From 9b674db4f3816989427ebb001ac25dd7677ce770 Mon Sep 17 00:00:00 2001 From: David Ruda Date: Sat, 23 Mar 2024 08:05:23 +0100 Subject: [PATCH 001/146] Update cnn_manual description to mention PyTorch instead of TensorFlow --- tasks/cnn_manual.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tasks/cnn_manual.md b/tasks/cnn_manual.md index 6d1483a..06f3a83 100644 --- a/tasks/cnn_manual.md +++ b/tasks/cnn_manual.md @@ -12,9 +12,9 @@ activation and `valid` padding, specified in the `args.cnn` option. The `args.cnn` contains comma-separated layer specifications in the format `filters-kernel_size-stride`. -Of course, you cannot use any TensorFlow convolutional operation (instead, +Of course, you cannot use any PyTorch convolutional operation (instead, implement the forward and backward pass using matrix multiplication and other -operations), nor the `tf.GradientTape` for gradient computation. +operations), nor the `.backward()` for gradient computation. To make debugging easier, the template supports a `--verify` option, which allows comparing the forward pass and the three gradients you compute in the From 4bce47572a25295f5711881d916fc314f21c51db Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sat, 23 Mar 2024 09:29:41 +0100 Subject: [PATCH 002/146] Remove obsolete sentence. Fixes #16. --- tasks/sgd_manual.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tasks/sgd_manual.md b/tasks/sgd_manual.md index fd268e7..d054d94 100644 --- a/tasks/sgd_manual.md +++ b/tasks/sgd_manual.md @@ -17,7 +17,7 @@ Start with the [sgd_manual.py](https://github.com/ufal/npfl138/tree/master/labs/02/sgd_manual.py) template, which is based on [sgd_backpropagation.py](https://github.com/ufal/npfl138/tree/master/labs/02/sgd_backpropagation.py) -one. Be aware that these templates generates each a different output file. +one. Note that ReCodEx disables the PyTorch automatic differentiation during evaluation. From 557c470f39cc4c00378f9fb44e69aa1838019e0d Mon Sep 17 00:00:00 2001 From: Aryan <82381989+akumm2k@users.noreply.github.com> Date: Sat, 23 Mar 2024 20:27:55 +0100 Subject: [PATCH 003/146] Add missing torch suubmodule import to cifar10.py --- labs/04/cifar10.py | 1 + 1 file changed, 1 insertion(+) diff --git a/labs/04/cifar10.py b/labs/04/cifar10.py index 0ed0533..5e8f121 100644 --- a/labs/04/cifar10.py +++ b/labs/04/cifar10.py @@ -5,6 +5,7 @@ import numpy as np import torch +import torch.utils.data class CIFAR10: From 3a6cb5dec03ac9bd3fef72f572468c15967d54b1 Mon Sep 17 00:00:00 2001 From: Aryan <82381989+akumm2k@users.noreply.github.com> Date: Sat, 23 Mar 2024 20:28:16 +0100 Subject: [PATCH 004/146] Fix cifar10 `Dataset` type hint --- labs/04/cifar10.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/04/cifar10.py b/labs/04/cifar10.py index 5e8f121..ac3c922 100644 --- a/labs/04/cifar10.py +++ b/labs/04/cifar10.py @@ -34,7 +34,7 @@ def dataset(self, transform: Callable[[dict[str, np.ndarray]], Any] | None = Non return CIFAR10.TorchDataset(self, transform) class TorchDataset(torch.utils.data.Dataset): - def __init__(self, dataset: "Dataset", transform: Callable[[dict[str, np.ndarray]], Any] | None) -> None: + def __init__(self, dataset: "CIFAR10.Dataset", transform: Callable[[dict[str, np.ndarray]], Any] | None) -> None: self._dataset = dataset self._transform = transform From 2dcd474de247e8994ef6d9734285384f693e9b3e Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sat, 23 Mar 2024 23:52:18 +0100 Subject: [PATCH 005/146] Remove unnecessary annotation. --- labs/04/cifar10.py | 1 - 1 file changed, 1 deletion(-) diff --git a/labs/04/cifar10.py b/labs/04/cifar10.py index ac3c922..d2db3e9 100644 --- a/labs/04/cifar10.py +++ b/labs/04/cifar10.py @@ -5,7 +5,6 @@ import numpy as np import torch -import torch.utils.data class CIFAR10: From 743dd44f739a94c646a74208cb4964d6f7619d15 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sat, 23 Mar 2024 23:52:37 +0100 Subject: [PATCH 006/146] Reflow line longer than 119 characters. --- labs/04/cifar10.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/labs/04/cifar10.py b/labs/04/cifar10.py index d2db3e9..ec06755 100644 --- a/labs/04/cifar10.py +++ b/labs/04/cifar10.py @@ -33,7 +33,8 @@ def dataset(self, transform: Callable[[dict[str, np.ndarray]], Any] | None = Non return CIFAR10.TorchDataset(self, transform) class TorchDataset(torch.utils.data.Dataset): - def __init__(self, dataset: "CIFAR10.Dataset", transform: Callable[[dict[str, np.ndarray]], Any] | None) -> None: + def __init__(self, dataset: "CIFAR10.Dataset", + transform: Callable[[dict[str, np.ndarray]], Any] | None) -> None: self._dataset = dataset self._transform = transform From 051deba32176f22c85e85069de5b580bb2d3a5fa Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 25 Mar 2024 09:26:51 +0100 Subject: [PATCH 007/146] Add a question about CutMix. --- exam/questions.