuna-7b-v1.3", torch_dtype=torch.float16, device_map='auto', load_in_8bit=False) + tokenizer = AutoTokenizer.from_pretrained("lmsys/vicuna-7b-v1.3", use_fast=False, truncation_side="right", padding_side="right") + + tokenizer.pad_token = tokenizer.unk_token + + if use_embs: + model.base_model.img_proj_layer = nn.Linear(768, model.base_model.config.hidden_size).to(model.base_model.device) + + # add special token to tokenizer + tokenizer.add_special_tokens({"additional_special_tokens": [""]}) + model.resize_token_embeddings(len(tokenizer)) + + + def tokenize(prompt, add_eos_token=True): + # there's probably a way to do this with the tokenizer settings + # but again, gotta move fast + result = tokenizer( + prompt, + truncation=True, + max_length=cutoff_len, + padding=False, + return_tensors=None, + ) + if ( + result["input_ids"][-1] != tokenizer.eos_token_id + and len(result["input_ids"]) < cutoff_len + and add_eos_token + ): + result["input_ids"].append(tokenizer.eos_token_id) + result["attention_mask"].append(1) + + result["labels"] = result["input_ids"].copy() + + return result + + def generate_and_tokenize_prompt(data_point): + full_prompt = prompter.generate_prompt( + data_point["instruction"], + data_point["input"], + data_point["output"], + ) + tokenized_full_prompt = tokenize(full_prompt) + if not train_on_inputs: + user_prompt = prompter.generate_prompt( + data_point["instruction"], data_point["input"] + ) + tokenized_user_prompt = tokenize( + user_prompt, add_eos_token=add_eos_token + ) + user_prompt_len = len(tokenized_user_prompt["input_ids"]) + + if add_eos_token: + user_prompt_len -= 1 + + tokenized_full_prompt["labels"] = [ + -100 + ] * user_prompt_len + tokenized_full_prompt["labels"][ + user_prompt_len: + ] # could be sped up, probably + return tokenized_full_prompt + + model = prepare_model_for_int8_training(model) + + config = LoraConfig( + r=lora_r, + lora_alpha=lora_alpha, + target_modules=lora_target_modules, + lora_dropout=lora_dropout, + bias="none", + task_type="CAUSAL_LM", + ) + + model = get_peft_model(model, config) + print("Loading data from ", data_path) + if data_path.endswith(".json") or data_path.endswith(".jsonl"): + data = load_dataset("json", data_files=data_path) + else: + data = load_dataset(data_path) + + if resume_from_checkpoint: + # Check the available weights and load them + checkpoint_name = os.path.join( + resume_from_checkpoint, "pytorch_model.bin" + ) # Full checkpoint + if not os.path.exists(checkpoint_name): + checkpoint_name = os.path.join( + resume_from_checkpoint, "adapter_model.bin" + ) # only LoRA model - LoRA config above has to fit + resume_from_checkpoint = ( + False # So the trainer won't try loading its state + ) + # The two files above have a different name depending on how they were saved, but are actually the same. + if os.path.exists(checkpoint_name): + print(f"Restarting from {checkpoint_name}") + adapters_weights = torch.load(checkpoint_name) + set_peft_model_state_dict(model, adapters_weights) + else: + print(f"Checkpoint {checkpoint_name} not found") + + model.print_trainable_parameters() # Be more transparent about the % of trainable params. + + if val_set_size > 0: + train_val = data["train"].train_test_split( + test_size=val_set_size, shuffle=True, seed=42 + ) + train_data = ( + train_val["train"].shuffle().map(generate_and_tokenize_prompt) + ) + val_data = ( + train_val["test"].shuffle().map(generate_and_tokenize_prompt) + ) + else: + train_data = data["train"].shuffle().map(generate_and_tokenize_prompt) + val_data = None + + if use_instruct_data: + report_indices = [i for i, item in enumerate(train_data) if item['is_report']][:5] + instruct_indices = [i for i, item in enumerate(train_data) if not item['is_report']][:5] + + if not ddp and torch.cuda.device_count() > 1: + # keeps Trainer from trying its own DataParallelism when more than 1 gpu is available + model.is_parallelizable = True + model.model_parallel = True + + wandb.init( + project=wandb_project, + entity=wandb_entity, + name=wandb_run_name + ) + + if use_instruct_data: + trainer = InstructTrainer( + model=model, + train_dataset=train_data, + eval_dataset=val_data, + rep_idxs = report_indices, + inst_idxs = instruct_indices, + args=transformers.TrainingArguments( + per_device_train_batch_size=micro_batch_size, + gradient_accumulation_steps=gradient_accumulation_steps, + warmup_steps=100, + num_train_epochs=num_epochs, + learning_rate=learning_rate, + fp16=True, + logging_steps=10, + optim="adamw_torch", + evaluation_strategy="steps" if val_set_size > 0 else "no", + save_strategy="steps", + eval_steps=200 if val_set_size > 0 else None, + save_steps=200, + output_dir=output_dir, + save_total_limit=None, + load_best_model_at_end=True if val_set_size > 0 else False, + ddp_find_unused_parameters=False if ddp else None, + group_by_length=group_by_length, + report_to="wandb" if use_wandb else None, + run_name=wandb_run_name if use_wandb else None, + max_steps=-1, + dataloader_num_workers=8, + remove_unused_columns=False if use_embs else True, + ), + data_collator=MyDataCollatorForSeq2Seq( + tokenizer, pad_to_multiple_of=8, return_tensors="pt", padding=True + ) if use_embs else + transformers.DataCollatorForSeq2Seq( + tokenizer, pad_to_multiple_of=8, return_tensors="pt", padding=True + ), + ) + else: + trainer = ImgTrainer( + model=model, + train_dataset=train_data, + eval_dataset=val_data, + args=transformers.TrainingArguments( + per_device_train_batch_size=micro_batch_size, + gradient_accumulation_steps=gradient_accumulation_steps, + warmup_steps=100, + num_train_epochs=num_epochs, + learning_rate=learning_rate, + fp16=True, + logging_steps=10, + optim="adamw_torch", + evaluation_strategy="steps" if val_set_size > 0 else "no", + save_strategy="steps", + eval_steps=400 if val_set_size > 0 else None, + save_steps=400, + output_dir=output_dir, + save_total_limit=None, + load_best_model_at_end=True if val_set_size > 0 else False, + ddp_find_unused_parameters=False if ddp else None, + group_by_length=group_by_length, + report_to="wandb" if use_wandb else None, + run_name=wandb_run_name if use_wandb else None, + max_steps=-1, + dataloader_num_workers=8, + remove_unused_columns=False if use_embs else True + ), + data_collator=MyDataCollatorForSeq2Seq( + tokenizer, pad_to_multiple_of=8, return_tensors="pt", padding=True + ) if use_embs else + transformers.DataCollatorForSeq2Seq( + tokenizer, pad_to_multiple_of=8, return_tensors="pt", padding=True + ), + ) + model.config.use_cache = False + + old_state_dict = model.state_dict + model.state_dict = ( + lambda self, *_, **__: get_peft_model_state_dict( + self, old_state_dict() + ) + ).__get__(model, type(model)) + + if torch.__version__ >= "2" and sys.platform != "win32": + model = torch.compile(model) + + trainer.train(resume_from_checkpoint=resume_from_checkpoint) + + model.save_pretrained(output_dir) + + print( + "\n If there's a warning about missing keys above, please disregard :)" + ) + + +if __name__ == "__main__": + fire.Fire(train) diff --git a/local_config.py b/local_config.py new file mode 100644 index 0000000..60298de --- /dev/null +++ b/local_config.py @@ -0,0 +1,12 @@ + +PATH_TO_MIMIC_CXR = "/home/data/DIVA/mimic" #TODO set your own path to MIMIC-CXR-JPG dataset (should point to a folder containing "mimic-cxr-jpg" folder) +PATH_TO_MIMIC_NLE = "/home/data/DIVA/mimic" #TODO set your own path to MIMIC-NLE dataset (should point to a folder containing "mimic-nle" folder) +VIS_ROOT = f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0" + +CHEXBERT_ENV_PATH = '/home/guests/chantal_pellegrini/miniconda3/envs/chexbert/bin/python' +#CHEXBERT_ENV_PATH = '/miniconda3/envs/chexbert/bin/python' #replace with path to chexbert environment + +CHEXBERT_PATH = '/home/guests/chantal_pellegrini/RaDialog/chexbert/src' +#CHEXBERT_PATH = '/RaDialog/chexbert/src' #replace with path to chexbert project in RaDialog folder + +PT_MODE = 'train' #set to train for QFormer pre-training, to "precompute" for pre-computing QFormer embeddings for all images \ No newline at end of file diff --git a/mimic-cxr/__init__.py b/mimic-cxr/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/mimic-cxr/create_section_files.py b/mimic-cxr/create_section_files.py new file mode 100644 index 0000000..689bc78 --- /dev/null +++ b/mimic-cxr/create_section_files.py @@ -0,0 +1,118 @@ +# This script extracts the conclusion section from MIMIC-CXR reports +# It outputs them into individual files with at most 10,000 reports. +import json +import sys +import os +import argparse +import csv +from pathlib import Path + +from tqdm import tqdm + +# local folder import +import section_parser as sp +from local_config import PATH_TO_MIMIC_CXR + +parser = argparse.ArgumentParser() +parser.add_argument('--reports_path', + default=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-reports/files", + help=('Path to file with radiology reports,' + ' e.g. /data/mimic-cxr/files')) +parser.add_argument('--mimic_cxr_jpg_path', + default=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0/files", + help=('Path to file with radiology reports,' + ' e.g. /data/mimic-cxr/files')) +parser.add_argument('--output_path', + default='reports_processed', + help='Path to output CSV files.') + + +def list_rindex(l, s): + """Helper function: *last* matching element in a list""" + return len(l) - l[-1::-1].index(s) - 1 + + +def main(args): + args = parser.parse_args(args) + + reports_path = Path(args.reports_path) + mimic_cxr_jpg_path = Path(args.mimic_cxr_jpg_path) + output_path = Path(args.output_path) + + if not output_path.exists(): + output_path.mkdir() + + # not all reports can be automatically sectioned + # we load in some dictionaries which have manually determined sections + custom_section_names, custom_indices = sp.custom_mimic_cxr_rules() + + # get all higher up folders (p00, p01, etc) + p_grp_folders = os.listdir(reports_path) + p_grp_folders = [p for p in p_grp_folders + if p.startswith('p') and len(p) == 3] + p_grp_folders.sort() + + # study_sections will have an element for each study + # this element will be a list, each element having text for a specific section + study_sections = [] + for p_grp in p_grp_folders: + # get patient folders, usually around ~6k per group folder + cxr_path = reports_path / p_grp + p_folders = os.listdir(cxr_path) + p_folders = [p for p in p_folders if p.startswith('p')] + p_folders.sort() + + # For each patient in this grouping folder + print(p_grp) + for p in tqdm(p_folders): + patient_path = cxr_path / p + + # get the filename for all their free-text reports + studies = os.listdir(patient_path) + studies = [s for s in studies if s.startswith('s')] + + for s in studies: + + img_path = mimic_cxr_jpg_path / p_grp / p / s.replace('.txt', '') + corr_dicom_ids = os.listdir(img_path) + corr_dicom_ids = [d.replace('.jpg', '') for d in corr_dicom_ids if d.endswith('.jpg')] + # load in the free-text report + with open(patient_path / s, 'r') as fp: + text = ''.join(fp.readlines()) + + # get study string name without the txt extension + s_stem = s[0:-4] + + # split text into sections + sections, section_names, section_idx = sp.section_text( + text + ) + + study_sectioned = [s_stem] + for sn in ('impression', 'findings', + 'last_paragraph', 'comparison'): + if sn in section_names: + idx = list_rindex(section_names, sn) + study_sectioned.append(sections[idx].strip()) + else: + study_sectioned.append(None) + # append once per dicom_id + for dicom_id in corr_dicom_ids: + study_sectioned_copy = study_sectioned.copy() + study_sectioned_copy.append(dicom_id) + study_sectioned_copy.append(f"{dicom_id}.jpg") + study_sectioned_copy.append(img_path) + study_sectioned_copy.append(f'{s_stem}.txt') + study_sections.append(study_sectioned_copy) + + # write out a single CSV with the sections + with open(output_path / 'mimic_cxr_sectioned.csv', 'w') as fp: + csvwriter = csv.writer(fp) + # write header + csvwriter.writerow(['impression', 'findings', 'last_paragraph', 'comparison', 'dicom_id', 'Img_Filename', 'Img_Folder', 'Note_file']) + for row in study_sections: + csvwriter.writerow(row) + + +if __name__ == '__main__': + main(sys.argv[1:]) diff --git a/mimic-cxr/section_parser.py b/mimic-cxr/section_parser.py new file mode 100644 index 0000000..d441979 --- /dev/null +++ b/mimic-cxr/section_parser.py @@ -0,0 +1,270 @@ + +import re + + +def section_text(text): + """Splits text into sections. + + Assumes text is in a radiology report format, e.g.: + + COMPARISON: Chest radiograph dated XYZ. + + IMPRESSION: ABC... + + Given text like this, it will output text from each section, + where the section type is determined by the all caps header. + + Returns a three element tuple: + sections - list containing the text of each section + section_names - a normalized version of the section name + section_idx - list of start indices of the text in the section + """ + p_section = re.compile( + r'\n ([A-Z ()/,-]+):\s', re.DOTALL) + + sections = list() + section_names = list() + section_idx = list() + + idx = 0 + s = p_section.search(text, idx) + + if s: + sections.append(text[0:s.start(1)]) + section_names.append('preamble') + section_idx.append(0) + + while s: + current_section = s.group(1).lower() + # get the start of the text for this section + idx_start = s.end() + # skip past the first newline to avoid some bad parses + idx_skip = text[idx_start:].find('\n') + if idx_skip == -1: + idx_skip = 0 + + s = p_section.search(text, idx_start + idx_skip) + + if s is None: + idx_end = len(text) + else: + idx_end = s.start() + + sections.append(text[idx_start:idx_end]) + section_names.append(current_section) + section_idx.append(idx_start) + + else: + sections.append(text) + section_names.append('full report') + section_idx.append(0) + + section_names = normalize_section_names(section_names) + + # remove empty sections + # this handles when the report starts with a finding-like statement + # .. but this statement is not a section, more like a report title + # e.g. p10/p10103318/s57408307 + # CHEST, PA LATERAL: + # + # INDICATION: This is the actual section .... + # it also helps when there are multiple findings sections + # usually one is empty + for i in reversed(range(len(section_names))): + if section_names[i] in ('impression', 'findings'): + if sections[i].strip() == '': + sections.pop(i) + section_names.pop(i) + section_idx.pop(i) + + if ('impression' not in section_names) & ('findings' not in section_names): + # create a new section for the final paragraph + if '\n \n' in sections[-1]: + sections.append('\n \n'.join(sections[-1].split('\n \n')[1:])) + sections[-2] = sections[-2].split('\n \n')[0] + section_names.append('last_paragraph') + section_idx.append(section_idx[-1] + len(sections[-2])) + + return sections, section_names, section_idx + + +def normalize_section_names(section_names): + # first, lower case all + section_names = [s.lower().strip() for s in section_names] + + frequent_sections = { + "preamble": "preamble", # 227885 + "impression": "impression", # 187759 + "comparison": "comparison", # 154647 + "indication": "indication", # 153730 + "findings": "findings", # 149842 + "examination": "examination", # 94094 + "technique": "technique", # 81402 + "history": "history", # 45624 + "comparisons": "comparison", # 8686 + "clinical history": "history", # 7121 + "reason for examination": "indication", # 5845 + "notification": "notification", # 5749 + "reason for exam": "indication", # 4430 + "clinical information": "history", # 4024 + "exam": "examination", # 3907 + "clinical indication": "indication", # 1945 + "conclusion": "impression", # 1802 + "chest, two views": "findings", # 1735 + "recommendation(s)": "recommendations", # 1700 + "type of examination": "examination", # 1678 + "reference exam": "comparison", # 347 + "patient history": "history", # 251 + "addendum": "addendum", # 183 + "comparison exam": "comparison", # 163 + "date": "date", # 108 + "comment": "comment", # 88 + "findings and impression": "impression", # 87 + "wet read": "wet read", # 83 + "comparison film": "comparison", # 79 + "recommendations": "recommendations", # 72 + "findings/impression": "impression", # 47 + "pfi": "history", + 'recommendation': 'recommendations', + 'wetread': 'wet read', + 'ndication': 'impression', # 1 + 'impresson': 'impression', # 2 + 'imprression': 'impression', # 1 + 'imoression': 'impression', # 1 + 'impressoin': 'impression', # 1 + 'imprssion': 'impression', # 1 + 'impresion': 'impression', # 1 + 'imperssion': 'impression', # 1 + 'mpression': 'impression', # 1 + 'impession': 'impression', # 3 + 'findings/ impression': 'impression', # ,1 + 'finding': 'findings', # ,8 + 'findins': 'findings', + 'findindgs': 'findings', # ,1 + 'findgings': 'findings', # ,1 + 'findngs': 'findings', # ,1 + 'findnings': 'findings', # ,1 + 'finidngs': 'findings', # ,2 + 'idication': 'indication', # ,1 + 'reference findings': 'findings', # ,1 + 'comparision': 'comparison', # ,2 + 'comparsion': 'comparison', # ,1 + 'comparrison': 'comparison', # ,1 + 'comparisions': 'comparison' # ,1 + } + + p_findings = [ + 'chest', + 'portable', + 'pa and lateral', + 'lateral and pa', + 'ap and lateral', + 'lateral and ap', + 'frontal and', + 'two views', + 'frontal view', + 'pa view', + 'ap view', + 'one view', + 'lateral view', + 'bone window', + 'frontal upright', + 'frontal semi-upright', + 'ribs', + 'pa and lat' + ] + p_findings = re.compile('({})'.format('|'.join(p_findings))) + + main_sections = [ + 'impression', 'findings', 'history', 'comparison', + 'addendum' + ] + for i, s in enumerate(section_names): + if s in frequent_sections: + section_names[i] = frequent_sections[s] + continue + + main_flag = False + for m in main_sections: + if m in s: + section_names[i] = m + main_flag = True + break + if main_flag: + continue + + m = p_findings.search(s) + if m is not None: + section_names[i] = 'findings' + + # if it looks like it is describing the entire study + # it's equivalent to findings + # group similar phrasings for impression + + return section_names + + +def custom_mimic_cxr_rules(): + custom_section_names = { + 's50913680': 'recommendations', # files/p11/p11851243/s50913680.txt + 's59363654': 'examination', # files/p12/p12128253/s59363654.txt + 's59279892': 'technique', # files/p13/p13150370/s59279892.txt + 's59768032': 'recommendations', # files/p13/p13249077/s59768032.txt + 's57936451': 'indication', # files/p14/p14325424/s57936451.txt + 's50058765': 'indication', # files/p14/p14731346/s50058765.txt + 's53356173': 'examination', # files/p15/p15898350/s53356173.txt + 's53202765': 'technique', # files/p16/p16076182/s53202765.txt + 's50808053': 'technique', # files/p16/p16631485/s50808053.txt + 's51966317': 'indication', # files/p10/p10817099/s51966317.txt + 's50743547': 'examination', # files/p11/p11388341/s50743547.txt + 's56451190': 'note', # files/p11/p11842879/s56451190.txt + 's59067458': 'recommendations', # files/p11/p11984647/s59067458.txt + 's59215320': 'examination', # files/p12/p12408912/s59215320.txt + 's55124749': 'indication', # files/p12/p12428492/s55124749.txt + 's54365831': 'indication', # files/p13/p13876470/s54365831.txt + 's59087630': 'recommendations', # files/p14/p14267880/s59087630.txt + 's58157373': 'recommendations', # files/p15/p15032392/s58157373.txt + 's56482935': 'recommendations', # files/p15/p15388421/s56482935.txt + 's58375018': 'recommendations', # files/p15/p15505556/s58375018.txt + 's54654948': 'indication', # files/p17/p17090359/s54654948.txt + 's55157853': 'examination', # files/p18/p18975498/s55157853.txt + 's51491012': 'history', # files/p19/p19314266/s51491012.txt + + } + + custom_indices = { + 's50525523': [201, 349], # files/p10/p10602608/s50525523.txt + 's57564132': [233, 554], # files/p10/p10637168/s57564132.txt + 's59982525': [313, 717], # files/p11/p11989982/s59982525.txt + 's53488209': [149, 475], # files/p12/p12458657/s53488209.txt + 's54875119': [234, 988], # files/p13/p13687044/s54875119.txt + 's50196495': [59, 399], # files/p13/p13894879/s50196495.txt + 's56579911': [59, 218], # files/p15/p15394326/s56579911.txt + 's52648681': [292, 631], # files/p15/p15666238/s52648681.txt + 's59889364': [172, 453], # files/p15/p15835529/s59889364.txt + 's53514462': [73, 377], # files/p16/p16297706/s53514462.txt + 's59505494': [59, 450], # files/p16/p16730991/s59505494.txt + 's53182247': [59, 412], # files/p16/p16770442/s53182247.txt + 's51410602': [47, 320], # files/p17/p17069955/s51410602.txt + 's56412866': [522, 822], # files/p17/p17612000/s56412866.txt + 's54986978': [59, 306], # files/p17/p17912487/s54986978.txt + 's59003148': [262, 505], # files/p17/p17916384/s59003148.txt + 's57150433': [61, 394], # files/p18/p18335791/s57150433.txt + 's56760320': [219, 457], # files/p18/p18418794/s56760320.txt + 's59562049': [158, 348], # files/p18/p18502016/s59562049.txt + 's52674888': [145, 296], # files/p19/p19381919/s52674888.txt + 's55258338': [192, 568], # files/p13/p13719117/s55258338.txt + 's59330497': [140, 655], # files/p15/p15479218/s59330497.txt + 's52119491': [179, 454], # files/p17/p17959278/s52119491.txt + # below have no findings at all in the entire report + 's58235663': [0, 0], # files/p11/p11573679/s58235663.txt + 's50798377': [0, 0], # files/p12/p12632853/s50798377.txt + 's54168089': [0, 0], # files/p14/p14463099/s54168089.txt + 's53071062': [0, 0], # files/p15/p15774521/s53071062.txt + 's56724958': [0, 0], # files/p16/p16175671/s56724958.txt + 's54231141': [0, 0], # files/p16/p16312859/s54231141.txt + 's53607029': [0, 0], # files/p17/p17603668/s53607029.txt + 's52035334': [0, 0], # files/p19/p19349312/s52035334.txt + } + + return custom_section_names, custom_indices diff --git a/mimic_cxr_reports_specific_prompts_noexamples_IMG_findings_32imgtokens_SMALL.json b/mimic_cxr_reports_specific_prompts_noexamples_IMG_findings_32imgtokens_SMALL.json new file mode 100644 index 0000000..ceda99b --- /dev/null +++ b/mimic_cxr_reports_specific_prompts_noexamples_IMG_findings_32imgtokens_SMALL.json @@ -0,0 +1,50 @@ +[ + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: fracture. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "The cardiac, mediastinal and hilar contours are normal. Pulmonary vasculature is normal. Lungs are clear. No pleural effusion or pneumothorax is present. Multiple clips are again seen projecting over the left breast. Remote left-sided rib fractures are also re- demonstrated.", + "dicom": "2a2277a9-b0ded155-c0de8eb9-c124d10e-82c5caab" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: fracture. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "The cardiac, mediastinal and hilar contours are normal. Pulmonary vasculature is normal. Lungs are clear. No pleural effusion or pneumothorax is present. Multiple clips are again seen projecting over the left breast. Remote left-sided rib fractures are also re- demonstrated.", + "dicom": "e084de3b-be89b11e-20fe3f9f-9c8d8dfe-4cfd202c" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: fracture. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "Single frontal view of the chest provided. There is no focal consolidation, effusion, or pneumothorax. The cardiomediastinal silhouette is normal. Again seen are multiple clips projecting over the left breast and remote left-sided rib fractures. No free air below the right hemidiaphragm is seen.", + "dicom": "68b5c4b1-227d0485-9cc38c3f-7b84ab51-4b472714" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: fracture. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "Single frontal view of the chest provided. There is no focal consolidation, effusion, or pneumothorax. The cardiomediastinal silhouette is normal. Again seen are multiple clips projecting over the left breast and remote left-sided rib fractures. No free air below the right hemidiaphragm is seen.", + "dicom": "fffabebf-74fd3a1f-673b6b41-96ec0ac9-2ab69818" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: lung lesion. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "There is no focal consolidation, pleural effusion or pneumothorax. Bilateral nodular opacities that most likely represent nipple shadows. The cardiomediastinal silhouette is normal. Clips project over the left lung, potentially within the breast. The imaged upper abdomen is unremarkable. Chronic deformity of the posterior left sixth and seventh ribs are noted.", + "dicom": "02aa804e-bde0afdd-112c0b34-7bc16630-4e384014" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: lung lesion. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "There is no focal consolidation, pleural effusion or pneumothorax. Bilateral nodular opacities that most likely represent nipple shadows. The cardiomediastinal silhouette is normal. Clips project over the left lung, potentially within the breast. The imaged upper abdomen is unremarkable. Chronic deformity of the posterior left sixth and seventh ribs are noted.", + "dicom": "174413ec-4ec4c1f7-34ea26b7-c5f994f8-79ef1962" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: fracture. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "The lungs are clear of focal consolidation, pleural effusion or pneumothorax. The heart size is normal. The mediastinal contours are normal. Multiple surgical clips project over the left breast, and old left rib fractures are noted.", + "dicom": "ea030e7a-2e3b1346-bc518786-7a8fd698-f673b44c" + }, + { + "instruction": "A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. The assistant gives professional, detailed, and polite answers to the user's questions. USER: Image information: . Predicted Findings: enlarged cardiomediastinum, consolidation, pleural other. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. ASSISTANT:", + "input": "", + "output": "PA and lateral views of the chest provided. The lungs are adequately aerated. There is a focal consolidation at the left lung base adjacent to the lateral hemidiaphragm. There is mild vascular engorgement. There is bilateral apical pleural thickening. The cardiomediastinal silhouette is remarkable for aortic arch calcifications. The heart is top normal in size.", + "dicom": "096052b7-d256dc40-453a102b-fa7d01c6-1b22c6b4" + } +] \ No newline at end of file diff --git a/model/__init__.py b/model/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/model/lavis/LICENSE.txt b/model/lavis/LICENSE.txt new file mode 100644 index 0000000..9ba9791 --- /dev/null +++ b/model/lavis/LICENSE.txt @@ -0,0 +1,14 @@ +BSD 3-Clause License + +Copyright (c) 2022 Salesforce, Inc. +All rights reserved. + +Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. + +3. Neither the name of Salesforce.com nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/model/lavis/__init__.py b/model/lavis/__init__.py new file mode 100644 index 0000000..d7a26d4 --- /dev/null +++ b/model/lavis/__init__.py @@ -0,0 +1,31 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import os +import sys + +from omegaconf import OmegaConf + +from model.lavis.common.registry import registry + +from model.lavis.datasets.builders import * +from model.lavis.models import * +from model.lavis.processors import * +from model.lavis.tasks import * + + +root_dir = os.path.dirname(os.path.abspath(__file__)) +default_cfg = OmegaConf.load(os.path.join(root_dir, "configs/default.yaml")) + +registry.register_path("library_root", root_dir) +repo_root = os.path.join(root_dir, "..") +registry.register_path("repo_root", repo_root) +cache_root = os.path.join(repo_root, default_cfg.env.cache_root) +registry.register_path("cache_root", cache_root) + +registry.register("MAX_INT", sys.maxsize) +registry.register("SPLIT_NAMES", ["train", "val", "test"]) diff --git a/model/lavis/common/config.py b/model/lavis/common/config.py new file mode 100644 index 0000000..a0d4956 --- /dev/null +++ b/model/lavis/common/config.py @@ -0,0 +1,468 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import logging +import json +from typing import Dict + +from omegaconf import OmegaConf +from model.lavis.common.registry import registry + + +class Config: + def __init__(self, args): + self.config = {} + + self.args = args + + # Register the config and configuration for setup + registry.register("configuration", self) + + user_config = self._build_opt_list(self.args.options) + + config = OmegaConf.load(self.args.cfg_path) + + runner_config = self.build_runner_config(config) + model_config = self.build_model_config(config, **user_config) + dataset_config = self.build_dataset_config(config) + + # Validate the user-provided runner configuration + # model and dataset configuration are supposed to be validated by the respective classes + # [TODO] validate the model/dataset configuration + # self._validate_runner_config(runner_config) + + # Override the default configuration with user options. + self.config = OmegaConf.merge( + runner_config, model_config, dataset_config, user_config + ) + + def _validate_runner_config(self, runner_config): + """ + This method validates the configuration, such that + 1) all the user specified options are valid; + 2) no type mismatches between the user specified options and the config. + """ + runner_config_validator = create_runner_config_validator() + runner_config_validator.validate(runner_config) + + def _build_opt_list(self, opts): + opts_dot_list = self._convert_to_dot_list(opts) + return OmegaConf.from_dotlist(opts_dot_list) + + @staticmethod + def build_model_config(config, **kwargs): + model = config.get("model", None) + assert model is not None, "Missing model configuration file." + + model_cls = registry.get_model_class(model.arch) + assert model_cls is not None, f"Model '{model.arch}' has not been registered." + + model_type = kwargs.get("model.model_type", None) + if not model_type: + model_type = model.get("model_type", None) + # else use the model type selected by user. + + assert model_type is not None, "Missing model_type." + + model_config_path = model_cls.default_config_path(model_type=model_type) + + model_config = OmegaConf.create() + # hiararchy override, customized config > default config + model_config = OmegaConf.merge( + model_config, + OmegaConf.load(model_config_path), + {"model": config["model"]}, + ) + + return model_config + + @staticmethod + def build_runner_config(config): + return {"run": config.run} + + @staticmethod + def build_dataset_config(config): + datasets = config.get("datasets", None) + if datasets is None: + raise KeyError( + "Expecting 'datasets' as the root key for dataset configuration." + ) + + dataset_config = OmegaConf.create() + + for dataset_name in datasets: + builder_cls = registry.get_builder_class(dataset_name) + + dataset_config_type = datasets[dataset_name].get("type", "default") + dataset_config_path = builder_cls.default_config_path( + type=dataset_config_type + ) + + # hiararchy override, customized config > default config + dataset_config = OmegaConf.merge( + dataset_config, + OmegaConf.load(dataset_config_path), + {"datasets": {dataset_name: config["datasets"][dataset_name]}}, + ) + + return dataset_config + + def _convert_to_dot_list(self, opts): + if opts is None: + opts = [] + + if len(opts) == 0: + return opts + + has_equal = opts[0].find("=") != -1 + + if has_equal: + return opts + + return [(opt + "=" + value) for opt, value in zip(opts[0::2], opts[1::2])] + + def get_config(self): + return self.config + + @property + def run_cfg(self): + return self.config.run + + @property + def datasets_cfg(self): + return self.config.datasets + + @property + def model_cfg(self): + return self.config.model + + def pretty_print(self): + logging.info("\n===== Running Parameters =====") + logging.info(self._convert_node_to_json(self.config.run)) + + logging.info("\n====== Dataset Attributes ======") + datasets = self.config.datasets + + for dataset in datasets: + if dataset in self.config.datasets: + logging.info(f"\n======== {dataset} =======") + dataset_config = self.config.datasets[dataset] + logging.info(self._convert_node_to_json(dataset_config)) + else: + logging.warning(f"No dataset named '{dataset}' in config. Skipping") + + logging.info(f"\n====== Model Attributes ======") + logging.info(self._convert_node_to_json(self.config.model)) + + def _convert_node_to_json(self, node): + container = OmegaConf.to_container(node, resolve=True) + return json.dumps(container, indent=4, sort_keys=True) + + def to_dict(self): + return OmegaConf.to_container(self.config) + + +def node_to_dict(node): + return OmegaConf.to_container(node) + + +class ConfigValidator: + """ + This is a preliminary implementation to centralize and validate the configuration. + May be altered in the future. + + A helper class to validate configurations from yaml file. + + This serves the following purposes: + 1. Ensure all the options in the yaml are defined, raise error if not. + 2. when type mismatches are found, the validator will raise an error. + 3. a central place to store and display helpful messages for supported configurations. + + """ + + class _Argument: + def __init__(self, name, choices=None, type=None, help=None): + self.name = name + self.val = None + self.choices = choices + self.type = type + self.help = help + + def __str__(self): + s = f"{self.name}={self.val}" + if self.type is not None: + s += f", ({self.type})" + if self.choices is not None: + s += f", choices: {self.choices}" + if self.help is not None: + s += f", ({self.help})" + return s + + def __init__(self, description): + self.description = description + + self.arguments = dict() + + self.parsed_args = None + + def __getitem__(self, key): + assert self.parsed_args is not None, "No arguments parsed yet." + + return self.parsed_args[key] + + def __str__(self) -> str: + return self.format_help() + + def add_argument(self, *args, **kwargs): + """ + Assume the first argument is the name of the argument. + """ + self.arguments[args[0]] = self._Argument(*args, **kwargs) + + def validate(self, config=None): + """ + Convert yaml config (dict-like) to list, required by argparse. + """ + for k, v in config.items(): + assert ( + k in self.arguments + ), f"""{k} is not a valid argument. Support arguments are {self.format_arguments()}.""" + + if self.arguments[k].type is not None: + try: + self.arguments[k].val = self.arguments[k].type(v) + except ValueError: + raise ValueError(f"{k} is not a valid {self.arguments[k].type}.") + + if self.arguments[k].choices is not None: + assert ( + v in self.arguments[k].choices + ), f"""{k} must be one of {self.arguments[k].choices}.""" + + return config + + def format_arguments(self): + return str([f"{k}" for k in sorted(self.arguments.keys())]) + + def format_help(self): + # description + key-value pair string for each argument + help_msg = str(self.description) + return help_msg + ", available arguments: " + self.format_arguments() + + def print_help(self): + # display help message + print(self.format_help()) + + +def create_runner_config_validator(): + validator = ConfigValidator(description="Runner configurations") + + validator.add_argument( + "runner", + type=str, + choices=["runner_base", "runner_iter"], + help="""Runner to use. The "runner_base" uses epoch-based training while iter-based + runner runs based on iters. Default: runner_base""", + ) + # add argumetns for training dataset ratios + validator.add_argument( + "train_dataset_ratios", + type=Dict[str, float], + help="""Ratios of training dataset. This is used in iteration-based runner. + Do not support for epoch-based runner because how to define an epoch becomes tricky. + Default: None""", + ) + validator.add_argument( + "max_iters", + type=float, + help="Maximum number of iterations to run.", + ) + validator.add_argument( + "max_epoch", + type=int, + help="Maximum number of epochs to run.", + ) + # add arguments for iters_per_inner_epoch + validator.add_argument( + "iters_per_inner_epoch", + type=float, + help="Number of iterations per inner epoch. This is required when runner is runner_iter.", + ) + lr_scheds_choices = registry.list_lr_schedulers() + validator.add_argument( + "lr_sched", + type=str, + choices=lr_scheds_choices, + help="Learning rate scheduler to use, from {}".format(lr_scheds_choices), + ) + task_choices = registry.list_tasks() + validator.add_argument( + "task", + type=str, + choices=task_choices, + help="Task to use, from {}".format(task_choices), + ) + # add arguments for init_lr + validator.add_argument( + "init_lr", + type=float, + help="Initial learning rate. This will be the learning rate after warmup and before decay.", + ) + # add arguments for min_lr + validator.add_argument( + "min_lr", + type=float, + help="Minimum learning rate (after decay).", + ) + # add arguments for warmup_lr + validator.add_argument( + "warmup_lr", + type=float, + help="Starting learning rate for warmup.", + ) + # add arguments for learning rate decay rate + validator.add_argument( + "lr_decay_rate", + type=float, + help="Learning rate decay rate. Required if using a decaying learning rate scheduler.", + ) + # add arguments for weight decay + validator.add_argument( + "weight_decay", + type=float, + help="Weight decay rate.", + ) + # add arguments for training batch size + validator.add_argument( + "batch_size_train", + type=int, + help="Training batch size.", + ) + # add arguments for evaluation batch size + validator.add_argument( + "batch_size_eval", + type=int, + help="Evaluation batch size, including validation and testing.", + ) + # add arguments for number of workers for data loading + validator.add_argument( + "num_workers", + help="Number of workers for data loading.", + ) + # add arguments for warm up steps + validator.add_argument( + "warmup_steps", + type=int, + help="Number of warmup steps. Required if a warmup schedule is used.", + ) + # add arguments for random seed + validator.add_argument( + "seed", + type=int, + help="Random seed.", + ) + # add arguments for output directory + validator.add_argument( + "output_dir", + type=str, + help="Output directory to save checkpoints and logs.", + ) + # add arguments for whether only use evaluation + validator.add_argument( + "evaluate", + help="Whether to only evaluate the model. If true, training will not be performed.", + ) + # add arguments for splits used for training, e.g. ["train", "val"] + validator.add_argument( + "train_splits", + type=list, + help="Splits to use for training.", + ) + # add arguments for splits used for validation, e.g. ["val"] + validator.add_argument( + "valid_splits", + type=list, + help="Splits to use for validation. If not provided, will skip the validation.", + ) + # add arguments for splits used for testing, e.g. ["test"] + validator.add_argument( + "test_splits", + type=list, + help="Splits to use for testing. If not provided, will skip the testing.", + ) + # add arguments for accumulating gradient for iterations + validator.add_argument( + "accum_grad_iters", + type=int, + help="Number of iterations to accumulate gradient for.", + ) + + # ====== distributed training ====== + validator.add_argument( + "device", + type=str, + choices=["cpu", "cuda"], + help="Device to use. Support 'cuda' or 'cpu' as for now.", + ) + validator.add_argument( + "world_size", + type=int, + help="Number of processes participating in the job.", + ) + validator.add_argument("dist_url", type=str) + validator.add_argument("distributed", type=bool) + # add arguments to opt using distributed sampler during evaluation or not + validator.add_argument( + "use_dist_eval_sampler", + type=bool, + help="Whether to use distributed sampler during evaluation or not.", + ) + + # ====== task specific ====== + # generation task specific arguments + # add arguments for maximal length of text output + validator.add_argument( + "max_len", + type=int, + help="Maximal length of text output.", + ) + # add arguments for minimal length of text output + validator.add_argument( + "min_len", + type=int, + help="Minimal length of text output.", + ) + # add arguments number of beams + validator.add_argument( + "num_beams", + type=int, + help="Number of beams used for beam search.", + ) + + # vqa task specific arguments + # add arguments for number of answer candidates + validator.add_argument( + "num_ans_candidates", + type=int, + help="""For ALBEF and BLIP, these models first rank answers according to likelihood to select answer candidates.""", + ) + # add arguments for inference method + validator.add_argument( + "inference_method", + type=str, + choices=["genearte", "rank"], + help="""Inference method to use for question answering. If rank, requires a answer list.""", + ) + + # ====== model specific ====== + validator.add_argument( + "k_test", + type=int, + help="Number of top k most similar samples from ITC/VTC selection to be tested.", + ) + + return validator diff --git a/model/lavis/common/dist_utils.py b/model/lavis/common/dist_utils.py new file mode 100644 index 0000000..0345c83 --- /dev/null +++ b/model/lavis/common/dist_utils.py @@ -0,0 +1,138 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import datetime +import functools +import os + +import torch +import torch.distributed as dist +import timm.models.hub as timm_hub + + +def setup_for_distributed(is_master): + """ + This function disables printing when not in master process + """ + import builtins as __builtin__ + + builtin_print = __builtin__.print + + def print(*args, **kwargs): + force = kwargs.pop("force", False) + if is_master or force: + builtin_print(*args, **kwargs) + + __builtin__.print = print + + +def is_dist_avail_and_initialized(): + if not dist.is_available(): + return False + if not dist.is_initialized(): + return False + return True + + +def get_world_size(): + if not is_dist_avail_and_initialized(): + return 1 + return dist.get_world_size() + + +def get_rank(): + if not is_dist_avail_and_initialized(): + return 0 + return dist.get_rank() + + +def is_main_process(): + return get_rank() == 0 + + +def init_distributed_mode(args): + if "RANK" in os.environ and "WORLD_SIZE" in os.environ: + args.rank = int(os.environ["RANK"]) + args.world_size = int(os.environ["WORLD_SIZE"]) + args.gpu = int(os.environ["LOCAL_RANK"]) + elif "SLURM_PROCID" in os.environ: + args.rank = int(os.environ["SLURM_PROCID"]) + args.gpu = args.rank % torch.cuda.device_count() + else: + print("Not using distributed mode") + args.distributed = False + return + + args.dist_url = args.run_cfg.dist_url + args.distributed = True + + torch.cuda.set_device(args.gpu) + args.dist_backend = "nccl" + print( + "| distributed init (rank {}, world {}): {}".format( + args.rank, args.world_size, args.dist_url + ), + flush=True, + ) + torch.distributed.init_process_group( + backend=args.dist_backend, + init_method=args.dist_url, + world_size=args.world_size, + rank=args.rank, + timeout=datetime.timedelta( + days=365 + ), # allow auto-downloading and de-compressing + ) + torch.distributed.barrier() + setup_for_distributed(args.rank == 0) + + +def get_dist_info(): + if torch.