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/exam/questions.md b/exam/questions.md index 06452e5..a70104a 100644 --- a/exam/questions.md +++ b/exam/questions.md @@ -108,6 +108,8 @@ - Compare Cutout and DropBlock. [5] +- Describe in detail how is CutMix performed. [5] + - Describe Squeeze and Excitation applied to a ResNet block. [5] - Draw the Mobile inverted bottleneck block (including explanation of separable From 2cf184be71d926187e9330aafaf283d0ba870222 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 25 Mar 2024 11:00:57 +0100 Subject: [PATCH 008/146] Add lecture 6 slides. --- exam/questions.md | 29 + lectures/lecture06.md | 14 + slides/06/06.md | 710 +++++++++++ slides/06/anchor_net.svgz | Bin 0 -> 45727 bytes slides/06/anchor_net.svgz.ref | 1 + slides/06/average_precision.jpg | Bin 0 -> 47939 bytes slides/06/average_precision.jpg.ref | 1 + slides/06/bbox_representation_cxcywh.webp | Bin 0 -> 41904 bytes slides/06/bbox_representation_cxcywh.webp.ref | 1 + slides/06/bbox_representation_xywh.webp | Bin 0 -> 39566 bytes slides/06/bbox_representation_xywh.webp.ref | 1 + slides/06/bbox_representation_xyxy.webp | Bin 0 -> 40970 bytes slides/06/bbox_representation_xyxy.webp.ref | 1 + slides/06/cv_tasks.jpg | Bin 0 -> 152597 bytes slides/06/cv_tasks.jpg.ref | 1 + .../06/efficientdet_ablations_backbone.svgz 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slides/06/roi_projection.svgz.ref diff --git a/exam/questions.md b/exam/questions.md index a70104a..2fcf384 100644 --- a/exam/questions.md +++ b/exam/questions.md @@ -121,3 +121,32 @@ channels. Write down (or derive) the equation of transposed convolution (or equivalently backpropagation through a convolution to its inputs). [5] +#### Questions@:, Lecture 6 Questions +- Describe the differences among semantic segmentation, image classification, + object detection, and instance segmentation, and write down which metrics + are used for these tasks. [5] + +- Write down how is $\mathit{AP}_{50}$ computed. [5] + +- Considering a Fast-RCNN architecture, draw overall network architecture, + explain what a RoI-pooling layer is, show how the network parametrizes + bounding boxes and write down the loss. Finally, describe non-maximum + suppression and how the Fast-RCNN prediction is performed. [10] + +- Considering a Faster-RCNN architecture, describe the region proposal network + (what are anchors, architecture including both heads, how are the coordinates + of proposals parametrized, what does the loss look like). [10] + +- Considering Mask-RCNN architecture, describe the additions to a Faster-RCNN + architecture (the RoI-Align layer, the new mask-producing head). [5] + +- Write down the focal loss with class weighting, including the commonly used + hyperparameter values. [5] + +- Draw the overall architecture of a RetinaNet architecture (the computation of + $C_1, \ldots, C_7$, the FPN architecture computing $P_1, \ldots, P_7$ + including the block combining feature maps of different resolutions; the + classification and bounding box generation heads, including their output + size). Write down the losses for both heads. [10] + +- Describe GroupNorm, and compare it to BatchNorm and LayerNorm. [5] diff --git a/lectures/lecture06.md b/lectures/lecture06.md new file mode 100644 index 0000000..70019dd --- /dev/null +++ b/lectures/lecture06.md @@ -0,0 +1,14 @@ +### Lecture: 6. Object Detection +#### Date: Mar 25 +#### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?06 +#### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-06.pdf, PDF Slides +#### Questions: #lecture_6_questions + +- R-CNN [[R-CNN](https://arxiv.org/abs/1504.08083)] +- Fast R-CNN [[Fast R-CNN](https://arxiv.org/abs/1504.08083)] +- Proposing RoIs using Faster R-CNN [[Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks](https://arxiv.org/abs/1506.01497)] +- Mask R-CNN [[Mask R-CNN](https://arxiv.org/abs/1703.06870)] +- Feature Pyramid Networks [[Feature Pyramid Networks for Object Detection](https://arxiv.org/abs/1612.03144)] +- Focal Loss, RetinaNet [[Focal Loss for Dense Object Detection](https://arxiv.org/abs/1708.02002)] +- _EfficientDet [[EfficientDet: Scalable and Efficient Object Detection](https://arxiv.org/abs/1911.09070)]_ +- _Group Normalization [[Group Normalization](https://arxiv.org/abs/1803.08494)]_ diff --git a/slides/06/06.md b/slides/06/06.md new file mode 100644 index 0000000..bfa4d68 --- /dev/null +++ b/slides/06/06.md @@ -0,0 +1,710 @@ +title: NPFL138, Lecture 6 +class: title, langtech, cc-by-sa + +# Object Detection + +## Milan Straka + +### March 25, 2024 + +--- +section: FastR-CNN +class: middle, center +# Beyond Image Classification + +# Beyond Image Classification + +--- +# Beyond Image Classification + +![w=70%,f=right](../01/object_detection.svgz) + +- Object detection (including location) +
+ +~~~ +![w=70%,f=right](../01/image_segmentation.svgz) + +- Image segmentation +
+ +~~~ +![w=70%,f=right](../01/human_pose_estimation.jpg) + +- Human pose estimation + +--- +# Beyond Image Classification + +![w=100%,v=middle](cv_tasks.jpg) + +--- +# Object Localization + +![w=100%](object_localization.png) + +We can perform object localization by jointly predicting the bounding box +coordinates using regression. + +--- +# R-CNN + +![w=42%,f=right](roi_generation.jpg) + +To be able to recognize and localize _several_ objects, assume we were given +multiple interesting regions of the image, called **regions of interest** (RoI). +For each of them, we decide: +- whether it contains an object; +- the location of the object relative to the RoI. + +~~~ +![w=45%,f=right](rcnn_architecture.svgz) + +In R-CNN, we start with a network pre-trained on ImageNet (VGG-16 is used in the +original paper), and we use it to process _every RoI_, rescaling every one of +them to the size of $224×224$. + +~~~ +For every RoI, two sibling heads are added: +- _classification head_ predicts either _background_ or one of $K$ object types + ($K+1$ in total), +~~~ +- _bounding box regression head_ predicts 4 bounding box parameters relative + to RoI. + +--- +# R-CNN – Bounding Boxes + +A bounding box is parametrized as follows. Let $x_r, y_r, w_r, h_r$ be +center coordinates and width and height of the RoI respectively, and let $x, y, w, h$ be +parameters of the bounding box. We represent the bounding box relative +to the RoI as follows: +$$\begin{aligned} +t_x &= (x - x_r)/w_r, & t_y &= (y - y_r)/h_r, \\ +t_w &= \log (w/w_r), & t_h &= \log (h/h_r). +\end{aligned}$$ + +~~~ +In Fast R-CNN, the $\textrm{smooth}_{L_1}$ loss, or **Huber loss**, is employed for bounding box parameters: + +![w=27%,f=right](huber_loss.svgz) + +$$\textrm{smooth}_{L_1}(x) = \begin{cases} + 0.5x^2 & \textrm{if }|x| < 1, \\ + |x| - 0.5 & \textrm{otherwise}. +\end{cases}$$ + +~~~ +The complete loss is then ($λ=1$ is used in the Fast R-CNN paper) +$$L(ĉ, t̂, c, t) = L_\textrm{cls}(ĉ, c) + λ ⋅ [c ≥ 1] ⋅ + ∑\nolimits_{i ∈ \lbrace \mathrm{x, y, w, h}\rbrace} \textrm{smooth}_{L_1}(t̂_i - t_i).$$ + +--- +# R-CNN – Bounding Boxes + +The described bounding box representation is usually called `CXCYWH`: + +![w=60%,h=center](bbox_representation_cxcywh.webp) + +--- +# R-CNN – Bounding Boxes + +In the datasets, the bounding boxes are usually represented using `XYXY` format: + +![w=60%,h=center](bbox_representation_xyxy.webp) + +--- +# R-CNN – Bounding Boxes + +Finally, you could also come across the `XYWH` format: + +![w=60%,h=center](bbox_representation_xywh.webp) + +--- +# Fast R-CNN Architecture + +The R-CNN is slow, because it needs to process every RoI by the convolutional +backbone. To speed it up, we might want to first process the whole image by the +backbone and only then extract a fixed-size representation for every RoI. + +~~~ + +We achieve that using **RoI pooling**, replacing the last max-pool $14×14 → 7×7$ +VGG layer. + +![w=50%](roi_projection.svgz)![w=50%,mw=50%,h=center](roi_pooling.svgz) + +During RoI pooling, we obtain a $7×7$ RoI representation by first projecting the +RoI to the $14×14$ resolution and then computing each of the $7×7$ values by +**max-pooling** the corresponding “pixels” of the convolutional image features. + +--- +# Fast R-CNN + +![w=85%,h=center](fast_rcnn_rumcajs.svgz) + +~~~ +![w=85%,h=center](fast_rcnn_vgg.png) + +--- +# Fast R-CNN and R-CNN Comparison + +![w=100%](fast_rcnn_architecture.svgz) + +--- +# Fast R-CNN Architecture + +![w=100%,v=middle](fast_rcnn.jpg) + +--- +# Fast R-CNN Training and Inference + +## Intersection over Union +For two bounding boxes (or two masks) the _intersection over union_ (_IoU_) +is a ratio of the intersection of the boxes (or masks) and the union +of the boxes (or masks). + +~~~ +## Choosing RoIs for Training +During training, we use 2 images with 64 RoIs each. The RoIs are selected +so that 25% have intersection over union (IoU) overlap with ground-truth +boxes at least 0.5; the others are chosen to have the IoU in range $[0.1, 0.5)$, +the so-called _hard examples_. + +~~~ +## Running Inference +During inference, we utilize all RoIs, but a single object can be found in +several of them. To choose the most salient prediction, we perform **non-maximum +suppression** – we ignore predictions which have an overlap with a higher +scoring prediction of the _same class_, where the overlap is computed using IoU +(0.3 threshold is used in the paper). Higher scoring predictions is the ones +with higher probability from the _classification head_. + +--- +# Object Detection Evaluation + +## Average Precision +Evaluation is performed using _Average Precision_ ($\mathit{AP}$ or $\mathit{AP}_{50}$). + +We assume all bounding boxes (or masks) produced by a system have confidence +values which can be used to rank them. Then, for a single class, we take the +boxes (or masks) in the order of the ranks and generate precision/recall curve, +considering a bounding box correct if it has IoU at least 50% with any +ground-truth box. + +![w=60%,mw=50%,h=center](precision_recall_person.svgz)![w=60%,mw=50%,h=center](precision_recall_bottle.svgz) + +--- +# Object Detection Evaluation – Average Precision + +The general idea of AP is to compute the area under the precision/recall curve. + +![w=80%,mw=49%,h=center](precision_recall_curve.png) + +~~~ +![w=80%,mw=49%,h=center](precision_recall_curve_interpolated.jpg) + +We start by interpolating the precision/recall curve, so that it is always +nonincreasing. + +~~~ +![w=80%,mw=49%,h=center,f=right](average_precision.jpg) + +Finally, the average precision for a single class is an average of precision at +recall $0.0, 0.1, 0.2, …, 1.0$. + +~~~ +The final AP is a mean of average precision of all classes. + +--- +class: tablewide +style: table {line-height: 1} +# Object Detection Evaluation – Average Precision + +For the COCO dataset, the AP is computed slightly differently. First, it is an +average over 101 recall points $0.00, 0.01, 0.02, …, 1.00$. + +~~~ +In the original metric, IoU of 50% is enough to consider a prediction valid. +We can generalize the definition to $\mathit{AP}_{t}$, where an object +prediction is considered valid if IoU is at least $t$%. + +~~~ +The main COCO metric, denoted just $\mathit{AP}$, is the mean of +$\mathit{AP}_{50},\mathit{AP}_{55}, \mathit{AP}_{60}, …, \mathit{AP}_{95}$. + +~~~ +| Metric | Description | +|:------:|:------------| +| $\mathit{AP}$ | Mean of $\mathit{AP}_{50},\mathit{AP}_{55}, \mathit{AP}_{60}, \mathit{AP}_{65}, …, \mathit{AP}_{95}$ | +| $\mathit{AP}_{50}$ | AP at IoU 50% | +| $\mathit{AP}_{75}$ | AP at IoU 75% | +~~~ +| $\mathit{AP}_{S}$ | AP for small objects: $\textit{area} < 32^2$ | +| $\mathit{AP}_{M}$ | AP for medium objects: $32^2 < \textit{area} < 96^2$ | +| $\mathit{AP}_{L}$ | AP for large objects: $96^2 < \textit{area}$ | + + +--- +section: FasterR-CNN +# Faster R-CNN + +![w=40%,f=right](fast_rcnn_speed.svgz) + +Even if Fast R-CNN is much faster then R-CNN, it can still be improved, +considering that the most problematic and time consuming part is generating the RoIs. +