__version__ < "1.0": + initialized = dist._initialized + else: + initialized = dist.is_initialized() + if initialized: + rank = dist.get_rank() + world_size = dist.get_world_size() + else: # non-distributed training + rank = 0 + world_size = 1 + return rank, world_size + + +def main_process(func): + @functools.wraps(func) + def wrapper(*args, **kwargs): + rank, _ = get_dist_info() + if rank == 0: + return func(*args, **kwargs) + + return wrapper + + +def download_cached_file(url, check_hash=True, progress=False): + """ + Download a file from a URL and cache it locally. If the file already exists, it is not downloaded again. + If distributed, only the main process downloads the file, and the other processes wait for the file to be downloaded. + """ + + def get_cached_file_path(): + # a hack to sync the file path across processes + parts = torch.hub.urlparse(url) + filename = os.path.basename(parts.path) + cached_file = os.path.join(timm_hub.get_cache_dir(), filename) + + return cached_file + + if is_main_process(): + timm_hub.download_cached_file(url, check_hash, progress) + + if is_dist_avail_and_initialized(): + dist.barrier() + + return get_cached_file_path() diff --git a/model/lavis/common/gradcam.py b/model/lavis/common/gradcam.py new file mode 100644 index 0000000..d53a525 --- /dev/null +++ b/model/lavis/common/gradcam.py @@ -0,0 +1,24 @@ +import numpy as np +from matplotlib import pyplot as plt +from scipy.ndimage import filters +from skimage import transform as skimage_transform + + +def getAttMap(img, attMap, blur=True, overlap=True): + attMap -= attMap.min() + if attMap.max() > 0: + attMap /= attMap.max() + attMap = skimage_transform.resize(attMap, (img.shape[:2]), order=3, mode="constant") + if blur: + attMap = filters.gaussian_filter(attMap, 0.02 * max(img.shape[:2])) + attMap -= attMap.min() + attMap /= attMap.max() + cmap = plt.get_cmap("jet") + attMapV = cmap(attMap) + attMapV = np.delete(attMapV, 3, 2) + if overlap: + attMap = ( + 1 * (1 - attMap**0.7).reshape(attMap.shape + (1,)) * img + + (attMap**0.7).reshape(attMap.shape + (1,)) * attMapV + ) + return attMap diff --git a/model/lavis/common/logger.py b/model/lavis/common/logger.py new file mode 100644 index 0000000..243b8fb --- /dev/null +++ b/model/lavis/common/logger.py @@ -0,0 +1,195 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import datetime +import logging +import time +from collections import defaultdict, deque + +import torch +import torch.distributed as dist + +from model.lavis.common import dist_utils + + +class SmoothedValue(object): + """Track a series of values and provide access to smoothed values over a + window or the global series average. + """ + + def __init__(self, window_size=20, fmt=None): + if fmt is None: + fmt = "{median:.4f} ({global_avg:.4f})" + self.deque = deque(maxlen=window_size) + self.total = 0.0 + self.count = 0 + self.fmt = fmt + + def update(self, value, n=1): + self.deque.append(value) + self.count += n + self.total += value * n + + def synchronize_between_processes(self): + """ + Warning: does not synchronize the deque! + """ + if not dist_utils.is_dist_avail_and_initialized(): + return + t = torch.tensor([self.count, self.total], dtype=torch.float64, device="cuda") + dist.barrier() + dist.all_reduce(t) + t = t.tolist() + self.count = int(t[0]) + self.total = t[1] + + @property + def median(self): + d = torch.tensor(list(self.deque)) + return d.median().item() + + @property + def avg(self): + d = torch.tensor(list(self.deque), dtype=torch.float32) + return d.mean().item() + + @property + def global_avg(self): + return self.total / self.count + + @property + def max(self): + return max(self.deque) + + @property + def value(self): + return self.deque[-1] + + def __str__(self): + return self.fmt.format( + median=self.median, + avg=self.avg, + global_avg=self.global_avg, + max=self.max, + value=self.value, + ) + + +class MetricLogger(object): + def __init__(self, delimiter="\t"): + self.meters = defaultdict(SmoothedValue) + self.delimiter = delimiter + + def update(self, **kwargs): + for k, v in kwargs.items(): + if isinstance(v, torch.Tensor): + v = v.item() + assert isinstance(v, (float, int)) + self.meters[k].update(v) + + def __getattr__(self, attr): + if attr in self.meters: + return self.meters[attr] + if attr in self.__dict__: + return self.__dict__[attr] + raise AttributeError( + "'{}' object has no attribute '{}'".format(type(self).__name__, attr) + ) + + def __str__(self): + loss_str = [] + for name, meter in self.meters.items(): + loss_str.append("{}: {}".format(name, str(meter))) + return self.delimiter.join(loss_str) + + def global_avg(self): + loss_str = [] + for name, meter in self.meters.items(): + loss_str.append("{}: {:.4f}".format(name, meter.global_avg)) + return self.delimiter.join(loss_str) + + def synchronize_between_processes(self): + for meter in self.meters.values(): + meter.synchronize_between_processes() + + def add_meter(self, name, meter): + self.meters[name] = meter + + def log_every(self, iterable, print_freq, header=None): + i = 0 + if not header: + header = "" + start_time = time.time() + end = time.time() + iter_time = SmoothedValue(fmt="{avg:.4f}") + data_time = SmoothedValue(fmt="{avg:.4f}") + space_fmt = ":" + str(len(str(len(iterable)))) + "d" + log_msg = [ + header, + "[{0" + space_fmt + "}/{1}]", + "eta: {eta}", + "{meters}", + "time: {time}", + "data: {data}", + ] + if torch.cuda.is_available(): + log_msg.append("max mem: {memory:.0f}") + log_msg = self.delimiter.join(log_msg) + MB = 1024.0 * 1024.0 + for obj in iterable: + data_time.update(time.time() - end) + yield obj + iter_time.update(time.time() - end) + if i % print_freq == 0 or i == len(iterable) - 1: + eta_seconds = iter_time.global_avg * (len(iterable) - i) + eta_string = str(datetime.timedelta(seconds=int(eta_seconds))) + if torch.cuda.is_available(): + print( + log_msg.format( + i, + len(iterable), + eta=eta_string, + meters=str(self), + time=str(iter_time), + data=str(data_time), + memory=torch.cuda.max_memory_allocated() / MB, + ) + ) + else: + print( + log_msg.format( + i, + len(iterable), + eta=eta_string, + meters=str(self), + time=str(iter_time), + data=str(data_time), + ) + ) + i += 1 + end = time.time() + total_time = time.time() - start_time + total_time_str = str(datetime.timedelta(seconds=int(total_time))) + print( + "{} Total time: {} ({:.4f} s / it)".format( + header, total_time_str, total_time / len(iterable) + ) + ) + + +class AttrDict(dict): + def __init__(self, *args, **kwargs): + super(AttrDict, self).__init__(*args, **kwargs) + self.__dict__ = self + + +def setup_logger(): + logging.basicConfig( + level=logging.INFO if dist_utils.is_main_process() else logging.WARN, + format="%(asctime)s [%(levelname)s] %(message)s", + handlers=[logging.StreamHandler()], + ) diff --git a/model/lavis/common/optims.py b/model/lavis/common/optims.py new file mode 100644 index 0000000..839fb39 --- /dev/null +++ b/model/lavis/common/optims.py @@ -0,0 +1,117 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import math + +from model.lavis.common.registry import registry + + +@registry.register_lr_scheduler("linear_warmup_step_lr") +class LinearWarmupStepLRScheduler: + def __init__( + self, + optimizer, + max_epoch, + min_lr, + init_lr, + decay_rate=1, + warmup_start_lr=-1, + warmup_steps=0, + **kwargs + ): + self.optimizer = optimizer + + self.max_epoch = max_epoch + self.min_lr = min_lr + + self.decay_rate = decay_rate + + self.init_lr = init_lr + self.warmup_steps = warmup_steps + self.warmup_start_lr = warmup_start_lr if warmup_start_lr >= 0 else init_lr + + def step(self, cur_epoch, cur_step): + if cur_epoch == 0: + warmup_lr_schedule( + step=cur_step, + optimizer=self.optimizer, + max_step=self.warmup_steps, + init_lr=self.warmup_start_lr, + max_lr=self.init_lr, + ) + else: + step_lr_schedule( + epoch=cur_epoch, + optimizer=self.optimizer, + init_lr=self.init_lr, + min_lr=self.min_lr, + decay_rate=self.decay_rate, + ) + + +@registry.register_lr_scheduler("linear_warmup_cosine_lr") +class LinearWarmupCosineLRScheduler: + def __init__( + self, + optimizer, + max_epoch, + min_lr, + init_lr, + warmup_steps=0, + warmup_start_lr=-1, + **kwargs + ): + self.optimizer = optimizer + + self.max_epoch = max_epoch + self.min_lr = min_lr + + self.init_lr = init_lr + self.warmup_steps = warmup_steps + self.warmup_start_lr = warmup_start_lr if warmup_start_lr >= 0 else init_lr + + def step(self, cur_epoch, cur_step): + # assuming the warmup iters less than one epoch + if cur_epoch == 0: + warmup_lr_schedule( + step=cur_step, + optimizer=self.optimizer, + max_step=self.warmup_steps, + init_lr=self.warmup_start_lr, + max_lr=self.init_lr, + ) + else: + cosine_lr_schedule( + epoch=cur_epoch, + optimizer=self.optimizer, + max_epoch=self.max_epoch, + init_lr=self.init_lr, + min_lr=self.min_lr, + ) + + +def cosine_lr_schedule(optimizer, epoch, max_epoch, init_lr, min_lr): + """Decay the learning rate""" + lr = (init_lr - min_lr) * 0.5 * ( + 1.0 + math.cos(math.pi * epoch / max_epoch) + ) + min_lr + for param_group in optimizer.param_groups: + param_group["lr"] = lr + + +def warmup_lr_schedule(optimizer, step, max_step, init_lr, max_lr): + """Warmup the learning rate""" + lr = min(max_lr, init_lr + (max_lr - init_lr) * step / max(max_step, 1)) + for param_group in optimizer.param_groups: + param_group["lr"] = lr + + +def step_lr_schedule(optimizer, epoch, init_lr, min_lr, decay_rate): + """Decay the learning rate""" + lr = max(min_lr, init_lr * (decay_rate**epoch)) + for param_group in optimizer.param_groups: + param_group["lr"] = lr diff --git a/model/lavis/common/registry.py b/model/lavis/common/registry.py new file mode 100644 index 0000000..f4e3f09 --- /dev/null +++ b/model/lavis/common/registry.py @@ -0,0 +1,329 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + + +class Registry: + mapping = { + "builder_name_mapping": {}, + "task_name_mapping": {}, + "processor_name_mapping": {}, + "model_name_mapping": {}, + "lr_scheduler_name_mapping": {}, + "runner_name_mapping": {}, + "state": {}, + "paths": {}, + } + + @classmethod + def register_builder(cls, name): + r"""Register a dataset builder to registry with key 'name' + + Args: + name: Key with which the builder will be registered. + + Usage: + + from lavis.common.registry import registry + from lavis.datasets.base_dataset_builder import BaseDatasetBuilder + """ + + def wrap(builder_cls): + from model.lavis.datasets.builders.base_dataset_builder import BaseDatasetBuilder + + assert issubclass( + builder_cls, BaseDatasetBuilder + ), "All builders must inherit BaseDatasetBuilder class, found {}".format( + builder_cls + ) + if name in cls.mapping["builder_name_mapping"]: + raise KeyError( + "Name '{}' already registered for {}.".format( + name, cls.mapping["builder_name_mapping"][name] + ) + ) + cls.mapping["builder_name_mapping"][name] = builder_cls + return builder_cls + + return wrap + + @classmethod + def register_task(cls, name): + r"""Register a task to registry with key 'name' + + Args: + name: Key with which the task will be registered. + + Usage: + + from lavis.common.registry import registry + """ + + def wrap(task_cls): + from model.lavis.tasks.base_task import BaseTask + + assert issubclass( + task_cls, BaseTask + ), "All tasks must inherit BaseTask class" + if name in cls.mapping["task_name_mapping"]: + raise KeyError( + "Name '{}' already registered for {}.".format( + name, cls.mapping["task_name_mapping"][name] + ) + ) + cls.mapping["task_name_mapping"][name] = task_cls + return task_cls + + return wrap + + @classmethod + def register_model(cls, name): + r"""Register a task to registry with key 'name' + + Args: + name: Key with which the task will be registered. + + Usage: + + from lavis.common.registry import registry + """ + + def wrap(model_cls): + from model.lavis.models import BaseModel + + assert issubclass( + model_cls, BaseModel + ), "All models must inherit BaseModel class" + if name in cls.mapping["model_name_mapping"]: + raise KeyError( + "Name '{}' already registered for {}.".format( + name, cls.mapping["model_name_mapping"][name] + ) + ) + cls.mapping["model_name_mapping"][name] = model_cls + return model_cls + + return wrap + + @classmethod + def register_processor(cls, name): + r"""Register a processor to registry with key 'name' + + Args: + name: Key with which the task will be registered. + + Usage: + + from lavis.common.registry import registry + """ + + def wrap(processor_cls): + from model.lavis.processors import BaseProcessor + + assert issubclass( + processor_cls, BaseProcessor + ), "All processors must inherit BaseProcessor class" + if name in cls.mapping["processor_name_mapping"]: + raise KeyError( + "Name '{}' already registered for {}.".format( + name, cls.mapping["processor_name_mapping"][name] + ) + ) + cls.mapping["processor_name_mapping"][name] = processor_cls + return processor_cls + + return wrap + + @classmethod + def register_lr_scheduler(cls, name): + r"""Register a model to registry with key 'name' + + Args: + name: Key with which the task will be registered. + + Usage: + + from lavis.common.registry import registry + """ + + def wrap(lr_sched_cls): + if name in cls.mapping["lr_scheduler_name_mapping"]: + raise KeyError( + "Name '{}' already registered for {}.".format( + name, cls.mapping["lr_scheduler_name_mapping"][name] + ) + ) + cls.mapping["lr_scheduler_name_mapping"][name] = lr_sched_cls + return lr_sched_cls + + return wrap + + @classmethod + def register_runner(cls, name): + r"""Register a model to registry with key 'name' + + Args: + name: Key with which the task will be registered. + + Usage: + + from lavis.common.registry import registry + """ + + def wrap(runner_cls): + if name in cls.mapping["runner_name_mapping"]: + raise KeyError( + "Name '{}' already registered for {}.".format( + name, cls.mapping["runner_name_mapping"][name] + ) + ) + cls.mapping["runner_name_mapping"][name] = runner_cls + return runner_cls + + return wrap + + @classmethod + def register_path(cls, name, path): + r"""Register a path to registry with key 'name' + + Args: + name: Key with which the path will be registered. + + Usage: + + from lavis.common.registry import registry + """ + assert isinstance(path, str), "All path must be str." + if name in cls.mapping["paths"]: + raise KeyError("Name '{}' already registered.".format(name)) + cls.mapping["paths"][name] = path + + @classmethod + def register(cls, name, obj): + r"""Register an item to registry with key 'name' + + Args: + name: Key with which the item will be registered. + + Usage:: + + from lavis.common.registry import registry + + registry.register("config", {}) + """ + path = name.split(".") + current = cls.mapping["state"] + + for part in path[:-1]: + if part not in current: + current[part] = {} + current = current[part] + + current[path[-1]] = obj + + # @classmethod + # def get_trainer_class(cls, name): + # return cls.mapping["trainer_name_mapping"].get(name, None) + + @classmethod + def get_builder_class(cls, name): + return cls.mapping["builder_name_mapping"].get(name, None) + + @classmethod + def get_model_class(cls, name): + return cls.mapping["model_name_mapping"].get(name, None) + + @classmethod + def get_task_class(cls, name): + return cls.mapping["task_name_mapping"].get(name, None) + + @classmethod + def get_processor_class(cls, name): + return cls.mapping["processor_name_mapping"].get(name, None) + + @classmethod + def get_lr_scheduler_class(cls, name): + return cls.mapping["lr_scheduler_name_mapping"].get(name, None) + + @classmethod + def get_runner_class(cls, name): + return cls.mapping["runner_name_mapping"].get(name, None) + + @classmethod + def list_runners(cls): + return sorted(cls.mapping["runner_name_mapping"].keys()) + + @classmethod + def list_models(cls): + return sorted(cls.mapping["model_name_mapping"].keys()) + + @classmethod + def list_tasks(cls): + return sorted(cls.mapping["task_name_mapping"].keys()) + + @classmethod + def list_processors(cls): + return sorted(cls.mapping["processor_name_mapping"].keys()) + + @classmethod + def list_lr_schedulers(cls): + return sorted(cls.mapping["lr_scheduler_name_mapping"].keys()) + + @classmethod + def list_datasets(cls): + return sorted(cls.mapping["builder_name_mapping"].keys()) + + @classmethod + def get_path(cls, name): + return cls.mapping["paths"].get(name, None) + + @classmethod + def get(cls, name, default=None, no_warning=False): + r"""Get an item from registry with key 'name' + + Args: + name (string): Key whose value needs to be retrieved. + default: If passed and key is not in registry, default value will + be returned with a warning. Default: None + no_warning (bool): If passed as True, warning when key doesn't exist + will not be generated. Useful for MMF's + internal operations. Default: False + """ + original_name = name + name = name.split(".") + value = cls.mapping["state"] + for subname in name: + value = value.get(subname, default) + if value is default: + break + + if ( + "writer" in cls.mapping["state"] + and value == default + and no_warning is False + ): + cls.mapping["state"]["writer"].warning( + "Key {} is not present in registry, returning default value " + "of {}".format(original_name, default) + ) + return value + + @classmethod + def unregister(cls, name): + r"""Remove an item from registry with key 'name' + + Args: + name: Key which needs to be removed. + Usage:: + + from mmf.common.registry import registry + + config = registry.unregister("config") + """ + return cls.mapping["state"].pop(name, None) + + +registry = Registry() diff --git a/model/lavis/common/utils.py b/model/lavis/common/utils.py new file mode 100644 index 0000000..4c385be --- /dev/null +++ b/model/lavis/common/utils.py @@ -0,0 +1,424 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import io +import json +import logging +import os +import pickle +import re +import shutil +import urllib +import urllib.error +import urllib.request +from typing import Optional +from urllib.parse import urlparse + +import numpy as np +import pandas as pd +import yaml +from iopath.common.download import download +from iopath.common.file_io import file_lock, g_pathmgr +from model.lavis.common.registry import registry +from torch.utils.model_zoo import tqdm +from torchvision.datasets.utils import ( + check_integrity, + download_file_from_google_drive, + extract_archive, +) + + +def now(): + from datetime import datetime + + return datetime.now().strftime("%Y%m%d%H%M")[:-1] + + +def is_url(url_or_filename): + parsed = urlparse(url_or_filename) + return parsed.scheme in ("http", "https") + + +def get_cache_path(rel_path): + return os.path.expanduser(os.path.join(registry.get_path("cache_root"), rel_path)) + + +def get_abs_path(rel_path): + return os.path.join(registry.get_path("library_root"), rel_path) + + +def load_json(filename): + with open(filename, "r") as f: + return json.load(f) + + +# The following are adapted from torchvision and vissl +# torchvision: https://github.com/pytorch/vision +# vissl: https://github.com/facebookresearch/vissl/blob/main/vissl/utils/download.py + + +def makedir(dir_path): + """ + Create the directory if it does not exist. + """ + is_success = False + try: + if not g_pathmgr.exists(dir_path): + g_pathmgr.mkdirs(dir_path) + is_success = True + except BaseException: + print(f"Error creating directory: {dir_path}") + return is_success + + +def get_redirected_url(url: str): + """ + Given a URL, returns the URL it redirects to or the + original URL in case of no indirection + """ + import requests + + with requests.Session() as session: + with session.get(url, stream=True, allow_redirects=True) as response: + if response.history: + return response.url + else: + return url + + +def to_google_drive_download_url(view_url: str) -> str: + """ + Utility function to transform a view URL of google drive + to a download URL for google drive + Example input: + https://drive.google.com/file/d/137RyRjvTBkBiIfeYBNZBtViDHQ6_Ewsp/view + Example output: + https://drive.google.com/uc?export=download&id=137RyRjvTBkBiIfeYBNZBtViDHQ6_Ewsp + """ + splits = view_url.split("/") + assert splits[-1] == "view" + file_id = splits[-2] + return f"https://drive.google.com/uc?export=download&id={file_id}" + + +def download_google_drive_url(url: str, output_path: str, output_file_name: str): + """ + Download a file from google drive + Downloading an URL from google drive requires confirmation when + the file of the size is too big (google drive notifies that + anti-viral checks cannot be performed on such files) + """ + import requests + + with requests.Session() as session: + + # First get the confirmation token and append it to the URL + with session.get(url, stream=True, allow_redirects=True) as response: + for k, v in response.cookies.items(): + if k.startswith("download_warning"): + url = url + "&confirm=" + v + + # Then download the content of the file + with session.get(url, stream=True, verify=True) as response: + makedir(output_path) + path = os.path.join(output_path, output_file_name) + total_size = int(response.headers.get("Content-length", 0)) + with open(path, "wb") as file: + from tqdm import tqdm + + with tqdm(total=total_size) as progress_bar: + for block in response.iter_content( + chunk_size=io.DEFAULT_BUFFER_SIZE + ): + file.write(block) + progress_bar.update(len(block)) + + +def _get_google_drive_file_id(url: str) -> Optional[str]: + parts = urlparse(url) + + if re.match(r"(drive|docs)[.]google[.]com", parts.netloc) is None: + return None + + match = re.match(r"/file/d/(?P[^/]*)", parts.path) + if match is None: + return None + + return match.group("id") + + +def _urlretrieve(url: str, filename: str, chunk_size: int = 1024) -> None: + with open(filename, "wb") as fh: + with urllib.request.urlopen( + urllib.request.Request(url, headers={"User-Agent": "vissl"}) + ) as response: + with tqdm(total=response.length) as pbar: + for chunk in iter(lambda: response.read(chunk_size), ""): + if not chunk: + break + pbar.update(chunk_size) + fh.write(chunk) + + +def download_url( + url: str, + root: str, + filename: Optional[str] = None, + md5: Optional[str] = None, +) -> None: + """Download a file from a url and place it in root. + Args: + url (str): URL to download file from + root (str): Directory to place downloaded file in + filename (str, optional): Name to save the file under. + If None, use the basename of the URL. + md5 (str, optional): MD5 checksum of the download. If None, do not check + """ + root = os.path.expanduser(root) + if not filename: + filename = os.path.basename(url) + fpath = os.path.join(root, filename) + + makedir(root) + + # check if file is already present locally + if check_integrity(fpath, md5): + print("Using downloaded and verified file: " + fpath) + return + + # expand redirect chain if needed + url = get_redirected_url(url) + + # check if file is located on Google Drive + file_id = _get_google_drive_file_id(url) + if file_id is not None: + return download_file_from_google_drive(file_id, root, filename, md5) + + # download the file + try: + print("Downloading " + url + " to " + fpath) + _urlretrieve(url, fpath) + except (urllib.error.URLError, IOError) as e: # type: ignore[attr-defined] + if url[:5] == "https": + url = url.replace("https:", "http:") + print( + "Failed download. Trying https -> http instead." + " Downloading " + url + " to " + fpath + ) + _urlretrieve(url, fpath) + else: + raise e + + # check integrity of downloaded file + if not check_integrity(fpath, md5): + raise RuntimeError("File not found or corrupted.") + + +def download_and_extract_archive( + url: str, + download_root: str, + extract_root: Optional[str] = None, + filename: Optional[str] = None, + md5: Optional[str] = None, + remove_finished: bool = False, +) -> None: + download_root = os.path.expanduser(download_root) + if extract_root is None: + extract_root = download_root + if not filename: + filename = os.path.basename(url) + + download_url(url, download_root, filename, md5) + + archive = os.path.join(download_root, filename) + print("Extracting {} to {}".format(archive, extract_root)) + extract_archive(archive, extract_root, remove_finished) + + +def cache_url(url: str, cache_dir: str) -> str: + """ + This implementation downloads the remote resource and caches it locally. + The resource will only be downloaded if not previously requested. + """ + parsed_url = urlparse(url) + dirname = os.path.join(cache_dir, os.path.dirname(parsed_url.path.lstrip("/"))) + makedir(dirname) + filename = url.split("/")[-1] + cached = os.path.join(dirname, filename) + with file_lock(cached): + if not os.path.isfile(cached): + logging.info(f"Downloading {url} to {cached} ...") + cached = download(url, dirname, filename=filename) + logging.info(f"URL {url} cached in {cached}") + return cached + + +# TODO (prigoyal): convert this into RAII-style API +def create_file_symlink(file1, file2): + """ + Simply create the symlinks for a given file1 to file2. + Useful during model checkpointing to symlinks to the + latest successful checkpoint. + """ + try: + if g_pathmgr.exists(file2): + g_pathmgr.rm(file2) + g_pathmgr.symlink(file1, file2) + except Exception as e: + logging.info(f"Could NOT create symlink. Error: {e}") + + +def save_file(data, filename, append_to_json=True, verbose=True): + """ + Common i/o utility to handle saving data to various file formats. + Supported: + .pkl, .pickle, .npy, .json + Specifically for .json, users have the option to either append (default) + or rewrite by passing in Boolean value to append_to_json. + """ + if verbose: + logging.info(f"Saving data to file: {filename}") + file_ext = os.path.splitext(filename)[1] + if file_ext in [".pkl", ".pickle"]: + with g_pathmgr.open(filename, "wb") as fopen: + pickle.dump(data, fopen, pickle.HIGHEST_PROTOCOL) + elif file_ext == ".npy": + with g_pathmgr.open(filename, "wb") as fopen: + np.save(fopen, data) + elif file_ext == ".json": + if append_to_json: + with g_pathmgr.open(filename, "a") as fopen: + fopen.write(json.dumps(data, sort_keys=True) + "\n") + fopen.flush() + else: + with g_pathmgr.open(filename, "w") as fopen: + fopen.write(json.dumps(data, sort_keys=True) + "\n") + fopen.flush() + elif file_ext == ".yaml": + with g_pathmgr.open(filename, "w") as fopen: + dump = yaml.dump(data) + fopen.write(dump) + fopen.flush() + else: + raise Exception(f"Saving {file_ext} is not supported yet") + + if verbose: + logging.info(f"Saved data to file: {filename}") + + +def load_file(filename, mmap_mode=None, verbose=True, allow_pickle=False): + """ + Common i/o utility to handle loading data from various file formats. + Supported: + .pkl, .pickle, .npy, .json + For the npy files, we support reading the files in mmap_mode. + If the mmap_mode of reading is not successful, we load data without the + mmap_mode. + """ + if verbose: + logging.info(f"Loading data from file: {filename}") + + file_ext = os.path.splitext(filename)[1] + if file_ext == ".txt": + with g_pathmgr.open(filename, "r") as fopen: + data = fopen.readlines() + elif file_ext in [".pkl", ".pickle"]: + with g_pathmgr.open(filename, "rb") as fopen: + data = pickle.load(fopen, encoding="latin1") + elif file_ext == ".npy": + if mmap_mode: + try: + with g_pathmgr.open(filename, "rb") as fopen: + data = np.load( + fopen, + allow_pickle=allow_pickle, + encoding="latin1", + mmap_mode=mmap_mode, + ) + except ValueError as e: + logging.info( + f"Could not mmap {filename}: {e}. Trying without g_pathmgr" + ) + data = np.load( + filename, + allow_pickle=allow_pickle, + encoding="latin1", + mmap_mode=mmap_mode, + ) + logging.info("Successfully loaded without g_pathmgr") + except Exception: + logging.info("Could not mmap without g_pathmgr. Trying without mmap") + with g_pathmgr.open(filename, "rb") as fopen: + data = np.load(fopen, allow_pickle=allow_pickle, encoding="latin1") + else: + with g_pathmgr.open(filename, "rb") as fopen: + data = np.load(fopen, allow_pickle=allow_pickle, encoding="latin1") + elif file_ext == ".json": + with g_pathmgr.open(filename, "r") as fopen: + data = json.load(fopen) + elif file_ext == ".yaml": + with g_pathmgr.open(filename, "r") as fopen: + data = yaml.load(fopen, Loader=yaml.FullLoader) + elif file_ext == ".csv": + with g_pathmgr.open(filename, "r") as fopen: + data = pd.read_csv(fopen) + else: + raise Exception(f"Reading from {file_ext} is not supported yet") + return data + + +def abspath(resource_path: str): + """ + Make a path absolute, but take into account prefixes like + "http://" or "manifold://" + """ + regex = re.compile(r"^\w+://") + if regex.match(resource_path) is None: + return os.path.abspath(resource_path) + else: + return resource_path + + +def makedir(dir_path): + """ + Create the directory if it does not exist. + """ + is_success = False + try: + if not g_pathmgr.exists(dir_path): + g_pathmgr.mkdirs(dir_path) + is_success = True + except BaseException: + logging.info(f"Error creating directory: {dir_path}") + return is_success + + +def is_url(input_url): + """ + Check if an input string is a url. look for http(s):// and ignoring the case + """ + is_url = re.match(r"^(?:http)s?://", input_url, re.IGNORECASE) is not None + return is_url + + +def cleanup_dir(dir): + """ + Utility for deleting a directory. Useful for cleaning the storage space + that contains various training artifacts like checkpoints, data etc. + """ + if os.path.exists(dir): + logging.info(f"Deleting directory: {dir}") + shutil.rmtree(dir) + logging.info(f"Deleted contents of directory: {dir}") + + +def get_file_size(filename): + """ + Given a file, get the size of file in MB + """ + size_in_mb = os.path.getsize(filename) / float(1024**2) + return size_in_mb diff --git a/model/lavis/configs/default.yaml b/model/lavis/configs/default.yaml new file mode 100644 index 0000000..f58d32e --- /dev/null +++ b/model/lavis/configs/default.yaml @@ -0,0 +1,10 @@ + # Copyright (c) 2022, salesforce.com, inc. + # All rights reserved. + # SPDX-License-Identifier: BSD-3-Clause + # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause + +env: + # For default users + # cache_root: "cache" + # For internal use with persistent storage + cache_root: "/export/home/.cache/lavis" diff --git a/model/lavis/configs/models/blip2/blip2_instruct_vicuna7b.yaml b/model/lavis/configs/models/blip2/blip2_instruct_vicuna7b.yaml new file mode 100644 index 0000000..bd81566 --- /dev/null +++ b/model/lavis/configs/models/blip2/blip2_instruct_vicuna7b.yaml @@ -0,0 +1,43 @@ + # Copyright (c) 2022, salesforce.com, inc. + # All rights reserved. + # SPDX-License-Identifier: BSD-3-Clause + # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause + +model: + arch: instruct_vicuna7b + load_finetuned: False + load_pretrained: False + + pretrained: "outputs/stage1_pt_instruct_blip_origlr_img448/checkpoint_4.pth"#"https://storage.googleapis.com/sfr-vision-language-research/LAVIS/models/InstructBLIP/instruct_blip_vicuna7b_trimmed.pth" + finetuned: "" + + # vit encoder + image_size: 448 + drop_path_rate: 0 + use_grad_checkpoint: False + vit_precision: "fp16" + freeze_vit: True + + # Q-Former + num_query_token: 32 + + # path to Vicuna checkpoint + llm_model: "./llm/vicuna-7b" + + # generation configs + prompt: "" + + +preprocess: + vis_processor: + train: + name: "blip2_image_train" + image_size: 448 + eval: + name: "blip_image_eval" + image_size: 448 + text_processor: + train: + name: "blip_caption" + eval: + name: "blip_caption" diff --git a/model/lavis/configs/models/blip2/blip2_pretrain.yaml b/model/lavis/configs/models/blip2/blip2_pretrain.yaml new file mode 100644 index 0000000..126025e --- /dev/null +++ b/model/lavis/configs/models/blip2/blip2_pretrain.yaml @@ -0,0 +1,36 @@ + # Copyright (c) 2022, salesforce.com, inc. + # All rights reserved. + # SPDX-License-Identifier: BSD-3-Clause + # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause + +model: + arch: pretrain + load_finetuned: False + + pretrained: "https://storage.googleapis.com/sfr-vision-language-research/LAVIS/models/BLIP2/blip2_pretrained.pth" + finetuned: "" + + # vit encoder + image_size: 224 + drop_path_rate: 0 + use_grad_checkpoint: False + vit_precision: "fp16" + freeze_vit: True + + # Q-Former + num_query_token: 32 + + +preprocess: + vis_processor: + train: + name: "blip_image_train" + image_size: 224 + eval: + name: "blip_image_eval" + image_size: 224 + text_processor: + train: + name: "blip_caption" + eval: + name: "blip_caption" diff --git a/model/lavis/data/ReportDataset.py b/model/lavis/data/ReportDataset.py new file mode 100644 index 0000000..e361981 --- /dev/null +++ b/model/lavis/data/ReportDataset.py @@ -0,0 +1,456 @@ +import dataclasses +import json +import os +import re +import time +from enum import Enum, auto +from pathlib import Path +from typing import List, Any + +from local_config import PATH_TO_MIMIC_CXR + +# set java path +os.environ["JAVA_HOME"] = "/home/guests/chantal_pellegrini/java/jre1.8.0_361" +os.environ["PATH"] = "/home/guests/chantal_pellegrini/java/jre1.8.0_361/bin:" + os.environ["PATH"] +os.environ['GRADIO_TEMP_DIR'] = os.path.join(os.getcwd(), "gradio_tmp") + +import numpy as np +import pandas as pd +import torch +from PIL import Image +from nltk import word_tokenize +from omegaconf import OmegaConf +from pycocoevalcap.bleu.bleu import Bleu +from pycocoevalcap.meteor.meteor import Meteor +from pycocoevalcap.rouge.rouge import Rouge +from skimage import io +from sklearn.metrics import classification_report, accuracy_score +from torchvision.transforms import Compose, Resize, ToTensor, CenterCrop, transforms + +from model.lavis.processors import BaseProcessor +from model.lavis.common.registry import registry +from model.lavis.datasets.builders.base_dataset_builder import BaseDatasetBuilder +from model.lavis.datasets.datasets.base_dataset import BaseDataset +from model.lavis.datasets.datasets.caption_datasets import __DisplMixin + + +@registry.register_processor("my_blip_caption") +class MyBlipCaptionProcessor(BaseProcessor): + def __init__(self, prompt="", max_words=50): + self.prompt = prompt + self.max_words = max_words + + def __call__(self, caption): + caption = self.prompt + self.pre_caption(caption) + + return caption + + @classmethod + def from_config(cls, cfg=None): + if cfg is None: + cfg = OmegaConf.create() + + prompt = cfg.get("prompt", "") + max_words = cfg.get("max_words", 50) + + return cls(prompt=prompt, max_words=max_words) + + def pre_caption(self, caption): + caption = re.sub( + r"([!\"()*#;~])", + " ", + caption, + ) + caption = re.sub( + r"\s{2,}", + " ", + caption, + ) + caption = caption.rstrip("\n") + caption = caption.strip(" ") + + # truncate caption + caption_words = caption.split(" ") + if len(caption_words) > self.max_words: + caption = " ".join(caption_words[: self.max_words]) + + return caption + + +class ExpandChannels: + """ + Transforms an image with one channel to an image with three channels by copying + pixel intensities of the image along the 1st dimension. + """ + + def __call__(self, data: torch.Tensor) -> torch.Tensor: + """ + :param data: Tensor of shape [1, H, W]. + :return: Tensor with channel copied three times, shape [3, H, W]. + """ + if data.shape[0] != 1: + raise ValueError(f"Expected input of shape [1, H, W], found {data.shape}") + return torch.repeat_interleave(data, 3, dim=0) + + +def create_chest_xray_transform_for_inference(resize: int, center_crop_size: int) -> Compose: + """ + Defines the image transformation pipeline for Chest-Xray datasets. + + :param resize: The size to resize the image to. Linear resampling is used. + Resizing is applied on the axis with smaller shape. + :param center_crop_size: The size to center crop the image to. Square crop is applied. + """ + + transforms = [Resize(resize), CenterCrop(center_crop_size), ToTensor(), ExpandChannels()] + return Compose(transforms) + +class SeparatorStyle(Enum): + """Different separator style.""" + SINGLE = auto() + TWO = auto() + + +@dataclasses.dataclass +class Conversation: + """A class that keeps all conversation history.""" + system: str + roles: List[str] + messages: List[List[str]] + offset: int + sep_style: SeparatorStyle = SeparatorStyle.SINGLE + sep: str = "###" + sep2: str = None + + # Used for gradio server + skip_next: bool = False + conv_id: Any = None + + def get_prompt(self): + if self.sep_style == SeparatorStyle.SINGLE: + ret = self.system + for role, message in self.messages: + if message: + ret += self.sep + " " + role + ": " + message + else: + ret += self.sep + " " + role + ":" + return ret + elif self.sep_style == SeparatorStyle.TWO: + seps = [self.sep, self.sep2] + ret = self.system + seps[0] + for i, (role, message) in enumerate(self.messages): + if message: + ret += role + ": " + message + seps[i % 2] + else: + ret += role + ":" + return ret + else: + raise ValueError(f"Invalid style: {self.sep_style}") + + def append_message(self, role, message): + self.messages.append([role, message]) + + def to_gradio_chatbot(self): + ret = [] + for i, (role, msg) in enumerate(self.messages[self.offset:]): + if i % 2 == 0: + ret.append([msg, None]) + else: + ret[-1][-1] = msg + return ret + + def copy(self): + return Conversation( + system=self.system, + roles=self.roles, + messages=[[x, y] for x, y in self.messages], + offset=self.offset, + sep_style=self.sep_style, + sep=self.sep, + sep2=self.sep2, + conv_id=self.conv_id) + + def dict(self): + return { + "system": self.system, + "roles": self.roles, + "messages": self.messages, + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + "conv_id": self.conv_id, + } + +class MyReportProcessor(): + def __init__(self, prompt="", max_words=50, prompt_neg=""): + self.prompt = prompt + self.max_words = max_words + self.prompt_neg = prompt_neg + + def __call__(self, findings, no_labels=False): + prompt = self.prompt + + if no_labels: + findings = "no common findings" # cannot write which findings as we don't no them + prompt = prompt.format(findings=findings) + + return prompt + + @classmethod + def from_config(cls, cfg=None): + if cfg is None: + cfg = OmegaConf.create() + + prompt = cfg.get("prompt", "") + max_words = cfg.get("max_words", 50) + + return cls(prompt=prompt, max_words=max_words) + + +class MIMIC_CXR_Dataset(BaseDataset, __DisplMixin): + def __init__(self, vis_processor, text_processor, vis_root, split, cfg, ann_paths=[], truncate=None): + """ + vis_root (string): Root directory of images (e.g. coco/images/) + ann_root (string): directory to store the annotation file + """ + super().__init__(vis_processor, text_processor, vis_root, ann_paths) + + # load csv file + self.split = pd.read_csv(f'{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0/mimic-cxr-2.0.0-split.csv') + self.cur_split = split + self.reports = pd.read_csv('mimic-cxr/reports_processed/mimic_cxr_sectioned.csv') + # drop reports where findings are nan + self.reports = self.reports.dropna(subset=['findings']) + + self.use_pred_labels = True + + self.chexpert = pd.read_csv(f'data/data_files/finding_chexbert_labels.csv') + self.chexpert_cols = ["No Finding", "Enlarged Cardiomediastinum", + "Cardiomegaly", "Lung Opacity", + "Lung Lesion", "Edema", + "Consolidation", "Pneumonia", + "Atelectasis", "Pneumothorax", + "Pleural Effusion", "Pleural Other", + "Fracture", "Support Devices"] + + self.custom_epochs_per_epoch = 2 if split == 'train' and cfg.run_cfg.task != "image_text_pretrain_eval" and truncate==None else 1 + self.current_custom_epoch = 0 + self.vit_model = cfg.model_cfg['vit_model'] + self.img_size = cfg.datasets_cfg.mimic_cxr.vis_processor.train.image_size # should be 224 for coco models, 448 for biovil models + if self.vit_model == 'biovil': + self.vis_transforms = create_chest_xray_transform_for_inference(512, center_crop_size=self.img_size) + if split == 'train': + self.vis_augs = transforms.Compose([transforms.RandomAffine(degrees=30, shear=15), + transforms.ColorJitter(brightness=0.2, contrast=0.2)]) + + self.img_ids = {img_id: i for i, img_id in enumerate(self.reports['dicom_id'])} + self.id_to_dicom = {v: k for k, v in self.img_ids.items()} + self.split_ids = set(self.split.loc[self.split['split'] == split]['dicom_id']) + + # get all dicom_ids where "split" is split + self.annotation = self.reports.loc[self.reports['dicom_id'].isin(self.split_ids)] + if truncate is not None: + self.annotation = self.annotation[:truncate] + + self.annotation['findings'] = self.annotation['findings'].apply(lambda x: x.replace('\n', '')) + + # Extract patient_id from Img_Folder (3rd part) and study_id is the name of the notefile without the pre-pending 's' + self.annotation['subject_id'] = self.annotation['Img_Folder'].apply(lambda x: int(x.split('/')[2].lstrip('p'))) + self.annotation['study_id'] = self.annotation['Note_file'].apply(lambda x: int(x.lstrip('s').rstrip('.txt'))) + + # Merge chexpert labels with annotation dataframe + self.annotation = pd.merge(self.annotation, self.chexpert, how='left', left_on=['dicom_id'], right_on=['dicom_id']) + + + add_findings_in_prompt = cfg.run_cfg.get("add_findings_in_prompt", False) + self.prompt = cfg.datasets_cfg.mimic_cxr.text_processor.train.prompt if split == 'train' \ + else cfg.datasets_cfg.mimic_cxr.text_processor.eval.prompt + + self.text_processor = MyReportProcessor( + prompt=self.prompt, max_words=1000) + + self.evaluator = MIMICEvalCap(self.annotation, self.img_ids) + + def set_custom_epoch(self, custom_epoch): + self.current_custom_epoch = custom_epoch + + def remap_to_uint8(self, array: np.ndarray, percentiles=None) -> np.ndarray: + """Remap values in input so the output range is :math:`[0, 255]`. + + Percentiles can be used to specify the range of values to remap. + This is useful to discard outliers in the input data. + + :param array: Input array. + :param percentiles: Percentiles of the input values that will be mapped to ``0`` and ``255``. + Passing ``None`` is equivalent to using percentiles ``(0, 100)`` (but faster). + :returns: Array with ``0`` and ``255`` as minimum and maximum values. + """ + array = array.astype(float) + if percentiles is not None: + len_percentiles = len(percentiles) + if len_percentiles != 2: + message = ( + 'The value for percentiles should be a sequence of length 2,' + f' but has length {len_percentiles}' + ) + raise ValueError(message) + a, b = percentiles + if a >= b: + raise ValueError(f'Percentiles must be in ascending order, but a sequence "{percentiles}" was passed') + if a < 0 or b > 100: + raise ValueError(f'Percentiles must be in the range [0, 100], but a sequence "{percentiles}" was passed') + cutoff: np.ndarray = np.percentile(array, percentiles) + array = np.clip(array, *cutoff) + array -= array.min() + array /= array.max() + array *= 255 + return array.astype(np.uint8) + + def load_image(self, path) -> Image.Image: + """Load an image from disk. + + The image values are remapped to :math:`[0, 255]` and cast to 8-bit unsigned integers. + + :param path: Path to image. + :returns: Image as ``Pillow`` ``Image``. + """ + # Although ITK supports JPEG and PNG, we use Pillow for consistency with older trained models + if path.suffix in [".jpg", ".jpeg", ".png"]: + image = io.imread(path) + else: + raise ValueError(f"Image type not supported, filename was: {path}") + + image = self.remap_to_uint8(image) + return Image.fromarray(image).convert("L") + + + def __getitem__(self, index): + subset_size = len(self.annotation) // self.custom_epochs_per_epoch + start_index = self.current_custom_epoch * subset_size + actual_index = start_index + index + + ann = self.annotation.iloc[actual_index] + + image_path = os.path.join(self.vis_root, ann["Img_Folder"], ann["Img_Filename"]) + if self.vit_model == "biovil": # old version worked with smaller img and without biovil img processing + image = self.load_image(Path(image_path)) + image = self.vis_transforms(image) + + caption = ann["findings"].strip() + input_text = self.text_processor(findings=None, no_findings=False) + + conv = Conversation( + system="A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. " + "The assistant gives professional, detailed, and polite answers to the user's questions.", + roles=["USER", "ASSISTANT"], + messages=[], + offset=0, + sep_style=SeparatorStyle.TWO, + sep=" ", + sep2="", + ) + conv.append_message(conv.roles[0], input_text) + conv.append_message(conv.roles[1], None) + prompt = conv.get_prompt() + + if "" in prompt: + before_img, after_img = prompt.split("") + prompt = (before_img, after_img) + + + return { + "image": image, + "text_input": prompt, + "text_output": caption, + "image_id": self.img_ids[ann["dicom_id"]], + # "index": index, + # "string_index": str(index) + } + + def __len__(self): + return len(self.annotation) // self.custom_epochs_per_epoch + + +@registry.register_builder("mimic_cxr") +class MIMIC_CXR_Builder(BaseDatasetBuilder): + train_dataset_cls = MIMIC_CXR_Dataset + eval_dataset_cls = MIMIC_CXR_Dataset + + DATASET_CONFIG_DICT = { + "default": "defaults_report.yaml" + } + + +class MIMICEvalCap: + def __init__(self, gts, img_id_map): + + self.gts = gts + + # invert img_id_map + self.dicom_to_id = img_id_map + self.id_to_dicom = {v: k for k, v in img_id_map.items()} + + print('setting up scorers...') + self.scorers = [ + (Bleu(4), ["Bleu_1", "Bleu_2", "Bleu_3", "Bleu_4"]), + (Meteor(), "METEOR"), + (Rouge(), "ROUGE_L") + ] + + # if mimic_nle: + # self.scorers.extend([(Cider(), "CIDEr"),(Spice(), "SPICE"),]) + + def preprocess(self, s): + s = s.replace('\n', '') + s = s.replace('', '') + s = s.replace('', '') + # s = s.translate(str.maketrans('', '', '0123456789')) + # s = s.translate(str.maketrans('', '', string.punctuation)) + return s + + def evaluate(self, res): + + res = {self.id_to_dicom[elem["image_id"]]: elem["caption"] for elem in res} + res_keys_set = set(res.keys()) + gts = {} + gts_img_id = {} + for _, elem in self.gts.iterrows(): + dicom_id = elem["dicom_id"] + if dicom_id in res_keys_set: + gts[dicom_id] = [elem["findings"]] + gts_img_id[self.dicom_to_id[dicom_id]] = [elem["findings"]] + + # gts = {elem["dicom_id"]: [elem["findings"]] for _, elem in self.gts.iterrows() if elem["dicom_id"] in res.keys()} + # gts_img_id = {self.dicom_to_id[elem["findings"]]: [elem["Note"]] for _, elem in self.gts.iterrows() if elem["dicom_id"] in res.keys()} + assert res.keys() == gts.keys() + # ================================================= + # Pre-process sentences + # ================================================= + print('tokenization...') + for dicom in res.keys(): + pred_text = ' '.join(word_tokenize(self.preprocess(res[dicom]))).lower() + true_text = ' '.join(word_tokenize(self.preprocess(gts[dicom][0]))).lower() + + res[dicom] = [pred_text] + gts[dicom] = [true_text] + + # ================================================= + # Compute scores + # ================================================= + final_scores = {} + for scorer, method in self.scorers: + print('computing %s score...' % (scorer.method())) + score, scores = scorer.compute_score(gts, res) + if type(method) == list: + for sc, scs, m in zip(score, scores, method): + final_scores[m] = sc + #final_scores["elem_wise_" + str(m)] = scs + print("%s: %0.3f" % (m, sc)) + else: + print("%s: %0.3f" % (method, score)) + #final_scores["elem_wise_" + str(method)] = scores + final_scores[method] = score + + final_scores['agg_metrics'] = np.mean(list({k: v for k, v in final_scores.items() if "elem_wise" not in k}.values())) + + return final_scores, gts_img_id diff --git a/model/lavis/data/__init__.py b/model/lavis/data/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/model/lavis/data/templates/vicuna.json b/model/lavis/data/templates/vicuna.json new file mode 100644 index 0000000..e69de29 diff --git a/model/lavis/datasets/builders/__init__.py b/model/lavis/datasets/builders/__init__.py new file mode 100644 index 0000000..2ecc083 --- /dev/null +++ b/model/lavis/datasets/builders/__init__.py @@ -0,0 +1,65 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from model.lavis.datasets.builders.base_dataset_builder import load_dataset_config + + +from model.lavis.common.registry import registry + + + + +def load_dataset(name, cfg_path=None, vis_path=None, data_type=None): + """ + Example + + >>> dataset = load_dataset("coco_caption", cfg=None) + >>> splits = dataset.keys() + >>> print([len(dataset[split]) for split in splits]) + + """ + if cfg_path is None: + cfg = None + else: + cfg = load_dataset_config(cfg_path) + + try: + builder = registry.get_builder_class(name)(cfg) + except TypeError: + print( + f"Dataset {name} not found. Available datasets:\n" + + ", ".join([str(k) for k in dataset_zoo.get_names()]) + ) + exit(1) + + if vis_path is not None: + if data_type is None: + # use default data type in the config + data_type = builder.config.data_type + + assert ( + data_type in builder.config.build_info + ), f"Invalid data_type {data_type} for {name}." + + builder.config.build_info.get(data_type).storage = vis_path + + dataset = builder.build_datasets() + return dataset + + +class DatasetZoo: + def __init__(self) -> None: + self.dataset_zoo = { + k: list(v.DATASET_CONFIG_DICT.keys()) + for k, v in sorted(registry.mapping["builder_name_mapping"].items()) + } + + def get_names(self): + return list(self.dataset_zoo.keys()) + + +dataset_zoo = DatasetZoo() diff --git a/model/lavis/datasets/builders/base_dataset_builder.py b/model/lavis/datasets/builders/base_dataset_builder.py new file mode 100644 index 0000000..2b00445 --- /dev/null +++ b/model/lavis/datasets/builders/base_dataset_builder.py @@ -0,0 +1,234 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import logging +import os +import shutil +import warnings + +import model.lavis.common.utils as utils +import torch.distributed as dist +from model.lavis.common.dist_utils import is_dist_avail_and_initialized, is_main_process +from model.lavis.common.registry import registry +from model.lavis.datasets.data_utils import extract_archive +from model.lavis.processors.base_processor import BaseProcessor +from omegaconf import OmegaConf +from torchvision.datasets.utils import download_url + + +class BaseDatasetBuilder: + train_dataset_cls, eval_dataset_cls = None, None + + def __init__(self, cfg=None): + super().