+ +~~~ +![w=30%,f=right](faster_rcnn_architecture.png) + +Faster R-CNN extends Fast R-CNN by including a **region proposal +network (RPN)**, whose goal is to generate the RoIs automatically. + +~~~ +The regional proposal networks produces the so-called **region proposals**, +which then play the role of RoIs in the rest of the pipeline (i.e., +the Fast R-CNN). + +~~~ +The region proposals are generated similarly to how predictions are generated +in Fast R-CNN. We start with several **anchors** and from each anchor +we generate either a single region proposal or nothing. + +--- +# Faster R-CNN – Anchors + +If we consider the $14×14$ VGG backbone output, each “pixel” corresponds +to a region of size $16×16$ in the original image. + +![w=45%,h=center](anchor_net.svgz) + +~~~ +We can therefore interpret each value in the $14×14$ output as a representation +of a part of the image _centered_ in the corresponding image region, and try +predicting a region proposal from **every one** of them. + +~~~ +We call the dense grid of image regions from which we are predicting the +proposals the **anchors**. They have fixed size, and in practice we use +_several_ anchors per position. + +--- +# Faster R-CNN + +For every anchor, we classify it in two classes (background, object) +and also predict the region proposal bounding box relatively to the anchor, +exactly as in (Fast) R-CNN. + +~~~ +![w=58%,f=right](faster_rcnn_rpn.svgz) + +We perform the classification and the bounding box regression by first +running a $3×3$ convolution followed by ReLU on the $14×14$ VGG output, +and then attaching the two heads. +~~~ +Assuming there are $A$ anchors on every position: +- the classification head generates $2A$ outputs, performing $\softmax$ on every + 2 of them; +- the regression head generates $4A$ region proposal coordinates. + +~~~ +The authors consider 3 scales $(128^2, 256^2, 512^2)$ and 3 aspect ratios +$(1:1, 1:2, 2:1)$. + +--- +# Faster R-CNN + +During training, we generate +- positive training examples for every anchor that has the highest IoU with + a ground-truth box; +~~~ +- furthermore, a positive example is also any anchor with + IoU at least 0.7 for any ground-truth box; +~~~ +- negative training examples for every anchor that has IoU at most 0.3 with all + ground-truth boxes; +~~~ +- the positive and negative examples are generated with a ratio _up to_ 1:1 + (less, if there are not enough positive examples). + +~~~ +During inference, we consider all predicted non-background regions, run +non-maximum suppression on them using a 0.7 IoU threshold, and then take $N$ +top-scored regions (i.e., the ones with the highest probability from the +classification head) – the paper uses 300 proposals, compared to 2000 in the Fast +R-CNN. + +--- +# Faster R-CNN + +![w=94%,h=center](faster_rcnn_performance.svgz) + +--- +# Two-stage Detectors + +The Faster R-CNN is a so-called **two-stage** detector, where the regions are +refined twice – once in the region proposal network, and then in the final +bounding box regressor. + +~~~ +Several **single-stage** detector architectures have been proposed, mainly +because they are faster and smaller, but until circa 2017 the two-stage +detectors achieved better results. + +--- +section: MaskR-CNN +# Mask R-CNN + +Straightforward extension of Faster R-CNN able to produce image segmentation +(i.e., masks for every object). + +![w=100%,mh=80%,v=middle](../01/image_segmentation.svgz) + +--- +# Mask R-CNN – Architecture + +![w=100%,v=middle](mask_rcnn_architecture.png) + +--- +# Mask R-CNN – RoIAlign + +More precise alignment is required for the RoI in order to predict the masks. +Instead of quantization and max-pooling in RoI pooling, **RoIAlign** uses bilinear +interpolation of features at four regularly sampled locations in each RoI bin +and averages them. + +![w=68%,mw=50%,h=center](roi_pooling.svgz)![w=68%,mw=50%,h=center](mask_rcnn_roialign.svgz) + +~~~ +TorchVision provides `torchvision.ops.roi_align` and `torchvision.ops.roi_pool`. + +--- +# Mask R-CNN + +Masks are predicted in a third branch of the object detector. + +- Higher resolution of the mask is usually needed (at least $14×14$, or even more). +- The masks are predicted for each class separately. +- The masks are predicted using convolutions instead of fully connected layers + (the upscaling convolutions are $2×2$ with stride 2). + +![w=79%,h=center](mask_rcnn_heads.svgz) + +~~~ +Improvements from Nov 2021: all convs (except for the output layer) are followed +by BN, the _class&bbox_ head uses 4 convs instead of 2 MLPs, RPN contains +two convs instead of one. + +--- +# Mask R-CNN + +![w=100%,v=middle](mask_rcnn_ablation.svgz) + +--- +# Mask R-CNN – Human Pose Estimation + +![w=80%,h=center](../01/human_pose_estimation.jpg) + +~~~ +- Testing applicability of Mask R-CNN architecture. + +- Keypoints (e.g., left shoulder, right elbow, …) are detected + as independent one-hot masks of size $56×56$ with $\softmax$ output function. + +~~~ +![w=70%,h=center](mask_rcnn_hpe_performance.svgz) + +--- +section: FPN +# Feature Pyramid Networks + +![w=85%,h=center](fpn_overview.svgz) + +--- +# Feature Pyramid Networks + +![w=62%,h=center](fpn_architecture.svgz) + +--- +# Feature Pyramid Networks + +![w=56%,h=center](fpn_architecture_detailed.svgz) + +--- +# Feature Pyramid Networks + +We employ FPN as a backbone in Faster R-CNN. + +~~~ +Assuming ResNet-like network with $224×224$ input, we denote $C_2, C_3, …, C_5$ +the image features of the last convolutional layer of size $56×56, 28×28, …, +7×7$ (i.e., $C_i$ indicates a downscaling of $2^i$). +~~~ +The FPN representations incorporating the smaller resolution features are +denoted as $P_2, …, P_5$, each consisting of 256 channels; the classification +heads are shared. + +~~~ +In both the RPN and the Fast R-CNN, authors utilize the $P_2, …, P_5$ +representations, considering single-size anchors for every $P_i$ (of size +$32^2, 64^2, 128^2, 256^2$, respectively). However, three aspect ratios +$(1:1, 1:2, 2:1)$ are still used. + +~~~ +![w=100%](fpn_results.svgz) + +--- +section: FocalLoss +# Focal Loss + +![w=46%,f=right](fast_rcnn_rumcajs.svgz) + +For single-stage object detection architectures, _class imbalance_ has been +identified as the main issue preventing obtaining performance comparable to +two-stage detectors. In a single-stage detector, there can be tens of thousands +of anchors, with only dozens of useful training examples. + +~~~ +![w=46%,f=right](focal_loss_graph.svgz) + +Cross-entropy loss is computed as +$$𝓛_\textrm{cross-entropy} = -\log p_\textrm{model}(y | x).$$ + +~~~ +Focal-loss (loss focused on hard examples) is proposed as +$$𝓛_\textrm{focal-loss} = -(1 - p_\textrm{model}(y | x))^γ ⋅ \log p_\textrm{model}(y | x).$$ + +--- +# Focal Loss + +For $γ=0$, focal loss is equal to cross-entropy loss. + +~~~ +Authors reported that $γ=2$ worked best for them for training a single-stage +detector. + +~~~ +![w=100%,mh=75%,v=bottom](focal_loss_cdf.svgz) + +--- +# Focal Loss and Class Imbalance + +Focal loss is connected to another solution to class imbalance – we might +introduce weighting factor $α ∈ (0, 1)$ for one class and $1 - α$ for the other +class, arriving at +$$ -α_y ⋅ \log p_\textrm{model}(y | x).$$ + +~~~ +The weight $α$ might be set to the inverse class frequency or treated as +a hyperparameter. + +~~~ +Even if weighting focuses more on low-frequent class, it does not distinguish +between easy and hard examples, contrary to focal loss. + +~~~ +In practice, the focal loss is usually used together with class weighting: +$$ -α_y ⋅ (1 - p_\textrm{model}(y | x))^γ ⋅ \log p_\textrm{model}(y | x).$$ +For example, authors report that $α=0.25$ (weight of the rare class) works best with $γ=2$. + +--- +section: RetinaNet +# RetinaNet + +RetinaNet is a single-stage detector, using feature pyramid network +architecture. Built on top of ResNet architecture, the feature pyramid +contains levels $P_3$ through $P_7$, with each $P_l$ having 256 channels +and resolution $2^l$ times lower than the input. On each pyramid level $P_l$, +we consider 9 anchors for every position, with 3 different aspect ratios ($1$, $1:2$, $2:1$) +and with 3 different sizes $(\{2^0, 2^{1/3}, 2^{2/3}\} ⋅ 4 ⋅ 2^l)^2$. + +~~~ +Note that ResNet provides only $C_3$ to $C_5$ features. $C_6$ is computed +using a $3×3$ convolution with stride 2 on $C_5$, and $C_7$ is obtained +by applying ReLU followed by another $3×3$ stride-2 convolution. The $C_6$ and +$C_7$ are included to improve large object detection. + +--- +# RetinaNet – Architecture + +The classification head and the boundary regression heads are fully +convolutional and do not share parameters (but classification heads are shared +across levels, and so are the boundary regression heads), generating +$\mathit{anchors} ⋅ \mathit{classes}$ sigmoids and $\mathit{anchors}$ bounding +boxes per position. + +![w=100%](retinanet.svgz) + +--- +# RetinaNet + +During training, anchors are assigned to ground-truth object boxes if IoU is at +least 0.5; to background if IoU with any ground-truth region is at most 0.4 +(the rest of anchors is ignored during training). +~~~ +The classification head is trained using focal loss with $γ=2$ and $α=0.25$ (but +according to the paper, all values of $γ$ in $[0.5, 5]$ range work well); the +boundary regression head is trained using $\textrm{smooth}_{L_1}$ loss as in +Fast(er) R-CNN. + +~~~ +During inference, at most 1000 objects with at least 5% probability from all +pyramid levels are considered, and all of them are combined using non-maximum +suppression with a threshold of 0.5. Fixed-size training and testing is used, +with sizes 400, 500, …, 800 pixels. + +~~~ +![w=68%](retinanet_results.svgz)![w=32%](retinanet_graph.svgz) + +--- +# RetinaNet – Ablations + +Ablations use ResNet-50-FPN backbone trained and tested with 600-pixel images. + +![w=80%,h=center](retinanet_ablations.svgz) + +--- +section: EfficientDet +# EfficientDet – Architecture + +EfficientDet builds up on EfficientNet and delivered state-of-the-art performance +in Nov 2019 with