__init__() + + if cfg is None: + # help to create datasets from default config. + self.config = load_dataset_config(self.default_config_path()) + elif isinstance(cfg, str): + self.config = load_dataset_config(cfg) + else: + # when called from task.build_dataset() + self.config = cfg + + self.data_type = self.config.data_type + + self.vis_processors = {"train": BaseProcessor(), "eval": BaseProcessor()} + self.text_processors = {"train": BaseProcessor(), "eval": BaseProcessor()} + + def build_datasets(self): + # download, split, etc... + # only called on 1 GPU/TPU in distributed + + if is_main_process(): + self._download_data() + + if is_dist_avail_and_initialized(): + dist.barrier() + + # at this point, all the annotations and image/videos should be all downloaded to the specified locations. + logging.info("Building datasets...") + datasets = self.build() # dataset['train'/'val'/'test'] + + return datasets + + def build_processors(self): + vis_proc_cfg = self.config.get("vis_processor") + txt_proc_cfg = self.config.get("text_processor") + + if vis_proc_cfg is not None: + vis_train_cfg = vis_proc_cfg.get("train") + vis_eval_cfg = vis_proc_cfg.get("eval") + + self.vis_processors["train"] = self._build_proc_from_cfg(vis_train_cfg) + self.vis_processors["eval"] = self._build_proc_from_cfg(vis_eval_cfg) + + if txt_proc_cfg is not None: + txt_train_cfg = txt_proc_cfg.get("train") + txt_eval_cfg = txt_proc_cfg.get("eval") + + self.text_processors["train"] = self._build_proc_from_cfg(txt_train_cfg) + self.text_processors["eval"] = self._build_proc_from_cfg(txt_eval_cfg) + + @staticmethod + def _build_proc_from_cfg(cfg): + return ( + registry.get_processor_class(cfg.name).from_config(cfg) + if cfg is not None + else None + ) + + @classmethod + def default_config_path(cls, type="default"): + return utils.get_abs_path(cls.DATASET_CONFIG_DICT[type]) + + def _download_data(self): + self._download_ann() + self._download_vis() + + def _download_ann(self): + """ + Download annotation files if necessary. + All the vision-language datasets should have annotations of unified format. + + storage_path can be: + (1) relative/absolute: will be prefixed with env.cache_root to make full path if relative. + (2) basename/dirname: will be suffixed with base name of URL if dirname is provided. + + Local annotation paths should be relative. + """ + anns = self.config.build_info.annotations + + splits = anns.keys() + + cache_root = registry.get_path("cache_root") + + for split in splits: + info = anns[split] + + urls, storage_paths = info.get("url", None), info.storage + + if isinstance(urls, str): + urls = [urls] + if isinstance(storage_paths, str): + storage_paths = [storage_paths] + + assert len(urls) == len(storage_paths) + + for url_or_filename, storage_path in zip(urls, storage_paths): + # if storage_path is relative, make it full by prefixing with cache_root. + if not os.path.isabs(storage_path): + storage_path = os.path.join(cache_root, storage_path) + + dirname = os.path.dirname(storage_path) + if not os.path.exists(dirname): + os.makedirs(dirname) + + if os.path.isfile(url_or_filename): + src, dst = url_or_filename, storage_path + if not os.path.exists(dst): + shutil.copyfile(src=src, dst=dst) + else: + logging.info("Using existing file {}.".format(dst)) + else: + if os.path.isdir(storage_path): + # if only dirname is provided, suffix with basename of URL. + raise ValueError( + "Expecting storage_path to be a file path, got directory {}".format( + storage_path + ) + ) + else: + filename = os.path.basename(storage_path) + + download_url(url=url_or_filename, root=dirname, filename=filename) + + def _download_vis(self): + + storage_path = self.config.build_info.get(self.data_type).storage + storage_path = utils.get_cache_path(storage_path) + + if not os.path.exists(storage_path): + warnings.warn( + f""" + The specified path {storage_path} for visual inputs does not exist. + Please provide a correct path to the visual inputs or + refer to datasets/download_scripts/README.md for downloading instructions. + """ + ) + + def build(self): + """ + Create by split datasets inheriting torch.utils.data.Datasets. + + # build() can be dataset-specific. Overwrite to customize. + """ + self.build_processors() + + build_info = self.config.build_info + + ann_info = build_info.annotations + vis_info = build_info.get(self.data_type) + + datasets = dict() + for split in ann_info.keys(): + if split not in ["train", "val", "test"]: + continue + + is_train = split == "train" + + # processors + vis_processor = ( + self.vis_processors["train"] + if is_train + else self.vis_processors["eval"] + ) + text_processor = ( + self.text_processors["train"] + if is_train + else self.text_processors["eval"] + ) + + # annotation path + ann_paths = ann_info.get(split).storage + if isinstance(ann_paths, str): + ann_paths = [ann_paths] + + abs_ann_paths = [] + for ann_path in ann_paths: + if not os.path.isabs(ann_path): + ann_path = utils.get_cache_path(ann_path) + abs_ann_paths.append(ann_path) + ann_paths = abs_ann_paths + + # visual data storage path + vis_path = vis_info.storage + + if not os.path.isabs(vis_path): + # vis_path = os.path.join(utils.get_cache_path(), vis_path) + vis_path = utils.get_cache_path(vis_path) + + if not os.path.exists(vis_path): + warnings.warn("storage path {} does not exist.".format(vis_path)) + + # create datasets + dataset_cls = self.train_dataset_cls if is_train else self.eval_dataset_cls + datasets[split] = dataset_cls( + vis_processor=vis_processor, + text_processor=text_processor, + ann_paths=ann_paths, + vis_root=vis_path, + ) + + return datasets + + +def load_dataset_config(cfg_path): + cfg = OmegaConf.load(cfg_path).datasets + cfg = cfg[list(cfg.keys())[0]] + + return cfg diff --git a/model/lavis/datasets/data_utils.py b/model/lavis/datasets/data_utils.py new file mode 100644 index 0000000..2a0d7a4 --- /dev/null +++ b/model/lavis/datasets/data_utils.py @@ -0,0 +1,253 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import gzip +import logging +import os +import random as rnd +import tarfile +import zipfile + + +import numpy as np +import torch +from torch.utils.data.dataset import IterableDataset, ChainDataset +from model.lavis.common.registry import registry +from model.lavis.datasets.datasets.base_dataset import ConcatDataset +from tqdm import tqdm + +MAX_INT = registry.get("MAX_INT") + + + + +def apply_to_sample(f, sample): + if len(sample) == 0: + return {} + + def _apply(x): + if torch.is_tensor(x): + return f(x) + elif isinstance(x, dict): + return {key: _apply(value) for key, value in x.items()} + elif isinstance(x, list): + return [_apply(x) for x in x] + else: + return x + + return _apply(sample) + + +def move_to_cuda(sample): + def _move_to_cuda(tensor): + return tensor.cuda() + + return apply_to_sample(_move_to_cuda, sample) + + +def prepare_sample(samples, cuda_enabled=True): + if cuda_enabled: + samples = move_to_cuda(samples) + + # TODO fp16 support + + return samples + + +def reorg_datasets_by_split(datasets): + """ + Organizes datasets by split. + + Args: + datasets: dict of torch.utils.data.Dataset objects by name. + + Returns: + Dict of datasets by split {split_name: List[Datasets]}. + """ + # if len(datasets) == 1: + # return datasets[list(datasets.keys())[0]] + # else: + reorg_datasets = dict() + + # reorganize by split + for _, dataset in datasets.items(): + for split_name, dataset_split in dataset.items(): + if split_name not in reorg_datasets: + reorg_datasets[split_name] = [dataset_split] + else: + reorg_datasets[split_name].append(dataset_split) + + return reorg_datasets + + +def concat_datasets(datasets): + """ + Concatenates multiple datasets into a single dataset. + + It supports may-style datasets and DataPipeline from WebDataset. Currently, does not support + generic IterableDataset because it requires creating separate samplers. + + Now only supports conctenating training datasets and assuming validation and testing + have only a single dataset. This is because metrics should not be computed on the concatenated + datasets. + + Args: + datasets: dict of torch.utils.data.Dataset objects by split. + + Returns: + Dict of concatenated datasets by split, "train" is the concatenation of multiple datasets, + "val" and "test" remain the same. + + If the input training datasets contain both map-style and DataPipeline datasets, returns + a tuple, where the first element is a concatenated map-style dataset and the second + element is a chained DataPipeline dataset. + + """ + # concatenate datasets in the same split + for split_name in datasets: + if split_name != "train": + assert ( + len(datasets[split_name]) == 1 + ), "Do not support multiple {} datasets.".format(split_name) + datasets[split_name] = datasets[split_name][0] + else: + iterable_datasets, map_datasets = [], [] + for dataset in datasets[split_name]: + if isinstance(dataset, IterableDataset): + raise NotImplementedError( + "Do not support concatenation of generic IterableDataset." + ) + else: + map_datasets.append(dataset) + + # if len(iterable_datasets) > 0: + # concatenate map-style datasets and iterable-style datasets separately + chained_datasets = ( + ChainDataset(iterable_datasets) if len(iterable_datasets) > 0 else None + ) + concat_datasets = ( + ConcatDataset(map_datasets) if len(map_datasets) > 0 else None + ) + + train_datasets = concat_datasets, chained_datasets + train_datasets = tuple([x for x in train_datasets if x is not None]) + train_datasets = ( + train_datasets[0] if len(train_datasets) == 1 else train_datasets + ) + + datasets[split_name] = train_datasets + + return datasets + + +def extract_archive(from_path, to_path=None, overwrite=False): + """Extract archive. + + Args: + from_path: the path of the archive. + to_path: the root path of the extracted files (directory of from_path) + overwrite: overwrite existing files (False) + + Returns: + List of paths to extracted files even if not overwritten. + + Examples: + >>> url = 'http://www.quest.dcs.shef.ac.uk/wmt16_files_mmt/validation.tar.gz' + >>> from_path = './validation.tar.gz' + >>> to_path = './' + >>> torchtext.utils.download_from_url(url, from_path) + >>> torchtext.utils.extract_archive(from_path, to_path) + >>> ['.data/val.de', '.data/val.en'] + >>> torchtext.utils.download_from_url(url, from_path) + >>> torchtext.utils.extract_archive(from_path, to_path) + >>> ['.data/val.de', '.data/val.en'] + + """ + + if to_path is None: + to_path = os.path.dirname(from_path) + + if from_path.endswith((".tar.gz", ".tgz")): + logging.info("Opening tar file {} to {}.".format(from_path, to_path)) + with tarfile.open(from_path, "r") as tar: + files = [] + for file_ in tqdm(tar): + file_path = os.path.join(to_path, file_.name) + if file_.isfile(): + files.append(file_path) + if os.path.exists(file_path): + logging.info("{} already extracted.".format(file_path)) + if not overwrite: + continue + tar.extract(file_, to_path) + logging.info("Finished extracting tar file {}.".format(from_path)) + return files + + elif from_path.endswith(".zip"): + assert zipfile.is_zipfile(from_path), from_path + logging.info("Opening zip file {} to {}.".format(from_path, to_path)) + with zipfile.ZipFile(from_path, "r") as zfile: + files = [] + for file_ in tqdm(zfile.namelist()): + file_path = os.path.join(to_path, file_) + files.append(file_path) + if os.path.exists(file_path): + logging.info("{} already extracted.".format(file_path)) + if not overwrite: + continue + zfile.extract(file_, to_path) + files = [f for f in files if os.path.isfile(f)] + logging.info("Finished extracting zip file {}.".format(from_path)) + return files + + elif from_path.endswith(".gz"): + logging.info("Opening gz file {} to {}.".format(from_path, to_path)) + default_block_size = 65536 + filename = from_path[:-3] + files = [filename] + with gzip.open(from_path, "rb") as gzfile, open(filename, "wb") as d_file: + while True: + block = gzfile.read(default_block_size) + if not block: + break + else: + d_file.write(block) + d_file.write(block) + logging.info("Finished extracting gz file {}.".format(from_path)) + return files + + else: + raise NotImplementedError( + "We currently only support tar.gz, .tgz, .gz and zip achives." + ) + + +def save_frames_grid(img_array, out_path): + import torch + from PIL import Image + from torchvision.utils import make_grid + + if len(img_array.shape) == 3: + img_array = img_array.unsqueeze(0) + elif len(img_array.shape) == 5: + b, t, c, h, w = img_array.shape + img_array = img_array.view(-1, c, h, w) + elif len(img_array.shape) == 4: + pass + else: + raise NotImplementedError( + "Supports only (b,t,c,h,w)-shaped inputs. First two dimensions can be ignored." + ) + + assert img_array.shape[1] == 3, "Exepcting input shape of (H, W, 3), i.e. RGB-only." + + grid = make_grid(img_array) + ndarr = grid.permute(1, 2, 0).to("cpu", torch.uint8).numpy() + + img = Image.fromarray(ndarr) + + img.save(out_path) diff --git a/model/lavis/datasets/datasets/base_dataset.py b/model/lavis/datasets/datasets/base_dataset.py new file mode 100644 index 0000000..a0a02d3 --- /dev/null +++ b/model/lavis/datasets/datasets/base_dataset.py @@ -0,0 +1,68 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import json +from typing import Iterable + +from torch.utils.data import Dataset, ConcatDataset +from torch.utils.data.dataloader import default_collate + + +class BaseDataset(Dataset): + def __init__( + self, vis_processor=None, text_processor=None, vis_root=None, ann_paths=[] + ): + """ + vis_root (string): Root directory of images (e.g. coco/images/) + ann_root (string): directory to store the annotation file + """ + self.vis_root = vis_root + + self.annotation = [] + for ann_path in ann_paths: + self.annotation.extend(json.load(open(ann_path, "r"))) + + self.vis_processor = vis_processor + self.text_processor = text_processor + + self._add_instance_ids() + + def __len__(self): + return len(self.annotation) + + def collater(self, samples): + return default_collate(samples) + + def set_processors(self, vis_processor, text_processor): + self.vis_processor = vis_processor + self.text_processor = text_processor + + def _add_instance_ids(self, key="instance_id"): + for idx, ann in enumerate(self.annotation): + ann[key] = str(idx) + + +class ConcatDataset(ConcatDataset): + def __init__(self, datasets: Iterable[Dataset]) -> None: + super().__init__(datasets) + + def collater(self, samples): + # TODO For now only supports datasets with same underlying collater implementations + + all_keys = set() + for s in samples: + all_keys.update(s) + + shared_keys = all_keys + for s in samples: + shared_keys = shared_keys & set(s.keys()) + + samples_shared_keys = [] + for s in samples: + samples_shared_keys.append({k: s[k] for k in s.keys() if k in shared_keys}) + + return self.datasets[0].collater(samples_shared_keys) diff --git a/model/lavis/datasets/datasets/caption_datasets.py b/model/lavis/datasets/datasets/caption_datasets.py new file mode 100644 index 0000000..bb9c697 --- /dev/null +++ b/model/lavis/datasets/datasets/caption_datasets.py @@ -0,0 +1,84 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import os +from collections import OrderedDict + +from model.lavis.datasets.datasets.base_dataset import BaseDataset +from PIL import Image + + +class __DisplMixin: + def displ_item(self, index): + sample, ann = self.__getitem__(index), self.annotation[index] + + return OrderedDict( + { + "file": ann["image"], + "caption": ann["caption"], + "image": sample["image"], + } + ) + + +class CaptionDataset(BaseDataset, __DisplMixin): + def __init__(self, vis_processor, text_processor, vis_root, ann_paths): + """ + vis_root (string): Root directory of images (e.g. coco/images/) + ann_root (string): directory to store the annotation file + """ + super().__init__(vis_processor, text_processor, vis_root, ann_paths) + + self.img_ids = {} + n = 0 + for ann in self.annotation: + img_id = ann["image_id"] + if img_id not in self.img_ids.keys(): + self.img_ids[img_id] = n + n += 1 + + def __getitem__(self, index): + + # TODO this assumes image input, not general enough + ann = self.annotation[index] + + image_path = os.path.join(self.vis_root, ann["image"]) + image = Image.open(image_path).convert("RGB") + + image = self.vis_processor(image) + caption = self.text_processor(ann["caption"]) + + return { + "image": image, + "text_input": caption, + # "image_id": self.img_ids[ann["image_id"]], + } + + +class CaptionEvalDataset(BaseDataset, __DisplMixin): + def __init__(self, vis_processor, text_processor, vis_root, ann_paths): + """ + vis_root (string): Root directory of images (e.g. coco/images/) + ann_root (string): directory to store the annotation file + split (string): val or test + """ + super().__init__(vis_processor, text_processor, vis_root, ann_paths) + + def __getitem__(self, index): + + ann = self.annotation[index] + + image_path = os.path.join(self.vis_root, ann["image"]) + image = Image.open(image_path).convert("RGB") + + image = self.vis_processor(image) + + return { + "image": image, + "image_id": ann["image_id"], + "instance_id": ann["instance_id"], + } diff --git a/model/lavis/datasets/datasets/dataloader_utils.py b/model/lavis/datasets/datasets/dataloader_utils.py new file mode 100644 index 0000000..31cebf9 --- /dev/null +++ b/model/lavis/datasets/datasets/dataloader_utils.py @@ -0,0 +1,162 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import time +import random +import torch +from model.lavis.datasets.data_utils import move_to_cuda +from torch.utils.data import DataLoader + + +class MultiIterLoader: + """ + A simple wrapper for iterating over multiple iterators. + + Args: + loaders (List[Loader]): List of Iterator loaders. + ratios (List[float]): List of ratios to sample from each loader. If None, all loaders are sampled uniformly. + """ + + def __init__(self, loaders, ratios=None): + # assert all loaders has __next__ method + for loader in loaders: + assert hasattr( + loader, "__next__" + ), "Loader {} has no __next__ method.".format(loader) + + if ratios is None: + ratios = [1.0] * len(loaders) + else: + assert len(ratios) == len(loaders) + ratios = [float(ratio) / sum(ratios) for ratio in ratios] + + self.loaders = loaders + self.ratios = ratios + + def __next__(self): + # random sample from each loader by ratio + loader_idx = random.choices(range(len(self.loaders)), self.ratios, k=1)[0] + return next(self.loaders[loader_idx]) + + +class PrefetchLoader(object): + """ + Modified from https://github.com/ChenRocks/UNITER. + + overlap compute and cuda data transfer + (copied and then modified from nvidia apex) + """ + + def __init__(self, loader): + self.loader = loader + self.stream = torch.cuda.Stream() + + def __iter__(self): + loader_it = iter(self.loader) + self.preload(loader_it) + batch = self.next(loader_it) + while batch is not None: + is_tuple = isinstance(batch, tuple) + if is_tuple: + task, batch = batch + + if is_tuple: + yield task, batch + else: + yield batch + batch = self.next(loader_it) + + def __len__(self): + return len(self.loader) + + def preload(self, it): + try: + self.batch = next(it) + except StopIteration: + self.batch = None + return + # if record_stream() doesn't work, another option is to make sure + # device inputs are created on the main stream. + # self.next_input_gpu = torch.empty_like(self.next_input, + # device='cuda') + # self.next_target_gpu = torch.empty_like(self.next_target, + # device='cuda') + # Need to make sure the memory allocated for next_* is not still in use + # by the main stream at the time we start copying to next_*: + # self.stream.wait_stream(torch.cuda.current_stream()) + with torch.cuda.stream(self.stream): + self.batch = move_to_cuda(self.batch) + # more code for the alternative if record_stream() doesn't work: + # copy_ will record the use of the pinned source tensor in this + # side stream. + # self.next_input_gpu.copy_(self.next_input, non_blocking=True) + # self.next_target_gpu.copy_(self.next_target, non_blocking=True) + # self.next_input = self.next_input_gpu + # self.next_target = self.next_target_gpu + + def next(self, it): + torch.cuda.current_stream().wait_stream(self.stream) + batch = self.batch + if batch is not None: + record_cuda_stream(batch) + self.preload(it) + return batch + + def __getattr__(self, name): + method = self.loader.__getattribute__(name) + return method + + +def record_cuda_stream(batch): + if isinstance(batch, torch.Tensor): + batch.record_stream(torch.cuda.current_stream()) + elif isinstance(batch, list) or isinstance(batch, tuple): + for t in batch: + record_cuda_stream(t) + elif isinstance(batch, dict): + for t in batch.values(): + record_cuda_stream(t) + else: + pass + + +class IterLoader: + """ + A wrapper to convert DataLoader as an infinite iterator. + + Modified from: + https://github.com/open-mmlab/mmcv/blob/master/mmcv/runner/iter_based_runner.py + """ + + def __init__(self, dataloader: DataLoader, use_distributed: bool = False): + self._dataloader = dataloader + self.iter_loader = iter(self._dataloader) + self._use_distributed = use_distributed + self._epoch = 0 + + @property + def epoch(self) -> int: + return self._epoch + + def __next__(self): + try: + data = next(self.iter_loader) + except StopIteration: + self._epoch += 1 + if hasattr(self._dataloader.sampler, "set_epoch") and self._use_distributed: + self._dataloader.sampler.set_epoch(self._epoch) + time.sleep(2) # Prevent possible deadlock during epoch transition + self.iter_loader = iter(self._dataloader) + data = next(self.iter_loader) + + return data + + def __iter__(self): + return self + + def __len__(self): + return len(self._dataloader) diff --git a/model/lavis/defaults_report.yaml b/model/lavis/defaults_report.yaml new file mode 100644 index 0000000..43a442d --- /dev/null +++ b/model/lavis/defaults_report.yaml @@ -0,0 +1,14 @@ +# Copyright (c) 2022, salesforce.com, inc. +# All rights reserved. +# SPDX-License-Identifier: BSD-3-Clause +# For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause + +datasets: + mimic_cxr: # name of the dataset builder + # data_dir: ${env.data_dir}/datasets + data_type: images # [images|videos|features] + + build_info: + # Be careful not to append minus sign (-) before split to avoid itemizing + images: + storage: /home/data/DIVA/mimic/mimic-cxr-jpg/2.0.0 #TODO change to your path \ No newline at end of file diff --git a/model/lavis/models/__init__.py b/model/lavis/models/__init__.py new file mode 100644 index 0000000..27c5a43 --- /dev/null +++ b/model/lavis/models/__init__.py @@ -0,0 +1,201 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import logging +import torch +from omegaconf import OmegaConf +from model.lavis.common.registry import registry + +from model.lavis.models.base_model import BaseModel + +from model.lavis.models.blip2_models.blip2 import Blip2Base +from model.lavis.models.blip2_models.blip2_qformer import Blip2Qformer + +from model.lavis.processors.base_processor import BaseProcessor + +__all__ = [ + "load_model", + "BaseModel", + "Blip2Qformer", + "Blip2Base", +] + + +def load_model(name, model_type, is_eval=False, device="cpu", checkpoint=None): + """ + Load supported models. + + To list all available models and types in registry: + >>> from lavis.models import model_zoo + >>> print(model_zoo) + + Args: + name (str): name of the model. + model_type (str): type of the model. + is_eval (bool): whether the model is in eval mode. Default: False. + device (str): device to use. Default: "cpu". + checkpoint (str): path or to checkpoint. Default: None. + Note that expecting the checkpoint to have the same keys in state_dict as the model. + + Returns: + model (torch.nn.Module): model. + """ + + model = registry.get_model_class(name).from_pretrained(model_type=model_type) + + if checkpoint is not None: + model.load_checkpoint(checkpoint) + + if is_eval: + model.eval() + + if device == "cpu": + model = model.float() + + return model.to(device) + + +def load_preprocess(config): + """ + Load preprocessor configs and construct preprocessors. + + If no preprocessor is specified, return BaseProcessor, which does not do any preprocessing. + + Args: + config (dict): preprocessor configs. + + Returns: + vis_processors (dict): preprocessors for visual inputs. + txt_processors (dict): preprocessors for text inputs. + + Key is "train" or "eval" for processors used in training and evaluation respectively. + """ + + def _build_proc_from_cfg(cfg): + return ( + registry.get_processor_class(cfg.name).from_config(cfg) + if cfg is not None + else BaseProcessor() + ) + + vis_processors = dict() + txt_processors = dict() + + vis_proc_cfg = config.get("vis_processor") + txt_proc_cfg = config.get("text_processor") + + if vis_proc_cfg is not None: + vis_train_cfg = vis_proc_cfg.get("train") + vis_eval_cfg = vis_proc_cfg.get("eval") + else: + vis_train_cfg = None + vis_eval_cfg = None + + vis_processors["train"] = _build_proc_from_cfg(vis_train_cfg) + vis_processors["eval"] = _build_proc_from_cfg(vis_eval_cfg) + + if txt_proc_cfg is not None: + txt_train_cfg = txt_proc_cfg.get("train") + txt_eval_cfg = txt_proc_cfg.get("eval") + else: + txt_train_cfg = None + txt_eval_cfg = None + + txt_processors["train"] = _build_proc_from_cfg(txt_train_cfg) + txt_processors["eval"] = _build_proc_from_cfg(txt_eval_cfg) + + return vis_processors, txt_processors + + +def load_model_and_preprocess(name, model_type, is_eval=False, device="cpu"): + """ + Load model and its related preprocessors. + + List all available models and types in registry: + >>> from lavis.models import model_zoo + >>> print(model_zoo) + + Args: + name (str): name of the model. + model_type (str): type of the model. + is_eval (bool): whether the model is in eval mode. Default: False. + device (str): device to use. Default: "cpu". + + Returns: + model (torch.nn.Module): model. + vis_processors (dict): preprocessors for visual inputs. + txt_processors (dict): preprocessors for text inputs. + """ + model_cls = registry.get_model_class(name) + + # load model + model = model_cls.from_pretrained(model_type=model_type) + + if is_eval: + model.eval() + + # load preprocess + cfg = OmegaConf.load(model_cls.default_config_path(model_type)) + if cfg is not None: + preprocess_cfg = cfg.preprocess + + vis_processors, txt_processors = load_preprocess(preprocess_cfg) + else: + vis_processors, txt_processors = None, None + logging.info( + f"""No default preprocess for model {name} ({model_type}). + This can happen if the model is not finetuned on downstream datasets, + or it is not intended for direct use without finetuning. + """ + ) + + if device == "cpu" or device == torch.device("cpu"): + model = model.float() + + return model.to(device), vis_processors, txt_processors + + +class ModelZoo: + """ + A utility class to create string representation of available model architectures and types. + + >>> from lavis.models import model_zoo + >>> # list all available models + >>> print(model_zoo) + >>> # show total number of models + >>> print(len(model_zoo)) + """ + + def __init__(self) -> None: + self.model_zoo = { + k: list(v.PRETRAINED_MODEL_CONFIG_DICT.keys()) + for k, v in registry.mapping["model_name_mapping"].items() + } + + def __str__(self) -> str: + return ( + "=" * 50 + + "\n" + + f"{'Architectures':<30} {'Types'}\n" + + "=" * 50 + + "\n" + + "\n".join( + [ + f"{name:<30} {', '.join(types)}" + for name, types in self.model_zoo.items() + ] + ) + ) + + def __iter__(self): + return iter(self.model_zoo.items()) + + def __len__(self): + return sum([len(v) for v in self.model_zoo.values()]) + + +model_zoo = ModelZoo() diff --git a/model/lavis/models/base_model.py b/model/lavis/models/base_model.py new file mode 100644 index 0000000..7de4396 --- /dev/null +++ b/model/lavis/models/base_model.py @@ -0,0 +1,264 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import logging +import os + +import numpy as np +import torch +import torch.nn as nn +from model.lavis.common.dist_utils import download_cached_file, is_dist_avail_and_initialized +from model.lavis.common.utils import get_abs_path, is_url +from omegaconf import OmegaConf + + +class BaseModel(nn.Module): + """Base class for models.""" + + def __init__(self): + super().__init__() + + @property + def device(self): + return list(self.parameters())[0].device + + def load_checkpoint(self, url_or_filename): + """ + Load from a finetuned checkpoint. + + This should expect no mismatch in the model keys and the checkpoint keys. + """ + + if is_url(url_or_filename): + cached_file = download_cached_file( + url_or_filename, check_hash=False, progress=True + ) + checkpoint = torch.load(cached_file, map_location="cpu") + elif os.path.isfile(url_or_filename): + checkpoint = torch.load(url_or_filename, map_location="cpu") + else: + raise RuntimeError("checkpoint url or path is invalid") + + if "model" in checkpoint.keys(): + state_dict = checkpoint["model"] + else: + state_dict = checkpoint + + msg = self.load_state_dict(state_dict, strict=False) + + logging.info("Missing keys {}".format(msg.missing_keys)) + logging.info("load checkpoint from %s" % url_or_filename) + + return msg + + @classmethod + def from_pretrained(cls, model_type): + """ + Build a pretrained model from default configuration file, specified by model_type. + + Args: + - model_type (str): model type, specifying architecture and checkpoints. + + Returns: + - model (nn.Module): pretrained or finetuned model, depending on the configuration. + """ + model_cfg = OmegaConf.load(cls.default_config_path(model_type)).model + model = cls.from_config(model_cfg) + + return model + + @classmethod + def default_config_path(cls, model_type): + assert ( + model_type in cls.PRETRAINED_MODEL_CONFIG_DICT + ), "Unknown model type {}".format(model_type) + return get_abs_path(cls.PRETRAINED_MODEL_CONFIG_DICT[model_type]) + + def load_checkpoint_from_config(self, cfg, **kwargs): + """ + Load checkpoint as specified in the config file. + + If load_finetuned is True, load the finetuned model; otherwise, load the pretrained model. + When loading the pretrained model, each task-specific architecture may define their + own load_from_pretrained() method. + """ + load_finetuned = cfg.get("load_finetuned", True) + if load_finetuned: + finetune_path = cfg.get("finetuned", None) + assert ( + finetune_path is not None + ), "Found load_finetuned is True, but finetune_path is None." + self.load_checkpoint(url_or_filename=finetune_path) + else: + load_pretrained = cfg.get("load_pretrained", True) + if load_pretrained: + # load pre-trained weights + pretrain_path = cfg.get("pretrained", None) + assert "Found load_finetuned is False, but pretrain_path is None." + self.load_from_pretrained(url_or_filename=pretrain_path, **kwargs) + + def get_optimizer_params(self, weight_decay, lr_scale=1): + p_wd, p_non_wd = [], [] + for n, p in self.named_parameters(): + if not p.requires_grad: + continue # frozen weights + if p.ndim < 2 or "bias" in n or "ln" in n or "bn" in n: + p_non_wd.append(p) + else: + p_wd.append(p) + optim_params = [ + {"params": p_wd, "weight_decay": weight_decay, "lr_scale": lr_scale}, + {"params": p_non_wd, "weight_decay": 0, "lr_scale": lr_scale}, + ] + return optim_params + + def before_evaluation(self, **kwargs): + pass + + def show_n_params(self, return_str=True): + tot = 0 + for p in self.parameters(): + w = 1 + for x in p.shape: + w *= x + tot += w + if return_str: + if tot >= 1e6: + return "{:.1f}M".format(tot / 1e6) + else: + return "{:.1f}K".format(tot / 1e3) + else: + return tot + + +class BaseEncoder(nn.Module): + """ + Base class for primitive encoders, such as ViT, TimeSformer, etc. + """ + + def __init__(self): + super().__init__() + + def forward_features(self, samples, **kwargs): + raise NotImplementedError + + @property + def device(self): + return list(self.parameters())[0].device + + +class SharedQueueMixin: + @torch.no_grad() + def _dequeue_and_enqueue(self, image_feat, text_feat, idxs=None): + # gather keys before updating queue + image_feats = concat_all_gather(image_feat) + text_feats = concat_all_gather(text_feat) + + batch_size = image_feats.shape[0] + + ptr = int(self.queue_ptr) + assert self.queue_size % batch_size == 0 # for simplicity + + # replace the keys at ptr (dequeue and enqueue) + self.image_queue[:, ptr : ptr + batch_size] = image_feats.T + self.text_queue[:, ptr : ptr + batch_size] = text_feats.T + + if idxs is not None: + idxs = concat_all_gather(idxs) + self.idx_queue[:, ptr : ptr + batch_size] = idxs.T + + ptr = (ptr + batch_size) % self.queue_size # move pointer + self.queue_ptr[0] = ptr + + +class MomentumDistilationMixin: + @torch.no_grad() + def copy_params(self): + for model_pair in self.model_pairs: + for param, param_m in zip( + model_pair[0].parameters(), model_pair[1].parameters() + ): + param_m.data.copy_(param.data) # initialize + param_m.requires_grad = False # not update by gradient + + @torch.no_grad() + def _momentum_update(self): + for model_pair in self.model_pairs: + for param, param_m in zip( + model_pair[0].parameters(), model_pair[1].parameters() + ): + param_m.data = param_m.data * self.momentum + param.data * ( + 1.0 - self.momentum + ) + + +class GatherLayer(torch.autograd.Function): + """ + Gather tensors from all workers with support for backward propagation: + This implementation does not cut the gradients as torch.distributed.all_gather does. + """ + + @staticmethod + def forward(ctx, x): + output = [ + torch.zeros_like(x) for _ in range(torch.distributed.get_world_size()) + ] + torch.distributed.all_gather(output, x) + return tuple(output) + + @staticmethod + def backward(ctx, *grads): + all_gradients = torch.stack(grads) + torch.distributed.all_reduce(all_gradients) + return all_gradients[torch.distributed.get_rank()] + + +def all_gather_with_grad(tensors): + """ + Performs all_gather operation on the provided tensors. + Graph remains connected for backward grad computation. + """ + # Queue the gathered tensors + world_size = torch.distributed.get_world_size() + # There is no need for reduction in the single-proc case + if world_size == 1: + return tensors + + # tensor_all = GatherLayer.apply(tensors) + tensor_all = GatherLayer.apply(tensors) + + return torch.cat(tensor_all, dim=0) + + +@torch.no_grad() +def concat_all_gather(tensor): + """ + Performs all_gather operation on the provided tensors. + *** Warning ***: torch.distributed.all_gather has no gradient. + """ + # if use distributed training + if not is_dist_avail_and_initialized(): + return tensor + + tensors_gather = [ + torch.ones_like(tensor) for _ in range(torch.distributed.get_world_size()) + ] + torch.distributed.all_gather(tensors_gather, tensor, async_op=False) + + output = torch.cat(tensors_gather, dim=0) + return output + + +def tile(x, dim, n_tile): + init_dim = x.size(dim) + repeat_idx = [1] * x.dim() + repeat_idx[dim] = n_tile + x = x.repeat(*(repeat_idx)) + order_index = torch.LongTensor( + np.concatenate([init_dim * np.arange(n_tile) + i for i in range(init_dim)]) + ) + return torch.index_select(x, dim, order_index.to(x.device)) diff --git a/model/lavis/models/blip2_models/Qformer.py b/model/lavis/models/blip2_models/Qformer.py new file mode 100644 index 0000000..e71b123 --- /dev/null +++ b/model/lavis/models/blip2_models/Qformer.py @@ -0,0 +1,1216 @@ +""" + * Copyright (c) 2023, salesforce.com, inc. + * All rights reserved. + * SPDX-License-Identifier: BSD-3-Clause + * For full license text, see LICENSE.txt file in the repo root or https://opensource.org/licenses/BSD-3-Clause + * By Junnan Li + * Based on huggingface code base + * https://github.com/huggingface/transformers/blob/v4.15.0/src/transformers/models/bert +""" + +import math +import os +import warnings +from dataclasses import dataclass +from typing import Optional, Tuple, Dict, Any + +import torch +from torch import Tensor, device, dtype, nn +import torch.utils.checkpoint +from torch import nn +from torch.nn import CrossEntropyLoss +import torch.nn.functional as F + +from transformers.activations import ACT2FN +from transformers.file_utils import ( + ModelOutput, +) +from transformers.modeling_outputs import ( + BaseModelOutputWithPastAndCrossAttentions, + BaseModelOutputWithPoolingAndCrossAttentions, + CausalLMOutputWithCrossAttentions, + MaskedLMOutput, + MultipleChoiceModelOutput, + NextSentencePredictorOutput, + QuestionAnsweringModelOutput, + SequenceClassifierOutput, + TokenClassifierOutput, +) +from transformers.modeling_utils import ( + PreTrainedModel, + apply_chunking_to_forward, + find_pruneable_heads_and_indices, + prune_linear_layer, +) +from transformers.utils import logging +from transformers.models.bert.configuration_bert import BertConfig + +logger = logging.get_logger(__name__) + + +class BertEmbeddings(nn.Module): + """Construct the embeddings from word and position embeddings.""" + + def __init__(self, config): + super().__init__() + self.word_embeddings = nn.Embedding( + config.vocab_size, config.hidden_size, padding_idx=config.pad_token_id + ) + self.position_embeddings = nn.Embedding( + config.max_position_embeddings, config.hidden_size + ) + + # self.LayerNorm is not snake-cased to stick with TensorFlow model variable name and be able to load + # any TensorFlow checkpoint file + self.LayerNorm = nn.LayerNorm(config.hidden_size, eps=config.layer_norm_eps) + self.dropout = nn.Dropout(config.hidden_dropout_prob) + + # position_ids (1, len position emb) is contiguous in memory and exported when serialized + self.register_buffer( + "position_ids", torch.arange(config.max_position_embeddings).expand((1, -1)) + ) + self.position_embedding_type = getattr( + config, "position_embedding_type", "absolute" + ) + + self.config = config + + def forward( + self, + input_ids=None, + position_ids=None, + query_embeds=None, + past_key_values_length=0, + ): + if input_ids is not None: + seq_length = input_ids.size()[1] + else: + seq_length = 0 + + if position_ids is None: + position_ids = self.position_ids[ + :, past_key_values_length : seq_length + past_key_values_length + ].clone() + + if input_ids is not None: + embeddings = self.word_embeddings(input_ids) + if self.position_embedding_type == "absolute": + position_embeddings = self.position_embeddings(position_ids) + embeddings = embeddings + position_embeddings + + if query_embeds is not None: + embeddings = torch.cat((query_embeds, embeddings), dim=1) + else: + embeddings = query_embeds + + embeddings = self.LayerNorm(embeddings) + embeddings = self.dropout(embeddings) + return embeddings + + +class BertSelfAttention(nn.Module): + def __init__(self, config, is_cross_attention): + super().__init__() + self.config = config + if config.hidden_size % config.num_attention_heads != 0 and not hasattr( + config, "embedding_size" + ): + raise ValueError( + "The hidden size (%d) is not a multiple of the number of attention " + "heads (%d)" % (config.hidden_size, config.num_attention_heads) + ) + + self.num_attention_heads = config.num_attention_heads + self.attention_head_size = int(config.hidden_size / config.num_attention_heads) + self.all_head_size = self.num_attention_heads * self.attention_head_size + + self.query = nn.Linear(config.hidden_size, self.all_head_size) + if is_cross_attention: + self.key = nn.Linear(config.encoder_width, self.all_head_size) + self.value = nn.Linear(config.encoder_width, self.all_head_size) + else: + self.key = nn.Linear(config.hidden_size, self.all_head_size) + self.value = nn.Linear(config.hidden_size, self.all_head_size) + + self.dropout = nn.Dropout(config.attention_probs_dropout_prob) + self.position_embedding_type = getattr( + config, "position_embedding_type", "absolute" + ) + if ( + self.position_embedding_type == "relative_key" + or self.position_embedding_type == "relative_key_query" + ): + self.max_position_embeddings = config.max_position_embeddings + self.distance_embedding = nn.Embedding( + 2 * config.max_position_embeddings - 1, self.attention_head_size + ) + self.save_attention = False + + def save_attn_gradients(self, attn_gradients): + self.attn_gradients = attn_gradients + + def get_attn_gradients(self): + return self.attn_gradients + + def save_attention_map(self, attention_map): + self.attention_map = attention_map + + def get_attention_map(self): + return self.attention_map + + def transpose_for_scores(self, x): + new_x_shape = x.size()[:-1] + ( + self.num_attention_heads, + self.attention_head_size, + ) + x = x.view(*new_x_shape) + return x.permute(0, 2, 1, 3) + + def forward( + self, + hidden_states, + attention_mask=None, + head_mask=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + past_key_value=None, + output_attentions=False, + ): + + # If this is instantiated as a cross-attention module, the keys + # and values come from an encoder; the attention mask needs to be + # such that the encoder's padding tokens are not attended to. + is_cross_attention = encoder_hidden_states is not None + + if is_cross_attention: + key_layer = self.transpose_for_scores(self.key(encoder_hidden_states)) + value_layer = self.transpose_for_scores(self.value(encoder_hidden_states)) + attention_mask = encoder_attention_mask + elif past_key_value is not None: + key_layer = self.transpose_for_scores(self.key(hidden_states)) + value_layer = self.transpose_for_scores(self.value(hidden_states)) + key_layer = torch.cat([past_key_value[0], key_layer], dim=2) + value_layer = torch.cat([past_key_value[1], value_layer], dim=2) + else: + key_layer = self.transpose_for_scores(self.key(hidden_states)) + value_layer = self.transpose_for_scores(self.value(hidden_states)) + + mixed_query_layer = self.query(hidden_states) + + query_layer = self.transpose_for_scores(mixed_query_layer) + + past_key_value = (key_layer, value_layer) + + # Take the dot product between "query" and "key" to get the raw attention scores. + attention_scores = torch.matmul(query_layer, key_layer.transpose(-1, -2)) + + if ( + self.position_embedding_type == "relative_key" + or self.position_embedding_type == "relative_key_query" + ): + seq_length = hidden_states.size()[1] + position_ids_l = torch.arange( + seq_length, dtype=torch.long, device=hidden_states.device + ).view(-1, 1) + position_ids_r = torch.arange( + seq_length, dtype=torch.long, device=hidden_states.device + ).view(1, -1) + distance = position_ids_l - position_ids_r + positional_embedding = self.distance_embedding( + distance + self.max_position_embeddings - 1 + ) + positional_embedding = positional_embedding.to( + dtype=query_layer.dtype + ) # fp16 compatibility + + if self.position_embedding_type == "relative_key": + relative_position_scores = torch.einsum( + "bhld,lrd->bhlr", query_layer, positional_embedding + ) + attention_scores = attention_scores + relative_position_scores + elif self.position_embedding_type == "relative_key_query": + relative_position_scores_query = torch.einsum( + "bhld,lrd->bhlr", query_layer, positional_embedding + ) + relative_position_scores_key = torch.einsum( + "bhrd,lrd->bhlr", key_layer, positional_embedding + ) + attention_scores = ( + attention_scores + + relative_position_scores_query + + relative_position_scores_key + ) + + attention_scores = attention_scores / math.sqrt(self.attention_head_size) + if attention_mask is not None: + # Apply the attention mask is (precomputed for all layers in BertModel forward() function) + attention_scores = attention_scores + attention_mask + + # Normalize the attention scores to probabilities. + attention_probs = nn.Softmax(dim=-1)(attention_scores) + + if is_cross_attention and self.save_attention: + self.save_attention_map(attention_probs) + attention_probs.register_hook(self.save_attn_gradients) + + # This is actually dropping out entire tokens to attend to, which might + # seem a bit unusual, but is taken from the original Transformer paper. + attention_probs_dropped = self.dropout(attention_probs) + + # Mask heads if we want to + if head_mask is not None: + attention_probs_dropped = attention_probs_dropped * head_mask + + context_layer = torch.matmul(attention_probs_dropped, value_layer) + + context_layer = context_layer.permute(0, 2, 1, 3).contiguous() + new_context_layer_shape = context_layer.size()[:-2] + (self.all_head_size,) + context_layer = context_layer.view(*new_context_layer_shape) + + outputs = ( + (context_layer, attention_probs) if output_attentions else (context_layer,) + ) + + outputs = outputs + (past_key_value,) + return outputs + + +class BertSelfOutput(nn.Module): + def __init__(self, config): + super().__init__() + self.dense = nn.Linear(config.hidden_size, config.hidden_size) + self.LayerNorm = nn.LayerNorm(config.hidden_size, eps=config.layer_norm_eps) + self.dropout = nn.Dropout(config.hidden_dropout_prob) + + def forward(self, hidden_states, input_tensor): + hidden_states = self.dense(hidden_states) + hidden_states = self.dropout(hidden_states) + hidden_states = self.LayerNorm(hidden_states + input_tensor) + return hidden_states + + +class BertAttention(nn.Module): + def __init__(self, config, is_cross_attention=False): + super().__init__() + self.self = BertSelfAttention(config, is_cross_attention) + self.output = BertSelfOutput(config) + self.pruned_heads = set() + + def prune_heads(self, heads): + if len(heads) == 0: + return + heads, index = find_pruneable_heads_and_indices( + heads, + self.self.num_attention_heads, + self.self.attention_head_size, + self.pruned_heads, + ) + + # Prune linear layers + self.self.query = prune_linear_layer(self.self.query, index) + self.self.key = prune_linear_layer(self.self.key, index) + self.self.value = prune_linear_layer(self.self.value, index) + self.output.dense = prune_linear_layer(self.output.dense, index, dim=1) + + # Update hyper params and store pruned heads + self.self.num_attention_heads = self.self.num_attention_heads - len(heads) + self.self.all_head_size = ( + self.self.attention_head_size * self.self.num_attention_heads + ) + self.pruned_heads = self.pruned_heads.union(heads) + + def forward( + self, + hidden_states, + attention_mask=None, + head_mask=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + past_key_value=None, + output_attentions=False, + ): + self_outputs = self.self( + hidden_states, + attention_mask, + head_mask, + encoder_hidden_states, + encoder_attention_mask, + past_key_value, + output_attentions, + ) + attention_output = self.output(self_outputs[0], hidden_states) + + outputs = (attention_output,) + self_outputs[ + 1: + ] # add attentions if we output them + return outputs + + +class BertIntermediate(nn.Module): + def __init__(self, config): + super().__init__() + self.dense = nn.Linear(config.hidden_size, config.intermediate_size) + if isinstance(config.hidden_act, str): + self.intermediate_act_fn = ACT2FN[config.hidden_act] + else: + self.intermediate_act_fn = config.hidden_act + + def forward(self, hidden_states): + hidden_states = self.dense(hidden_states) + hidden_states = self.intermediate_act_fn(hidden_states) + return hidden_states + + +class BertOutput(nn.Module): + def __init__(self, config): + super().__init__() + self.dense = nn.Linear(config.intermediate_size, config.hidden_size) + self.LayerNorm = nn.LayerNorm(config.hidden_size, eps=config.layer_norm_eps) + self.dropout = nn.Dropout(config.hidden_dropout_prob) + + def forward(self, hidden_states, input_tensor): + hidden_states = self.dense(hidden_states) + hidden_states = self.dropout(hidden_states) + hidden_states = self.LayerNorm(hidden_states + input_tensor) + return hidden_states + + +class BertLayer(nn.Module): + def __init__(self, config, layer_num): + super().__init__() + self.config = config + self.chunk_size_feed_forward = config.chunk_size_feed_forward + self.seq_len_dim = 1 + self.attention = BertAttention(config) + self.layer_num = layer_num + if ( + self.config.add_cross_attention + and layer_num % self.config.cross_attention_freq == 0 + ): + self.crossattention = BertAttention( + config, is_cross_attention=self.config.add_cross_attention + ) + self.has_cross_attention = True + else: + self.has_cross_attention = False + self.intermediate = BertIntermediate(config) + self.output = BertOutput(config) + + self.intermediate_query = BertIntermediate(config) + self.output_query = BertOutput(config) + + def forward( + self, + hidden_states, + attention_mask=None, + head_mask=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + past_key_value=None, + output_attentions=False, + query_length=0, + ): + # decoder uni-directional self-attention cached key/values tuple is at positions 1,2 + self_attn_past_key_value = ( + past_key_value[:2] if past_key_value is not None else None + ) + self_attention_outputs = self.attention( + hidden_states, + attention_mask, + head_mask, + output_attentions=output_attentions, + past_key_value=self_attn_past_key_value, + ) + attention_output = self_attention_outputs[0] + outputs = self_attention_outputs[1:-1] + + present_key_value = self_attention_outputs[-1] + + if query_length > 0: + query_attention_output = attention_output[:, :query_length, :] + + if self.has_cross_attention: + assert ( + encoder_hidden_states is not None + ), "encoder_hidden_states must be given for cross-attention layers" + cross_attention_outputs = self.crossattention( + query_attention_output, + attention_mask, + head_mask, + encoder_hidden_states, + encoder_attention_mask, + output_attentions=output_attentions, + ) + query_attention_output = cross_attention_outputs[0] + outputs = ( + outputs + cross_attention_outputs[1:-1] + ) # add cross attentions if we output attention weights + + layer_output = apply_chunking_to_forward( + self.feed_forward_chunk_query, + self.chunk_size_feed_forward, + self.seq_len_dim, + query_attention_output, + ) + if attention_output.shape[1] > query_length: + layer_output_text = apply_chunking_to_forward( + self.feed_forward_chunk, + self.chunk_size_feed_forward, + self.seq_len_dim, + attention_output[:, query_length:, :], + ) + layer_output = torch.cat([layer_output, layer_output_text], dim=1) + else: + layer_output = apply_chunking_to_forward( + self.feed_forward_chunk, + self.chunk_size_feed_forward, + self.seq_len_dim, + attention_output, + ) + outputs = (layer_output,) + outputs + + outputs = outputs + (present_key_value,) + + return outputs + + def feed_forward_chunk(self, attention_output): + intermediate_output = self.intermediate(attention_output) + layer_output = self.output(intermediate_output, attention_output) + return layer_output + + def feed_forward_chunk_query(self, attention_output): + intermediate_output = self.intermediate_query(attention_output) + layer_output = self.output_query(intermediate_output, attention_output) + return layer_output + + +class BertEncoder(nn.Module): + def __init__(self, config): + super().__init__() + self.config = config + self.layer = nn.ModuleList( + [BertLayer(config, i) for i in range(config.num_hidden_layers)] + ) + + def forward( + self, + hidden_states, + attention_mask=None, + head_mask=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + past_key_values=None, + use_cache=None, + output_attentions=False, + output_hidden_states=False, + return_dict=True, + query_length=0, + ): + all_hidden_states = () if output_hidden_states else None + all_self_attentions = () if output_attentions else None + all_cross_attentions = ( + () if output_attentions and self.config.add_cross_attention else None + ) + + next_decoder_cache = () if use_cache else None + + for i in range(self.config.num_hidden_layers): + layer_module = self.layer[i] + if output_hidden_states: + all_hidden_states = all_hidden_states + (hidden_states,) + + layer_head_mask = head_mask[i] if head_mask is not None else None + past_key_value = past_key_values[i] if past_key_values is not None else None + + if getattr(self.config, "gradient_checkpointing", False) and self.training: + + if use_cache: + logger.warn( + "`use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`..." + ) + use_cache = False + + def create_custom_forward(module): + def custom_forward(*inputs): + return module( + *inputs, past_key_value, output_attentions, query_length + ) + + return custom_forward + + layer_outputs = torch.utils.checkpoint.checkpoint( + create_custom_forward(layer_module), + hidden_states, + attention_mask, + layer_head_mask, + encoder_hidden_states, + encoder_attention_mask, + ) + else: + layer_outputs = layer_module( + hidden_states, + attention_mask, + layer_head_mask, + encoder_hidden_states, + encoder_attention_mask, + past_key_value, + output_attentions, + query_length, + ) + + hidden_states = layer_outputs[0] + if use_cache: + next_decoder_cache += (layer_outputs[-1],) + if output_attentions: + all_self_attentions = all_self_attentions + (layer_outputs[1],) + all_cross_attentions = all_cross_attentions + (layer_outputs[2],) + + if output_hidden_states: + all_hidden_states = all_hidden_states + (hidden_states,) + + if not return_dict: + return tuple( + v + for v in [ + hidden_states, + next_decoder_cache, + all_hidden_states, + all_self_attentions, + all_cross_attentions, + ] + if v is not None + ) + return BaseModelOutputWithPastAndCrossAttentions( + last_hidden_state=hidden_states, + past_key_values=next_decoder_cache, + hidden_states=all_hidden_states, + attentions=all_self_attentions, + cross_attentions=all_cross_attentions, + ) + + +class BertPooler(nn.Module): + def __init__(self, config): + super().__init__() + self.dense = nn.Linear(config.hidden_size, config.hidden_size) + self.activation = nn.Tanh() + + def forward(self, hidden_states): + # We "pool" the model by simply taking the hidden state corresponding + # to the first token. + first_token_tensor = hidden_states[:, 0] + pooled_output = self.dense(first_token_tensor) + pooled_output = self.activation(pooled_output) + return pooled_output + + +class BertPredictionHeadTransform(nn.Module): + def __init__(self, config): + super().__init__() + self.dense = nn.Linear(config.hidden_size, config.hidden_size) + if isinstance(config.hidden_act, str): + self.transform_act_fn = ACT2FN[config.hidden_act] + else: + self.transform_act_fn = config.hidden_act + self.LayerNorm = nn.LayerNorm(config.hidden_size, eps=config.layer_norm_eps) + + def forward(self, hidden_states): + hidden_states = self.dense(hidden_states) + hidden_states = self.transform_act_fn(hidden_states) + hidden_states = self.LayerNorm(hidden_states) + return hidden_states + + +class BertLMPredictionHead(nn.Module): + def __init__(self, config): + super().__init__() + self.transform = BertPredictionHeadTransform(config) + + # The output weights are the same as the input embeddings, but there is + # an output-only bias for each token. + self.decoder = nn.Linear(config.hidden_size, config.vocab_size, bias=False) + + self.bias = nn.Parameter(torch.zeros(config.vocab_size)) + + # Need a link between the two variables so that the bias is correctly resized with `resize_token_embeddings` + self.decoder.bias = self.bias + + def forward(self, hidden_states): + hidden_states = self.transform(hidden_states) + hidden_states = self.decoder(hidden_states) + return hidden_states + + +class BertOnlyMLMHead(nn.Module): + def __init__(self, config): + super().__init__() + self.predictions = BertLMPredictionHead(config) + + def forward(self, sequence_output): + prediction_scores = self.predictions(sequence_output) + return prediction_scores + + +class BertPreTrainedModel(PreTrainedModel): + """ + An abstract class to handle weights initialization and a simple interface for downloading and loading pretrained + models. + """ + + config_class = BertConfig + base_model_prefix = "bert" + _keys_to_ignore_on_load_missing = [r"position_ids"] + + def _init_weights(self, module): + """Initialize the weights""" + if isinstance(module, (nn.Linear, nn.Embedding)): + # Slightly different from the TF version which uses truncated_normal for initialization + # cf https://github.com/pytorch/pytorch/pull/5617 + module.weight.data.normal_(mean=0.0, std=self.config.initializer_range) + elif isinstance(module, nn.LayerNorm): + module.bias.data.zero_() + module.weight.data.fill_(1.0) + if isinstance(module, nn.Linear) and module.bias is not None: + module.bias.data.zero_() + + +class BertModel(BertPreTrainedModel): + """ + The model can behave as an encoder (with only self-attention) as well as a decoder, in which case a layer of + cross-attention is added between the self-attention layers, following the architecture described in `Attention is + all you need `__ by Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, + Llion Jones, Aidan N. Gomez, Lukasz Kaiser and Illia Polosukhin. + argument and :obj:`add_cross_attention` set to :obj:`True`; an :obj:`encoder_hidden_states` is then expected as an + input to the forward pass. + """ + + def __init__(self, config, add_pooling_layer=False): + super().__init__(config) + self.config = config + + self.embeddings = BertEmbeddings(config) + + self.encoder = BertEncoder(config) + + self.pooler = BertPooler(config) if add_pooling_layer else None + + self.init_weights() + + def get_input_embeddings(self): + return self.embeddings.word_embeddings + + def set_input_embeddings(self, value): + self.embeddings.word_embeddings = value + + def _prune_heads(self, heads_to_prune): + """ + Prunes heads of the model. heads_to_prune: dict of {layer_num: list of heads to prune in this layer} See base + class PreTrainedModel + """ + for layer, heads in heads_to_prune.items(): + self.encoder.layer[layer].attention.prune_heads(heads) + + def get_extended_attention_mask( + self, + attention_mask: Tensor, + input_shape: Tuple[int], + device: device, + is_decoder: bool, + has_query: bool = False, + ) -> Tensor: + """ + Makes broadcastable attention and causal masks so that future and masked tokens are ignored. + + Arguments: + attention_mask (:obj:`torch.Tensor`): + Mask with ones indicating tokens to attend to, zeros for tokens to ignore. + input_shape (:obj:`Tuple[int]`): + The shape of the input to the model. + device: (:obj:`torch.device`): + The device of the input to the model. + + Returns: + :obj:`torch.Tensor` The extended attention mask, with a the same dtype as :obj:`attention_mask.dtype`. + """ + # We can provide a self-attention mask of dimensions [batch_size, from_seq_length, to_seq_length] + # ourselves in which case we just need to make it broadcastable to all heads. + if attention_mask.dim() == 3: + extended_attention_mask = attention_mask[:, None, :, :] + elif attention_mask.dim() == 2: + # Provided a padding mask of dimensions [batch_size, seq_length] + # - if the model is a decoder, apply a causal mask in addition to the padding mask + # - if the model is an encoder, make the mask broadcastable to [batch_size, num_heads, seq_length, seq_length] + if is_decoder: + batch_size, seq_length = input_shape + + seq_ids = torch.arange(seq_length, device=device) + causal_mask = ( + seq_ids[None, None, :].repeat(batch_size, seq_length, 1) + <= seq_ids[None, :, None] + ) + + # add a prefix ones mask to the causal mask + # causal and attention masks must have same type with pytorch version < 1.3 + causal_mask = causal_mask.to(attention_mask.dtype) + + if causal_mask.shape[1] < attention_mask.shape[1]: + prefix_seq_len = attention_mask.shape[1] - causal_mask.shape[1] + if has_query: # UniLM style attention mask + causal_mask = torch.cat( + [ + torch.zeros( + (batch_size, prefix_seq_len, seq_length), + device=device, + dtype=causal_mask.dtype, + ), + causal_mask, + ], + axis=1, + ) + causal_mask = torch.cat( + [ + torch.ones( + (batch_size, causal_mask.shape[1], prefix_seq_len), + device=device, + dtype=causal_mask.dtype, + ), + causal_mask, + ], + axis=-1, + ) + extended_attention_mask = ( + causal_mask[:, None, :, :] * attention_mask[:, None, None, :] + ) + else: + extended_attention_mask = attention_mask[:, None, None, :] + else: + raise ValueError( + "Wrong shape for input_ids (shape {}) or attention_mask (shape {})".format( + input_shape, attention_mask.shape + ) + ) + + # Since attention_mask is 1.0 for positions we want to attend and 0.0 for + # masked positions, this operation will create a tensor which is 0.0 for + # positions we want to attend and -10000.0 for masked positions. + # Since we are adding it to the raw scores before the softmax, this is + # effectively the same as removing these entirely. + extended_attention_mask = extended_attention_mask.to( + dtype=self.dtype + ) # fp16 compatibility + extended_attention_mask = (1.0 - extended_attention_mask) * -10000.0 + return extended_attention_mask + + def forward( + self, + input_ids=None, + attention_mask=None, + position_ids=None, + head_mask=None, + query_embeds=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + past_key_values=None, + use_cache=None, + output_attentions=None, + output_hidden_states=None, + return_dict=None, + is_decoder=False, + ): + r""" + encoder_hidden_states (:obj:`torch.FloatTensor` of shape :obj:`(batch_size, sequence_length, hidden_size)`, `optional`): + Sequence of hidden-states at the output of the last layer of the encoder. Used in the cross-attention if + the model is configured as a decoder. + encoder_attention_mask (:obj:`torch.FloatTensor` of shape :obj:`(batch_size, sequence_length)`, `optional`): + Mask to avoid performing attention on the padding token indices of the encoder input. This mask is used in + the cross-attention if the model is configured as a decoder. Mask values selected in ``[0, 1]``: + - 1 for tokens that are **not masked**, + - 0 for tokens that are **masked**. + past_key_values (:obj:`tuple(tuple(torch.FloatTensor))` of length :obj:`config.n_layers` with each tuple having 4 tensors of shape :obj:`(batch_size, num_heads, sequence_length - 1, embed_size_per_head)`): + Contains precomputed key and value hidden states of the attention blocks. Can be used to speed up decoding. + If :obj:`past_key_values` are used, the user can optionally input only the last :obj:`decoder_input_ids` + (those that don't have their past key value states given to this model) of shape :obj:`(batch_size, 1)` + instead of all :obj:`decoder_input_ids` of shape :obj:`(batch_size, sequence_length)`. + use_cache (:obj:`bool`, `optional`): + If set to :obj:`True`, :obj:`past_key_values` key value states are returned and can be used to speed up + decoding (see :obj:`past_key_values`). + """ + output_attentions = ( + output_attentions + if output_attentions is not None + else self.config.output_attentions + ) + output_hidden_states = ( + output_hidden_states + if output_hidden_states is not None + else self.config.output_hidden_states + ) + return_dict = ( + return_dict if return_dict is not None else self.config.use_return_dict + ) + + # use_cache = use_cache if use_cache is not None else self.config.use_cache + + if input_ids is None: + assert ( + query_embeds is not None + ), "You have to specify query_embeds when input_ids is None" + + # past_key_values_length + past_key_values_length = ( + past_key_values[0][0].shape[2] - self.config.query_length + if past_key_values is not None + else 0 + ) + + query_length = query_embeds.shape[1] if query_embeds is not None else 0 + + embedding_output = self.embeddings( + input_ids=input_ids, + position_ids=position_ids, + query_embeds=query_embeds, + past_key_values_length=past_key_values_length, + ) + + input_shape = embedding_output.size()[:-1] + batch_size, seq_length = input_shape + device = embedding_output.device + + if attention_mask is None: + attention_mask = torch.ones( + ((batch_size, seq_length + past_key_values_length)), device=device + ) + + # We can provide a self-attention mask of dimensions [batch_size, from_seq_length, to_seq_length] + # ourselves in which case we just need to make it broadcastable to all heads. + if is_decoder: + extended_attention_mask = self.get_extended_attention_mask( + attention_mask, + input_ids.shape, + device, + is_decoder, + has_query=(query_embeds is not None), + ) + else: + extended_attention_mask = self.get_extended_attention_mask( + attention_mask, input_shape, device, is_decoder + ) + + # If a 2D or 3D attention mask is provided for the cross-attention + # we need to make broadcastable to [batch_size, num_heads, seq_length, seq_length] + if encoder_hidden_states is not None: + if type(encoder_hidden_states) == list: + encoder_batch_size, encoder_sequence_length, _ = encoder_hidden_states[ + 0 + ].size() + else: + ( + encoder_batch_size, + encoder_sequence_length, + _, + ) = encoder_hidden_states.size() + encoder_hidden_shape = (encoder_batch_size, encoder_sequence_length) + + if type(encoder_attention_mask) == list: + encoder_extended_attention_mask = [ + self.invert_attention_mask(mask) for mask in encoder_attention_mask + ] + elif encoder_attention_mask is None: + encoder_attention_mask = torch.ones(encoder_hidden_shape, device=device) + encoder_extended_attention_mask = self.invert_attention_mask( + encoder_attention_mask + ) + else: + encoder_extended_attention_mask = self.invert_attention_mask( + encoder_attention_mask + ) + else: + encoder_extended_attention_mask = None + + # Prepare head mask if needed + # 1.0 in head_mask indicate we keep the head + # attention_probs has shape bsz x n_heads x N x N + # input head_mask has shape [num_heads] or [num_hidden_layers x num_heads] + # and head_mask is converted to shape [num_hidden_layers x batch x num_heads x seq_length x seq_length] + head_mask = self.get_head_mask(head_mask, self.config.num_hidden_layers) + + encoder_outputs = self.encoder( + embedding_output, + attention_mask=extended_attention_mask, + head_mask=head_mask, + encoder_hidden_states=encoder_hidden_states, + encoder_attention_mask=encoder_extended_attention_mask, + past_key_values=past_key_values, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + query_length=query_length, + ) + sequence_output = encoder_outputs[0] + pooled_output = ( + self.pooler(sequence_output) if self.pooler is not None else None + ) + + if not return_dict: + return (sequence_output, pooled_output) + encoder_outputs[1:] + + return BaseModelOutputWithPoolingAndCrossAttentions( + last_hidden_state=sequence_output, + pooler_output=pooled_output, + past_key_values=encoder_outputs.past_key_values, + hidden_states=encoder_outputs.hidden_states, + attentions=encoder_outputs.attentions, + cross_attentions=encoder_outputs.cross_attentions, + ) + + +class BertLMHeadModel(BertPreTrainedModel): + + _keys_to_ignore_on_load_unexpected = [r"pooler"] + _keys_to_ignore_on_load_missing = [r"position_ids", r"predictions.decoder.bias"] + + def __init__(self, config): + super().__init__(config) + + self.bert = BertModel(config, add_pooling_layer=False) + self.cls = BertOnlyMLMHead(config) + + self.init_weights() + + def get_output_embeddings(self): + return self.cls.predictions.decoder + + def set_output_embeddings(self, new_embeddings): + self.cls.predictions.decoder = new_embeddings + + def forward( + self, + input_ids=None, + attention_mask=None, + position_ids=None, + head_mask=None, + query_embeds=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + labels=None, + past_key_values=None, + use_cache=True, + output_attentions=None, + output_hidden_states=None, + return_dict=None, + return_logits=False, + is_decoder=True, + reduction="mean", + ): + r""" + encoder_hidden_states (:obj:`torch.FloatTensor` of shape :obj:`(batch_size, sequence_length, hidden_size)`, `optional`): + Sequence of hidden-states at the output of the last layer of the encoder. Used in the cross-attention if + the model is configured as a decoder. + encoder_attention_mask (:obj:`torch.FloatTensor` of shape :obj:`(batch_size, sequence_length)`, `optional`): + Mask to avoid performing attention on the padding token indices of the encoder input. This mask is used in + the cross-attention if the model is configured as a decoder. Mask values selected in ``[0, 1]``: + - 1 for tokens that are **not masked**, + - 0 for tokens that are **masked**. + labels (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`, `optional`): + Labels for computing the left-to-right language modeling loss (next word prediction). Indices should be in + ``[-100, 0, ..., config.vocab_size]`` (see ``input_ids`` docstring) Tokens with indices set to ``-100`` are + ignored (masked), the loss is only computed for the tokens with labels n ``[0, ..., config.vocab_size]`` + past_key_values (:obj:`tuple(tuple(torch.FloatTensor))` of length :obj:`config.n_layers` with each tuple having 4 tensors of shape :obj:`(batch_size, num_heads, sequence_length - 1, embed_size_per_head)`): + Contains precomputed key and value hidden states of the attention blocks. Can be used to speed up decoding. + If :obj:`past_key_values` are used, the user can optionally input only the last :obj:`decoder_input_ids` + (those that don't have their past key value states given to this model) of shape :obj:`(batch_size, 1)` + instead of all :obj:`decoder_input_ids` of shape :obj:`(batch_size, sequence_length)`. + use_cache (:obj:`bool`, `optional`): + If set to :obj:`True`, :obj:`past_key_values` key value states are returned and can be used to speed up + decoding (see :obj:`past_key_values`). + Returns: + Example:: + >>> from transformers import BertTokenizer, BertLMHeadModel, BertConfig + >>> import torch + >>> tokenizer = BertTokenizer.from_pretrained('bert-base-cased') + >>> config = BertConfig.from_pretrained("bert-base-cased") + >>> model = BertLMHeadModel.from_pretrained('bert-base-cased', config=config) + >>> inputs = tokenizer("Hello, my dog is cute", return_tensors="pt") + >>> outputs = model(**inputs) + >>> prediction_logits = outputs.logits + """ + return_dict = ( + return_dict if return_dict is not None else self.config.use_return_dict + ) + if labels is not None: + use_cache = False + if past_key_values is not None: + query_embeds = None + + outputs = self.bert( + input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + head_mask=head_mask, + query_embeds=query_embeds, + encoder_hidden_states=encoder_hidden_states, + encoder_attention_mask=encoder_attention_mask, + past_key_values=past_key_values, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + is_decoder=is_decoder, + ) + + sequence_output = outputs[0] + if query_embeds is not None: + sequence_output = outputs[0][:, query_embeds.shape[1] :, :] + + prediction_scores = self.cls(sequence_output) + + if return_logits: + return prediction_scores[:, :-1, :].contiguous() + + lm_loss = None + if labels is not None: + # we are doing next-token prediction; shift prediction scores and input ids by one + shifted_prediction_scores = prediction_scores[:, :-1, :].contiguous() + labels = labels[:, 1:].contiguous() + loss_fct = CrossEntropyLoss(reduction=reduction, label_smoothing=0.1) + lm_loss = loss_fct( + shifted_prediction_scores.view(-1, self.config.vocab_size), + labels.view(-1), + ) + if reduction == "none": + lm_loss = lm_loss.view(prediction_scores.size(0), -1).sum(1) + + if not return_dict: + output = (prediction_scores,) + outputs[2:] + return ((lm_loss,) + output) if lm_loss is not None else output + + return CausalLMOutputWithCrossAttentions( + loss=lm_loss, + logits=prediction_scores, + past_key_values=outputs.past_key_values, + hidden_states=outputs.hidden_states, + attentions=outputs.attentions, + cross_attentions=outputs.cross_attentions, + ) + + def prepare_inputs_for_generation( + self, input_ids, query_embeds, past=None, attention_mask=None, **model_kwargs + ): + # if model is used as a decoder in encoder-decoder model, the decoder attention mask is created on the fly + if attention_mask is None: + attention_mask = input_ids.new_ones(input_ids.shape) + query_mask = input_ids.new_ones(query_embeds.shape[:-1]) + attention_mask = torch.cat([query_mask, attention_mask], dim=-1) + + # cut decoder_input_ids if past is used + if past is not None: + input_ids = input_ids[:, -1:] + + return { + "input_ids": input_ids, + "query_embeds": query_embeds, + "attention_mask": attention_mask, + "past_key_values": past, + "encoder_hidden_states": model_kwargs.get("encoder_hidden_states", None), + "encoder_attention_mask": model_kwargs.get("encoder_attention_mask", None), + "is_decoder": True, + } + + def _reorder_cache(self, past, beam_idx): + reordered_past = () + for layer_past in past: + reordered_past += ( + tuple( + past_state.index_select(0, beam_idx) for past_state in layer_past + ), + ) + return reordered_past + + +class BertForMaskedLM(BertPreTrainedModel): + + _keys_to_ignore_on_load_unexpected = [r"pooler"] + _keys_to_ignore_on_load_missing = [r"position_ids", r"predictions.decoder.bias"] + + def __init__(self, config): + super().__init__(config) + + self.bert = BertModel(config, add_pooling_layer=False) + self.cls = BertOnlyMLMHead(config) + + self.init_weights() + + def get_output_embeddings(self): + return self.cls.predictions.decoder + + def set_output_embeddings(self, new_embeddings): + self.cls.predictions.decoder = new_embeddings + + def forward( + self, + input_ids=None, + attention_mask=None, + position_ids=None, + head_mask=None, + query_embeds=None, + encoder_hidden_states=None, + encoder_attention_mask=None, + labels=None, + output_attentions=None, + output_hidden_states=None, + return_dict=None, + return_logits=False, + is_decoder=False, + ): + r""" + labels (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`, `optional`): + Labels for computing the masked language modeling loss. Indices should be in ``[-100, 0, ..., + config.vocab_size]`` (see ``input_ids`` docstring) Tokens with indices set to ``-100`` are ignored + (masked), the loss is only computed for the tokens with labels in ``[0, ..., config.vocab_size]`` + """ + + return_dict = ( + return_dict if return_dict is not None else self.config.use_return_dict + ) + + outputs = self.bert( + input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + head_mask=head_mask, + query_embeds=query_embeds, + encoder_hidden_states=encoder_hidden_states, + encoder_attention_mask=encoder_attention_mask, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + is_decoder=is_decoder, + ) + + if query_embeds is not None: + sequence_output = outputs[0][:, query_embeds.shape[1] :, :] + prediction_scores = self.cls(sequence_output) + + if return_logits: + return prediction_scores + + masked_lm_loss = None + if labels is not None: + loss_fct = CrossEntropyLoss() # -100 index = padding token + masked_lm_loss = loss_fct( + prediction_scores.view(-1, self.config.vocab_size), labels.view(-1) + ) + + if not return_dict: + output = (prediction_scores,) + outputs[2:] + return ( + ((masked_lm_loss,) + output) if masked_lm_loss is not None else output + ) + + return MaskedLMOutput( + loss=masked_lm_loss, + logits=prediction_scores, + hidden_states=outputs.hidden_states, + attentions=outputs.attentions, + ) diff --git a/model/lavis/models/blip2_models/__init__.py b/model/lavis/models/blip2_models/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/model/lavis/models/blip2_models/blip2.py b/model/lavis/models/blip2_models/blip2.py new file mode 100644 index 0000000..49b775f --- /dev/null +++ b/model/lavis/models/blip2_models/blip2.py @@ -0,0 +1,321 @@ +""" + Copyright (c) 2023, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" +import contextlib +import datetime +import logging +import os +import time + +import torch +import torch.distributed as dist +import torch.nn as nn +import torch.nn.functional as F +from transformers import BertTokenizer + +import model.lavis.common.dist_utils as dist_utils +from biovil_t.model import ImageModel +from biovil_t.pretrained import get_biovil_t_image_encoder, _download_biovil_t_image_model_weights +from biovil_t.types import ImageEncoderType +from model.lavis.common.dist_utils import download_cached_file +from model.lavis.common.logger import MetricLogger +from model.lavis.common.utils import is_url +from model.lavis.models.base_model import BaseModel +from model.lavis.models.blip2_models.Qformer import BertConfig, BertLMHeadModel + + +class Blip2Base(BaseModel): + @classmethod + def init_tokenizer(cls, truncation_side="right"): + tokenizer = BertTokenizer.from_pretrained("bert-base-uncased", truncation_side=truncation_side) + tokenizer.add_special_tokens({"bos_token": "[DEC]"}) + return tokenizer + + def maybe_autocast(self, dtype=torch.float16): + # if on cpu, don't use autocast + # if on gpu, use autocast with dtype if provided, otherwise use torch.float16 + enable_autocast = self.device != torch.device("cpu") + + if enable_autocast: + return torch.cuda.amp.autocast(dtype=dtype) + else: + return contextlib.nullcontext() + + @classmethod + def init_Qformer(cls, num_query_token, vision_width, cross_attention_freq=2): + encoder_config = BertConfig.from_pretrained("bert-base-uncased") + encoder_config.encoder_width = vision_width + # insert cross-attention layer every other block + encoder_config.add_cross_attention = True + encoder_config.cross_attention_freq = cross_attention_freq + encoder_config.query_length = num_query_token + Qformer = BertLMHeadModel.from_pretrained( + "bert-base-uncased", config=encoder_config + ) + query_tokens = nn.Parameter( + torch.zeros(1, num_query_token, encoder_config.hidden_size) + ) + query_tokens.data.normal_(mean=0.0, std=encoder_config.initializer_range) + return Qformer, query_tokens + + def init_vision_encoder( + self, model_name, img_size, drop_path_rate, use_grad_checkpoint, precision + ): + assert model_name in [ + "eva_clip_g", + "eva2_clip_L", + "clip_L", + "biovil" + ], "vit model must be eva_clip_g, eva2_clip_L or clip_L" + if model_name == "eva_clip_g": + pass #Not supported + + elif model_name == "clip_L": + pass + + elif model_name == "biovil": + biovilt_checkpoint_path = _download_biovil_t_image_model_weights() + model_type = ImageEncoderType.RESNET50_MULTI_IMAGE + visual_encoder = ImageModel(img_encoder_type=model_type, + joint_feature_size=1408, + pretrained_model_path=biovilt_checkpoint_path) + + ln_vision = LayerNorm(visual_encoder.num_features) if model_name != "biovil" else LayerNorm(1408) + self.vit_name = model_name + return visual_encoder, ln_vision, visual_encoder.num_features if model_name != "biovil" else 1408 + + def load_from_pretrained(self, url_or_filename): + if is_url(url_or_filename): + cached_file = download_cached_file( + url_or_filename, check_hash=False, progress=True + ) + checkpoint = torch.load(cached_file, map_location="cpu") + elif os.path.isfile(url_or_filename): + checkpoint = torch.load(url_or_filename, map_location="cpu") + else: + raise RuntimeError("checkpoint url or path is invalid") + + state_dict = checkpoint["model"] + + msg = self.load_state_dict(state_dict, strict=False) + + # logging.info("Missing keys {}".format(msg.missing_keys)) + logging.info("load checkpoint from %s" % url_or_filename) + + return msg + + def get_optimizer_params(self, weight_decay, lr_scale=1): + + vit_num_layers = self.visual_encoder.get_num_layer() + lr_scales = list(lr_scale ** (vit_num_layers + 1 - i) for i in range(vit_num_layers + 2)) + + parameter_group_names = {} + parameter_group_vars = {} + + for name, param in self.named_parameters(): + if not param.requires_grad: + continue # frozen weights + if len(param.shape) == 1 or name.endswith(".bias"): + group_name = "no_decay" + this_weight_decay = 0. + else: + group_name = "decay" + this_weight_decay = weight_decay + if 'visual_encoder' in name: + layer_id = self.visual_encoder.get_num_layer(name.replace('visual_encoder.', '')) + group_name = "vit_layer_%d_%s" % (layer_id, group_name) + else: + layer_id = None + + if group_name not in parameter_group_names: + if layer_id is not None: + scale = lr_scales[layer_id] + else: + scale = 1 + parameter_group_names[group_name] = { + "weight_decay": this_weight_decay, + "params": [], + "lr_scale": scale + } + parameter_group_vars[group_name] = { + "weight_decay": this_weight_decay, + "params": [], + "lr_scale": scale + } + parameter_group_vars[group_name]["params"].append(param) + parameter_group_names[group_name]["params"].append(name) + # import json + # print("Param groups = %s" % json.dumps(parameter_group_names, indent=2)) + optim_params = list(parameter_group_vars.values()) + return optim_params + + def _lemmatize(self, answers): + def apply(answer): + doc = self.lemmatizer(answer) + + words = [] + for token in doc: + if token.pos_ in ["NOUN", "VERB"]: + words.append(token.lemma_) + else: + words.append(token.text) + answer = " ".join(words) + + return answer + + return [apply(answer) for answer in answers] + + @property + def lemmatizer(self): + if self._lemmatizer is None: + try: + import spacy + + self._lemmatizer = spacy.load("en_core_web_sm") + except ImportError: + logging.error( + """ + Please install spacy and en_core_web_sm model to apply lemmatization. + python -m spacy download en_core_web_sm + OR + import spacy.cli + spacy.cli.download("en_core_web_sm") + """ + ) + exit(1) + + return self._lemmatizer + + +def disabled_train(self, mode=True): + """Overwrite model.train with this function to make sure train/eval mode + does not change anymore.""" + return self + + +class LayerNorm(nn.LayerNorm): + """Subclass torch's LayerNorm to handle fp16.""" + + def forward(self, x: torch.Tensor): + orig_type = x.dtype + ret = super().forward(x.type(torch.float32)) + return ret.type(orig_type) + + +def compute_sim_matrix(model, data_loader, **kwargs): + k_test = kwargs.pop("k_test") + + metric_logger = MetricLogger(delimiter=" ") + header = "Evaluation:" + + logging.info("Computing features for evaluation...") + start_time = time.time() + + texts = data_loader.dataset.text + num_text = len(texts) + text_bs = 256 + text_ids = [] + text_embeds = [] + text_atts = [] + for i in range(0, num_text, text_bs): + text = texts[i: min(num_text, i + text_bs)] + text_input = model.tokenizer( + text, + padding="max_length", + truncation=True, + max_length=35, + return_tensors="pt", + ).to(model.device) + text_feat = model.forward_text(text_input) + text_embed = F.normalize(model.text_proj(text_feat)) + text_embeds.append(text_embed) + text_ids.append(text_input.input_ids) + text_atts.append(text_input.attention_mask) + + text_embeds = torch.cat(text_embeds, dim=0) + text_ids = torch.cat(text_ids, dim=0) + text_atts = torch.cat(text_atts, dim=0) + + vit_feats = [] + image_embeds = [] + for samples in data_loader: + image = samples["image"] + + image = image.to(model.device) + image_feat, vit_feat = model.forward_image(image) + image_embed = model.vision_proj(image_feat) + image_embed = F.normalize(image_embed, dim=-1) + + vit_feats.append(vit_feat.cpu()) + image_embeds.append(image_embed) + + vit_feats = torch.cat(vit_feats, dim=0) + image_embeds = torch.cat(image_embeds, dim=0) + + sims_matrix = [] + for image_embed in image_embeds: + sim_q2t = image_embed @ text_embeds.t() + sim_i2t, _ = sim_q2t.max(0) + sims_matrix.append(sim_i2t) + sims_matrix = torch.stack(sims_matrix, dim=0) + + score_matrix_i2t = torch.full( + (len(data_loader.dataset.image), len(texts)), -100.0 + ).to(model.device) + + num_tasks = dist_utils.get_world_size() + rank = dist_utils.get_rank() + step = sims_matrix.size(0) // num_tasks + 1 + start = rank * step + end = min(sims_matrix.size(0), start + step) + + for i, sims in enumerate( + metric_logger.log_every(sims_matrix[start:end], 50, header) + ): + topk_sim, topk_idx = sims.topk(k=k_test, dim=0) + image_inputs = vit_feats[start + i].repeat(k_test, 1, 1).to(model.device) + score = model.compute_itm( + image_inputs=image_inputs, + text_ids=text_ids[topk_idx], + text_atts=text_atts[topk_idx], + ).float() + score_matrix_i2t[start + i, topk_idx] = score + topk_sim + + sims_matrix = sims_matrix.t() + score_matrix_t2i = torch.full( + (len(texts), len(data_loader.dataset.image)), -100.0 + ).to(model.device) + + step = sims_matrix.size(0) // num_tasks + 1 + start = rank * step + end = min(sims_matrix.size(0), start + step) + + for i, sims in enumerate( + metric_logger.log_every(sims_matrix[start:end], 50, header) + ): + topk_sim, topk_idx = sims.topk(k=k_test, dim=0) + image_inputs = vit_feats[topk_idx.cpu()].to(model.device) + score = model.compute_itm( + image_inputs=image_inputs, + text_ids=text_ids[start + i].repeat(k_test, 1), + text_atts=text_atts[start + i].repeat(k_test, 1), + ).float() + score_matrix_t2i[start + i, topk_idx] = score + topk_sim + + if dist_utils.is_dist_avail_and_initialized(): + dist.barrier() + torch.distributed.all_reduce( + score_matrix_i2t, op=torch.distributed.ReduceOp.SUM + ) + torch.distributed.all_reduce( + score_matrix_t2i, op=torch.distributed.ReduceOp.SUM + ) + + total_time = time.time() - start_time + total_time_str = str(datetime.timedelta(seconds=int(total_time))) + logging.info("Evaluation time {}".format(total_time_str)) + + return score_matrix_i2t.cpu().numpy(), score_matrix_t2i.cpu().numpy() diff --git a/model/lavis/models/blip2_models/blip2_qformer.py b/model/lavis/models/blip2_models/blip2_qformer.py new file mode 100644 index 0000000..fcfbcf0 --- /dev/null +++ b/model/lavis/models/blip2_models/blip2_qformer.py @@ -0,0 +1,665 @@ +""" + Copyright (c) 2023, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" +import logging + +import torch +import torch.distributed as dist +import torch.nn as nn +from torch.cuda.amp import autocast as autocast +from torch.nn import functional as F + +from model.lavis.common.registry import registry +from model.lavis.models.base_model import all_gather_with_grad, concat_all_gather +from model.lavis.models.blip2_models.blip2 import ( + Blip2Base, + compute_sim_matrix, + disabled_train, +) +from model.lavis.models.blip_models.blip_outputs import BlipOutput, BlipOutputFeatures + + +@registry.register_model("blip2") +@registry.register_model("blip2_feature_extractor") +class Blip2Qformer(Blip2Base): + """ + BLIP2 first-stage model with Q-former and ViT. + Supported model types: + - pretrained: pretrained model with vit-g + - pretrain_vitL: pretrained model with vit-large + - coco: fintuned model on coco + Usage: + >>> from lavis.models import load_model + >>> model = load_model("blip2", "pretrain") + """ + + PRETRAINED_MODEL_CONFIG_DICT = { + "pretrain": "configs/models/blip2/blip2_pretrain.yaml", + "pretrain_vitL": "configs/models/blip2/blip2_pretrain_vitL.yaml", + "coco": "configs/models/blip2/blip2_coco.yaml", + } + + def __init__( + self, + vit_model="eva_clip_g", + img_size=224, + drop_path_rate=0, + use_grad_checkpoint=False, + vit_precision="fp16", + freeze_vit=True, + num_query_token=32, + cross_attention_freq=2, + embed_dim=256, + max_txt_len=32, + ): + super().