minimum time and space requirements (however, its performance +has already been surpassed significantly). It is a single-scale detector similar +to RetinaNet, which: + +~~~ +- uses EfficientNet as a backbone; +~~~ +- employs compound scaling; +~~~ +- uses a newly proposed BiFPN, “efficient bidirectional cross-scale connections + and weighted feature fusion”. + +~~~ +![w=78%,h=center](efficientdet_architecture.svgz) + +--- +# EfficientDet – BiFPN + +In multi-scale fusion in FPN, information flows only from the pyramid levels +with smaller resolution to the levels with higher resolution. + +![w=80%,h=center](efficientdet_bifpn.svgz) + +~~~ +BiFPN consists of several rounds of bidirectional flows. Each bidirectional flow +employs residual connections and does not include nodes that have only one input +edge with no feature fusion. All operations are $3×3$ separable convolutions with +batch normalization and ReLU, upsampling is done by repeating rows and columns +and downsampling by max-pooling. + +--- +# EfficientDet – Weighted BiFPN + +When combining features with different resolutions, it is common to resize them +to the same resolution and sum them – therefore, all set of features are +considered to be of the same importance. The authors however argue that features +from different resolution contribute to the final result _unequally_ and propose +to combine them with trainable weighs. + +~~~ +- **Softmax-based fusion**: In each BiFPN node, we create a trainable weight + $w_i$ for every input $⇶I_i$ and the final combination (after resize, before + a convolution) is + $$∑_i \frac{e^{w_i}}{∑\nolimits_j e^{w_j}} ⇶I_i.$$ + +~~~ +- **Fast normalized fusion**: Authors propose a simpler alternative of + weighting: + $$∑_i \frac{\ReLU(w_i)}{ε + ∑\nolimits_j \ReLU(w_j)} ⇶I_i.$$ + It uses $ε=0.0001$ for stability and is up to 30% faster on a GPU. + + +--- +# EfficientDet – Compound Scaling + +Similar to EfficientNet, authors propose to scale various dimensions of the +network, using a single compound coefficient $ϕ$. + +~~~ +After performing a grid search: +- the width of BiFPN is scaled as $W_\mathit{BiFPN} = 64 ⋅ 1.35^ϕ,$ +- the depth of BiFPN is scaled as $D_\mathit{BiFPN} = 3 + ϕ,$ +- the box/class predictor has the same width as BiFPN and depth $D_\mathit{class} = 3 + \lfloor ϕ/3 \rfloor,$ +- input image resolution increases according to $R_\mathit{image} = 512 + 128 ⋅ ϕ.$ + +![w=45%,h=center](efficientdet_scaling.svgz) + +--- +# EfficientDet – Results + +![w=50%](efficientdet_flops.svgz)![w=50%](efficientdet_size.svgz) + +--- +# EfficientDet – Results + +![w=83%,h=center](efficientdet_results.svgz) + +--- +# EfficientDet – Inference Latencies + +![w=100%](efficientdet_latency.svgz) + +--- +# EfficientDet – Ablations + +Given that EfficientDet employs both a powerful backbone and new BiFPN, authors +quantify the improvement of the individual components. + +![w=49%,h=center](efficientdet_ablations_backbone.svgz) + +~~~ +The comparison with previously used cross-scale fusion architectures is also +provided: + +![w=49%,h=center](efficientdet_ablations_fpn.svgz) + +--- +class: wide +# EfficientDet-D0 Example + +![w=98%,h=center](efficientdet_example.jpg) + +--- +section: GroupNorm +# Normalization + +## Batch Normalization + +Neuron value is normalized across the minibatch, and in case of CNN also across +all positions. + +~~~ +## Layer Normalization + +Neuron value is normalized across the layer. + +~~~ +![w=100%](normalizations.svgz) + +--- +# Group Normalization + +Group Normalization is analogous to Layer normalization, but the channels are +normalized in groups (by default, $G=32$). + +![w=40%,h=center](normalizations.svgz) + +~~~ +![w=40%,h=center](group_norm.svgz) + +--- +# Group Normalization + +![w=78%,h=center](group_norm_vs_batch_norm.svgz) + +--- +# Group Normalization + +![w=65%,h=center](group_norm_coco.svgz) diff --git a/slides/06/anchor_net.svgz b/slides/06/anchor_net.svgz new file mode 100644 index 0000000000000000000000000000000000000000..a78b80ffc0c86ca49fe4e8fc7c22f78f4194bce4 GIT binary patch literal 45727 zcmV(%K;pk2iwFP!000001El@evg6#gt%=?1DORjosy4hks;vrm?;U|VID+t=Fi&4& 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HcmV?d00001 diff --git a/slides/06/group_norm_vs_batch_norm.svgz.ref b/slides/06/group_norm_vs_batch_norm.svgz.ref new file mode 100644 index 0000000..e6c9431 --- /dev/null +++ b/slides/06/group_norm_vs_batch_norm.svgz.ref @@ -0,0 +1 @@ +Figures 4 and 5 of "Group Normalization", https://arxiv.org/abs/1803.08494 diff --git a/slides/06/huber_loss.py b/slides/06/huber_loss.py new file mode 100644 index 0000000..3841dca --- /dev/null +++ b/slides/06/huber_loss.py @@ -0,0 +1,22 @@ +#!