__init__() + + self.tokenizer = self.init_tokenizer() + + self.visual_encoder, self.ln_vision, vis_num_feat = self.init_vision_encoder( + vit_model, img_size, drop_path_rate, use_grad_checkpoint, vit_precision + ) + self.vit_model = vit_model + if freeze_vit: + for name, param in self.visual_encoder.named_parameters(): + param.requires_grad = False + self.visual_encoder = self.visual_encoder.eval() + self.visual_encoder.train = disabled_train + logging.info("freeze vision encoder") + self.Qformer, self.query_tokens = self.init_Qformer( + num_query_token, vis_num_feat, cross_attention_freq + ) + self.Qformer.resize_token_embeddings(len(self.tokenizer)) + state_dict = self.Qformer.state_dict() + for name, param in self.Qformer.named_parameters(): + if "_query" in name: + key_orig = name.replace("_query", "") + param.data.copy_(state_dict[key_orig]) + + self.vision_proj = nn.Linear(self.Qformer.config.hidden_size, embed_dim) + self.text_proj = nn.Linear(self.Qformer.config.hidden_size, embed_dim) + + self.itm_head = nn.Linear(self.Qformer.config.hidden_size, 2) + + self.temp = nn.Parameter(0.07 * torch.ones([])) + + self.max_txt_len = max_txt_len + + def forward(self, samples): + image = samples["image"] + text = samples["text_output"] + + if self.vit_model == "biovil": + image_embeds = self.ln_vision(self.visual_encoder(image).projected_patch_embeddings.reshape(image.shape[0], -1, 1408)) + else: + image_embeds = self.ln_vision(self.visual_encoder(image)) + + image_atts = torch.ones(image_embeds.size()[:-1], dtype=torch.long).to( + image.device + ) + + query_tokens = self.query_tokens.expand(image_embeds.shape[0], -1, -1) + + query_output = self.Qformer.bert( + query_embeds=query_tokens, + encoder_hidden_states=image_embeds, + encoder_attention_mask=image_atts, + use_cache=True, + return_dict=True, + ) + + image_feats = F.normalize( + self.vision_proj(query_output.last_hidden_state), dim=-1 + ) + + text_tokens = self.tokenizer( + text, + padding="max_length", + truncation=True, + max_length=self.max_txt_len, + return_tensors="pt", + ).to(image.device) + text_output = self.Qformer.bert( + text_tokens.input_ids, + attention_mask=text_tokens.attention_mask, + return_dict=True, + ) + text_feat = F.normalize( + self.text_proj(text_output.last_hidden_state[:, 0, :]), dim=-1 + ) + + # ###============== Image-text Contrastive ===================### + # image_feats_all = concat_all_gather( + # image_feats + # ) # [batch_size*num_gpu, num_query_tokens, embed_dim] + # text_feat_all = concat_all_gather(text_feat) # [batch_size*num_gpu, embed_dim] + # + # sim_q2t = torch.matmul( + # image_feats.unsqueeze(1), text_feat_all.unsqueeze(-1) + # ).squeeze() + # # [batch_size, batch_size*num_gpu, num_query_tokens] + # + # # image-text similarity: aggregate across all query tokens + # sim_i2t, _ = sim_q2t.max(-1) + # sim_i2t = sim_i2t / self.temp + # + # # text-query similarity: [batch_size, batch_size*num_gpu, num_query_tokens] + # sim_t2q = torch.matmul( + # text_feat.unsqueeze(1).unsqueeze(1), image_feats_all.permute(0, 2, 1) + # ).squeeze() + # + # # text-image similarity: aggregate across all query tokens + # sim_t2i, _ = sim_t2q.max(-1) + # sim_t2i = sim_t2i / self.temp # [batch_size, batch_size*num_gpu] + # + # rank = dist.get_rank() + # bs = image.size(0) + # targets = torch.linspace(rank * bs, rank * bs + bs - 1, bs, dtype=int).to( + # image.device + # ) + # + # if "image_id" in samples.keys(): #coco retrieval finetuning + # image_ids = samples["image_id"].view(-1,1) + # image_ids_all = concat_all_gather(image_ids) + # pos_idx = torch.eq(image_ids, image_ids_all.t()).float() + # sim_targets = pos_idx / pos_idx.sum(1,keepdim=True) + # sim_targets = 0.9 * sim_targets + 0.1 * torch.ones_like(sim_targets) / sim_targets.size(1) + # + # loss_t2i = -torch.sum(F.log_softmax(sim_t2i, dim=1)*sim_targets,dim=1).mean() + # loss_i2t = -torch.sum(F.log_softmax(sim_i2t, dim=1)*sim_targets,dim=1).mean() + # loss_itc = (loss_t2i+loss_i2t)/2 + # else: + # loss_itc = ( + # F.cross_entropy(sim_i2t, targets, label_smoothing=0.1) + # + F.cross_entropy(sim_t2i, targets, label_smoothing=0.1) + # ) / 2 + # + # ###============== Image-text Matching ===================### + # text_input_ids_world = concat_all_gather(text_tokens.input_ids) + # text_attention_mask_world = concat_all_gather(text_tokens.attention_mask) + # image_embeds_world = all_gather_with_grad(image_embeds) + # with torch.no_grad(): + # if "image_id" in samples.keys(): + # mask = torch.eq(image_ids, image_ids_all.t()) + # sim_t2i.masked_fill_(mask, -10000) + # sim_i2t.masked_fill_(mask, -10000) + # else: + # sim_t2i[:, rank * bs : rank * bs + bs].fill_diagonal_(-10000) + # sim_i2t[:, rank * bs : rank * bs + bs].fill_diagonal_(-10000) + # + # weights_t2i = F.softmax(sim_t2i, dim=1) + # weights_i2t = F.softmax(sim_i2t, dim=1) + # + # # select a negative image for each text + # image_embeds_neg = [] + # for b in range(bs): + # neg_idx = torch.multinomial(weights_t2i[b], 1).item() + # image_embeds_neg.append(image_embeds_world[neg_idx]) + # image_embeds_neg = torch.stack(image_embeds_neg, dim=0) + # + # # select a negative text for each image + # text_ids_neg = [] + # text_atts_neg = [] + # for b in range(bs): + # neg_idx = torch.multinomial(weights_i2t[b], 1).item() + # text_ids_neg.append(text_input_ids_world[neg_idx]) + # text_atts_neg.append(text_attention_mask_world[neg_idx]) + # + # text_ids_neg = torch.stack(text_ids_neg, dim=0) + # text_atts_neg = torch.stack(text_atts_neg, dim=0) + # + # text_ids_all = torch.cat( + # [text_tokens.input_ids, text_tokens.input_ids, text_ids_neg], dim=0 + # ) # pos, pos, neg + # text_atts_all = torch.cat( + # [text_tokens.attention_mask, text_tokens.attention_mask, text_atts_neg], + # dim=0, + # ) + # + # query_tokens_itm = self.query_tokens.expand(text_ids_all.shape[0], -1, -1) + # query_atts_itm = torch.ones(query_tokens_itm.size()[:-1], dtype=torch.long).to( + # image.device + # ) + # attention_mask_all = torch.cat([query_atts_itm, text_atts_all], dim=1) + # + # image_embeds_all = torch.cat( + # [image_embeds, image_embeds_neg, image_embeds], dim=0 + # ) # pos, neg, pos + # image_atts_all = torch.ones(image_embeds_all.size()[:-1], dtype=torch.long).to( + # image.device + # ) + # + # output_itm = self.Qformer.bert( + # text_ids_all, + # query_embeds=query_tokens_itm, + # attention_mask=attention_mask_all, + # encoder_hidden_states=image_embeds_all, + # encoder_attention_mask=image_atts_all, + # return_dict=True, + # ) + # + # vl_embeddings = output_itm.last_hidden_state[:, : query_tokens_itm.size(1), :] + # vl_output = self.itm_head(vl_embeddings) + # logits = vl_output.mean(dim=1) + # + # itm_labels = torch.cat( + # [torch.ones(bs, dtype=torch.long), torch.zeros(2 * bs, dtype=torch.long)], + # dim=0, + # ).to(image.device) + # loss_itm = F.cross_entropy(logits, itm_labels) + # + # ##================= Image Captioning ========================## + # decoder_input_ids = text_tokens.input_ids.clone() + # decoder_input_ids[:, 0] = self.tokenizer.bos_token_id + # labels = decoder_input_ids.masked_fill( + # decoder_input_ids == self.tokenizer.pad_token_id, -100 + # ) + # + # query_atts = torch.ones(query_tokens.size()[:-1], dtype=torch.long).to( + # image.device + # ) + # attention_mask = torch.cat([query_atts, text_tokens.attention_mask], dim=1) + # lm_output = self.Qformer( + # decoder_input_ids, + # attention_mask=attention_mask, + # past_key_values=query_output.past_key_values, + # return_dict=True, + # labels=labels, + # ) + # + # loss_lm = lm_output.loss + # + # return BlipOutput( + # loss=loss_itc + loss_itm + loss_lm, + # loss_itc=loss_itc, + # loss_itm=loss_itm, + # loss_lm=loss_lm, + # ) + ###============== Image-text Contrastive ===================### + sim_q2t = torch.matmul( + image_feats.unsqueeze(1), text_feat.unsqueeze(-1) + ).squeeze() + + # image-text similarity: aggregate across all query tokens + sim_i2t, _ = sim_q2t.max(-1) + sim_i2t = sim_i2t / self.temp + + # text-query similarity + sim_t2q = torch.matmul( + text_feat.unsqueeze(1).unsqueeze(1), image_feats.permute(0, 2, 1) + ).squeeze() + + # text-image similarity: aggregate across all query tokens + sim_t2i, _ = sim_t2q.max(-1) + sim_t2i = sim_t2i / self.temp + + bs = image.size(0) + targets = torch.arange(bs, dtype=torch.long).to(image.device) + + loss_itc = ( + F.cross_entropy(sim_i2t, targets, label_smoothing=0.1) + + F.cross_entropy(sim_t2i, targets, label_smoothing=0.1) + ) / 2 + + ###============== Image-text Matching ===================### + with torch.no_grad(): + weights_t2i = F.softmax(sim_t2i, dim=1) + 1e-4 + weights_t2i.fill_diagonal_(0) + weights_i2t = F.softmax(sim_i2t, dim=1) + 1e-4 + weights_i2t.fill_diagonal_(0) + + # select a negative image for each text + image_embeds_neg = [] + for b in range(bs): + neg_idx = torch.multinomial(weights_t2i[b], 1).item() + image_embeds_neg.append(image_embeds[neg_idx]) + image_embeds_neg = torch.stack(image_embeds_neg, dim=0) + + # select a negative text for each image + text_ids_neg = [] + text_atts_neg = [] + for b in range(bs): + neg_idx = torch.multinomial(weights_i2t[b], 1).item() + text_ids_neg.append(text_tokens.input_ids[neg_idx]) + text_atts_neg.append(text_tokens.attention_mask[neg_idx]) + + text_ids_neg = torch.stack(text_ids_neg, dim=0) + text_atts_neg = torch.stack(text_atts_neg, dim=0) + + text_ids_all = torch.cat( + [text_tokens.input_ids, text_tokens.input_ids, text_ids_neg], dim=0 + ) # pos, pos, neg + text_atts_all = torch.cat( + [text_tokens.attention_mask, text_tokens.attention_mask, text_atts_neg], + dim=0, + ) + + query_tokens_itm = self.query_tokens.expand(text_ids_all.shape[0], -1, -1) + query_atts_itm = torch.ones(query_tokens_itm.size()[:-1], dtype=torch.long).to( + image.device + ) + attention_mask_all = torch.cat([query_atts_itm, text_atts_all], dim=1) + + image_embeds_all = torch.cat( + [image_embeds, image_embeds_neg, image_embeds], dim=0 + ) # pos, neg, pos + image_atts_all = torch.ones(image_embeds_all.size()[:-1], dtype=torch.long).to( + image.device + ) + + output_itm = self.Qformer.bert( + text_ids_all, + query_embeds=query_tokens_itm, + attention_mask=attention_mask_all, + encoder_hidden_states=image_embeds_all, + encoder_attention_mask=image_atts_all, + return_dict=True, + ) + + vl_embeddings = output_itm.last_hidden_state[:, : query_tokens_itm.size(1), :] + vl_output = self.itm_head(vl_embeddings) + logits = vl_output.mean(dim=1) + + itm_labels = torch.cat( + [torch.ones(bs, dtype=torch.long), torch.zeros(2 * bs, dtype=torch.long)], + dim=0, + ).to(image.device) + loss_itm = F.cross_entropy(logits, itm_labels) + + ##================= Image Captioning ========================## + decoder_input_ids = text_tokens.input_ids.clone() + decoder_input_ids[:, 0] = self.tokenizer.bos_token_id + labels = decoder_input_ids.masked_fill( + decoder_input_ids == self.tokenizer.pad_token_id, -100 + ) + + query_atts = torch.ones(query_tokens.size()[:-1], dtype=torch.long).to( + image.device + ) + attention_mask = torch.cat([query_atts, text_tokens.attention_mask], dim=1) + lm_output = self.Qformer( + decoder_input_ids, + attention_mask=attention_mask, + past_key_values=query_output.past_key_values, + return_dict=True, + labels=labels, + ) + + loss_lm = lm_output.loss + #print(self.tokenizer.decode(torch.argmax(lm_output.logits, dim=-1)[0])) + + return BlipOutput( + loss=loss_itm + loss_itc + loss_lm, + loss_itc=loss_itc, + loss_itm=loss_itm, + loss_lm=loss_lm, + ) + + @torch.no_grad() + def generate( + self, + samples, + use_nucleus_sampling=False, + num_beams=1, + max_length=30, + min_length=10, + top_p=0.9, + repetition_penalty=1.0, + ): + """ + Args: + samples (dict): A dictionary containing the following keys: + - image (torch.Tensor): A tensor of shape (batch_size, 3, H, W) + use_nucleus_sampling (bool): Whether to use nucleus sampling. If False, use top-k sampling. + num_beams (int): Number of beams for beam search. 1 means no beam search. + max_length (int): The maximum length of the sequence to be generated. + min_length (int): The minimum length of the sequence to be generated. + top_p (float): The cumulative probability for nucleus sampling. + repetition_penalty (float): The parameter for repetition penalty. 1.0 means no penalty. + num_captions (int): Number of captions to be generated for each image. + Returns: + captions (list): A list of strings of length batch_size * num_captions. + """ + image = samples["image"] + if self.vit_model == "biovil": + image_embeds = self.ln_vision(self.visual_encoder(image).projected_patch_embeddings.reshape(image.shape[0], -1, 1408)) + else: + image_embeds = self.ln_vision(self.visual_encoder(image)) + + if not use_nucleus_sampling: + image_embeds = image_embeds.repeat_interleave(num_beams, dim=0) + else: + num_beams = 1 + image_atts = torch.ones(image_embeds.size()[:-1], dtype=torch.long).to( + image.device + ) + + model_kwargs = { + "encoder_hidden_states": image_embeds, + "encoder_attention_mask": image_atts, + } + + input_ids = ( + torch.LongTensor(image.size(0), 1) + .fill_(self.tokenizer.bos_token_id) + .to(image.device) + ) + query_tokens = self.query_tokens.expand(image_embeds.shape[0], -1, -1) + + outputs = self.Qformer.generate( + input_ids=input_ids, + query_embeds=query_tokens, + max_length=max_length, + min_length=min_length, + num_beams=num_beams, + do_sample=use_nucleus_sampling, + top_p=top_p, + eos_token_id=self.tokenizer.sep_token_id, + pad_token_id=self.tokenizer.pad_token_id, + **model_kwargs + ) + captions = self.tokenizer.batch_decode(outputs, skip_special_tokens=True) + return captions + + def forward_image(self, image): + if self.vit_model == "biovil": + image_embeds = self.ln_vision(self.visual_encoder(image).projected_patch_embeddings.reshape(image.shape[0], -1, 1408)) + else: + image_embeds = self.ln_vision(self.visual_encoder(image)) + image_atts = torch.ones(image_embeds.size()[:-1], dtype=torch.long).to( + image.device + ) + + query_tokens = self.query_tokens.expand(image_embeds.shape[0], -1, -1) + + query_output = self.Qformer.bert( + query_embeds=query_tokens, + encoder_hidden_states=image_embeds, + encoder_attention_mask=image_atts, + return_dict=True, + ) + return query_output.last_hidden_state, image_embeds + + def forward_text(self, text_tokens): + text_output = self.Qformer.bert( + text_tokens.input_ids, + attention_mask=text_tokens.attention_mask, + return_dict=True, + ) + return text_output.last_hidden_state[:, 0, :] + + def compute_itm(self, image_inputs, text_ids, text_atts): + image_atts = torch.ones(image_inputs.size()[:-1], dtype=torch.long).to( + image_inputs.device + ) + query_tokens = self.query_tokens.expand(image_inputs.shape[0], -1, -1) + query_atts = torch.ones(query_tokens.size()[:-1], dtype=torch.long).to( + image_inputs.device + ) + attention_mask = torch.cat([query_atts, text_atts], dim=1) + output_itm = self.Qformer.bert( + text_ids, + query_embeds=query_tokens, + attention_mask=attention_mask, + encoder_hidden_states=image_inputs, + encoder_attention_mask=image_atts, + return_dict=True, + ) + vl_embeddings = output_itm.last_hidden_state[:, : query_tokens.size(1), :] + itm_logit = self.itm_head(vl_embeddings) + itm_logit = itm_logit[:, :, 1].mean(dim=1) + return itm_logit + + @torch.no_grad() + def extract_features(self, samples, mode="multimodal"): + """ + Extract features for multimodal or unimodal samples. + Args: + samples (dict): A dictionary of samples, containing the following keys: + - image (torch.Tensor): A tensor of shape (B, C, H, W) containing the image. + Raw images should be preprocessed before being passed to feature extractor. + - text_input (list): A list of strings containing the text, length B. + mode (str): The mode of feature extraction. Can be either "multimodal", "text" or "image". + If "multimodal", return image features and multimodal features; + if "text", return text features; + if "image", return image features. + Default: "multimodal". + Returns: + BlipOutputFeatures: A BlipOutputFeatures object containing the features. + See lavis/models/blip_models/blip_outputs.py for more details. + """ + image = samples.get("image") + caption = samples.get("text_output") + + # assert mode is one of "image", "text", "multimodal" + assert mode in [ + "image", + "text", + "multimodal", + ], "mode must be one of 'image', 'text', 'multimodal'" + + # initalize output + image_embeds, text_embeds, multimodal_embeds = None, None, None + image_features, text_features = None, None + + if mode == "image": + assert ( + image is not None + ), "Image is not provided for mode 'image' or 'multimodal'" + # return query features + with self.maybe_autocast(): + image_embeds_frozen = self.ln_vision(self.visual_encoder(image)) + image_embeds_frozen = image_embeds_frozen.float() + image_atts = torch.ones( + image_embeds_frozen.size()[:-1], dtype=torch.long + ).to(self.device) + query_tokens = self.query_tokens.expand( + image_embeds_frozen.shape[0], -1, -1 + ) + + query_output = self.Qformer.bert( + query_embeds=query_tokens, + encoder_hidden_states=image_embeds_frozen, + encoder_attention_mask=image_atts, + return_dict=True, + ) + image_embeds = query_output.last_hidden_state + image_features = F.normalize(self.vision_proj(image_embeds), dim=-1) + + elif mode == "text": + assert ( + caption is not None + ), "text input is None for mode 'text' or 'multimodal'" + + # return text features + text = self.tokenizer(caption, return_tensors="pt", padding=True).to( + self.device + ) + + text_output = self.Qformer.bert( + text.input_ids, + attention_mask=text.attention_mask, + return_dict=True, + ) + text_embeds = text_output.last_hidden_state + text_features = self.text_proj(text_embeds) + text_features = F.normalize(text_features, dim=-1) + + elif mode == "multimodal": + # return multimodel query features + with self.maybe_autocast(): + image_embeds_frozen = self.ln_vision(self.visual_encoder(image)) + image_embeds_frozen = image_embeds_frozen.float() + image_atts = torch.ones( + image_embeds_frozen.size()[:-1], dtype=torch.long + ).to(self.device) + query_tokens = self.query_tokens.expand( + image_embeds_frozen.shape[0], -1, -1 + ) + query_atts = torch.ones(query_tokens.size()[:-1], dtype=torch.long).to( + self.device + ) + + text = self.tokenizer(caption, return_tensors="pt", padding=True).to( + self.device + ) + attention_mask = torch.cat([query_atts, text.attention_mask], dim=1) + + output = self.Qformer.bert( + text.input_ids, + query_embeds=query_tokens, + attention_mask=attention_mask, + encoder_hidden_states=image_embeds_frozen, + encoder_attention_mask=image_atts, + return_dict=True, + ) + + multimodal_embeds = output.last_hidden_state[:, : query_tokens.size(1), :] + + return BlipOutputFeatures( + image_embeds=image_embeds, + image_embeds_proj=image_features, + text_embeds=text_embeds, + text_embeds_proj=text_features, + multimodal_embeds=multimodal_embeds, + ) + + @classmethod + def from_config(cls, cfg): + vit_model = cfg.get("vit_model", "eva_clip_g") + img_size = cfg.get("image_size") + num_query_token = cfg.get("num_query_token") + cross_attention_freq = cfg.get("cross_attention_freq", 2) + + drop_path_rate = cfg.get("drop_path_rate", 0) + use_grad_checkpoint = cfg.get("use_grad_checkpoint", False) + vit_precision = cfg.get("vit_precision", "fp16") + freeze_vit = cfg.get("freeze_vit", True) + + max_txt_len = cfg.get("max_txt_len", 32) + + model = cls( + vit_model=vit_model, + img_size=img_size, + drop_path_rate=drop_path_rate, + use_grad_checkpoint=use_grad_checkpoint, + vit_precision=vit_precision, + freeze_vit=freeze_vit, + num_query_token=num_query_token, + cross_attention_freq=cross_attention_freq, + max_txt_len=max_txt_len, + ) + model.load_checkpoint_from_config(cfg) + + return model + + def compute_sim_matrix(self, data_loader, task_cfg): + """ + Compute similarity i2t, t2i matrix for the given data loader. + """ + k_test = task_cfg.k_test + + return compute_sim_matrix(model=self, data_loader=data_loader, k_test=k_test) diff --git a/model/lavis/models/blip2_models/modeling_llama_imgemb.py b/model/lavis/models/blip2_models/modeling_llama_imgemb.py new file mode 100644 index 0000000..850fe36 --- /dev/null +++ b/model/lavis/models/blip2_models/modeling_llama_imgemb.py @@ -0,0 +1,953 @@ +# coding=utf-8 +# Copyright 2022 EleutherAI and the HuggingFace Inc. team. All rights reserved. +# +# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX +# and OPT implementations in this library. It has been modified from its +# original forms to accommodate minor architectural differences compared +# to GPT-NeoX and OPT used by the Meta AI team that trained the model. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" PyTorch LLaMA model.""" +import math +import pickle +from typing import List, Optional, Tuple, Union + +import numpy as np +import torch +import torch.utils.checkpoint +from torch import nn +from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss +from transformers import LlamaConfig + +from transformers.activations import ACT2FN +from transformers.modeling_outputs import BaseModelOutputWithPast, CausalLMOutputWithPast, SequenceClassifierOutputWithPast +from transformers.modeling_utils import PreTrainedModel +from transformers.utils import add_start_docstrings, add_start_docstrings_to_model_forward, logging, replace_return_docstrings + + +logger = logging.get_logger(__name__) + +_CONFIG_FOR_DOC = "LlamaConfig" + + +# Copied from transformers.models.bart.modeling_bart._make_causal_mask +def _make_causal_mask( + input_ids_shape: torch.Size, dtype: torch.dtype, device: torch.device, past_key_values_length: int = 0 +): + """ + Make causal mask used for bi-directional self-attention. + """ + bsz, tgt_len = input_ids_shape + mask = torch.full((tgt_len, tgt_len), torch.tensor(torch.finfo(dtype).min, device=device), device=device) + mask_cond = torch.arange(mask.size(-1), device=device) + mask.masked_fill_(mask_cond < (mask_cond + 1).view(mask.size(-1), 1), 0) + mask = mask.to(dtype) + + if past_key_values_length > 0: + mask = torch.cat([torch.zeros(tgt_len, past_key_values_length, dtype=dtype, device=device), mask], dim=-1) + return mask[None, None, :, :].expand(bsz, 1, tgt_len, tgt_len + past_key_values_length) + + +# Copied from transformers.models.bart.modeling_bart._expand_mask +def _expand_mask(mask: torch.Tensor, dtype: torch.dtype, tgt_len: Optional[int] = None): + """ + Expands attention_mask from `[bsz, seq_len]` to `[bsz, 1, tgt_seq_len, src_seq_len]`. + """ + bsz, src_len = mask.size() + tgt_len = tgt_len if tgt_len is not None else src_len + + expanded_mask = mask[:, None, None, :].expand(bsz, 1, tgt_len, src_len).to(dtype) + + inverted_mask = 1.0 - expanded_mask + + return inverted_mask.masked_fill(inverted_mask.to(torch.bool), torch.finfo(dtype).min) + + +class LlamaRMSNorm(nn.Module): + def __init__(self, hidden_size, eps=1e-6): + """ + LlamaRMSNorm is equivalent to T5LayerNorm + """ + super().__init__() + self.weight = nn.Parameter(torch.ones(hidden_size)) + self.variance_epsilon = eps + + def forward(self, hidden_states): + variance = hidden_states.to(torch.float32).pow(2).mean(-1, keepdim=True) + hidden_states = hidden_states * torch.rsqrt(variance + self.variance_epsilon) + + # convert into half-precision if necessary + if self.weight.dtype in [torch.float16, torch.bfloat16]: + hidden_states = hidden_states.to(self.weight.dtype) + + return self.weight * hidden_states + + +class LlamaRotaryEmbedding(torch.nn.Module): + def __init__(self, dim, max_position_embeddings=2048, base=10000, device=None): + super().__init__() + inv_freq = 1.0 / (base ** (torch.arange(0, dim, 2).float().to(device) / dim)) + self.register_buffer("inv_freq", inv_freq) + + # Build here to make `torch.jit.trace` work. + self.max_seq_len_cached = max_position_embeddings + t = torch.arange(self.max_seq_len_cached, device=self.inv_freq.device, dtype=self.inv_freq.dtype) + freqs = torch.einsum("i,j->ij", t, self.inv_freq) + # Different from paper, but it uses a different permutation in order to obtain the same calculation + emb = torch.cat((freqs, freqs), dim=-1) + self.register_buffer("cos_cached", emb.cos()[None, None, :, :], persistent=False) + self.register_buffer("sin_cached", emb.sin()[None, None, :, :], persistent=False) + + def forward(self, x, seq_len=None): + # x: [bs, num_attention_heads, seq_len, head_size] + # This `if` block is unlikely to be run after we build sin/cos in `__init__`. Keep the logic here just in case. + if seq_len > self.max_seq_len_cached: + self.max_seq_len_cached = seq_len + t = torch.arange(self.max_seq_len_cached, device=x.device, dtype=self.inv_freq.dtype) + freqs = torch.einsum("i,j->ij", t, self.inv_freq) + # Different from paper, but it uses a different permutation in order to obtain the same calculation + emb = torch.cat((freqs, freqs), dim=-1).to(x.device) + self.register_buffer("cos_cached", emb.cos()[None, None, :, :], persistent=False) + self.register_buffer("sin_cached", emb.sin()[None, None, :, :], persistent=False) + return ( + self.cos_cached[:, :, :seq_len, ...].to(dtype=x.dtype), + self.sin_cached[:, :, :seq_len, ...].to(dtype=x.dtype), + ) + + +def rotate_half(x): + """Rotates half the hidden dims of the input.""" + x1 = x[..., : x.shape[-1] // 2] + x2 = x[..., x.shape[-1] // 2 :] + return torch.cat((-x2, x1), dim=-1) + + +def apply_rotary_pos_emb(q, k, cos, sin, position_ids): + gather_indices = position_ids[:, None, :, None] # [bs, 1, seq_len, 1] + gather_indices = gather_indices.repeat(1, cos.shape[1], 1, cos.shape[3]) + cos = torch.gather(cos.repeat(gather_indices.shape[0], 1, 1, 1), 2, gather_indices) + sin = torch.gather(sin.repeat(gather_indices.shape[0], 1, 1, 1), 2, gather_indices) + q_embed = (q * cos) + (rotate_half(q) * sin) + k_embed = (k * cos) + (rotate_half(k) * sin) + return q_embed, k_embed + + +class LlamaMLP(nn.Module): + def __init__( + self, + hidden_size: int, + intermediate_size: int, + hidden_act: str, + ): + super().__init__() + self.gate_proj = nn.Linear(hidden_size, intermediate_size, bias=False) + self.down_proj = nn.Linear(intermediate_size, hidden_size, bias=False) + self.up_proj = nn.Linear(hidden_size, intermediate_size, bias=False) + self.act_fn = ACT2FN[hidden_act] + + def forward(self, x): + return self.down_proj(self.act_fn(self.gate_proj(x)) * self.up_proj(x)) + + +class LlamaAttention(nn.Module): + """Multi-headed attention from 'Attention Is All You Need' paper""" + + def __init__(self, config: LlamaConfig): + super().__init__() + self.config = config + self.hidden_size = config.hidden_size + self.num_heads = config.num_attention_heads + self.head_dim = self.hidden_size // self.num_heads + self.max_position_embeddings = config.max_position_embeddings + + if (self.head_dim * self.num_heads) != self.hidden_size: + raise ValueError( + f"hidden_size must be divisible by num_heads (got `hidden_size`: {self.hidden_size}" + f" and `num_heads`: {self.num_heads})." + ) + self.q_proj = nn.Linear(self.hidden_size, self.num_heads * self.head_dim, bias=False) + self.k_proj = nn.Linear(self.hidden_size, self.num_heads * self.head_dim, bias=False) + self.v_proj = nn.Linear(self.hidden_size, self.num_heads * self.head_dim, bias=False) + self.o_proj = nn.Linear(self.num_heads * self.head_dim, self.hidden_size, bias=False) + self.rotary_emb = LlamaRotaryEmbedding(self.head_dim, max_position_embeddings=self.max_position_embeddings) + + def _shape(self, tensor: torch.Tensor, seq_len: int, bsz: int): + return tensor.view(bsz, seq_len, self.num_heads, self.head_dim).transpose(1, 2).contiguous() + + def forward( + self, + hidden_states: torch.Tensor, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_value: Optional[Tuple[torch.Tensor]] = None, + output_attentions: bool = False, + use_cache: bool = False, + ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]: + bsz, q_len, _ = hidden_states.size() + + query_states = self.q_proj(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + key_states = self.k_proj(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + value_states = self.v_proj(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + + kv_seq_len = key_states.shape[-2] + if past_key_value is not None: + kv_seq_len += past_key_value[0].shape[-2] + cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + # [bsz, nh, t, hd] + + if past_key_value is not None: + # reuse k, v, self_attention + key_states = torch.cat([past_key_value[0], key_states], dim=2) + value_states = torch.cat([past_key_value[1], value_states], dim=2) + + past_key_value = (key_states, value_states) if use_cache else None + + attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(self.head_dim) + + if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len): + raise ValueError( + f"Attention weights should be of size {(bsz * self.num_heads, q_len, kv_seq_len)}, but is" + f" {attn_weights.size()}" + ) + + if attention_mask is not None: + if attention_mask.size() != (bsz, 1, q_len, kv_seq_len): + raise ValueError( + f"Attention mask should be of size {(bsz, 1, q_len, kv_seq_len)}, but is {attention_mask.size()}" + ) + attn_weights = attn_weights + attention_mask + attn_weights = torch.max(attn_weights, torch.tensor(torch.finfo(attn_weights.dtype).min)) + + # upcast attention to fp32 + attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(query_states.dtype) + attn_output = torch.matmul(attn_weights, value_states) + + if attn_output.size() != (bsz, self.num_heads, q_len, self.head_dim): + raise ValueError( + f"`attn_output` should be of size {(bsz, self.num_heads, q_len, self.head_dim)}, but is" + f" {attn_output.size()}" + ) + + attn_output = attn_output.transpose(1, 2) + attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + + attn_output = self.o_proj(attn_output) + + if not output_attentions: + attn_weights = None + + return attn_output, attn_weights, past_key_value + + +class LlamaDecoderLayer(nn.Module): + def __init__(self, config: LlamaConfig): + super().__init__() + self.hidden_size = config.hidden_size + self.self_attn = LlamaAttention(config=config) + self.mlp = LlamaMLP( + hidden_size=self.hidden_size, + intermediate_size=config.intermediate_size, + hidden_act=config.hidden_act, + ) + self.input_layernorm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps) + self.post_attention_layernorm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps) + + def forward( + self, + hidden_states: torch.Tensor, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_value: Optional[Tuple[torch.Tensor]] = None, + output_attentions: Optional[bool] = False, + use_cache: Optional[bool] = False, + ) -> Tuple[torch.FloatTensor, Optional[Tuple[torch.FloatTensor, torch.FloatTensor]]]: + """ + Args: + hidden_states (`torch.FloatTensor`): input to the layer of shape `(batch, seq_len, embed_dim)` + attention_mask (`torch.FloatTensor`, *optional*): attention mask of size + `(batch, 1, tgt_len, src_len)` where padding elements are indicated by very large negative values. + output_attentions (`bool`, *optional*): + Whether or not to return the attentions tensors of all attention layers. See `attentions` under + returned tensors for more detail. + use_cache (`bool`, *optional*): + If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding + (see `past_key_values`). + past_key_value (`Tuple(torch.FloatTensor)`, *optional*): cached past key and value projection states + """ + + residual = hidden_states + + hidden_states = self.input_layernorm(hidden_states) + + # Self Attention + hidden_states, self_attn_weights, present_key_value = self.self_attn( + hidden_states=hidden_states, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_value=past_key_value, + output_attentions=output_attentions, + use_cache=use_cache, + ) + hidden_states = residual + hidden_states + + # Fully Connected + residual = hidden_states + hidden_states = self.post_attention_layernorm(hidden_states) + hidden_states = self.mlp(hidden_states) + hidden_states = residual + hidden_states + + outputs = (hidden_states,) + + if output_attentions: + outputs += (self_attn_weights,) + + if use_cache: + outputs += (present_key_value,) + + return outputs + + +LLAMA_START_DOCSTRING = r""" + This model inherits from [`PreTrainedModel`]. Check the superclass documentation for the generic methods the + library implements for all its model (such as downloading or saving, resizing the input embeddings, pruning heads + etc.) + + This model is also a PyTorch [torch.nn.Module](https://pytorch.org/docs/stable/nn.html#torch.nn.Module) subclass. + Use it as a regular PyTorch Module and refer to the PyTorch documentation for all matter related to general usage + and behavior. + + Parameters: + config ([`LlamaConfig`]): + Model configuration class with all the parameters of the model. Initializing with a config file does not + load the weights associated with the model, only the configuration. Check out the + [`~PreTrainedModel.from_pretrained`] method to load the model weights. +""" + + +@add_start_docstrings( + "The bare LLaMA Model outputting raw hidden-states without any specific head on top.", + LLAMA_START_DOCSTRING, +) +class LlamaPreTrainedModel(PreTrainedModel): + config_class = LlamaConfig + base_model_prefix = "model" + supports_gradient_checkpointing = True + _no_split_modules = ["LlamaDecoderLayer"] + _keys_to_ignore_on_load_unexpected = [r"decoder\.version"] + + def _init_weights(self, module): + std = self.config.initializer_range + if isinstance(module, nn.Linear): + module.weight.data.normal_(mean=0.0, std=std) + if module.bias is not None: + module.bias.data.zero_() + elif isinstance(module, nn.Embedding): + module.weight.data.normal_(mean=0.0, std=std) + if module.padding_idx is not None: + module.weight.data[module.padding_idx].zero_() + + def _set_gradient_checkpointing(self, module, value=False): + if isinstance(module, LlamaModel): + module.gradient_checkpointing = value + + +LLAMA_INPUTS_DOCSTRING = r""" + Args: + input_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`): + Indices of input sequence tokens in the vocabulary. Padding will be ignored by default should you provide + it. + + Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and + [`PreTrainedTokenizer.__call__`] for details. + + [What are input IDs?](../glossary#input-ids) + attention_mask (`torch.Tensor` of shape `(batch_size, sequence_length)`, *optional*): + Mask to avoid performing attention on padding token indices. Mask values selected in `[0, 1]`: + + - 1 for tokens that are **not masked**, + - 0 for tokens that are **masked**. + + [What are attention masks?](../glossary#attention-mask) + + Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and + [`PreTrainedTokenizer.__call__`] for details. + + If `past_key_values` is used, optionally only the last `decoder_input_ids` have to be input (see + `past_key_values`). + + If you want to change padding behavior, you should read [`modeling_opt._prepare_decoder_attention_mask`] + and modify to your needs. See diagram 1 in [the paper](https://arxiv.org/abs/1910.13461) for more + information on the default strategy. + + - 1 indicates the head is **not masked**, + - 0 indicates the head is **masked**. + position_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*): + Indices of positions of each input sequence tokens in the position embeddings. Selected in the range `[0, + config.n_positions - 1]`. + + [What are position IDs?](../glossary#position-ids) + past_key_values (`tuple(tuple(torch.FloatTensor))`, *optional*, returned when `use_cache=True` is passed or when `config.use_cache=True`): + Tuple of `tuple(torch.FloatTensor)` of length `config.n_layers`, with each tuple having 2 tensors of shape + `(batch_size, num_heads, sequence_length, embed_size_per_head)`) and 2 additional tensors of shape + `(batch_size, num_heads, encoder_sequence_length, embed_size_per_head)`. + + Contains pre-computed hidden-states (key and values in the self-attention blocks and in the cross-attention + blocks) that can be used (see `past_key_values` input) to speed up sequential decoding. + + If `past_key_values` are used, the user can optionally input only the last `decoder_input_ids` (those that + don't have their past key value states given to this model) of shape `(batch_size, 1)` instead of all + `decoder_input_ids` of shape `(batch_size, sequence_length)`. + inputs_embeds (`torch.FloatTensor` of shape `(batch_size, sequence_length, hidden_size)`, *optional*): + Optionally, instead of passing `input_ids` you can choose to directly pass an embedded representation. This + is useful if you want more control over how to convert `input_ids` indices into associated vectors than the + model's internal embedding lookup matrix. + use_cache (`bool`, *optional*): + If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding (see + `past_key_values`). + output_attentions (`bool`, *optional*): + Whether or not to return the attentions tensors of all attention layers. See `attentions` under returned + tensors for more detail. + output_hidden_states (`bool`, *optional*): + Whether or not to return the hidden states of all layers. See `hidden_states` under returned tensors for + more detail. + return_dict (`bool`, *optional*): + Whether or not to return a [`~utils.ModelOutput`] instead of a plain tuple. +""" + + +@add_start_docstrings( + "The bare LLaMA Model outputting raw hidden-states without any specific head on top.", + LLAMA_START_DOCSTRING, +) +class LlamaModel(LlamaPreTrainedModel): + """ + Transformer decoder consisting of *config.num_hidden_layers* layers. Each layer is a [`LlamaDecoderLayer`] + + Args: + config: LlamaConfig + """ + + def __init__(self, config: LlamaConfig): + super().__init__(config) + self.padding_idx = config.pad_token_id + self.vocab_size = config.vocab_size + + self.embed_tokens = nn.Embedding(config.vocab_size, config.hidden_size, self.padding_idx) + self.layers = nn.ModuleList([LlamaDecoderLayer(config) for _ in range(config.num_hidden_layers)]) + self.norm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps) + + # self.img_proj_layer = nn.Linear(768, config.hidden_size) + + self.gradient_checkpointing = False + + with open("pretraining/stage1_pt_instruct_blip_origlr_img448_embeddings_train_all.pkl", "rb") as f: + self.blip_embeddings = pickle.load(f) + # extend with validation ones + with open("pretraining/stage1_pt_instruct_blip_origlr_img448_embeddings_val.pkl", "rb") as f: + self.blip_embeddings.update(pickle.load(f)) + with open("pretraining/stage1_pt_instruct_blip_origlr_img448_embeddings_test.pkl", "rb") as f: + self.blip_embeddings.update(pickle.load(f)) + + + # Initialize weights and apply final processing + self.post_init() + + def get_input_embeddings(self): + return self.embed_tokens + + def set_input_embeddings(self, value): + self.embed_tokens = value + + # Copied from transformers.models.bart.modeling_bart.BartDecoder._prepare_decoder_attention_mask + def _prepare_decoder_attention_mask(self, attention_mask, input_shape, inputs_embeds, past_key_values_length): + # create causal mask + # [bsz, seq_len] -> [bsz, 1, tgt_seq_len, src_seq_len] + combined_attention_mask = None + if input_shape[-1] > 1: + combined_attention_mask = _make_causal_mask( + input_shape, + inputs_embeds.dtype, + device=inputs_embeds.device, + past_key_values_length=past_key_values_length, + ) + + if attention_mask is not None: + # [bsz, seq_len] -> [bsz, 1, tgt_seq_len, src_seq_len] + expanded_attn_mask = _expand_mask(attention_mask, inputs_embeds.dtype, tgt_len=input_shape[-1]).to( + inputs_embeds.device + ) + combined_attention_mask = ( + expanded_attn_mask if combined_attention_mask is None else expanded_attn_mask + combined_attention_mask + ) + + return combined_attention_mask + + def prepare_with_image_embeds(self, tensor, image_embed, i_len=32): + #assert image_embed.shape[0] == 1 #TODO is this really obsolete? and is everything else correct/up-to-date? + original_size = tensor.shape + flattened_tensor = tensor.flatten() + # Find the column indices of '32000' + image_indices = (flattened_tensor == 32000).nonzero()[:, 0] + image_starts = image_indices[::i_len] + input_embeds = [] + prev_image_end = 0 + for image_start in image_starts: + left_embeds = self.embed_tokens(flattened_tensor[prev_image_end:image_start]) + input_embeds.extend([left_embeds, image_embed[0]]) + prev_image_end = image_start + i_len + + input_embeds.append(self.embed_tokens(flattened_tensor[prev_image_end:])) + input_embeds = torch.cat(input_embeds, dim=0) + # unflatten + input_embeds = input_embeds.reshape(original_size[0], original_size[1], -1) + return input_embeds + + @add_start_docstrings_to_model_forward(LLAMA_INPUTS_DOCSTRING) + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + dicom=None, + use_img=False, + return_dict: Optional[bool] = None, + ) -> Union[Tuple, BaseModelOutputWithPast]: + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + use_cache = use_cache if use_cache is not None else self.config.use_cache + + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # retrieve input_ids and inputs_embeds + if input_ids is not None and inputs_embeds is not None: + raise ValueError("You cannot specify both decoder_input_ids and decoder_inputs_embeds at the same time") + elif input_ids is not None: + batch_size, seq_length = input_ids.shape + elif inputs_embeds is not None: + batch_size, seq_length, _ = inputs_embeds.shape + else: + raise ValueError("You have to specify either decoder_input_ids or decoder_inputs_embeds") + + seq_length_with_past = seq_length + past_key_values_length = 0 + + if past_key_values is not None: + past_key_values_length = past_key_values[0][0].shape[2] + seq_length_with_past = seq_length_with_past + past_key_values_length + + if position_ids is None: + device = input_ids.device if input_ids is not None else inputs_embeds.device + position_ids = torch.arange( + past_key_values_length, seq_length + past_key_values_length, dtype=torch.long, device=device + ) + position_ids = position_ids.unsqueeze(0).view(-1, seq_length) + else: + position_ids = position_ids.view(-1, seq_length).long() + + if inputs_embeds is None: + if dicom is not None or use_img: + if past_key_values is None: # if past_key_values is given, the image embeddings are already in there + if use_img: + # load torch tokens from "current_chat_img.pt" + image_embs = torch.load("current_chat_img.pt").to(self.device).half() + image_embs = self.img_proj_layer(image_embs) + else: + # image_embs = self.img_proj_layer(torch.tensor(np.array([self.blip_embeddings[d] for d in dicom])).to(self.device).half()) + image_embs = self.img_proj_layer(torch.tensor(np.array([self.blip_embeddings[d] for d in dicom])).to(self.device, dtype=self.img_proj_layer.weight.dtype)) + # split all elements at last 1 id into two parts + inputs_embeds = self.prepare_with_image_embeds(input_ids, image_embs) + + else: + inputs_embeds = self.embed_tokens(input_ids) + + else: + inputs_embeds = self.embed_tokens(input_ids) + # embed positions + if attention_mask is None: + attention_mask = torch.ones( + (batch_size, seq_length_with_past), dtype=torch.bool, device=inputs_embeds.device + ) + attention_mask = self._prepare_decoder_attention_mask( + attention_mask, (batch_size, seq_length), inputs_embeds, past_key_values_length + ) + + hidden_states = inputs_embeds + + if self.gradient_checkpointing and self.training: + if use_cache: + logger.warning_once( + "`use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`..." + ) + use_cache = False + + # decoder layers + all_hidden_states = () if output_hidden_states else None + all_self_attns = () if output_attentions else None + next_decoder_cache = () if use_cache else None + + for idx, decoder_layer in enumerate(self.layers): + if output_hidden_states: + all_hidden_states += (hidden_states,) + + past_key_value = past_key_values[idx] if past_key_values is not None else None + + if self.gradient_checkpointing and self.training: + + def create_custom_forward(module): + def custom_forward(*inputs): + # None for past_key_value + return module(*inputs, output_attentions, None) + + return custom_forward + + layer_outputs = torch.utils.checkpoint.checkpoint( + create_custom_forward(decoder_layer), + hidden_states, + attention_mask, + position_ids, + None, + ) + else: + layer_outputs = decoder_layer( + hidden_states, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_value=past_key_value, + output_attentions=output_attentions, + use_cache=use_cache, + ) + + hidden_states = layer_outputs[0] + + if use_cache: + next_decoder_cache += (layer_outputs[2 if output_attentions else 1],) + + if output_attentions: + all_self_attns += (layer_outputs[1],) + + hidden_states = self.norm(hidden_states) + + # add hidden states from the last decoder layer + if output_hidden_states: + all_hidden_states += (hidden_states,) + + next_cache = next_decoder_cache if use_cache else None + if not return_dict: + return tuple(v for v in [hidden_states, next_cache, all_hidden_states, all_self_attns] if v is not None) + return BaseModelOutputWithPast( + last_hidden_state=hidden_states, + past_key_values=next_cache, + hidden_states=all_hidden_states, + attentions=all_self_attns, + ) + + +class LlamaForCausalLM(LlamaPreTrainedModel): + def __init__(self, config): + super().__init__(config) + self.model = LlamaModel(config) + + self.lm_head = nn.Linear(config.hidden_size, config.vocab_size, bias=False) + + # Initialize weights and apply final processing + self.post_init() + + def get_input_embeddings(self): + return self.model.embed_tokens + + def set_input_embeddings(self, value): + self.model.embed_tokens = value + + def get_output_embeddings(self): + return self.lm_head + + def set_output_embeddings(self, new_embeddings): + self.lm_head = new_embeddings + + def set_decoder(self, decoder): + self.model = decoder + + def get_decoder(self): + return self.model + + @add_start_docstrings_to_model_forward(LLAMA_INPUTS_DOCSTRING) + @replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC) + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, + dicom=None, + use_img=False + ) -> Union[Tuple, CausalLMOutputWithPast]: + r""" + Args: + labels (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*): + Labels for computing the masked language modeling loss. Indices should either be in `[0, ..., + config.vocab_size]` or -100 (see `input_ids` docstring). Tokens with indices set to `-100` are ignored + (masked), the loss is only computed for the tokens with labels in `[0, ..., config.vocab_size]`. + + Returns: + + Example: + + ```python + >>> from transformers import AutoTokenizer, LlamaForCausalLM + + >>> model = LlamaForCausalLM.from_pretrained(PATH_TO_CONVERTED_WEIGHTS) + >>> tokenizer = AutoTokenizer.from_pretrained(PATH_TO_CONVERTED_TOKENIZER) + + >>> prompt = "Hey, are you consciours? Can you talk to me?" + >>> inputs = tokenizer(prompt, return_tensors="pt") + + >>> # Generate + >>> generate_ids = model.generate(inputs.input_ids, max_length=30) + >>> tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0] + "Hey, are you consciours? Can you talk to me?\nI'm not consciours, but I can talk to you." + ```""" + + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn) + outputs = self.model( + input_ids=input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + dicom=dicom, + use_img=use_img + ) + + hidden_states = outputs[0] + logits = self.lm_head(hidden_states) + + loss = None + if labels is not None: + # Shift so that tokens < n predict n + shift_logits = logits[..., :-1, :].contiguous() + shift_labels = labels[..., 1:].contiguous() + # Flatten the tokens + loss_fct = CrossEntropyLoss() + shift_logits = shift_logits.view(-1, self.config.vocab_size) + shift_labels = shift_labels.view(-1) + # Enable model parallelism + shift_labels = shift_labels.to(shift_logits.device) + loss = loss_fct(shift_logits, shift_labels) + + if not return_dict: + output = (logits,) + outputs[1:] + return (loss,) + output if loss is not None else output + + return CausalLMOutputWithPast( + loss=loss, + logits=logits, + past_key_values=outputs.past_key_values, + hidden_states=outputs.hidden_states, + attentions=outputs.attentions, + ) + + def prepare_inputs_for_generation( + self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs + ): + def repeat_interleave(lst, N): + return [item for item in lst for _ in range(N)] + + if past_key_values: + input_ids = input_ids[:, -1:] + + position_ids = kwargs.get("position_ids", None) + if attention_mask is not None and position_ids is None: + # create position_ids on the fly for batch generation + position_ids = attention_mask.long().cumsum(-1) - 1 + position_ids.masked_fill_(attention_mask == 0, 1) + if past_key_values: + position_ids = position_ids[:, -1].unsqueeze(-1) + + # if `inputs_embeds` are passed, we only want to use them in the 1st generation step + if inputs_embeds is not None and past_key_values is None: + model_inputs = {"inputs_embeds": inputs_embeds} + else: + model_inputs = {"input_ids": input_ids} + + model_inputs.update( + { + "position_ids": position_ids, + "past_key_values": past_key_values, + "use_cache": kwargs.get("use_cache"), + "attention_mask": attention_mask, + } + ) + if 'dicom' in kwargs and kwargs.get("dicom") is not None: + dicom = kwargs.get("dicom") + expand_size = len(input_ids) // len(dicom) + if expand_size > 1: # this happens if they were interleaved before for something like beam search or top-k sampling. So we need to interleave dicom as well + dicom = repeat_interleave(dicom, expand_size) + model_inputs.update({"dicom": dicom}) + + if kwargs.get("use_img") is not None: + model_inputs.update({"use_img": kwargs.get("use_img")}) + + return model_inputs + + @staticmethod + def _reorder_cache(past_key_values, beam_idx): + reordered_past = () + for layer_past in past_key_values: + reordered_past += (tuple(past_state.index_select(0, beam_idx) for past_state in layer_past),) + return reordered_past + + +@add_start_docstrings( + """ + The LLaMa Model transformer with a sequence classification head on top (linear layer). + + [`LlamaForSequenceClassification`] uses the last token in order to do the classification, as other causal models + (e.g. GPT-2) do. + + Since it does classification on the last token, it requires to know the position of the last token. If a + `pad_token_id` is defined in the configuration, it finds the last token that is not a padding token in each row. If + no `pad_token_id` is defined, it simply takes the last value in each row of the batch. Since it cannot guess the + padding tokens when `inputs_embeds` are passed instead of `input_ids`, it does the same (take the last value in + each row of the batch). + """, + LLAMA_START_DOCSTRING, +) +class LlamaForSequenceClassification(LlamaPreTrainedModel): + _keys_to_ignore_on_load_missing = [r"lm_head.weight"] + + def __init__(self, config): + super().__init__(config) + self.num_labels = config.num_labels + self.model = LlamaModel(config) + self.score = nn.Linear(config.hidden_size, self.num_labels, bias=False) + + # Initialize weights and apply final processing + self.post_init() + + def get_input_embeddings(self): + return self.model.embed_tokens + + def set_input_embeddings(self, value): + self.model.embed_tokens = value + + @add_start_docstrings_to_model_forward(LLAMA_INPUTS_DOCSTRING) + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, + ) -> Union[Tuple, SequenceClassifierOutputWithPast]: + r""" + labels (`torch.LongTensor` of shape `(batch_size,)`, *optional*): + Labels for computing the sequence classification/regression loss. Indices should be in `[0, ..., + config.num_labels - 1]`. If `config.num_labels == 1` a regression loss is computed (Mean-Square loss), If + `config.num_labels > 1` a classification loss is computed (Cross-Entropy). + """ + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + transformer_outputs = self.model( + input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + ) + hidden_states = transformer_outputs[0] + logits = self.score(hidden_states) + + if input_ids is not None: + batch_size = input_ids.shape[0] + else: + batch_size = inputs_embeds.shape[0] + + if self.config.pad_token_id is None and batch_size != 1: + raise ValueError("Cannot handle batch sizes > 1 if no padding token is defined.") + if self.config.pad_token_id is None: + sequence_lengths = -1 + else: + if input_ids is not None: + sequence_lengths = (torch.ne(input_ids, self.config.pad_token_id).sum(-1) - 1).to(logits.device) + else: + sequence_lengths = -1 + + pooled_logits = logits[torch.arange(batch_size, device=logits.device), sequence_lengths] + + loss = None + if labels is not None: + labels = labels.to(logits.device) + if self.config.problem_type is None: + if self.num_labels == 1: + self.config.problem_type = "regression" + elif self.num_labels > 1 and (labels.dtype == torch.long or labels.dtype == torch.int): + self.config.problem_type = "single_label_classification" + else: + self.config.problem_type = "multi_label_classification" + + if self.config.problem_type == "regression": + loss_fct = MSELoss() + if self.num_labels == 1: + loss = loss_fct(pooled_logits.squeeze(), labels.squeeze()) + else: + loss = loss_fct(pooled_logits, labels) + elif self.config.problem_type == "single_label_classification": + loss_fct = CrossEntropyLoss() + loss = loss_fct(pooled_logits.view(-1, self.num_labels), labels.view(-1)) + elif self.config.problem_type == "multi_label_classification": + loss_fct = BCEWithLogitsLoss() + loss = loss_fct(pooled_logits, labels) + if not return_dict: + output = (pooled_logits,) + transformer_outputs[1:] + return ((loss,) + output) if loss is not None else output + + return SequenceClassifierOutputWithPast( + loss=loss, + logits=pooled_logits, + past_key_values=transformer_outputs.past_key_values, + hidden_states=transformer_outputs.hidden_states, + attentions=transformer_outputs.attentions, + ) diff --git a/model/lavis/models/blip_models/__init__.py b/model/lavis/models/blip_models/__init__.py new file mode 100644 index 0000000..2b88146 --- /dev/null +++ b/model/lavis/models/blip_models/__init__.py @@ -0,0 +1,90 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import logging +from typing import List + +from torch import nn + + +def tie_encoder_decoder_weights( + encoder: nn.Module, decoder: nn.Module, base_model_prefix: str, skip_key: str +): + uninitialized_encoder_weights: List[str] = [] + if decoder.__class__ != encoder.__class__: + logging.info( + f"{decoder.__class__} and {encoder.__class__} are not equal. In this case make sure that all encoder weights are correctly initialized." + ) + + def tie_encoder_to_decoder_recursively( + decoder_pointer: nn.Module, + encoder_pointer: nn.Module, + module_name: str, + uninitialized_encoder_weights: List[str], + skip_key: str, + depth=0, + ): + assert isinstance(decoder_pointer, nn.Module) and isinstance( + encoder_pointer, nn.Module + ), f"{decoder_pointer} and {encoder_pointer} have to be of type torch.nn.Module" + if hasattr(decoder_pointer, "weight") and skip_key not in module_name: + assert hasattr(encoder_pointer, "weight") + encoder_pointer.weight = decoder_pointer.weight + if hasattr(decoder_pointer, "bias"): + assert hasattr(encoder_pointer, "bias") + encoder_pointer.bias = decoder_pointer.bias + print(module_name + " is tied") + return + + encoder_modules = encoder_pointer._modules + decoder_modules = decoder_pointer._modules + if len(decoder_modules) > 0: + assert ( + len(encoder_modules) > 0 + ), f"Encoder module {encoder_pointer} does not match decoder module {decoder_pointer}" + + all_encoder_weights = set( + [module_name + "/" + sub_name for sub_name in encoder_modules.keys()] + ) + encoder_layer_pos = 0 + for name, module in decoder_modules.items(): + if name.isdigit(): + encoder_name = str(int(name) + encoder_layer_pos) + decoder_name = name + if not isinstance( + decoder_modules[decoder_name], + type(encoder_modules[encoder_name]), + ) and len(encoder_modules) != len(decoder_modules): + # this can happen if the name corresponds to the position in a list module list of layers + # in this case the decoder has added a cross-attention that the encoder does not have + # thus skip this step and subtract one layer pos from encoder + encoder_layer_pos -= 1 + continue + elif name not in encoder_modules: + continue + elif depth > 500: + raise ValueError( + "Max depth of recursive function `tie_encoder_to_decoder` reached. It seems that there is a circular dependency between two or more `nn.Modules` of your model." + ) + else: + decoder_name = encoder_name = name + tie_encoder_to_decoder_recursively( + decoder_modules[decoder_name], + encoder_modules[encoder_name], + module_name + "/" + name, + uninitialized_encoder_weights, + skip_key, + depth=depth + 1, + ) + all_encoder_weights.remove(module_name + "/" + encoder_name) + + uninitialized_encoder_weights += list(all_encoder_weights) + + # tie weights recursively + tie_encoder_to_decoder_recursively( + decoder, encoder, base_model_prefix, uninitialized_encoder_weights, skip_key + ) diff --git a/model/lavis/models/blip_models/blip_outputs.py b/model/lavis/models/blip_models/blip_outputs.py new file mode 100644 index 0000000..9d18ddc --- /dev/null +++ b/model/lavis/models/blip_models/blip_outputs.py @@ -0,0 +1,116 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from dataclasses import dataclass +from typing import Optional + +import torch +from transformers.modeling_outputs import ( + ModelOutput, + BaseModelOutputWithPoolingAndCrossAttentions, + CausalLMOutputWithCrossAttentions, +) + + +@dataclass +class BlipSimilarity(ModelOutput): + sim_i2t: torch.FloatTensor = None + sim_t2i: torch.FloatTensor = None + + sim_i2t_m: Optional[torch.FloatTensor] = None + sim_t2i_m: Optional[torch.FloatTensor] = None + + sim_i2t_targets: Optional[torch.FloatTensor] = None + sim_t2i_targets: Optional[torch.FloatTensor] = None + + +@dataclass +class BlipIntermediateOutput(ModelOutput): + """ + Data class for intermediate outputs of BLIP models. + + image_embeds (torch.FloatTensor): Image embeddings, shape (batch_size, num_patches, embed_dim). + text_embeds (torch.FloatTensor): Text embeddings, shape (batch_size, seq_len, embed_dim). + + image_embeds_m (torch.FloatTensor): Image embeddings from momentum visual encoder, shape (batch_size, num_patches, embed_dim). + text_embeds_m (torch.FloatTensor): Text embeddings from momentum text encoder, shape (batch_size, seq_len, embed_dim). + + encoder_output (BaseModelOutputWithPoolingAndCrossAttentions): output from the image-grounded text encoder. + encoder_output_neg (BaseModelOutputWithPoolingAndCrossAttentions): output from the image-grounded text encoder for negative pairs. + + decoder_output (CausalLMOutputWithCrossAttentions): output from the image-grounded text decoder. + decoder_labels (torch.LongTensor): labels for the captioning loss. + + itm_logits (torch.FloatTensor): logits for the image-text matching loss, shape (batch_size * 3, 2). + itm_labels (torch.LongTensor): labels for the image-text matching loss, shape (batch_size * 3,) + + """ + + # uni-modal features + image_embeds: torch.FloatTensor = None + text_embeds: Optional[torch.FloatTensor] = None + + image_embeds_m: Optional[torch.FloatTensor] = None + text_embeds_m: Optional[torch.FloatTensor] = None + + # intermediate outputs of multimodal encoder + encoder_output: Optional[BaseModelOutputWithPoolingAndCrossAttentions] = None + encoder_output_neg: Optional[BaseModelOutputWithPoolingAndCrossAttentions] = None + + itm_logits: Optional[torch.FloatTensor] = None + itm_labels: Optional[torch.LongTensor] = None + + # intermediate outputs of multimodal decoder + decoder_output: Optional[CausalLMOutputWithCrossAttentions] = None + decoder_labels: Optional[torch.LongTensor] = None + + +@dataclass +class BlipOutput(ModelOutput): + # some finetuned models (e.g. BlipVQA) do not compute similarity, thus optional. + sims: Optional[BlipSimilarity] = None + + intermediate_output: BlipIntermediateOutput = None + + loss: Optional[torch.FloatTensor] = None + + loss_itc: Optional[torch.FloatTensor] = None + + loss_itm: Optional[torch.FloatTensor] = None + + loss_lm: Optional[torch.FloatTensor] = None + + +@dataclass +class BlipOutputWithLogits(BlipOutput): + logits: torch.FloatTensor = None + logits_m: torch.FloatTensor = None + + +@dataclass +class BlipOutputFeatures(ModelOutput): + """ + Data class of features from BlipFeatureExtractor. + + Args: + image_embeds: (torch.FloatTensor) of shape (batch_size, num_patches+1, embed_dim), optional + image_features: (torch.FloatTensor) of shape (batch_size, num_patches+1, feature_dim), optional + text_embeds: (torch.FloatTensor) of shape (batch_size, sequence_length+1, embed_dim), optional + text_features: (torch.FloatTensor) of shape (batch_size, sequence_length+1, feature_dim), optional + + The first embedding or feature is for the [CLS] token. + + Features are obtained by projecting the corresponding embedding into a normalized low-dimensional space. + """ + + image_embeds: Optional[torch.FloatTensor] = None + image_embeds_proj: Optional[torch.FloatTensor] = None + + text_embeds: Optional[torch.FloatTensor] = None + text_embeds_proj: Optional[torch.FloatTensor] = None + + multimodal_embeds: Optional[torch.FloatTensor] = None diff --git a/model/lavis/processors/__init__.py b/model/lavis/processors/__init__.py new file mode 100644 index 0000000..926b79e --- /dev/null +++ b/model/lavis/processors/__init__.py @@ -0,0 +1,26 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from model.lavis.processors.base_processor import BaseProcessor + + +from model.lavis.common.registry import registry + +__all__ = [ + "BaseProcessor", +] + + +def load_processor(name, cfg=None): + """ + Example + + >>> processor = load_processor("alpro_video_train", cfg=None) + """ + processor = registry.get_processor_class(name).from_config(cfg) + + return processor diff --git a/model/lavis/processors/base_processor.py b/model/lavis/processors/base_processor.py new file mode 100644 index 0000000..b4c9d86 --- /dev/null +++ b/model/lavis/processors/base_processor.py @@ -0,0 +1,26 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from omegaconf import OmegaConf + + +class BaseProcessor: + def __init__(self): + self.transform = lambda x: x + return + + def __call__(self, item): + return self.transform(item) + + @classmethod + def from_config(cls, cfg=None): + return cls() + + def build(self, **kwargs): + cfg = OmegaConf.create(kwargs) + + return self.from_config(cfg) diff --git a/model/lavis/runners/__init__.py b/model/lavis/runners/__init__.py new file mode 100644 index 0000000..c6e3418 --- /dev/null +++ b/model/lavis/runners/__init__.py @@ -0,0 +1,11 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from model.lavis.runners.runner_base import RunnerBase +from model.lavis.runners.runner_iter import RunnerIter + +__all__ = ["RunnerBase", "RunnerIter"] diff --git a/model/lavis/runners/runner_base.py b/model/lavis/runners/runner_base.py new file mode 100644 index 0000000..5ccdc06 --- /dev/null +++ b/model/lavis/runners/runner_base.py @@ -0,0 +1,745 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import datetime +import json +import logging +import os +import time +from pathlib import Path + +import torch +import torch.distributed as dist +import wandb +from model.lavis.common.dist_utils import ( + download_cached_file, + get_rank, + get_world_size, + is_main_process, + main_process, +) +from model.lavis.common.registry import registry +from model.lavis.common.utils import is_url +from model.lavis.datasets.data_utils import concat_datasets, reorg_datasets_by_split +from model.lavis.datasets.datasets.dataloader_utils import ( + IterLoader, + MultiIterLoader, + PrefetchLoader, +) +from torch.nn.parallel import DistributedDataParallel as DDP +from torch.utils.data import DataLoader, DistributedSampler +from torch.utils.data.dataset import ChainDataset + + +@registry.register_runner("runner_base") +class RunnerBase: + """ + A runner class to train and evaluate a model given a task and datasets. + + The runner uses pytorch distributed data parallel by default. Future release + will support other distributed frameworks. + """ + + def __init__(self, cfg, task, model, datasets, job_id): + self.config = cfg + self.job_id = job_id + self.run_name = self.config.run_cfg.run_name + + self.task = task + self.datasets = datasets + if 'coco_caption' in self.datasets: + self.gt_map = {} + for split_name in ["train", "val", "test"]: + self.gt_map[split_name] = {int(elem['image'].split(".")[0].split("_")[-1]): "/".join(elem['caption']) if split_name != "train" else elem['caption'] for elem in self.datasets['coco_caption'][split_name].annotation} + + self._model = model + + self._wrapped_model = model + self._device = None + self._optimizer = None + self._scaler = None + self._dataloaders = None + self._lr_sched = None + + self.start_epoch = 0 + + # self.setup_seeds() + self.setup_output_dir() + + def generate_html_table(self, data, columns): + html = '' + html += "" + for col in columns: + html += f"" + html += "" + + for row in data: + html += "" + for cell in row: + html += f"" + html += "" + html += "
{col}
{cell}
" + + return html + + @property + def device(self): + if self._device is None: + self._device = torch.device(self.config.run_cfg.device) + + return self._device + + @property + def use_distributed(self): + return self.config.run_cfg.distributed + + @property + def model(self): + """ + A property to get the DDP-wrapped model on the device. + """ + # move model to device + if self._model.device != self.device: + self._model = self._model.to(self.device) + + # distributed training wrapper + if self.use_distributed: + if self._wrapped_model is None: + self._wrapped_model = DDP( + self._model, device_ids=[self.config.run_cfg.gpu] + ) + else: + self._wrapped_model = self._model + + return self._wrapped_model + + @property + def optimizer(self): + # TODO make optimizer class and configurations + if self._optimizer is None: + num_parameters = 0 + p_wd, p_non_wd = [], [] + for n, p in self.model.named_parameters(): + if not p.requires_grad: + continue # frozen weights + if p.ndim < 2 or "bias" in n or "ln" in n or "bn" in n: + p_non_wd.append(p) + else: + p_wd.append(p) + num_parameters += p.data.nelement() + logging.info("number of trainable parameters: %d" % num_parameters) + optim_params = [ + { + "params": p_wd, + "weight_decay": float(self.config.run_cfg.weight_decay), + }, + {"params": p_non_wd, "weight_decay": 0}, + ] + beta2 = self.config.run_cfg.get("beta2", 0.999) + self._optimizer = torch.optim.AdamW( + optim_params, + lr=float(self.config.run_cfg.init_lr), + weight_decay=float(self.config.run_cfg.weight_decay), + betas=(0.9, beta2), + ) + + return self._optimizer + + @property + def scaler(self): + amp = self.config.run_cfg.get("amp", False) + + if amp: + if self._scaler is None: + self._scaler = torch.cuda.amp.GradScaler() + + return self._scaler + + @property + def lr_scheduler(self): + """ + A property to get and create learning rate scheduler by split just in need. + """ + if self._lr_sched is None: + lr_sched_cls = registry.get_lr_scheduler_class(self.config.run_cfg.lr_sched) + + # max_epoch = self.config.run_cfg.max_epoch + max_epoch = self.max_epoch + # min_lr = self.config.run_cfg.min_lr + min_lr = self.min_lr + # init_lr = self.config.run_cfg.init_lr + init_lr = self.init_lr + + # optional parameters + decay_rate = self.config.run_cfg.get("lr_decay_rate", 1.) + warmup_start_lr = self.config.run_cfg.get("warmup_lr", -1) + warmup_steps = self.config.run_cfg.get("warmup_steps", 0) + + self._lr_sched = lr_sched_cls( + optimizer=self.optimizer, + max_epoch=max_epoch, + min_lr=min_lr, + init_lr=init_lr, + decay_rate=decay_rate, + warmup_start_lr=warmup_start_lr, + warmup_steps=warmup_steps, + ) + + return self._lr_sched + + @property + def dataloaders(self) -> dict: + """ + A property to get and create dataloaders by split just in need. + + If no train_dataset_ratio is provided, concatenate map-style datasets and + chain wds.DataPipe datasets separately. Training set becomes a tuple + (ConcatDataset, ChainDataset), both are optional but at least one of them is + required. The resultant ConcatDataset and ChainDataset will be sampled evenly. + + If train_dataset_ratio is provided, create a MultiIterLoader to sample + each dataset by ratios during training. + + Currently do not support multiple datasets for validation and test. + + Returns: + dict: {split_name: (tuples of) dataloader} + """ + if self._dataloaders is None: + # reoganize datasets by split and concatenate/chain if necessary + dataset_ratios = self.config.run_cfg.get("train_dataset_ratios", None) + + # concatenate map-style datasets and chain wds.DataPipe datasets separately + # training set becomes a tuple (ConcatDataset, ChainDataset), both are + # optional but at least one of them is required. The resultant ConcatDataset + # and ChainDataset will be sampled evenly. + logging.info( + "dataset_ratios not specified, datasets will be concatenated (map-style datasets) or chained (webdataset.DataPipeline)." + ) + + datasets = reorg_datasets_by_split(self.datasets) + #self.datasets = concat_datasets(datasets) + # select first dataset for validation and test + self.datasets = {k: v[0] for k, v in datasets.items()} + + # print dataset statistics after concatenation/chaining + for split_name in self.datasets: + if isinstance(self.datasets[split_name], tuple) or isinstance( + self.datasets[split_name], list + ): + # mixed wds.DataPipeline and torch.utils.data.Dataset + num_records = sum( + [ + len(d) + if not type(d) in [ChainDataset] + else 0 + for d in self.datasets[split_name] + ] + ) + + else: + if hasattr(self.datasets[split_name], "__len__"): + # a single map-style dataset + num_records = len(self.datasets[split_name]) + else: + # a single wds.DataPipeline + num_records = -1 + logging.info( + "Only a single wds.DataPipeline dataset, no __len__ attribute." + ) + + if num_records >= 0: + logging.info( + "Loaded {} records for {} split from the dataset.".format( + num_records, split_name + ) + ) + + # create dataloaders + split_names = sorted(self.datasets.keys()) + + datasets = [self.datasets[split] for split in split_names] + is_trains = [split in self.train_splits for split in split_names] + + batch_sizes = [ + self.config.run_cfg.batch_size_train + if split == "train" + else self.config.run_cfg.batch_size_eval + for split in split_names + ] + + collate_fns = [] + for dataset in datasets: + if isinstance(dataset, tuple) or isinstance(dataset, list): + collate_fns.append([getattr(d, "collater", None) for d in dataset]) + else: + collate_fns.append(getattr(dataset, "collater", None)) + + dataloaders = self.create_loaders( + datasets=datasets, + num_workers=self.config.run_cfg.num_workers, + batch_sizes=batch_sizes, + is_trains=is_trains, + collate_fns=collate_fns, + dataset_ratios=dataset_ratios, + ) + + self._dataloaders = {k: v for k, v in zip(split_names, dataloaders)} + + return self._dataloaders + + @property + def cuda_enabled(self): + return self.device.type == "cuda" + + @property + def max_epoch(self): + return int(self.config.run_cfg.max_epoch) + + @property + def log_freq(self): + log_freq = self.config.run_cfg.get("log_freq", 50) + return int(log_freq) + + @property + def init_lr(self): + return float(self.config.run_cfg.init_lr) + + @property + def min_lr(self): + return float(self.config.run_cfg.min_lr) + + @property + def accum_grad_iters(self): + return int(self.config.run_cfg.get("accum_grad_iters", 1)) + + @property + def valid_splits(self): + valid_splits = self.config.run_cfg.get("valid_splits", []) + + if len(valid_splits) == 0: + logging.info("No validation splits found.") + + return valid_splits + + @property + def test_splits(self): + test_splits = self.config.run_cfg.get("test_splits", []) + + return test_splits + + @property + def train_splits(self): + train_splits = self.config.run_cfg.get("train_splits", []) + + if len(train_splits) == 0: + logging.info("Empty train splits.") + + return train_splits + + @property + def evaluate_only(self): + """ + Set to True to skip training. + """ + return self.config.run_cfg.evaluate + + @property + def use_dist_eval_sampler(self): + return self.config.run_cfg.get("use_dist_eval_sampler", True) + + @property + def resume_ckpt_path(self): + return self.config.run_cfg.get("resume_ckpt_path", None) + + @property + def train_loader(self): + train_dataloader = self.dataloaders["train"] + + return train_dataloader + + def setup_output_dir(self): + #lib_root = Path(registry.get_path("library_root")) + + output_dir = Path("outputs") / self.run_name + if os.path.exists(output_dir) and not self.evaluate_only: # for evaluation want to use the same output dir + output_dir = Path("outputs") / "{}_{}".format( + self.run_name, datetime.datetime.now().strftime("%m%d_%H%M%S") + ) + elif self.evaluate_only: + # replace "_eval" with "" in the output dir name + output_dir = Path("outputs") / self.run_name.replace("_eval", "") + result_dir = output_dir / "result" + + output_dir.mkdir(parents=True, exist_ok=True) + result_dir.mkdir(parents=True, exist_ok=True) + + registry.register_path("result_dir", str(result_dir)) + registry.register_path("output_dir", str(output_dir)) + + self.result_dir = result_dir + self.output_dir = output_dir + + def validate(self, cur_epoch, best_agg_metric, best_epoch, wandb_run): + if len(self.valid_splits) > 0: + for split_name in self.valid_splits: + logging.info("Evaluating on {}.".format(split_name)) + + val_log, results, gts, loss = self.eval_epoch( + split_name=split_name, cur_epoch=cur_epoch + ) + if self.evaluate_only: + # save free-text predictions and corresponding gt + # create folder + if not os.path.exists(self.output_dir / "predictions"): + os.makedirs(self.output_dir / "predictions") + os.makedirs(self.output_dir / "ground_truths") + + # save predictions + with open(self.output_dir / "predictions" / "predictions_{}.txt".format(split_name), "w") as f: + for i in range(len(results)): + f.write('"' + results[i]['caption'] + '"\n') + # save ground truths + with open(self.output_dir / "ground_truths" / "ground_truths_{}.txt".format(split_name), "w") as f: + for i in [elem['image_id'] for elem in results]: + f.write('"' + gts[i][0] + '"\n') + + if val_log is not None: + if is_main_process(): + assert ( + "agg_metrics" in val_log + ), "No agg_metrics found in validation log." + + agg_metrics = val_log["agg_metrics"] + if not self.evaluate_only and split_name == "val": #dont save for train_val + if agg_metrics > best_agg_metric: + best_epoch, best_agg_metric = cur_epoch, agg_metrics + + self._save_checkpoint(cur_epoch, is_best=True) + logging.info("Saving best model at epoch {}".format(cur_epoch)) + + else: + self._save_checkpoint(cur_epoch, is_best=False, is_last=True) + + val_log.update({"best_epoch": best_epoch}) + self.log_stats(val_log, split_name) + + data = [] + for i in range(min(len(results), 5)): + data.append([str(cur_epoch), results[i]["caption"], gts[results[i]["image_id"]]]) + html = '' + html += "" + for col in ["Epoch", "Predicted", "GT"]: + html += f"" + html += "" + + for row in data: + html += "" + for cell in row: + html += f"" + html += "" + html += "
{col}
{cell}
" + + try: + wandb_run.log({f"text_predictions_{split_name}": wandb.Html(html)}) + except Exception as e: + pass + + if loss is not None: + self.log_stats({"loss":loss}, split_name, commit=False) + if not self.evaluate_only: + if loss < best_agg_metric and split_name == "val": + best_epoch, best_agg_metric = cur_epoch, loss + + self._save_checkpoint(cur_epoch, is_best=True) + + else: + self._save_checkpoint(cur_epoch, is_best=False) + + else: + # if no validation split is provided, we just save the checkpoint at the end of each epoch. + if not self.evaluate_only: + self._save_checkpoint(cur_epoch, is_best=False) + + return best_agg_metric, best_epoch + + def train(self, wandb_run): + start_time = time.time() + best_agg_metric = 0 + best_epoch = 0 + + self.log_config() + + # resume from checkpoint if specified + if not self.evaluate_only and self.resume_ckpt_path is not None: + self._load_checkpoint(self.resume_ckpt_path) + + for cur_epoch in range(self.start_epoch, self.max_epoch): + custom_epochs = self.datasets['mimic_cxr']['train'].custom_epochs_per_epoch if 'mimic_cxr' in self.datasets else self.datasets['train'].custom_epochs_per_epoch + for custom_epoch in range(custom_epochs): + if 'mimic_cxr' in self.datasets: #before first epoch + self.datasets['mimic_cxr']['train'].set_custom_epoch(custom_epoch) + else: + self.datasets['train'].set_custom_epoch(custom_epoch) #resorted after creating dataloader + # training phase + if not self.evaluate_only: + logging.info("Start training") + train_stats = self.train_epoch(cur_epoch) + self.log_stats(split_name="train", stats=train_stats) + + # evaluation phase + best_agg_metric, best_epoch = self.validate(cur_epoch, best_agg_metric, best_epoch, wandb_run) + + if self.evaluate_only: + break + + #dist.barrier() + + # testing phase + test_epoch = "best" if len(self.valid_splits) > 0 else cur_epoch + self.evaluate(cur_epoch=test_epoch, skip_reload=self.evaluate_only) + + total_time = time.time() - start_time + total_time_str = str(datetime.timedelta(seconds=int(total_time))) + logging.info("Training time {}".format(total_time_str)) + + def evaluate(self, cur_epoch="best", skip_reload=False): + test_logs = dict() + + if len(self.test_splits) > 0: + for split_name in self.test_splits: + test_logs[split_name] = self.eval_epoch( + split_name=split_name, cur_epoch=cur_epoch, skip_reload=skip_reload + ) + + return test_logs + + def train_epoch(self, epoch): + # train + self.model.train() + + return self.task.train_epoch( + epoch=epoch, + model=self.model, + data_loader=self.train_loader, + optimizer=self.optimizer, + scaler=self.scaler, + lr_scheduler=self.lr_scheduler, + cuda_enabled=self.cuda_enabled, + log_freq=self.log_freq, + accum_grad_iters=self.accum_grad_iters, + ) + + @torch.no_grad() + def eval_epoch(self, split_name, cur_epoch, skip_reload=False): + """ + Evaluate the model on a given split. + + Args: + split_name (str): name of the split to evaluate on. + cur_epoch (int): current epoch. + skip_reload_best (bool): whether to skip reloading the best checkpoint. + During training, we will reload the best checkpoint for validation. + During testing, we will use provided weights and skip reloading the best checkpoint . + """ + data_loader = self.dataloaders.get(split_name, None) + assert data_loader, "data_loader for split {} is None.".format(split_name) + + model = self.unwrap_dist_model(self.model) + if not skip_reload and cur_epoch == "best" or self.evaluate_only: + model = self._reload_best_model(model) + model.eval() + + self.task.before_evaluation( + model=model, + dataset=self.datasets[split_name], + ) + + results = self.task.evaluation(model, data_loader, cuda_enabled=self.cuda_enabled) + + if results is not None and self.config.run_cfg.task != "image_text_pretrain_eval": + metrics, gts = data_loader.dataset.evaluator.evaluate(results) + return metrics, results, gts, None + + else: + return None, None, None, results # for pre-training instead of predicting text we compute the val loss + + + def unwrap_dist_model(self, model): + if self.use_distributed: + return model.module + else: + return model + + def create_loaders( + self, + datasets, + num_workers, + batch_sizes, + is_trains, + collate_fns, + dataset_ratios=None, + ): + """ + Create dataloaders for training and validation. + """ + + def _create_loader(dataset, num_workers, bsz, is_train, collate_fn): + # create a single dataloader for each split + if isinstance(dataset, ChainDataset): + # wds.WebdDataset instance are chained together + # webdataset.DataPipeline has its own sampler and collate_fn + loader = iter( + DataLoader( + dataset, + batch_size=bsz, + num_workers=num_workers, + pin_memory=True, + ) + ) + else: + # map-style dataset are concatenated together + # setup distributed sampler + if self.use_distributed: + sampler = DistributedSampler( + dataset, + shuffle=is_train, + num_replicas=get_world_size(), + rank=get_rank(), + ) + if not self.use_dist_eval_sampler: + # e.g. retrieval evaluation + sampler = sampler if is_train else None + else: + sampler = None + + loader = DataLoader( + dataset, + batch_size=bsz, + num_workers=num_workers, + pin_memory=True, + sampler=sampler, + shuffle=sampler is None and is_train, + collate_fn=collate_fn, + drop_last=True if is_train else False, + ) + #loader = PrefetchLoader(loader) + + if is_train: + loader = IterLoader(loader, use_distributed=self.use_distributed) + + return loader + + loaders = [] + + for dataset, bsz, is_train, collate_fn in zip( + datasets, batch_sizes, is_trains, collate_fns + ): + if isinstance(dataset, list) or isinstance(dataset, tuple): + loader = MultiIterLoader( + loaders=[ + _create_loader(d, num_workers, bsz, is_train, collate_fn[i]) + for i, d in enumerate(dataset) + ], + ratios=dataset_ratios, + ) + else: + loader = _create_loader(dataset, num_workers, bsz, is_train, collate_fn) + + loaders.append(loader) + + return loaders + + @main_process + def _save_checkpoint(self, cur_epoch, is_best=False, is_last=False): + """ + Save the checkpoint at the current epoch. + """ + model_no_ddp = self.unwrap_dist_model(self.model) + param_grad_dic = { + k: v.requires_grad for (k, v) in model_no_ddp.named_parameters() + } + state_dict = model_no_ddp.state_dict() + for k in list(state_dict.keys()): + if k in param_grad_dic.keys() and not param_grad_dic[k]: + # delete parameters that do not require gradient + del state_dict[k] + save_obj = { + "model": state_dict, + "optimizer": self.optimizer.state_dict(), + "config": self.config.to_dict(), + "scaler": self.scaler.state_dict() if self.scaler else None, + "epoch": cur_epoch, + } + save_to = os.path.join( + self.output_dir, + "checkpoint_{}.pth".format("best" if is_best else ("last" if is_last else cur_epoch)), + ) + logging.info("Saving checkpoint at epoch {} to {}.".format(cur_epoch, save_to)) + torch.save(save_obj, save_to) + + def _reload_best_model(self, model): + """ + Load the best checkpoint for evaluation. + """ + checkpoint_path = os.path.join(self.output_dir, "checkpoint_best.pth") + + logging.info("Loading checkpoint from {}.".format(checkpoint_path)) + checkpoint = torch.load(checkpoint_path, map_location="cpu") + try: + model.load_state_dict(checkpoint["model"]) + except RuntimeError as e: + logging.warning( + """ + Key mismatch when loading checkpoint. This is expected if only part of the model is saved. + Trying to load the model with strict=False. + """ + ) + model.load_state_dict(checkpoint["model"], strict=False) + return model + + def _load_checkpoint(self, url_or_filename): + """ + Resume from a checkpoint. + """ + if is_url(url_or_filename): + cached_file = download_cached_file( + url_or_filename, check_hash=False, progress=True + ) + checkpoint = torch.load(cached_file, map_location=self.device) + elif os.path.isfile(url_or_filename): + checkpoint = torch.load(url_or_filename, map_location=self.device) + else: + raise RuntimeError("checkpoint url or path is invalid") + + state_dict = checkpoint["model"] + self.unwrap_dist_model(self.model).load_state_dict(state_dict, strict=False) #opt_model does not need to be loaded (frozen) + + self.optimizer.load_state_dict(checkpoint["optimizer"]) + if self.scaler and "scaler" in checkpoint: + self.scaler.load_state_dict(checkpoint["scaler"]) + + self.start_epoch = checkpoint["epoch"] + 1 + logging.info("Resume checkpoint from {}".format(url_or_filename)) + + @main_process + def log_stats(self, stats, split_name, commit=True): + if isinstance(stats, dict): + log_stats = {**{f"{split_name}_{k}": v for k, v in stats.items()}} + with open(os.path.join(self.output_dir, "log.txt"), "a") as f: + f.write(json.dumps(log_stats) + "\n") + if wandb is not None: + wandb_stats = {k: float(v) for k, v in log_stats.items()} + wandb.log(wandb_stats, commit=commit) + + elif isinstance(stats, list): + pass + + @main_process + def log_config(self): + with open(os.path.join(self.output_dir, "log.txt"), "a") as f: + f.write(json.dumps(self.config.to_dict(), indent=4) + "\n") \ No newline at end of file diff --git a/model/lavis/runners/runner_iter.py b/model/lavis/runners/runner_iter.py new file mode 100644 index 0000000..4c5fda6 --- /dev/null +++ b/model/lavis/runners/runner_iter.py @@ -0,0 +1,292 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import datetime +import logging +import os +import time + +import torch +import torch.distributed as dist +from model.lavis.common.dist_utils import download_cached_file, is_main_process, main_process +from model.lavis.common.registry import registry +from model.lavis.common.utils import is_url +from model.lavis.datasets.data_utils import concat_datasets, reorg_datasets_by_split +from model.lavis.runners.runner_base import RunnerBase +from torch.utils.data.dataset import ChainDataset + + +@registry.register_runner("runner_iter") +class RunnerIter(RunnerBase): + """ + Run training based on the number of iterations. This is common when + the training dataset size is large. Underhood logic is similar to + epoch-based training by considering every #iters_per_inner_epoch as an + inner epoch. + + In iter-based runner, after every #iters_per_inner_epoch steps, we + + 1) do a validation epoch; + 2) schedule the learning rate; + 3) save the checkpoint. + + We refer every #iters_per_inner_epoch steps as an inner epoch. + """ + + def __init__(self, cfg, task, model, datasets, job_id): + super().