/usr/bin/env python3 +import os + +import matplotlib +import matplotlib.pyplot as plt +import numpy as np + +matplotlib.rcParams["mathtext.fontset"] = "cm" + +xs = np.linspace(-2.5, 2.5, 51) +l2 = xs * xs / 2 +huber = np.where(np.abs(xs) <= 1, xs * xs / 2, np.abs(xs) - 0.5) +d_huber = np.where(np.abs(xs) <= 1, np.abs(xs), 1) + +plt.figure(figsize=(5, 3.5)) +plt.plot(xs, l2, label="L2 loss $\\frac{1}{2} x^2$") +plt.plot(xs, huber, label="Huber loss") +plt.plot(xs, d_huber, label="Huber loss derivative") +plt.gca().set_aspect(1) +plt.grid(True) +plt.legend(loc="upper center") +plt.savefig("huber_loss.svg", bbox_inches="tight", transparent=True) diff --git a/slides/06/huber_loss.svg b/slides/06/huber_loss.svg new file mode 100644 index 0000000..141ed2c --- /dev/null +++ b/slides/06/huber_loss.svg @@ -0,0 +1,1088 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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b/slides/06/roi_projection.svgz.ref @@ -0,0 +1 @@ +Slide 65 of http://cs231n.stanford.edu/slides/2021/lecture_15.pdf. From 4b420d9ab8edce07e7b77e797681897de6d35a6e Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 25 Mar 2024 18:41:06 +0100 Subject: [PATCH 009/146] Add link to the recording of Czech lecture 6. --- lectures/lecture06.md | 1 + 1 file changed, 1 insertion(+) diff --git a/lectures/lecture06.md b/lectures/lecture06.md index 70019dd..1b3d773 100644 --- a/lectures/lecture06.md +++ b/lectures/lecture06.md @@ -2,6 +2,7 @@ #### Date: Mar 25 #### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?06 #### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-06.pdf, PDF Slides +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-czech.mp4, CZ Lecture #### Questions: #lecture_6_questions - R-CNN [[R-CNN](https://arxiv.org/abs/1504.08083)] From 6487226131696242ad3a196a880f682ce79d3ece Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 25 Mar 2024 23:04:33 +0100 Subject: [PATCH 010/146] Fix link to R-CNN paper. --- lectures/lecture06.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lectures/lecture06.md b/lectures/lecture06.md index 1b3d773..3203d90 100644 --- a/lectures/lecture06.md +++ b/lectures/lecture06.md @@ -5,7 +5,7 @@ #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-czech.mp4, CZ Lecture #### Questions: #lecture_6_questions -- R-CNN [[R-CNN](https://arxiv.org/abs/1504.08083)] +- R-CNN [[R-CNN](https://arxiv.org/abs/1311.2524)] - Fast R-CNN [[Fast R-CNN](https://arxiv.org/abs/1504.08083)] - Proposing RoIs using Faster R-CNN [[Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks](https://arxiv.org/abs/1506.01497)] - Mask R-CNN [[Mask R-CNN](https://arxiv.org/abs/1703.06870)] From 9979814a760ee4f4de41d4bd08116219924b0e02 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 26 Mar 2024 15:30:31 +0100 Subject: [PATCH 011/146] Add link to the recording of English lecture 6. --- lectures/lecture06.md | 1 + 1 file changed, 1 insertion(+) diff --git a/lectures/lecture06.md b/lectures/lecture06.md index 3203d90..0e40862 100644 --- a/lectures/lecture06.md +++ b/lectures/lecture06.md @@ -3,6 +3,7 @@ #### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?06 #### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-06.pdf, PDF Slides #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-czech.mp4, CZ Lecture +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-english.mp4, EN Lecture #### Questions: #lecture_6_questions - R-CNN [[R-CNN](https://arxiv.org/abs/1311.2524)] From 4ee405629138c2c3721494fb02df2e52863ddf39 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 26 Mar 2024 23:13:54 +0100 Subject: [PATCH 012/146] Fix error in mnist_ensemble task description. The dev set accuracy should be measured, as written in the TODO notes. --- tasks/mnist_ensemble.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tasks/mnist_ensemble.md b/tasks/mnist_ensemble.md index 9deb3d5..7bee385 100644 --- a/tasks/mnist_ensemble.md +++ b/tasks/mnist_ensemble.md @@ -8,7 +8,7 @@ Your goal in this assignment is to implement model ensembling. The [mnist_ensemble.py](https://github.com/ufal/npfl138/tree/master/labs/03/mnist_ensemble.py) template trains `args.models` individual models, and your goal is to perform an ensemble of the first model, first two models, first three models, …, all -models, and evaluate their accuracy on the test set. +models, and evaluate their accuracy on the development set. #### Tests Start: mnist_ensemble_tests _Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ From 3038d28dadc8915607cac8c90f6dae7485f78318 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 26 Mar 2024 23:31:38 +0100 Subject: [PATCH 013/146] Move Group Normalization to the list of required topics. --- lectures/lecture06.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lectures/lecture06.md b/lectures/lecture06.md index 0e40862..cc426f4 100644 --- a/lectures/lecture06.md +++ b/lectures/lecture06.md @@ -13,4 +13,4 @@ - Feature Pyramid Networks [[Feature Pyramid Networks for Object Detection](https://arxiv.org/abs/1612.03144)] - Focal Loss, RetinaNet [[Focal Loss for Dense Object Detection](https://arxiv.org/abs/1708.02002)] - _EfficientDet [[EfficientDet: Scalable and Efficient Object Detection](https://arxiv.org/abs/1911.09070)]_ -- _Group Normalization [[Group Normalization](https://arxiv.org/abs/1803.08494)]_ +- Group Normalization [[Group Normalization](https://arxiv.org/abs/1803.08494)] From 5ce859048a2ad4a7dc7ef94d364306adf127fb62 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 26 Mar 2024 23:37:17 +0100 Subject: [PATCH 014/146] Add batch size in RPN training. --- slides/06/06.