__init__(cfg, task, model, datasets, job_id) + + self.start_iters = 0 + + self.max_iters = int(self.config.run_cfg.get("max_iters", -1)) + assert self.max_iters > 0, "max_iters must be greater than 0." + + self.iters_per_inner_epoch = int( + self.config.run_cfg.get("iters_per_inner_epoch", -1) + ) + assert ( + self.iters_per_inner_epoch > 0 + ), "iters_per_inner_epoch must be greater than 0." + + @property + def max_epoch(self): + return int(self.max_iters / self.iters_per_inner_epoch) + + @property + def cur_epoch(self): + try: + return self.train_loader.epoch + except AttributeError: + # pipeline data (e.g. LAION) is streaming, have no concept of epoch + return 0 + + def _progress(self, cur_iters): + return "{}_iters={}".format(self.cur_epoch, cur_iters) + + def train(self): + start_time = time.time() + best_agg_metric = 0 + best_iters = 0 + + self.log_config() + + # resume from checkpoint if specified + if not self.evaluate_only and self.resume_ckpt_path is not None: + self._load_checkpoint(self.resume_ckpt_path) + + for start_iters in range( + self.start_iters, self.max_iters, self.iters_per_inner_epoch + ): + end_iters = start_iters + self.iters_per_inner_epoch + + # training phase + if not self.evaluate_only: + logging.info( + "Start training, max_iters={}, in total {} inner epochs.".format( + self.max_iters, int(self.max_iters / self.iters_per_inner_epoch) + ) + ) + + train_stats = self.train_iters(self.cur_epoch, start_iters) + self.log_stats(split_name="train", stats=train_stats) + + # evaluation phase + if len(self.valid_splits) > 0: + for split_name in self.valid_splits: + logging.info("Evaluating on {}.".format(split_name)) + + val_log = self.eval_epoch( + split_name=split_name, cur_epoch=self._progress(end_iters) + ) + if val_log is not None: + if is_main_process(): + assert ( + "agg_metrics" in val_log + ), "No agg_metrics found in validation log." + + agg_metrics = val_log["agg_metrics"] + if agg_metrics > best_agg_metric and split_name == "val": + best_iters, best_agg_metric = end_iters, agg_metrics + + self._save_checkpoint(end_iters, is_best=True) + + val_log.update({"best_iters": best_iters}) + self.log_stats(val_log, split_name) + + else: + # if no validation split is provided, we just save the checkpoint at the end of each inner epoch. + if not self.evaluate_only: + self._save_checkpoint(end_iters, is_best=False) + + if self.evaluate_only: + break + dist.barrier() + + # testing phase + self.evaluate(cur_epoch=self.cur_epoch) + + total_time = time.time() - start_time + total_time_str = str(datetime.timedelta(seconds=int(total_time))) + logging.info("Training time {}".format(total_time_str)) + + def train_iters(self, epoch, start_iters): + # train by iterations + self.model.train() + + return self.task.train_iters( + epoch=epoch, + start_iters=start_iters, + iters_per_inner_epoch=self.iters_per_inner_epoch, + model=self.model, + data_loader=self.train_loader, + optimizer=self.optimizer, + scaler=self.scaler, + lr_scheduler=self.lr_scheduler, + cuda_enabled=self.cuda_enabled, + log_freq=self.log_freq, + accum_grad_iters=self.accum_grad_iters, + ) + + @main_process + def _save_checkpoint(self, cur_iters, is_best=False): + save_obj = { + "model": self.unwrap_dist_model(self.model).state_dict(), + "optimizer": self.optimizer.state_dict(), + "config": self.config.to_dict(), + "scaler": self.scaler.state_dict() if self.scaler else None, + "iters": cur_iters, + } + save_to = os.path.join( + self.output_dir, + "checkpoint_{}.pth".format("best" if is_best else cur_iters), + ) + logging.info("Saving checkpoint at iters {} to {}.".format(cur_iters, save_to)) + torch.save(save_obj, save_to) + + def _load_checkpoint(self, url_or_filename): + """ + Resume from a checkpoint. + """ + if is_url(url_or_filename): + cached_file = download_cached_file( + url_or_filename, check_hash=False, progress=True + ) + checkpoint = torch.load(cached_file, map_location=self.device) + elif os.path.isfile(url_or_filename): + checkpoint = torch.load(url_or_filename, map_location=self.device) + else: + raise RuntimeError("checkpoint url or path is invalid") + + state_dict = checkpoint["model"] + self.unwrap_dist_model(self.model).load_state_dict(state_dict) + + self.optimizer.load_state_dict(checkpoint["optimizer"]) + if self.scaler and "scaler" in checkpoint: + self.scaler.load_state_dict(checkpoint["scaler"]) + + self.start_iters = checkpoint["iters"] + 1 + logging.info("Resume checkpoint from {}".format(url_or_filename)) + + @property + def dataloaders(self) -> dict: + """ + A property to get and create dataloaders by split just in need. + + If no train_dataset_ratio is provided, concatenate map-style datasets and + chain wds.DataPipe datasets separately. Training set becomes a tuple + (ConcatDataset, ChainDataset), both are optional but at least one of them is + required. The resultant ConcatDataset and ChainDataset will be sampled evenly. + + If train_dataset_ratio is provided, create a MultiIterLoader to sample + each dataset by ratios during training. + + Currently do not support multiple datasets for validation and test. + + Returns: + dict: {split_name: (tuples of) dataloader} + """ + if self._dataloaders is None: + # reoganize datasets by split and concatenate/chain if necessary + dataset_ratios = self.config.run_cfg.get("train_dataset_ratios", None) + + if dataset_ratios is None: + # concatenate map-style datasets and chain wds.DataPipe datasets separately + # training set becomes a tuple (ConcatDataset, ChainDataset), both are + # optional but at least one of them is required. The resultant ConcatDataset + # and ChainDataset will be sampled evenly. + logging.info( + "dataset_ratios not specified, datasets will be concatenated (map-style datasets) or chained (webdataset.DataPipeline)." + ) + + datasets = reorg_datasets_by_split(self.datasets) + self.datasets = concat_datasets(datasets) + + # print dataset statistics after concatenation/chaining + for split_name in self.datasets: + if isinstance(self.datasets[split_name], tuple) or isinstance( + self.datasets[split_name], list + ): + # mixed wds.DataPipeline and torch.utils.data.Dataset + num_records = sum( + [ + len(d) + if not type(d) in [ChainDataset] + else 0 + for d in self.datasets[split_name] + ] + ) + + else: + try: + # a single map-style dataset + num_records = len(self.datasets[split_name]) + except TypeError: + # a single wds.DataPipeline or ChainDataset + num_records = -1 + logging.info( + "Only a single wds.DataPipeline dataset, no __len__ attribute." + ) + + if num_records >= 0: + logging.info( + "Loaded {} records for {} split from the dataset.".format( + num_records, split_name + ) + ) + + # create dataloaders + split_names = sorted(self.datasets.keys()) + + datasets = [self.datasets[split] for split in split_names] + is_trains = [split in self.train_splits for split in split_names] + + batch_sizes = [ + self.config.run_cfg.batch_size_train + if split == "train" + else self.config.run_cfg.batch_size_eval + for split in split_names + ] + + collate_fns = [] + for dataset in datasets: + if isinstance(dataset, tuple) or isinstance(dataset, list): + collate_fns.append([getattr(d, "collater", None) for d in dataset]) + else: + collate_fns.append(getattr(dataset, "collater", None)) + + dataloaders = self.create_loaders( + datasets=datasets, + num_workers=self.config.run_cfg.num_workers, + batch_sizes=batch_sizes, + is_trains=is_trains, + collate_fns=collate_fns, + dataset_ratios=dataset_ratios, + ) + + self._dataloaders = {k: v for k, v in zip(split_names, dataloaders)} + + return self._dataloaders diff --git a/model/lavis/tasks/__init__.py b/model/lavis/tasks/__init__.py new file mode 100644 index 0000000..3856ae7 --- /dev/null +++ b/model/lavis/tasks/__init__.py @@ -0,0 +1,26 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from model.lavis.common.registry import registry +from model.lavis.tasks.base_task import BaseTask +from model.lavis.tasks.image_text_pretrain import ImageTextPretrainTask + + +def setup_task(cfg): + assert "task" in cfg.run_cfg, "Task name must be provided." + + task_name = cfg.run_cfg.task + task = registry.get_task_class(task_name).setup_task(cfg=cfg) + assert task is not None, "Task {} not properly registered.".format(task_name) + + return task + + +__all__ = [ + "BaseTask", + "ImageTextPretrainTask", +] diff --git a/model/lavis/tasks/base_task.py b/model/lavis/tasks/base_task.py new file mode 100644 index 0000000..75fdf22 --- /dev/null +++ b/model/lavis/tasks/base_task.py @@ -0,0 +1,287 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import logging +import os + +import torch +import torch.distributed as dist +from model.lavis.common.dist_utils import get_rank, get_world_size, is_main_process, is_dist_avail_and_initialized +from model.lavis.common.logger import MetricLogger, SmoothedValue +from model.lavis.common.registry import registry +from model.lavis.datasets.data_utils import prepare_sample + + +class BaseTask: + def __init__(self, **kwargs): + super().__init__() + + self.inst_id_key = "instance_id" + + @classmethod + def setup_task(cls, **kwargs): + return cls() + + def build_model(self, cfg): + model_config = cfg.model_cfg + + model_cls = registry.get_model_class(model_config.arch) + return model_cls.from_config(model_config) + + def build_datasets(self, cfg): + """ + Build a dictionary of datasets, keyed by split 'train', 'valid', 'test'. + Download dataset and annotations automatically if not exist. + + Args: + cfg (common.config.Config): _description_ + + Returns: + dict: Dictionary of torch.utils.data.Dataset objects by split. + """ + + datasets = dict() + + datasets_config = cfg.datasets_cfg + + assert len(datasets_config) > 0, "At least one dataset has to be specified." + + for name in datasets_config: + dataset_config = datasets_config[name] + + builder = registry.get_builder_class(name)(dataset_config) + dataset = builder.build_datasets() + + datasets[name] = dataset + + return datasets + + def train_step(self, model, samples): + output = model(samples) + loss_dict = {} + for k,v in output.items(): + if "loss" in k: + loss_dict[k] = v + return output["loss"], loss_dict + + def valid_step(self, model, samples): + raise NotImplementedError + + def before_evaluation(self, model, dataset, **kwargs): + model.before_evaluation(dataset=dataset, task_type=type(self)) + + def after_evaluation(self, **kwargs): + pass + + def inference_step(self): + raise NotImplementedError + + def evaluation(self, model, data_loader, cuda_enabled=True): + metric_logger = MetricLogger(delimiter=" ") + header = "Evaluation" + # TODO make it configurable + print_freq = 10 + + results = [] + + for samples in metric_logger.log_every(data_loader, print_freq, header): + samples = prepare_sample(samples, cuda_enabled=cuda_enabled) + + eval_output = self.valid_step(model=model, samples=samples) + results.extend(eval_output) + + if is_dist_avail_and_initialized(): + dist.barrier() + + return results + + def train_epoch( + self, + epoch, + model, + data_loader, + optimizer, + lr_scheduler, + scaler=None, + cuda_enabled=False, + log_freq=50, + accum_grad_iters=1, + ): + return self._train_inner_loop( + epoch=epoch, + iters_per_epoch=len(data_loader), + model=model, + data_loader=data_loader, + optimizer=optimizer, + scaler=scaler, + lr_scheduler=lr_scheduler, + log_freq=log_freq, + cuda_enabled=cuda_enabled, + accum_grad_iters=accum_grad_iters, + ) + + def train_iters( + self, + epoch, + start_iters, + iters_per_inner_epoch, + model, + data_loader, + optimizer, + lr_scheduler, + scaler=None, + cuda_enabled=False, + log_freq=50, + accum_grad_iters=1, + ): + return self._train_inner_loop( + epoch=epoch, + start_iters=start_iters, + iters_per_epoch=iters_per_inner_epoch, + model=model, + data_loader=data_loader, + optimizer=optimizer, + scaler=scaler, + lr_scheduler=lr_scheduler, + log_freq=log_freq, + cuda_enabled=cuda_enabled, + accum_grad_iters=accum_grad_iters, + ) + + def _train_inner_loop( + self, + epoch, + iters_per_epoch, + model, + data_loader, + optimizer, + lr_scheduler, + scaler=None, + start_iters=None, + log_freq=50, + cuda_enabled=False, + accum_grad_iters=1, + ): + """ + An inner training loop compatible with both epoch-based and iter-based training. + + When using epoch-based, training stops after one epoch; when using iter-based, + training stops after #iters_per_epoch iterations. + """ + use_amp = scaler is not None + + if not hasattr(data_loader, "__next__"): + # convert to iterator if not already + data_loader = iter(data_loader) + + metric_logger = MetricLogger(delimiter=" ") + metric_logger.add_meter("lr", SmoothedValue(window_size=1, fmt="{value:.6f}")) + metric_logger.add_meter("loss", SmoothedValue(window_size=1, fmt="{value:.4f}")) + + # if iter-based runner, schedule lr based on inner epoch. + logging.info( + "Start training epoch {}, {} iters per inner epoch.".format( + epoch, iters_per_epoch + ) + ) + header = "Train: data epoch: [{}]".format(epoch) + if start_iters is None: + # epoch-based runner + inner_epoch = epoch + else: + # In iter-based runner, we schedule the learning rate based on iterations. + inner_epoch = start_iters // iters_per_epoch + header = header + "; inner epoch [{}]".format(inner_epoch) + + for i in metric_logger.log_every(range(iters_per_epoch), log_freq, header): + # if using iter-based runner, we stop after iters_per_epoch iterations. + if i >= iters_per_epoch: + break + + samples = next(data_loader) + + samples = prepare_sample(samples, cuda_enabled=cuda_enabled) + samples.update( + { + "epoch": inner_epoch, + "num_iters_per_epoch": iters_per_epoch, + "iters": i, + } + ) + + lr_scheduler.step(cur_epoch=inner_epoch, cur_step=i) + + with torch.cuda.amp.autocast(enabled=use_amp): + loss, loss_dict = self.train_step(model=model, samples=samples) + loss /= accum_grad_iters #TODO: not affect loss_dict values for logging + + # after_train_step() + if use_amp: + scaler.scale(loss).backward() + else: + loss.backward() + + # update gradients every accum_grad_iters iterations + if (i + 1) % accum_grad_iters == 0: + if use_amp: + scaler.step(optimizer) + scaler.update() + else: + optimizer.step() + optimizer.zero_grad() + + metric_logger.update(**loss_dict) + metric_logger.update(lr=optimizer.param_groups[0]["lr"]) + + # after train_epoch() + # gather the stats from all processes + metric_logger.synchronize_between_processes() + logging.info("Averaged stats: " + str(metric_logger.global_avg())) + return { + k: "{:.3f}".format(meter.global_avg) + for k, meter in metric_logger.meters.items() + } + + @staticmethod + def save_result(result, result_dir, filename, remove_duplicate=""): + import json + + result_file = os.path.join( + result_dir, "%s_rank%d.json" % (filename, get_rank()) + ) + final_result_file = os.path.join(result_dir, "%s.json" % filename) + + json.dump(result, open(result_file, "w")) + + if is_dist_avail_and_initialized(): + dist.barrier() + + if is_main_process(): + logging.warning("rank %d starts merging results." % get_rank()) + # combine results from all processes + result = [] + + for rank in range(get_world_size()): + result_file = os.path.join( + result_dir, "%s_rank%d.json" % (filename, rank) + ) + res = json.load(open(result_file, "r")) + result += res + + if remove_duplicate: + result_new = [] + id_list = [] + for res in result: + if res[remove_duplicate] not in id_list: + id_list.append(res[remove_duplicate]) + result_new.append(res) + result = result_new + + json.dump(result, open(final_result_file, "w")) + print("result file saved to %s" % final_result_file) + + return final_result_file diff --git a/model/lavis/tasks/image_text_pretrain.py b/model/lavis/tasks/image_text_pretrain.py new file mode 100644 index 0000000..cef53f9 --- /dev/null +++ b/model/lavis/tasks/image_text_pretrain.py @@ -0,0 +1,26 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +from model.lavis.common.registry import registry +from model.lavis.tasks.base_task import BaseTask +from model.lavis.datasets.data_utils import move_to_cuda + + +@registry.register_task("image_text_pretrain_eval") +class ImageTextPretrainTask(BaseTask): + def __init__(self): + super().__init__() + + def evaluation(self, model, data_loader, cuda_enabled=True): + loss = 0.0 + for batch in data_loader: + if cuda_enabled: + batch = move_to_cuda(batch) + loss_dict = model(batch) + loss += loss_dict["loss"].item() + + return loss / len(data_loader) diff --git a/model/modeling_llama_imgemb.py b/model/modeling_llama_imgemb.py new file mode 100644 index 0000000..f5f5a88 --- /dev/null +++ b/model/modeling_llama_imgemb.py @@ -0,0 +1,929 @@ +# coding=utf-8 +# Copyright 2022 EleutherAI and the HuggingFace Inc. team. All rights reserved. +# +# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX +# and OPT implementations in this library. It has been modified from its +# original forms to accommodate minor architectural differences compared +# to GPT-NeoX and OPT used by the Meta AI team that trained the model. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" PyTorch LLaMA model.""" +import math +import pickle +from typing import List, Optional, Tuple, Union + +import numpy as np +import torch +import torch.utils.checkpoint +from torch import nn +from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss +from transformers import LlamaConfig + +from transformers.activations import ACT2FN +from transformers.modeling_outputs import BaseModelOutputWithPast, CausalLMOutputWithPast, SequenceClassifierOutputWithPast +from transformers.modeling_utils import PreTrainedModel +from transformers.utils import add_start_docstrings, add_start_docstrings_to_model_forward, logging, replace_return_docstrings + +logger = logging.get_logger(__name__) + +_CONFIG_FOR_DOC = "LlamaConfig" + + +# Copied from transformers.models.bart.modeling_bart._make_causal_mask +def _make_causal_mask( + input_ids_shape: torch.Size, dtype: torch.dtype, device: torch.device, past_key_values_length: int = 0 +): + """ + Make causal mask used for bi-directional self-attention. + """ + bsz, tgt_len = input_ids_shape + mask = torch.full((tgt_len, tgt_len), torch.tensor(torch.finfo(dtype).min, device=device), device=device) + mask_cond = torch.arange(mask.size(-1), device=device) + mask.masked_fill_(mask_cond < (mask_cond + 1).view(mask.size(-1), 1), 0) + mask = mask.to(dtype) + + if past_key_values_length > 0: + mask = torch.cat([torch.zeros(tgt_len, past_key_values_length, dtype=dtype, device=device), mask], dim=-1) + return mask[None, None, :, :].expand(bsz, 1, tgt_len, tgt_len + past_key_values_length) + + +# Copied from transformers.models.bart.modeling_bart._expand_mask +def _expand_mask(mask: torch.Tensor, dtype: torch.dtype, tgt_len: Optional[int] = None): + """ + Expands attention_mask from `[bsz, seq_len]` to `[bsz, 1, tgt_seq_len, src_seq_len]`. + """ + bsz, src_len = mask.size() + tgt_len = tgt_len if tgt_len is not None else src_len + + expanded_mask = mask[:, None, None, :].expand(bsz, 1, tgt_len, src_len).to(dtype) + + inverted_mask = 1.0 - expanded_mask + + return inverted_mask.masked_fill(inverted_mask.to(torch.bool), torch.finfo(dtype).min) + + +class LlamaRMSNorm(nn.Module): + def __init__(self, hidden_size, eps=1e-6): + """ + LlamaRMSNorm is equivalent to T5LayerNorm + """ + super().__init__() + self.weight = nn.Parameter(torch.ones(hidden_size)) + self.variance_epsilon = eps + + def forward(self, hidden_states): + variance = hidden_states.to(torch.float32).pow(2).mean(-1, keepdim=True) + hidden_states = hidden_states * torch.rsqrt(variance + self.variance_epsilon) + + # convert into half-precision if necessary + if self.weight.dtype in [torch.float16, torch.bfloat16]: + hidden_states = hidden_states.to(self.weight.dtype) + + return self.weight * hidden_states + + +class LlamaRotaryEmbedding(torch.nn.Module): + def __init__(self, dim, max_position_embeddings=2048, base=10000, device=None): + super().__init__() + inv_freq = 1.0 / (base ** (torch.arange(0, dim, 2).float().to(device) / dim)) + self.register_buffer("inv_freq", inv_freq) + + # Build here to make `torch.jit.trace` work. + self.max_seq_len_cached = max_position_embeddings + t = torch.arange(self.max_seq_len_cached, device=self.inv_freq.device, dtype=self.inv_freq.dtype) + freqs = torch.einsum("i,j->ij", t, self.inv_freq) + # Different from paper, but it uses a different permutation in order to obtain the same calculation + emb = torch.cat((freqs, freqs), dim=-1) + self.register_buffer("cos_cached", emb.cos()[None, None, :, :], persistent=False) + self.register_buffer("sin_cached", emb.sin()[None, None, :, :], persistent=False) + + def forward(self, x, seq_len=None): + # x: [bs, num_attention_heads, seq_len, head_size] + # This `if` block is unlikely to be run after we build sin/cos in `__init__`. Keep the logic here just in case. + if seq_len > self.max_seq_len_cached: + self.max_seq_len_cached = seq_len + t = torch.arange(self.max_seq_len_cached, device=x.device, dtype=self.inv_freq.dtype) + freqs = torch.einsum("i,j->ij", t, self.inv_freq) + # Different from paper, but it uses a different permutation in order to obtain the same calculation + emb = torch.cat((freqs, freqs), dim=-1).to(x.device) + self.register_buffer("cos_cached", emb.cos()[None, None, :, :], persistent=False) + self.register_buffer("sin_cached", emb.sin()[None, None, :, :], persistent=False) + return ( + self.cos_cached[:, :, :seq_len, ...].to(dtype=x.dtype), + self.sin_cached[:, :, :seq_len, ...].to(dtype=x.dtype), + ) + + +def rotate_half(x): + """Rotates half the hidden dims of the input.""" + x1 = x[..., : x.shape[-1] // 2] + x2 = x[..., x.shape[-1] // 2 :] + return torch.cat((-x2, x1), dim=-1) + + +def apply_rotary_pos_emb(q, k, cos, sin, position_ids): + gather_indices = position_ids[:, None, :, None] # [bs, 1, seq_len, 1] + gather_indices = gather_indices.repeat(1, cos.shape[1], 1, cos.shape[3]) + cos = torch.gather(cos.repeat(gather_indices.shape[0], 1, 1, 1), 2, gather_indices) + sin = torch.gather(sin.repeat(gather_indices.shape[0], 1, 1, 1), 2, gather_indices) + q_embed = (q * cos) + (rotate_half(q) * sin) + k_embed = (k * cos) + (rotate_half(k) * sin) + return q_embed, k_embed + + +class LlamaMLP(nn.Module): + def __init__( + self, + hidden_size: int, + intermediate_size: int, + hidden_act: str, + ): + super().__init__() + self.gate_proj = nn.Linear(hidden_size, intermediate_size, bias=False) + self.down_proj = nn.Linear(intermediate_size, hidden_size, bias=False) + self.up_proj = nn.Linear(hidden_size, intermediate_size, bias=False) + self.act_fn = ACT2FN[hidden_act] + + def forward(self, x): + return self.down_proj(self.act_fn(self.gate_proj(x)) * self.up_proj(x)) + + +class LlamaAttention(nn.Module): + """Multi-headed attention from 'Attention Is All You Need' paper""" + + def __init__(self, config: LlamaConfig): + super().__init__() + self.config = config + self.hidden_size = config.hidden_size + self.num_heads = config.num_attention_heads + self.head_dim = self.hidden_size // self.num_heads + self.max_position_embeddings = config.max_position_embeddings + + if (self.head_dim * self.num_heads) != self.hidden_size: + raise ValueError( + f"hidden_size must be divisible by num_heads (got `hidden_size`: {self.hidden_size}" + f" and `num_heads`: {self.num_heads})." + ) + self.q_proj = nn.Linear(self.hidden_size, self.num_heads * self.head_dim, bias=False) + self.k_proj = nn.Linear(self.hidden_size, self.num_heads * self.head_dim, bias=False) + self.v_proj = nn.Linear(self.hidden_size, self.num_heads * self.head_dim, bias=False) + self.o_proj = nn.Linear(self.num_heads * self.head_dim, self.hidden_size, bias=False) + self.rotary_emb = LlamaRotaryEmbedding(self.head_dim, max_position_embeddings=self.max_position_embeddings) + + def _shape(self, tensor: torch.Tensor, seq_len: int, bsz: int): + return tensor.view(bsz, seq_len, self.num_heads, self.head_dim).transpose(1, 2).contiguous() + + def forward( + self, + hidden_states: torch.Tensor, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_value: Optional[Tuple[torch.Tensor]] = None, + output_attentions: bool = False, + use_cache: bool = False, + ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]: + bsz, q_len, _ = hidden_states.size() + + query_states = self.q_proj(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + key_states = self.k_proj(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + value_states = self.v_proj(hidden_states).view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) + + kv_seq_len = key_states.shape[-2] + if past_key_value is not None: + kv_seq_len += past_key_value[0].shape[-2] + cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len) + query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) + # [bsz, nh, t, hd] + + if past_key_value is not None: + # reuse k, v, self_attention + key_states = torch.cat([past_key_value[0], key_states], dim=2) + value_states = torch.cat([past_key_value[1], value_states], dim=2) + + past_key_value = (key_states, value_states) if use_cache else None + + attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(self.head_dim) + + if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len): + raise ValueError( + f"Attention weights should be of size {(bsz * self.num_heads, q_len, kv_seq_len)}, but is" + f" {attn_weights.size()}" + ) + + if attention_mask is not None: + if attention_mask.size() != (bsz, 1, q_len, kv_seq_len): + raise ValueError( + f"Attention mask should be of size {(bsz, 1, q_len, kv_seq_len)}, but is {attention_mask.size()}" + ) + attn_weights = attn_weights + attention_mask + attn_weights = torch.max(attn_weights, torch.tensor(torch.finfo(attn_weights.dtype).min)) + + # upcast attention to fp32 + attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(query_states.dtype) + attn_output = torch.matmul(attn_weights, value_states) + + if attn_output.size() != (bsz, self.num_heads, q_len, self.head_dim): + raise ValueError( + f"`attn_output` should be of size {(bsz, self.num_heads, q_len, self.head_dim)}, but is" + f" {attn_output.size()}" + ) + + attn_output = attn_output.transpose(1, 2) + attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + + attn_output = self.o_proj(attn_output) + + if not output_attentions: + attn_weights = None + + return attn_output, attn_weights, past_key_value + + +class LlamaDecoderLayer(nn.Module): + def __init__(self, config: LlamaConfig): + super().__init__() + self.hidden_size = config.hidden_size + self.self_attn = LlamaAttention(config=config) + self.mlp = LlamaMLP( + hidden_size=self.hidden_size, + intermediate_size=config.intermediate_size, + hidden_act=config.hidden_act, + ) + self.input_layernorm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps) + self.post_attention_layernorm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps) + + def forward( + self, + hidden_states: torch.Tensor, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_value: Optional[Tuple[torch.Tensor]] = None, + output_attentions: Optional[bool] = False, + use_cache: Optional[bool] = False, + ) -> Tuple[torch.FloatTensor, Optional[Tuple[torch.FloatTensor, torch.FloatTensor]]]: + """ + Args: + hidden_states (`torch.FloatTensor`): input to the layer of shape `(batch, seq_len, embed_dim)` + attention_mask (`torch.FloatTensor`, *optional*): attention mask of size + `(batch, 1, tgt_len, src_len)` where padding elements are indicated by very large negative values. + output_attentions (`bool`, *optional*): + Whether or not to return the attentions tensors of all attention layers. See `attentions` under + returned tensors for more detail. + use_cache (`bool`, *optional*): + If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding + (see `past_key_values`). + past_key_value (`Tuple(torch.FloatTensor)`, *optional*): cached past key and value projection states + """ + + residual = hidden_states + + hidden_states = self.input_layernorm(hidden_states) + + # Self Attention + hidden_states, self_attn_weights, present_key_value = self.self_attn( + hidden_states=hidden_states, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_value=past_key_value, + output_attentions=output_attentions, + use_cache=use_cache, + ) + hidden_states = residual + hidden_states + + # Fully Connected + residual = hidden_states + hidden_states = self.post_attention_layernorm(hidden_states) + hidden_states = self.mlp(hidden_states) + hidden_states = residual + hidden_states + + outputs = (hidden_states,) + + if output_attentions: + outputs += (self_attn_weights,) + + if use_cache: + outputs += (present_key_value,) + + return outputs + + +LLAMA_START_DOCSTRING = r""" + This model inherits from [`PreTrainedModel`]. Check the superclass documentation for the generic methods the + library implements for all its model (such as downloading or saving, resizing the input embeddings, pruning heads + etc.) + + This model is also a PyTorch [torch.nn.Module](https://pytorch.org/docs/stable/nn.html#torch.nn.Module) subclass. + Use it as a regular PyTorch Module and refer to the PyTorch documentation for all matter related to general usage + and behavior. + + Parameters: + config ([`LlamaConfig`]): + Model configuration class with all the parameters of the model. Initializing with a config file does not + load the weights associated with the model, only the configuration. Check out the + [`~PreTrainedModel.from_pretrained`] method to load the model weights. +""" + + +@add_start_docstrings( + "The bare LLaMA Model outputting raw hidden-states without any specific head on top.", + LLAMA_START_DOCSTRING, +) +class LlamaPreTrainedModel(PreTrainedModel): + config_class = LlamaConfig + base_model_prefix = "model" + supports_gradient_checkpointing = True + _no_split_modules = ["LlamaDecoderLayer"] + _keys_to_ignore_on_load_unexpected = [r"decoder\.version"] + + def _init_weights(self, module): + std = self.config.initializer_range + if isinstance(module, nn.Linear): + module.weight.data.normal_(mean=0.0, std=std) + if module.bias is not None: + module.bias.data.zero_() + elif isinstance(module, nn.Embedding): + module.weight.data.normal_(mean=0.0, std=std) + if module.padding_idx is not None: + module.weight.data[module.padding_idx].zero_() + + def _set_gradient_checkpointing(self, module, value=False): + if isinstance(module, LlamaModel): + module.gradient_checkpointing = value + + +LLAMA_INPUTS_DOCSTRING = r""" + Args: + input_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`): + Indices of input sequence tokens in the vocabulary. Padding will be ignored by default should you provide + it. + + Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and + [`PreTrainedTokenizer.__call__`] for details. + + [What are input IDs?](../glossary#input-ids) + attention_mask (`torch.Tensor` of shape `(batch_size, sequence_length)`, *optional*): + Mask to avoid performing attention on padding token indices. Mask values selected in `[0, 1]`: + + - 1 for tokens that are **not masked**, + - 0 for tokens that are **masked**. + + [What are attention masks?](../glossary#attention-mask) + + Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and + [`PreTrainedTokenizer.__call__`] for details. + + If `past_key_values` is used, optionally only the last `decoder_input_ids` have to be input (see + `past_key_values`). + + If you want to change padding behavior, you should read [`modeling_opt._prepare_decoder_attention_mask`] + and modify to your needs. See diagram 1 in [the paper](https://arxiv.org/abs/1910.13461) for more + information on the default strategy. + + - 1 indicates the head is **not masked**, + - 0 indicates the head is **masked**. + position_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*): + Indices of positions of each input sequence tokens in the position embeddings. Selected in the range `[0, + config.n_positions - 1]`. + + [What are position IDs?](../glossary#position-ids) + past_key_values (`tuple(tuple(torch.FloatTensor))`, *optional*, returned when `use_cache=True` is passed or when `config.use_cache=True`): + Tuple of `tuple(torch.FloatTensor)` of length `config.n_layers`, with each tuple having 2 tensors of shape + `(batch_size, num_heads, sequence_length, embed_size_per_head)`) and 2 additional tensors of shape + `(batch_size, num_heads, encoder_sequence_length, embed_size_per_head)`. + + Contains pre-computed hidden-states (key and values in the self-attention blocks and in the cross-attention + blocks) that can be used (see `past_key_values` input) to speed up sequential decoding. + + If `past_key_values` are used, the user can optionally input only the last `decoder_input_ids` (those that + don't have their past key value states given to this model) of shape `(batch_size, 1)` instead of all + `decoder_input_ids` of shape `(batch_size, sequence_length)`. + inputs_embeds (`torch.FloatTensor` of shape `(batch_size, sequence_length, hidden_size)`, *optional*): + Optionally, instead of passing `input_ids` you can choose to directly pass an embedded representation. This + is useful if you want more control over how to convert `input_ids` indices into associated vectors than the + model's internal embedding lookup matrix. + use_cache (`bool`, *optional*): + If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding (see + `past_key_values`). + output_attentions (`bool`, *optional*): + Whether or not to return the attentions tensors of all attention layers. See `attentions` under returned + tensors for more detail. + output_hidden_states (`bool`, *optional*): + Whether or not to return the hidden states of all layers. See `hidden_states` under returned tensors for + more detail. + return_dict (`bool`, *optional*): + Whether or not to return a [`~utils.ModelOutput`] instead of a plain tuple. +""" + + +@add_start_docstrings( + "The bare LLaMA Model outputting raw hidden-states without any specific head on top.", + LLAMA_START_DOCSTRING, +) +class LlamaModel(LlamaPreTrainedModel): + """ + Transformer decoder consisting of *config.num_hidden_layers* layers. Each layer is a [`LlamaDecoderLayer`] + + Args: + config: LlamaConfig + """ + + def __init__(self, config: LlamaConfig): + super().__init__(config) + self.padding_idx = config.pad_token_id + self.vocab_size = config.vocab_size + + self.embed_tokens = nn.Embedding(config.vocab_size, config.hidden_size, self.padding_idx) + self.layers = nn.ModuleList([LlamaDecoderLayer(config) for _ in range(config.num_hidden_layers)]) + self.norm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps) + + self.gradient_checkpointing = False + + with open(f"pretraining/embs/stage1_pt_instruct_blip_origlr_img448_embeddings_train_all.pkl", "rb") as f: + self.blip_embeddings = pickle.load(f) + + # Initialize weights and apply final processing + self.post_init() + + def get_input_embeddings(self): + return self.embed_tokens + + def set_input_embeddings(self, value): + self.embed_tokens = value + + # Copied from transformers.models.bart.modeling_bart.BartDecoder._prepare_decoder_attention_mask + def _prepare_decoder_attention_mask(self, attention_mask, input_shape, inputs_embeds, past_key_values_length): + # create causal mask + # [bsz, seq_len] -> [bsz, 1, tgt_seq_len, src_seq_len] + combined_attention_mask = None + if input_shape[-1] > 1: + combined_attention_mask = _make_causal_mask( + input_shape, + inputs_embeds.dtype, + device=inputs_embeds.device, + past_key_values_length=past_key_values_length, + ) + + if attention_mask is not None: + # [bsz, seq_len] -> [bsz, 1, tgt_seq_len, src_seq_len] + expanded_attn_mask = _expand_mask(attention_mask, inputs_embeds.dtype, tgt_len=input_shape[-1]).to( + inputs_embeds.device + ) + combined_attention_mask = ( + expanded_attn_mask if combined_attention_mask is None else expanded_attn_mask + combined_attention_mask + ) + + return combined_attention_mask + + def split_at_img(self, tensor): + # Find the column index of '32000' in each row + rows, cols = (tensor == 32000).nonzero(as_tuple=True) + + # Only take every 32nd position since we have a guaranteed sequence of 32 '32000' values + rows = rows[::32] + cols = cols[::32] + + # Default indices to zero for each row + img_positions = torch.zeros(tensor.size(0), dtype=torch.long, device=self.device) + + img_positions[rows] = cols + + left_tensors = [] + right_tensors = [] + + # Split each row at the found position and skip the 32 '32000' values + for i, position in enumerate(img_positions): + left_tensors.append(tensor[i, :position]) + right_tensors.append(tensor[i, position + 32:]) + + # Return list of tensors (you can also convert these lists to padded tensors if needed) + return left_tensors, right_tensors + + @add_start_docstrings_to_model_forward(LLAMA_INPUTS_DOCSTRING) + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + dicom=None, + return_dict: Optional[bool] = None, + ) -> Union[Tuple, BaseModelOutputWithPast]: + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + use_cache = use_cache if use_cache is not None else self.config.use_cache + + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # retrieve input_ids and inputs_embeds + if input_ids is not None and inputs_embeds is not None: + raise ValueError("You cannot specify both decoder_input_ids and decoder_inputs_embeds at the same time") + elif input_ids is not None: + batch_size, seq_length = input_ids.shape + elif inputs_embeds is not None: + batch_size, seq_length, _ = inputs_embeds.shape + else: + raise ValueError("You have to specify either decoder_input_ids or decoder_inputs_embeds") + + seq_length_with_past = seq_length + past_key_values_length = 0 + + if past_key_values is not None: + past_key_values_length = past_key_values[0][0].shape[2] + seq_length_with_past = seq_length_with_past + past_key_values_length + + if position_ids is None: + device = input_ids.device if input_ids is not None else inputs_embeds.device + position_ids = torch.arange( + past_key_values_length, seq_length + past_key_values_length, dtype=torch.long, device=device + ) + position_ids = position_ids.unsqueeze(0).view(-1, seq_length) + else: + position_ids = position_ids.view(-1, seq_length).long() + + if inputs_embeds is None: + if dicom is not None: + image_embs = self.img_proj_layer(torch.tensor(np.array([self.blip_embeddings[d] for d in dicom])).to(self.device)) + # split all elements at last 1 id into two parts + left_tensors, right_tensors = self.split_at_img(input_ids) + inputs_embeds = [] + for left, right, img in zip(left_tensors, right_tensors, image_embs): + left_embeds = self.embed_tokens(left) + right_embeds = self.embed_tokens(right) + inputs_embeds.append(torch.cat([left_embeds, img, right_embeds], dim=0)) + + inputs_embeds = torch.stack(inputs_embeds, dim=0) + + else: + inputs_embeds = self.embed_tokens(input_ids) + # embed positions + if attention_mask is None: + attention_mask = torch.ones( + (batch_size, seq_length_with_past), dtype=torch.bool, device=inputs_embeds.device + ) + attention_mask = self._prepare_decoder_attention_mask( + attention_mask, (batch_size, seq_length), inputs_embeds, past_key_values_length + ) + + hidden_states = inputs_embeds + + if self.gradient_checkpointing and self.training: + if use_cache: + logger.warning_once( + "`use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`..." + ) + use_cache = False + + # decoder layers + all_hidden_states = () if output_hidden_states else None + all_self_attns = () if output_attentions else None + next_decoder_cache = () if use_cache else None + + for idx, decoder_layer in enumerate(self.layers): + if output_hidden_states: + all_hidden_states += (hidden_states,) + + past_key_value = past_key_values[idx] if past_key_values is not None else None + + if self.gradient_checkpointing and self.training: + + def create_custom_forward(module): + def custom_forward(*inputs): + # None for past_key_value + return module(*inputs, output_attentions, None) + + return custom_forward + + layer_outputs = torch.utils.checkpoint.checkpoint( + create_custom_forward(decoder_layer), + hidden_states, + attention_mask, + position_ids, + None, + ) + else: + layer_outputs = decoder_layer( + hidden_states, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_value=past_key_value, + output_attentions=output_attentions, + use_cache=use_cache, + ) + + hidden_states = layer_outputs[0] + + if use_cache: + next_decoder_cache += (layer_outputs[2 if output_attentions else 1],) + + if output_attentions: + all_self_attns += (layer_outputs[1],) + + hidden_states = self.norm(hidden_states) + + # add hidden states from the last decoder layer + if output_hidden_states: + all_hidden_states += (hidden_states,) + + next_cache = next_decoder_cache if use_cache else None + if not return_dict: + return tuple(v for v in [hidden_states, next_cache, all_hidden_states, all_self_attns] if v is not None) + return BaseModelOutputWithPast( + last_hidden_state=hidden_states, + past_key_values=next_cache, + hidden_states=all_hidden_states, + attentions=all_self_attns, + ) + + +class LlamaForCausalLM(LlamaPreTrainedModel): + def __init__(self, config): + super().__init__(config) + self.model = LlamaModel(config) + + self.lm_head = nn.Linear(config.hidden_size, config.vocab_size, bias=False) + + # Initialize weights and apply final processing + self.post_init() + + def get_input_embeddings(self): + return self.model.embed_tokens + + def set_input_embeddings(self, value): + self.model.embed_tokens = value + + def get_output_embeddings(self): + return self.lm_head + + def set_output_embeddings(self, new_embeddings): + self.lm_head = new_embeddings + + def set_decoder(self, decoder): + self.model = decoder + + def get_decoder(self): + return self.model + + @add_start_docstrings_to_model_forward(LLAMA_INPUTS_DOCSTRING) + @replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC) + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, + dicom=None, + ) -> Union[Tuple, CausalLMOutputWithPast]: + r""" + Args: + labels (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*): + Labels for computing the masked language modeling loss. Indices should either be in `[0, ..., + config.vocab_size]` or -100 (see `input_ids` docstring). Tokens with indices set to `-100` are ignored + (masked), the loss is only computed for the tokens with labels in `[0, ..., config.vocab_size]`. + + Returns: + + Example: + + ```python + >>> from transformers import AutoTokenizer, LlamaForCausalLM + + >>> model = LlamaForCausalLM.from_pretrained(PATH_TO_CONVERTED_WEIGHTS) + >>> tokenizer = AutoTokenizer.from_pretrained(PATH_TO_CONVERTED_TOKENIZER) + + >>> prompt = "Hey, are you consciours? Can you talk to me?" + >>> inputs = tokenizer(prompt, return_tensors="pt") + + >>> # Generate + >>> generate_ids = model.generate(inputs.input_ids, max_length=30) + >>> tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0] + "Hey, are you consciours? Can you talk to me?\nI'm not consciours, but I can talk to you." + ```""" + + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn) + outputs = self.model( + input_ids=input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + dicom=dicom, + ) + + hidden_states = outputs[0] + logits = self.lm_head(hidden_states) + + loss = None + if labels is not None: + # Shift so that tokens < n predict n + shift_logits = logits[..., :-1, :].contiguous() + shift_labels = labels[..., 1:].contiguous() + # Flatten the tokens + loss_fct = CrossEntropyLoss() + shift_logits = shift_logits.view(-1, self.config.vocab_size) + shift_labels = shift_labels.view(-1) + # Enable model parallelism + shift_labels = shift_labels.to(shift_logits.device) + loss = loss_fct(shift_logits, shift_labels) + + if not return_dict: + output = (logits,) + outputs[1:] + return (loss,) + output if loss is not None else output + + return CausalLMOutputWithPast( + loss=loss, + logits=logits, + past_key_values=outputs.past_key_values, + hidden_states=outputs.hidden_states, + attentions=outputs.attentions, + ) + + def prepare_inputs_for_generation( + self, input_ids, past_key_values=None, attention_mask=None, inputs_embeds=None, **kwargs + ): + if past_key_values: + input_ids = input_ids[:, -1:] + + position_ids = kwargs.get("position_ids", None) + if attention_mask is not None and position_ids is None: + # create position_ids on the fly for batch generation + position_ids = attention_mask.long().cumsum(-1) - 1 + position_ids.masked_fill_(attention_mask == 0, 1) + if past_key_values: + position_ids = position_ids[:, -1].unsqueeze(-1) + + # if `inputs_embeds` are passed, we only want to use them in the 1st generation step + if inputs_embeds is not None and past_key_values is None: + model_inputs = {"inputs_embeds": inputs_embeds} + else: + model_inputs = {"input_ids": input_ids} + + model_inputs.update( + { + "position_ids": position_ids, + "past_key_values": past_key_values, + "use_cache": kwargs.get("use_cache"), + "attention_mask": attention_mask, + } + ) + return model_inputs + + @staticmethod + def _reorder_cache(past_key_values, beam_idx): + reordered_past = () + for layer_past in past_key_values: + reordered_past += (tuple(past_state.index_select(0, beam_idx) for past_state in layer_past),) + return reordered_past + + +@add_start_docstrings( + """ + The LLaMa Model transformer with a sequence classification head on top (linear layer). + + [`LlamaForSequenceClassification`] uses the last token in order to do the classification, as other causal models + (e.g. GPT-2) do. + + Since it does classification on the last token, it requires to know the position of the last token. If a + `pad_token_id` is defined in the configuration, it finds the last token that is not a padding token in each row. If + no `pad_token_id` is defined, it simply takes the last value in each row of the batch. Since it cannot guess the + padding tokens when `inputs_embeds` are passed instead of `input_ids`, it does the same (take the last value in + each row of the batch). + """, + LLAMA_START_DOCSTRING, +) +class LlamaForSequenceClassification(LlamaPreTrainedModel): + _keys_to_ignore_on_load_missing = [r"lm_head.weight"] + + def __init__(self, config): + super().__init__(config) + self.num_labels = config.num_labels + self.model = LlamaModel(config) + self.score = nn.Linear(config.hidden_size, self.num_labels, bias=False) + + # Initialize weights and apply final processing + self.post_init() + + def get_input_embeddings(self): + return self.model.embed_tokens + + def set_input_embeddings(self, value): + self.model.embed_tokens = value + + @add_start_docstrings_to_model_forward(LLAMA_INPUTS_DOCSTRING) + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, + ) -> Union[Tuple, SequenceClassifierOutputWithPast]: + r""" + labels (`torch.LongTensor` of shape `(batch_size,)`, *optional*): + Labels for computing the sequence classification/regression loss. Indices should be in `[0, ..., + config.num_labels - 1]`. If `config.num_labels == 1` a regression loss is computed (Mean-Square loss), If + `config.num_labels > 1` a classification loss is computed (Cross-Entropy). + """ + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + transformer_outputs = self.model( + input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + ) + hidden_states = transformer_outputs[0] + logits = self.score(hidden_states) + + if input_ids is not None: + batch_size = input_ids.shape[0] + else: + batch_size = inputs_embeds.shape[0] + + if self.config.pad_token_id is None and batch_size != 1: + raise ValueError("Cannot handle batch sizes > 1 if no padding token is defined.") + if self.config.pad_token_id is None: + sequence_lengths = -1 + else: + if input_ids is not None: + sequence_lengths = (torch.ne(input_ids, self.config.pad_token_id).sum(-1) - 1).to(logits.device) + else: + sequence_lengths = -1 + + pooled_logits = logits[torch.arange(batch_size, device=logits.device), sequence_lengths] + + loss = None + if labels is not None: + labels = labels.to(logits.device) + if self.config.problem_type is None: + if self.num_labels == 1: + self.config.problem_type = "regression" + elif self.num_labels > 1 and (labels.dtype == torch.long or labels.dtype == torch.int): + self.config.problem_type = "single_label_classification" + else: + self.config.problem_type = "multi_label_classification" + + if self.config.problem_type == "regression": + loss_fct = MSELoss() + if self.num_labels == 1: + loss = loss_fct(pooled_logits.squeeze(), labels.squeeze()) + else: + loss = loss_fct(pooled_logits, labels) + elif self.config.problem_type == "single_label_classification": + loss_fct = CrossEntropyLoss() + loss = loss_fct(pooled_logits.view(-1, self.num_labels), labels.view(-1)) + elif self.config.problem_type == "multi_label_classification": + loss_fct = BCEWithLogitsLoss() + loss = loss_fct(pooled_logits, labels) + if not return_dict: + output = (pooled_logits,) + transformer_outputs[1:] + return ((loss,) + output) if loss is not None else output + + return SequenceClassifierOutputWithPast( + loss=loss, + logits=pooled_logits, + past_key_values=transformer_outputs.past_key_values, + hidden_states=transformer_outputs.hidden_states, + attentions=transformer_outputs.attentions, + ) diff --git a/pretraining/__init__.py b/pretraining/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pretraining/train.py b/pretraining/train.py new file mode 100644 index 0000000..3e64904 --- /dev/null +++ b/pretraining/train.py @@ -0,0 +1,157 @@ +""" + Copyright (c) 2022, salesforce.com, inc. + All rights reserved. + SPDX-License-Identifier: BSD-3-Clause + For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause +""" + +import argparse +import os +import random + +import numpy as np +import pickle +import torch +import torch.backends.cudnn as cudnn +import wandb + +from torch.utils.data import DataLoader +from torchinfo import summary +from tqdm import tqdm + + +import model.lavis.tasks as tasks +from model.lavis.common.config import Config +from model.lavis.common.dist_utils import get_rank +from model.lavis.common.logger import setup_logger + + +from model.lavis.common.registry import registry +from model.lavis.common.utils import now + +# imports modules for registration +from model.lavis.common.optims import ( + LinearWarmupCosineLRScheduler, + LinearWarmupStepLRScheduler, +) +from model.lavis.datasets.builders import * +from model.lavis.models import * +from model.lavis.processors import * +from model.lavis.runners import * +from model.lavis.tasks import * +from model.lavis.data.ReportDataset import MIMIC_CXR_Dataset +from local_config import PT_MODE, PATH_TO_MIMIC_CXR + + +def parse_args(): + parser = argparse.ArgumentParser(description="Training") + + parser.add_argument("--cfg-path", required=True, help="path to configuration file.") + parser.add_argument("--local_rank", type=int, default=0, help="local rank for distributed training.") + parser.add_argument( + "--options", + nargs="+", + help="override some settings in the used config, the key-value pair " + "in xxx=yyy format will be merged into config file (deprecate), " + "change to --cfg-options instead.", + ) + + args = parser.parse_args() + # if 'LOCAL_RANK' not in os.environ: + # os.environ['LOCAL_RANK'] = str(args.local_rank) + + return args + + +def setup_seeds(config): + seed = config.run_cfg.seed + get_rank() + + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + + cudnn.benchmark = False + cudnn.deterministic = True + + +def get_runner_class(cfg): + """ + Get runner class from config. Default to epoch-based runner. + """ + runner_cls = registry.get_runner_class(cfg.run_cfg.get("runner", "runner_base")) + + return runner_cls + + +def main(): + registry.mapping['paths']['cache_root'] = '.' + cfg = Config(parse_args()) + + job_id = now() + + # init_distributed_mode(cfg) + setup_seeds(cfg) + + # set after init_distributed_mode() to only log on master. + setup_logger() + + wandb_run = wandb.init( + project=cfg.run_cfg.project_name, + entity=cfg.run_cfg.wandb_entity, + name=cfg.run_cfg.run_name + ) + + cfg.pretty_print() + + task = tasks.setup_task(cfg) + + # my report dataset + datasets = {} + datasets['mimic_cxr'] = {} + datasets['mimic_cxr']['train'] = MIMIC_CXR_Dataset(vis_processor=None, text_processor=None, vis_root=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0", + split="train", cfg=cfg, truncate=None) + datasets['mimic_cxr']['train_val'] = MIMIC_CXR_Dataset(vis_processor=None, text_processor=None, + vis_root=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0", split="train", cfg=cfg, + truncate=1000) # 1000 + datasets['mimic_cxr']['val'] = MIMIC_CXR_Dataset(vis_processor=None, text_processor=None, vis_root=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0", + split="validate", cfg=cfg, truncate=None) + datasets['mimic_cxr']['test'] = MIMIC_CXR_Dataset(vis_processor=None, text_processor=None, vis_root=f"{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0", + split="test", cfg=cfg, truncate=None) + + model = task.build_model(cfg) + print(summary(model, input_size=None, device='cpu')) + + + if PT_MODE == 'train': + ''' training code ''' + runner = RunnerBase( + cfg=cfg, job_id=job_id, task=task, model=model, datasets=datasets + ) + + runner.train(wandb_run) + # save the last checkpoint + # create folder + if not os.path.exists(f"models/{cfg.run_cfg.run_name}"): + os.makedirs(f"models/{cfg.run_cfg.run_name}") + torch.save(model.state_dict(), os.path.join("models", cfg.run_cfg.run_name, "model.pth")) + + + else: + ''' precompute Q-Former output embeddings for all images ''' + model.cuda() + model.eval() + dataloader = DataLoader(datasets['mimic_cxr']['test'], batch_size=256, shuffle=False, num_workers=cfg.run_cfg.num_workers) + embeddings = {} + for i, batch in enumerate(tqdm(dataloader)): + qformer_embs, _ = model.forward_image(batch['image'].cuda()) + for j, id in enumerate(batch['image_id']): + dicom = datasets['mimic_cxr']['train'].id_to_dicom[id.item()] + embeddings[dicom] = qformer_embs[j].cpu().detach().numpy() + + # save embeddings + with open(f"pretraining/embs/{cfg.run_cfg.run_name}_embeddings_test.pkl", "wb") as f: #TODO ME has to be done for train, val and test + pickle.dump(embeddings, f) + + +if __name__ == "__main__": + main() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..5614485 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,26 @@ +accelerate==0.18.0 +loralib==0.1.1 +bitsandbytes==0.38.1 +datasets==2.11.0 +fire==0.5.0 +sentencepiece==0.1.98 +gradio==3.27.0 +iterative-stratification==0.1.7 +iopath==0.1.10 +omegaconf==2.3.0 +packaging==21.3 +pandas==1.3.5 +pycocoevalcap==1.2 +scikit-image==0.18.1 +spacy==3.5.1 +timm==0.4.12 +torch==1.13.1 +torchvision==0.14.0 +tqdm==4.65.0 +peft @ git+https://github.com/huggingface/peft.git@e536616888d51b453ed354a6f1e243fecb02ea08 +numpy==1.21.6 +wandb==0.14.0 +pytorch_lightning==1.6.5 +torchinfo==1.8.0 +nltk==3.8.1 +hi-ml-multimodal==0.2.0 \ No newline at end of file diff --git a/test.py b/test.py new file mode 100644 index 0000000..72037f2 --- /dev/null +++ b/test.py @@ -0,0 +1,665 @@ +import argparse +import dataclasses +import json +import os + +from local_config import PATH_TO_MIMIC_CXR, VIS_ROOT + +# set java path +os.environ["JAVA_HOME"] = "/home/guests/chantal_pellegrini/java/jre1.8.0_361" +os.environ["PATH"] = "/home/guests/chantal_pellegrini/java/jre1.8.0_361/bin:" + os.environ["PATH"] +from enum import auto, Enum +from pathlib import Path +import random +from typing import List, Any + +import numpy as np +import pandas as pd +import torch +from peft import PeftModelForCausalLM +from torch import nn +from torch.backends import cudnn + +from downstream_tasks.automated_correction import get_correction_prompts +from downstream_tasks.chexpert_classification_downstream import get_chexpert_prompts_bin, get_chexpert_prompts_all +from model.lavis.data.ReportDataset import MIMICEvalCap +from model.lavis.models.blip2_models.modeling_llama_imgemb import LlamaForCausalLM +from sklearn.metrics import roc_auc_score, f1_score, accuracy_score, precision_score, recall_score +from torch.utils.data import Dataset, DataLoader, Sampler +from tqdm import tqdm +from transformers import LlamaTokenizer +from data.create_data import MyReportProcessor + +from chexbert.run_chexbert import run_chexbert_labeler + +torch.multiprocessing.set_sharing_strategy('file_system') + + +class MIMIC_Text_Dataset(Dataset): + def __init__(self, split, truncate=None, prompt_type="basic"): + super().__init__() + + # load csv file + self.split = pd.read_csv(f'{PATH_TO_MIMIC_CXR}/mimic-cxr-jpg/2.0.0/mimic-cxr-2.0.0-split.csv') + self.reports = pd.read_csv('mimic-cxr/reports_processed/mimic_cxr_sectioned.csv') + + # drop reports where findings are nan + self.reports = self.reports.dropna(subset=['findings']) + self.chexpert_cols = ["No Finding", "Enlarged Cardiomediastinum", + "Cardiomegaly", "Lung Opacity", + "Lung Lesion", "Edema", + "Consolidation", "Pneumonia", + "Atelectasis", "Pneumothorax", + "Pleural Effusion", "Pleural Other", + "Fracture", "Support Devices"] + + self.img_ids = {img_id: i for i, img_id in enumerate(self.reports['dicom_id'])} + self.chexpert = pd.read_csv(f'data/data_files/finding_chexbert_labels.csv') + + if split == 'validate': + self.pred_chexpert_labels = json.load(open('chexbert/chexbert_data/structured_preds_chexpert_log_weighting_val_macro_dicom.json', 'r')) + elif split == 'test': + self.pred_chexpert_labels = json.load(open('chexbert/chexbert_data/structured_preds_chexpert_log_weighting_test_macro_dicom.json', 'r')) + + self.vis_root = VIS_ROOT + + self.prompt_type = prompt_type + + self.split_ids = set(self.split.loc[self.split['split'] == split]['dicom_id']) + self.train_ids = set(self.split.loc[self.split['split'] == 'train']['dicom_id']) + + # get all dicom_ids where "split" is split + self.annotation = self.reports.loc[self.reports['dicom_id'].isin(self.split_ids)] + if truncate is not None: + self.annotation = self.annotation[:truncate] + + self.annotation['findings'] = self.annotation['findings'].apply(lambda x: x.replace('\n', '')) + + # Extract patient_id from Img_Folder (3rd part) and study_id is the name of the notefile without the pre-pending 's' + self.annotation['subject_id'] = self.annotation['Img_Folder'].apply(lambda x: int(x.split('/')[2].lstrip('p'))) + self.annotation['study_id'] = self.annotation['Note_file'].apply(lambda x: int(x.lstrip('s').rstrip('.txt'))) + + # Merge chexpert labels with annotation dataframe + self.annotation = pd.merge(self.annotation, self.chexpert, how='left', left_on=['dicom_id'], + right_on=['dicom_id']) + + # read prompt from json + prompts = json.loads(Path("vicuna_prompts.json").read_text(encoding="UTF-8")) + self.text_processor = MyReportProcessor( + prompt=prompts[prompt_type], max_words=1000, + prompt_neg=prompts[prompt_type.replace("matching_examples", "neg_matching_examples")]) + + def create_structured_chexpert_findings(self, ann): + pred_chexpert_labels = self.pred_chexpert_labels[str(ann['dicom_id'])] + no_labels = len(pred_chexpert_labels) == 0 + finding_string = ', '.join(pred_chexpert_labels).lower().strip() + return no_labels, finding_string + + def __getitem__(self, index): + ann = self.annotation.iloc[index] + caption = ann['findings'].strip() + dicom_id = ann["dicom_id"] + + no_labels, finding_string = self.create_structured_chexpert_findings(ann) + + input_text = self.text_processor(finding_string, no_labels=no_labels) + + # template for vicuna v1.3 + conv = Conversation( + system="A chat between a curious user and an artificial intelligence assistant acting as an experienced radiologist. " + "The assistant gives professional, detailed, and polite answers to the user's questions.", + roles=["USER", "ASSISTANT"], + messages=[], + offset=0, + sep_style=SeparatorStyle.TWO, + sep=" ", + sep2="", + ) + conv.append_message(conv.roles[0], input_text) + conv.append_message(conv.roles[1], None) + prompt = conv.get_prompt() + + return { + "text_input": prompt, + "text_target": caption, + "chexpert_labels": ann[self.chexpert_cols].astype(float).values, + "dicom": dicom_id, + "img_path": ann["Img_Folder"] + "/" + ann["Img_Filename"], + "ig_finding_string": finding_string, + } + + def __len__(self): + return len(self.annotation) + + +class SeparatorStyle(Enum): + """Different separator style.""" + SINGLE = auto() + TWO = auto() + + +@dataclasses.dataclass +class Conversation: + """A class that keeps all conversation history.""" + system: str + roles: List[str] + messages: List[List[str]] + offset: int + sep_style: SeparatorStyle = SeparatorStyle.SINGLE + sep: str = "###" + sep2: str = None + + # Used for gradio server + skip_next: bool = False + conv_id: Any = None + + def get_prompt(self): + if self.sep_style == SeparatorStyle.SINGLE: + ret = self.system + for role, message in self.messages: + if message: + ret += self.sep + " " + role + ": " + message + else: + ret += self.sep + " " + role + ":" + return ret + elif self.sep_style == SeparatorStyle.TWO: + seps = [self.sep, self.sep2] + ret = self.system + seps[0] + for i, (role, message) in enumerate(self.messages): + if message: + ret += role + ": " + message + seps[i % 2] + else: + ret += role + ":" + return ret + else: + raise ValueError(f"Invalid style: {self.sep_style}") + + def append_message(self, role, message): + self.messages.append([role, message]) + + def dict(self): + return { + "system": self.system, + "roles": self.roles, + "messages": self.messages, + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + "conv_id": self.conv_id, + } + + +def compute_metrics(all_preds, evaluator): + scores, _ = evaluator.evaluate(all_preds) + b1, b2, b3, b4, meteor, rouge = scores["Bleu_1"], scores["Bleu_2"], scores["Bleu_3"], scores["Bleu_4"], scores["METEOR"], scores["ROUGE_L"] + return b1, b2, b3, b4, meteor, rouge + + +def setup_seeds(seed): + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + + cudnn.benchmark = False + cudnn.deterministic = True + + +def extract_report(pred): + pred = pred.split("ASSISTANT:")[1] + if 'report:' in pred: + return pred.split("report:")[1] + elif 'Report:' in pred: + return pred.split("Report:")[1] + elif 'REPORT:' in pred: + return pred.split("REPORT:")[1] + else: + return pred + + +class SubsetSampler(Sampler): + def __init__(self, indices): + self.indices = indices + + def __iter__(self): + return (self.indices[i] for i in range(len(self.indices))) + + def __len__(self): + return len(self.indices) + + +def stratified_sample(df, simulated_epochs=1): + # We want to reduce the number of examples with no finding to 1/14th of the dataset. We achieve this easily by first seperating the dataset into 2 groups: no finding and finding. + # either no finding, or nothing is considered a no finding + no_findings_indices = df.annotation[((df.annotation['No Finding'] == 1) | ((df.annotation[df.chexpert_cols] == 1).sum(1) == 0) == 1)].index + finding_indices = df.annotation.index.difference(no_findings_indices) + no_findings_indices = no_findings_indices.tolist() + finding_indices = finding_indices.tolist() + + # we are striving to lose as little no_finding data as possible. So instead of just reducing the number of no_finding examples, we will increase the number of finding examples. Just clone and extend dataset + finding_indices = finding_indices * simulated_epochs + # subsample the no finding examples to be 1/14th of the new dataset + new_dataset_size = len(finding_indices) * 14 / 13 + new_no_finding_count = int(new_dataset_size / 14) + # merge considering the new dataset size + all_indices = finding_indices + no_findings_indices[:new_no_finding_count] + return all_indices + + +if __name__ == '__main__': + # read command line arguments + parser = argparse.ArgumentParser() + parser.add_argument("--prompt", type=str, default="examples", + help="prompt type") # options=["basic", "advanced", "gen_examples", "matching_examples"] + parser.add_argument("--lora_model", type=str, default=None, help="lora model name") + parser.add_argument("--num_workers", type=int, default=8, help="number of workers for dataloader") + parser.add_argument("--use_embs", action="store_true", help="use img embs as input", default=False) + parser.add_argument("--do_sample", action="store_true", help="", default=False) + parser.add_argument("--temperature", type=float, default=1.0, help="") + parser.add_argument("--num_beams", type=int, default=1, help="beam size for generation") + parser.add_argument("--do_corr", action="store_true", help="", default=False) + parser.add_argument("--do_cp_bin_qa", action="store_true", help="", default=False) + parser.add_argument("--do_cp_all_qa", action="store_true", help="", default=False) + parser.add_argument("--strat_eval", action="store_true", help="", default=False) + + args = parser.parse_args() + prompt_type = args.prompt + + # set all seeds to make code deterministic + setup_seeds(42) + val_dataset = MIMIC_Text_Dataset(split="test", truncate=10, prompt_type=prompt_type) + batchsize = 5 # 12 + if args.strat_eval: + stratified_indices = stratified_sample(val_dataset, simulated_epochs=1) + sampler = SubsetSampler(stratified_indices) + data_loader = DataLoader(val_dataset, batch_size=batchsize, shuffle=False, num_workers=args.num_workers, sampler=sampler) + else: + data_loader = DataLoader(val_dataset, batch_size=batchsize, shuffle=False, num_workers=args.num_workers) + + if "13b" in args.lora_model: + vicuna_tokenizer = LlamaTokenizer.from_pretrained("lmsys/vicuna-13b-v1.3", use_fast=False, truncation_side="right", padding_side="left") + lang_model = LlamaForCausalLM.from_pretrained("lmsys/vicuna-13b-v1.3", torch_dtype=torch.float16, device_map='auto') + else: + vicuna_tokenizer = LlamaTokenizer.from_pretrained("lmsys/vicuna-7b-v1.3", use_fast=False, truncation_side="right", padding_side="left") + lang_model = LlamaForCausalLM.from_pretrained("lmsys/vicuna-7b-v1.3", torch_dtype=torch.float16, device_map='auto') + + if args.use_embs: + lang_model.base_model.img_proj_layer = nn.Linear(768, lang_model.base_model.config.hidden_size).to(lang_model.base_model.device) + vicuna_tokenizer.add_special_tokens({"additional_special_tokens": [""]}) + lang_model.resize_token_embeddings(len(vicuna_tokenizer)) + + lang_model = lang_model.cuda() + if args.lora_model is not None: + lang_model = PeftModelForCausalLM.from_pretrained(lang_model, f"{args.lora_model}", torch_dtype=torch.float16, use_ram_optimized_load=False).half() #TODO ME: model path + lang_model.eval() + + vicuna_tokenizer.pad_token = vicuna_tokenizer.unk_token # unk token is ignored in attention mask + evaluator = MIMICEvalCap(val_dataset.annotation, val_dataset.img_ids) + + '''Report Generation''' + exp_name = f"{'_'.join(args.lora_model.split('/'))}" + # exp_name = f"debug" + if args.do_corr: + exp_name += "_before_corr" + if args.do_cp_bin_qa: + exp_name += "_before_cp_bin_qa" + if args.do_cp_all_qa: + exp_name += "_before_cp_all_qa" + + text_targets = [] + text_inputs = [] + all_preds = [] + all_chexpert_labels = [] + dicom_ids = [] + eval_preds = [] + preds_history = [] + finding_strings = [] + all_study_ids = [] + + for _, batch in tqdm(enumerate(data_loader)): + text_input = batch["text_input"] + + text_target = batch["text_target"] + chexpert_labels = batch["chexpert_labels"] + dicom_id = batch["dicom"] + + all_chexpert_labels.extend(chexpert_labels.numpy()) + + inputs = vicuna_tokenizer.batch_encode_plus(text_input, return_tensors="pt", padding=True) + input_ids = inputs["input_ids"].cuda() + + generation_output = lang_model.generate( + input_ids=input_ids, + dicom=dicom_id if args.use_embs else None, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=300, + # num_beams=args.num_beams + # do_sample=args.do_sample, + # temperature=args.temperature, + ) + + if args.do_corr or args.do_cp_bin_qa or args.do_cp_all_qa: # downstream tasks also need img tokens + preds = vicuna_tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=False) + # The special token you want to keep + special_tokens_to_keep = [""] + + # Get all special tokens and remove the one you want to keep + all_special_tokens = vicuna_tokenizer.all_special_tokens + all_special_tokens = [token for token in all_special_tokens if token not in special_tokens_to_keep] + + # Replace all other special tokens + for idx, output in enumerate(preds): + for token in all_special_tokens: + output = output.replace(token, "") + preds[idx] = output + else: + preds = vicuna_tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + + text_targets.extend(text_target) + text_inputs.extend(text_input) + dicom_ids.extend(dicom_id) + + all_preds.extend([p.split("ASSISTANT:")[1] for idx, p in enumerate(preds)]) + + preds_history.extend(preds) + + # save predictions + pred_dir = Path("chexbert").absolute() / "outputs" / "predictions" + with open(pred_dir / "predictions_{}.csv".format(exp_name), "w") as f: + for i in range(len(all_preds)): + f.write('"' + all_preds[i].replace('"', '') + '"\n') + + eval_preds = [{"image": None, "caption": pred, "image_id": val_dataset.img_ids[dicom]} for pred, dicom in zip(all_preds, dicom_ids)] + bleu1_score, bleu2_score, bleu3_score, bleu4_score, meteor_score, rouge_score = compute_metrics(eval_preds, evaluator) + + # chexpert score + # save results to txt file + if not os.path.exists(pred_dir): + os.makedirs(pred_dir) + + # run chexpert labeler + torch.cuda.empty_cache() + + run_chexbert_labeler(reports_path=pred_dir / "predictions_{}.csv".format(exp_name), output_path=pred_dir / "labels_{}.csv".format(exp_name)) + + # read chexpert labels from file + cp_pred = pd.read_csv(pred_dir / "labels_{}.csv".format(exp_name)) + pred_labels = np.array(cp_pred[val_dataset.chexpert_cols].values) + all_chexpert_labels = np.array(all_chexpert_labels) + + # Map present (1) cases to 1 and absent (0, was NaN) and uncertain (-1) cases to 0 + all_chexpert_labels = np.nan_to_num(all_chexpert_labels, nan=0) + pred_labels = np.nan_to_num(pred_labels, nan=0) + all_chexpert_labels[all_chexpert_labels == -1] = 0 + pred_labels[pred_labels == -1] = 0 + + # Calculate F1 score + mean_f1 = f1_score(all_chexpert_labels, pred_labels, average="macro") + mean_prec = precision_score(all_chexpert_labels, pred_labels, average="macro") + mean_rec = recall_score(all_chexpert_labels, pred_labels, average="macro") + sample_f1 = f1_score(all_chexpert_labels, pred_labels, average="samples") + + print("Macro F1 Score:", mean_f1) + print("Sample F1 Score:", sample_f1) + + # Calculate Accuracy + acc_scores = [] + for i in range(all_chexpert_labels.shape[1]): + acc = accuracy_score(all_chexpert_labels[:, i], pred_labels[:, i]) + acc_scores.append(acc) + + mean_acc = np.mean(acc_scores) + + # save results to file + with open(f'vicuna_results/results_{exp_name}.txt', 'w') as f: + f.write(f"Prompt: {text_input[0]}\n") + f.write(f"Avg Bleu 1: {bleu1_score}\n") + f.write(f"Avg Bleu 2: {bleu2_score}\n") + f.write(f"Avg Bleu 3: {bleu3_score}\n") + f.write(f"Avg Bleu 4: {bleu4_score}\n") + f.write(f"Avg Meteor: {meteor_score}\n") + f.write(f"Avg Rouge: {rouge_score}\n") + f.write(f"Mean Chexpert F1: {mean_f1}\n") + f.write(f"Mean Chexpert Precision: {mean_prec}\n") + f.write(f"Mean Chexpert Recall: {mean_rec}\n") + f.write(f"Sample Chexpert F1: {sample_f1}\n") + f.write(f"Mean Chexpert Accuracy: {mean_acc}\n") + + ''' + Automatic Prompt Correction + ''' + if args.do_corr: + batchsize = 1 + data_loader = DataLoader(val_dataset, batch_size=batchsize, shuffle=False, num_workers=args.num_workers) + correction_prompts = get_correction_prompts(preds_history, val_dataset.chexpert_cols, pred_labels, all_chexpert_labels) + # rerun vicuna with correction prompts + text_targets_corr = [] + text_inputs_corr = [] + all_preds_corr = [] + all_chexpert_labels_corr = [] + dicom_ids_corr = [] + eval_preds_corr = [] + for idx, batch in tqdm(enumerate(data_loader)): + # use the corrected prompts + text_input = [correction_prompts[i] for i in range(batchsize * idx, min(batchsize * (idx + 1), len(correction_prompts)))] + text_target = batch["text_target"] + chexpert_labels = batch["chexpert_labels"] + dicom_id = batch["dicom"] + all_chexpert_labels_corr.extend(chexpert_labels.numpy()) + + inputs = vicuna_tokenizer.batch_encode_plus(text_input, return_tensors="pt", padding=True) + input_ids = inputs["input_ids"].cuda() + generation_output = lang_model.generate( + input_ids=input_ids, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=256, + dicom=dicom_id if args.use_embs else None, + num_beams=args.num_beams, + ) + + preds = vicuna_tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + + text_targets_corr.extend(text_target) + text_inputs_corr.extend(text_input) + dicom_ids_corr.extend(dicom_id) + all_preds_corr.extend([p.split("ASSISTANT:")[-1].strip() if "KEEP_OLD" not in text_input[idx] else + text_input[idx].split("USER: KEEP_OLD")[0].split("ASSISTANT:")[-1].strip() for idx, p in enumerate(preds)]) + + # save predictions + pred_dir = Path("chexbert") / "outputs" / "predictions" + with open(pred_dir / "predictions_{}_after_corrections.csv".format(exp_name), "w") as f: + for i in range(len(all_preds_corr)): + f.write('"' + all_preds_corr[i].replace('"', '') + '"\n') + + eval_preds_corr = [{"image": None, "caption": pred, "image_id": val_dataset.img_ids[dicom]} for pred, dicom in + zip(all_preds_corr, dicom_ids_corr)] + bleu1_score, bleu2_score, bleu3_score, bleu4_score, meteor_score, rouge_score = compute_metrics(eval_preds_corr, evaluator) + + # chexpert score + # save results to txt file + if not os.path.exists(pred_dir): + os.makedirs(pred_dir) + + # run chexpert labeler + # del lang_model + torch.cuda.empty_cache() + + run_chexbert_labeler(reports_path=pred_dir / "predictions_{}_after_corrections.csv".format(exp_name), + output_path=pred_dir / "labels_{}_after_corrections.csv".format(exp_name)) + + # read chexpert labels from file + cp_pred = pd.read_csv(pred_dir / "labels_{}_after_corrections.csv".format(exp_name)) + pred_labels = np.array(cp_pred[val_dataset.chexpert_cols].values) + all_chexpert_labels = np.array(all_chexpert_labels_corr) + + # Map present (1) cases to 1 and absent (0, was NaN) and uncertain (-1) cases to 0 + all_chexpert_labels = np.nan_to_num(all_chexpert_labels, nan=0) + pred_labels = np.nan_to_num(pred_labels, nan=0) + all_chexpert_labels[all_chexpert_labels == -1] = 0 + pred_labels[pred_labels == -1] = 0 + + # Calculate F1 score + mean_f1 = f1_score(all_chexpert_labels, pred_labels, average="macro") + mean_prec = precision_score(all_chexpert_labels, pred_labels, average="macro") + mean_rec = recall_score(all_chexpert_labels, pred_labels, average="macro") + sample_f1 = f1_score(all_chexpert_labels, pred_labels, average="samples") + + print("Macro F1 Score:", mean_f1) + print("Sample F1 Score:", sample_f1) + + # Calculate Accuracy + acc_scores = [] + for i in range(all_chexpert_labels.shape[1]): + acc = accuracy_score(all_chexpert_labels[:, i], pred_labels[:, i]) + acc_scores.append(acc) + + mean_acc = np.mean(acc_scores) + # print(acc_scores) + print("Mean Accuracy:", mean_acc) + + # save results to file + with open(f'vicuna_results/results_{exp_name}_after_corrections.txt', 'w') as f: + f.write(f"Prompt: {text_input[0]}\n") + f.write(f"Avg Bleu 1: {bleu1_score}\n") + f.write(f"Avg Bleu 2: {bleu2_score}\n") + f.write(f"Avg Bleu 3: {bleu3_score}\n") + f.write(f"Avg Bleu 4: {bleu4_score}\n") + f.write(f"Avg Meteor: {meteor_score}\n") + f.write(f"Avg Rouge: {rouge_score}\n") + f.write(f"Mean Chexpert F1: {mean_f1}\n") + f.write(f"Mean Chexpert Precision: {mean_prec}\n") + f.write(f"Mean Chexpert Recall: {mean_rec}\n") + f.write(f"Sample Chexpert F1: {sample_f1}\n") + f.write(f"Mean Chexpert Accuracy: {mean_acc}\n") + + ''' + CheXpert Label Prediction + ''' + if args.do_cp_bin_qa: + chexpert_prompts = get_chexpert_prompts_bin(preds_history, val_dataset.chexpert_cols) + batchsize = 1 + data_loader = DataLoader(val_dataset, batch_size=batchsize, shuffle=False, num_workers=args.num_workers) + + chexpert_preds = [] + for idx, batch in tqdm(enumerate(data_loader)): + text_input = chexpert_prompts[idx] + chexpert_labels = batch["chexpert_labels"] + dicom_id = batch["dicom"] + inputs = vicuna_tokenizer.batch_encode_plus(text_input, return_tensors="pt", padding=True) + input_ids = inputs["input_ids"].cuda() + generation_output = lang_model.generate( + input_ids=input_ids, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=10, + dicom=dicom_id if args.use_embs else None, + ) + + preds = vicuna_tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + + chexpert_preds.append([1 if "yes" in p.split("ASSISTANT:")[-1].lower() else 0 for idx, p in enumerate(preds)]) + + relevant_cols = [c for c in val_dataset.chexpert_cols if c not in ["No Finding"]] + relevant_cols_idx = [val_dataset.chexpert_cols.index(c) for c in relevant_cols] + no_findings_idx = val_dataset.chexpert_cols.index("No Finding") + any_findings = np.array(chexpert_preds)[:, relevant_cols_idx].sum(axis=1) + any_findings[any_findings > 0] = 1 + # invert + no_findings = 1 - any_findings + # compare to ground truth + chexpert_preds = np.array(chexpert_preds) + chexpert_preds[:, no_findings_idx] = no_findings + chexpert_preds = np.nan_to_num(chexpert_preds, nan=0) + all_chexpert_labels[all_chexpert_labels == -1] = 0 + + # Calculate F1 score + mean_f1 = f1_score(all_chexpert_labels, chexpert_preds, average="macro") + mean_prec = precision_score(all_chexpert_labels, chexpert_preds, average="macro") + mean_rec = recall_score(all_chexpert_labels, chexpert_preds, average="macro") + try: + auc = roc_auc_score(all_chexpert_labels, chexpert_preds, average="macro") + except ValueError: + auc = -1 + acc = accuracy_score(all_chexpert_labels.flatten(), chexpert_preds.flatten()) + + print("Macro F1 Score:", mean_f1) + print("Macro AUC Score:", auc) + print("Macro Precision Score:", mean_prec) + print("Macro Recall Score:", mean_rec) + print("Accuracy Score:", acc) + + # save results to file + with open(f'vicuna_results/results_{exp_name}_after_cp_bin_qa.txt', 'w') as f: + f.write(f"Prompt: {text_input[0]}\n") + f.write(f"Mean Chexpert F1: {mean_f1}\n") + f.write(f"Mean Chexpert Precision: {mean_prec}\n") + f.write(f"Mean Chexpert Recall: {mean_rec}\n") + f.write(f"Mean Chexpert Accuracy: {acc}\n") + f.write(f"Mean Chexpert AUC: {auc}\n") + + if args.do_cp_all_qa: + chexpert_prompts = get_chexpert_prompts_all(preds_history, val_dataset.chexpert_cols) + batchsize = 5 + data_loader = DataLoader(val_dataset, batch_size=batchsize, shuffle=False, num_workers=args.num_workers) + + chexpert_preds = [] + for idx, batch in tqdm(enumerate(data_loader)): + text_input = [chexpert_prompts[i] for i in range(batchsize * idx, min(batchsize * (idx + 1), len(chexpert_prompts)))] + text_target = batch["text_target"] + chexpert_labels = batch["chexpert_labels"] + dicom_id = batch["dicom"] + inputs = vicuna_tokenizer.batch_encode_plus(text_input, return_tensors="pt", padding=True) + input_ids = inputs["input_ids"].cuda() + generation_output = lang_model.generate( + input_ids=input_ids, + return_dict_in_generate=True, + output_scores=True, + max_new_tokens=30, + dicom=dicom_id if args.use_embs else None, + num_beams=args.num_beams + ) + + preds = vicuna_tokenizer.batch_decode(generation_output.sequences, skip_special_tokens=True) + preds = [p.split("ASSISTANT:")[-1].lower() for p in preds] + + # iterate through all chexpert labels and check if they are in finding preds + finding_preds_cleaned = [] + for finding_pred in preds: + finding_pred_cleaned = [] + for label in val_dataset.chexpert_cols: + if label.lower() in finding_pred: + finding_pred_cleaned.append(label.lower()) + # convert to one-hot + finding_pred_cleaned = [1 if c.lower() in finding_pred_cleaned else 0 for c in val_dataset.chexpert_cols] + finding_preds_cleaned.append(finding_pred_cleaned) + chexpert_preds.extend(finding_preds_cleaned) + + # compare to ground truth + chexpert_preds = np.array(chexpert_preds) + chexpert_preds = np.nan_to_num(chexpert_preds, nan=0) + all_chexpert_labels[all_chexpert_labels == -1] = 0 + + # Calculate F1 score + mean_f1 = f1_score(all_chexpert_labels, chexpert_preds, average="macro") + mean_prec = precision_score(all_chexpert_labels, chexpert_preds, average="macro") + mean_rec = recall_score(all_chexpert_labels, chexpert_preds, average="macro") + try: + auc = roc_auc_score(all_chexpert_labels, chexpert_preds, average="macro") + except ValueError: + auc = -1 + acc = accuracy_score(all_chexpert_labels.flatten(), chexpert_preds.flatten()) + + print("Macro F1 Score:", mean_f1) + print("Macro AUC Score:", auc) + print("Macro Precision Score:", mean_prec) + print("Macro Recall Score:", mean_rec) + print("Accuracy Score:", acc) + + with open(f'vicuna_results/results_{exp_name}_after_cp_all_qa.txt', 'w') as f: + f.write(f"Prompt: {text_input[0]}\n") + f.write(f"Mean Chexpert F1: {mean_f1}\n") + f.write(f"Mean Chexpert Precision: {mean_prec}\n") + f.write(f"Mean Chexpert Recall: {mean_rec}\n") + f.write(f"Mean Chexpert Accuracy: {acc}\n") + f.write(f"Mean Chexpert AUC: {auc}\n") diff --git a/utils/README.md b/utils/README.md new file mode 100644 index 0000000..cad7751 --- /dev/null +++ b/utils/README.md @@ -0,0 +1,13 @@ +# Directory for helpers modules + +## prompter.py + +Prompter class, a template manager. + +`from utils.prompter import Prompter` + +## callbacks.py + +Helpers to support streaming generate output. + +`from utils.callbacks import Iteratorize, Stream` diff --git a/utils/__init__.py b/utils/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/utils/callbacks.py b/utils/callbacks.py new file mode 100644 index 0000000..7dedcad --- /dev/null +++ b/utils/callbacks.py @@ -0,0 +1,75 @@ +""" +Helpers to support streaming generate output. +Borrowed from https://github.com/oobabooga/text-generation-webui/blob/ad37f396fc8bcbab90e11ecf17c56c97bfbd4a9c/modules/callbacks.py +""" + +import gc +import traceback +from queue import Queue +from threading import Thread + +import torch +import transformers + + +class Stream(transformers.StoppingCriteria): + def __init__(self, callback_func=None): + self.callback_func = callback_func + + def __call__(self, input_ids, scores) -> bool: + if self.callback_func is not None: + self.callback_func(input_ids[0]) + return False + + +class Iteratorize: + + """ + Transforms a function that takes a callback + into a lazy iterator (generator). + """ + + def __init__(self, func, kwargs={}, callback=None): + self.mfunc = func + self.c_callback = callback + self.q = Queue() + self.sentinel = object() + self.kwargs = kwargs + self.stop_now = False + + def _callback(val): + if self.stop_now: + raise ValueError + self.q.put(val) + + def gentask(): + try: + ret = self.mfunc(callback=_callback, **self.kwargs) + except ValueError: + pass + except: + traceback.print_exc() + pass + + self.q.put(self.sentinel) + if self.c_callback: + self.c_callback(ret) + + self.thread = Thread(target=gentask) + self.thread.start() + + def __iter__(self): + return self + + def __next__(self): + obj = self.q.get(True, None) + if obj is self.sentinel: + raise StopIteration + else: + return obj + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + self.stop_now = True diff --git a/utils/datacollator.py b/utils/datacollator.py new file mode 100644 index 0000000..a74d746 --- /dev/null +++ b/utils/datacollator.py @@ -0,0 +1,107 @@ +import random +import warnings +from collections.abc import Mapping +from dataclasses import dataclass +from random import randint +from typing import Any, Callable, Dict, List, NewType, Optional, Tuple, Union + +import numpy as np + +from transformers.tokenization_utils_base import PreTrainedTokenizerBase +from transformers.utils import PaddingStrategy + + +@dataclass +class MyDataCollatorForSeq2Seq: + """ + Data collator that will dynamically pad the inputs received, as well as the labels. + + Args: + tokenizer ([`PreTrainedTokenizer`] or [`PreTrainedTokenizerFast`]): + The tokenizer used for encoding the data. + model ([`PreTrainedModel`]): + The model that is being trained. If set and has the *prepare_decoder_input_ids_from_labels*, use it to + prepare the *decoder_input_ids* + + This is useful when using *label_smoothing* to avoid calculating loss twice. + padding (`bool`, `str` or [`~utils.PaddingStrategy`], *optional*, defaults to `True`): + Select a strategy to pad the returned sequences (according to the model's padding side and padding index) + among: + + - `True` or `'longest'` (default): Pad to the longest sequence in the batch (or no padding if only a single + sequence is provided). + - `'max_length'`: Pad to a maximum length specified with the argument `max_length` or to the maximum + acceptable input length for the model if that argument is not provided. + - `False` or `'do_not_pad'`: No padding (i.e., can output a batch with sequences of different lengths). + max_length (`int`, *optional*): + Maximum length of the returned list and optionally padding length (see above). + pad_to_multiple_of (`int`, *optional*): + If set will pad the sequence to a multiple of the provided value. + + This is especially useful to enable the use of Tensor Cores on NVIDIA hardware with compute capability >= + 7.5 (Volta). + label_pad_token_id (`int`, *optional*, defaults to -100): + The id to use when padding the labels (-100 will be automatically ignored by PyTorch loss functions). + return_tensors (`str`): + The type of Tensor to return. Allowable values are "np", "pt" and "tf". + """ + + tokenizer: PreTrainedTokenizerBase + model: Optional[Any] = None + padding: Union[bool, str, PaddingStrategy] = True + max_length: Optional[int] = None + pad_to_multiple_of: Optional[int] = None + label_pad_token_id: int = -100 + return_tensors: str = "pt" + + def __call__(self, features, return_tensors=None): + if return_tensors is None: + return_tensors = self.return_tensors + labels = [feature["labels"] for feature in features] if "labels" in features[0].keys() else None + # We have to pad the labels before calling `tokenizer.pad` as this method won't pad them and needs them of the + # same length to return tensors. + if labels is not None: + max_label_length = max(len(l) for l in labels) + if self.pad_to_multiple_of is not None: + max_label_length = ( + (max_label_length + self.pad_to_multiple_of - 1) + // self.pad_to_multiple_of + * self.pad_to_multiple_of + ) + + padding_side = self.tokenizer.padding_side + for feature in features: + remainder = [self.label_pad_token_id] * (max_label_length - len(feature["labels"])) + if isinstance(feature["labels"], list): + feature["labels"] = ( + feature["labels"] + remainder if padding_side == "right" else remainder + feature["labels"] + ) + elif padding_side == "right": + feature["labels"] = np.concatenate([feature["labels"], remainder]).astype(np.int64) + else: + feature["labels"] = np.concatenate([remainder, feature["labels"]]).astype(np.int64) + + feature_pt = [{k: v for k, v in d.items() if k not in ['input', 'dicom', 'instruction', 'output']} for d in features] + feature_pt = self.tokenizer.pad( + feature_pt, + padding=self.padding, + max_length=self.max_length, + pad_to_multiple_of=self.pad_to_multiple_of, + return_tensors=return_tensors, + ) + + # add "dicom" back in the dicts + feature_pt.data['dicom'] = [elem['dicom'] for elem in features] + + features = feature_pt + + # prepare decoder_input_ids + if ( + labels is not None + and self.model is not None + and hasattr(self.model, "prepare_decoder_input_ids_from_labels") + ): + decoder_input_ids = self.model.prepare_decoder_input_ids_from_labels(labels=features["labels"]) + features["decoder_input_ids"] = decoder_input_ids + + return features \ No newline at end of file diff --git a/utils/prompter.py b/utils/prompter.py new file mode 100644 index 0000000..bad4134 --- /dev/null +++ b/utils/prompter.py @@ -0,0 +1,51 @@ +""" +A dedicated helper to manage templates and prompt building. +""" + +import json +import os.path as osp +from typing import Union + + +class Prompter(object): + __slots__ = ("template", "_verbose") + + def __init__(self, template_name: str = "", verbose: bool = False): + self._verbose = verbose + if not template_name: + # Enforce the default here, so the constructor can be called with '' and will not break. + template_name = "alpaca" + file_name = osp.join("data", "templates", f"{template_name}.json") + if not osp.exists(file_name): + raise ValueError(f"Can't read {file_name}") + with open(file_name) as fp: + self.template = json.load(fp) + if self._verbose: + print( + f"Using prompt template {template_name}: {self.template['description']}" + ) + + def generate_prompt( + self, + instruction: str, + input: Union[None, str] = None, + label: Union[None, str] = None, + ) -> str: + # returns the full prompt from instruction and optional input + # if a label (=response, =output) is provided, it's also appended. + if input: + res = self.template["prompt_input"].format( + instruction=instruction, input=input + ) + else: + res = self.template["prompt_no_input"].format( + instruction=instruction + ) + if label: + res = f"{res}{label}" + if self._verbose: + print(res) + return res + + def get_response(self, output: str) -> str: + return output.split(self.template["response_split"])[-1].strip() #-1 to allow for multi-turn prompts \ No newline at end of file diff --git a/vicuna_prompts.json b/vicuna_prompts.json new file mode 100644 index 0000000..e61352a --- /dev/null +++ b/vicuna_prompts.json @@ -0,0 +1,6 @@ +{ + "img_matching_examples_ig2_noexamples": "You are to act as a radiologist and write the finding section of a chest x-ray radiology report for a patient presenting with a list of findings. Please write the findings section of a chest x-ray radiology report for a patient with the following findings: {findings} Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons. Make sure the mentioned findings occur in the report.", + "img_neg_matching_examples_ig2_noexamples": "You are to act as a radiologist and write a chest x-ray radiology report for a patient presenting without findings. Here are a few examples of how such reports could look like. Please write the findings section of a chest x-ray radiology report for a patient whose results show no abnormalities. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons.", + "img_matching_examples_ig2_noexamples_IMG_findings": "Image information: . Predicted Findings: {findings}. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons.", + "img_neg_matching_examples_ig2_noexamples_IMG_findings": "Image information: . Predicted Findings: {findings}. You are to act as a radiologist and write the finding section of a chest x-ray radiology report for this X-ray image and the given predicted findings. Write in the style of a radiologist, write one fluent text without enumeration, be concise and don't provide explanations or reasons." +} \ No newline at end of file diff --git a/vicuna_results/gitkeep b/vicuna_results/gitkeep new file mode 100644 index 0000000..e69de29