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/slides/06/06.md b/slides/06/06.md index bfa4d68..9c4e230 100644 --- a/slides/06/06.md +++ b/slides/06/06.md @@ -326,7 +326,8 @@ During training, we generate ground-truth boxes; ~~~ - the positive and negative examples are generated with a ratio _up to_ 1:1 - (less, if there are not enough positive examples). + (less, if there are not enough positive examples; each minibatch consits of + a single image and 256 anchors). ~~~ During inference, we consider all predicted non-background regions, run From 9c8050a87f599505707df5dda78699199c0be7f4 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 26 Mar 2024 23:39:56 +0100 Subject: [PATCH 015/146] Fix a type (the types are evaluated in global scope). --- labs/05/cags_dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index 782d19f..5d4af29 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -56,7 +56,7 @@ def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torc return CAGS.TransformedDataset(self, transform) class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: "Dataset", transform: Callable[[dict[str, torch.Tensor]], Any]) -> None: + def __init__(self, dataset: "CAGS.Dataset", transform: Callable[[dict[str, torch.Tensor]], Any]) -> None: self._dataset = dataset self._transform = transform From 8349ab5d96b174b3ebe26493fa6f77c6c9dbc26c Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 26 Mar 2024 23:40:21 +0100 Subject: [PATCH 016/146] Provide `transform` also in the `TransformedDataset`. --- labs/05/cags_dataset.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index 5d4af29..6ccc006 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -66,6 +66,9 @@ def __len__(self) -> int: def __getitem__(self, index: int) -> Any: return self._transform(self._dataset[index]) + def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + return CAGS.TransformedDataset(self, transform) + def __init__(self) -> None: for dataset, size in [("train", 2_142), ("dev", 306), ("test", 612)]: path = "cags.{}.tfrecord".format(dataset) From 8ef8b380231e6906c434bbbbef82ac7cb0e47612 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 00:25:15 +0100 Subject: [PATCH 017/146] Improve loading of empty values. The patch is only for consistency; there are no empty values in the CAGS dataset. --- labs/05/cags_dataset.py | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index 6ccc006..698a88c 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -119,19 +119,16 @@ def get_value_of_kind(kind: int) -> int: get_value_of_kind(0x12) if data[offset] == 0x0A: - get_value_of_kind(0x0A) - length = get_value_of_kind(0x0A) + length = get_value_of_kind(0x0A) and get_value_of_kind(0x0A) entries[-1][key] = np.frombuffer(data, np.uint8, length, offset).copy(); offset += length elif data[offset] == 0x1A: - get_value_of_kind(0x1A) - length = get_value_of_kind(0x0A) + length = get_value_of_kind(0x1A) and get_value_of_kind(0x0A) values, target_offset = [], offset + length while offset < target_offset: values.append(get_value()) entries[-1][key] = np.array(values, dtype=np.int64) elif data[offset] == 0x12: - get_value_of_kind(0x12) - length = get_value_of_kind(0x0A) + length = get_value_of_kind(0x12) and get_value_of_kind(0x0A) entries[-1][key] = np.frombuffer( data, np.dtype("> 2, offset).astype(np.float32).copy(); offset += length else: From e691c01f55ad37b8c1cd6174caa713ee257458af Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 01:13:09 +0100 Subject: [PATCH 018/146] Update the ignore file. --- labs/.gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/.gitignore b/labs/.gitignore index 6319f80..acfd147 100644 --- a/labs/.gitignore +++ b/labs/.gitignore @@ -3,5 +3,5 @@ logs/ *.h5 *.keras *.npz -*.pickle +*.tfrecord *.zip From 10f1effa018e409a5e2e0952d3707b7d707ed07f Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 08:35:24 +0100 Subject: [PATCH 019/146] Add assignments of the lecture 6. --- labs/06/bboxes_utils.py | 181 +++++++++++++++++++++++++++ labs/06/svhn_competition.py | 101 +++++++++++++++ labs/06/svhn_dataset.py | 238 ++++++++++++++++++++++++++++++++++++ lectures/lecture06.md | 2 + tasks/bboxes_utils.md | 26 ++++ tasks/svhn_competition.md | 44 +++++++ 6 files changed, 592 insertions(+) create mode 100644 labs/06/bboxes_utils.py create mode 100644 labs/06/svhn_competition.py create mode 100644 labs/06/svhn_dataset.py create mode 100644 tasks/bboxes_utils.md create mode 100644 tasks/svhn_competition.md diff --git a/labs/06/bboxes_utils.py b/labs/06/bboxes_utils.py new file mode 100644 index 0000000..13f4dc8 --- /dev/null +++ b/labs/06/bboxes_utils.py @@ -0,0 +1,181 @@ +#!/usr/bin/env python3 +import argparse +from typing import Callable +import unittest + +import numpy as np + +# Bounding boxes and anchors are expected to be Numpy tensors, +# where the last dimension has size 4. + +# For bounding boxes in pixel coordinates, the 4 values correspond to: +TOP: int = 0 +LEFT: int = 1 +BOTTOM: int = 2 +RIGHT: int = 3 + + +def bboxes_area(bboxes: np.ndarray) -> np.ndarray: + """ Compute area of given set of bboxes. + + Each bbox is parametrized as a four-tuple (top, left, bottom, right). + + If the bboxes.shape is [..., 4], the output shape is bboxes.shape[:-1]. + """ + return np.maximum(bboxes[..., BOTTOM] - bboxes[..., TOP], 0) \ + * np.maximum(bboxes[..., RIGHT] - bboxes[..., LEFT], 0) + + +def bboxes_iou(xs: np.ndarray, ys: np.ndarray) -> np.ndarray: + """ Compute IoU of corresponding pairs from two sets of bboxes `xs` and `ys`. + + Each bbox is parametrized as a four-tuple (top, left, bottom, right). + + Note that broadcasting is supported, so passing inputs with + `xs.shape=[num_xs, 1, 4]` and `ys.shape=[1, num_ys, 4]` produces an output + with shape `[num_xs, num_ys]`, computing IoU for all pairs of bboxes from + `xs` and `ys`. Formally, the output shape is `np.broadcast(xs, ys).shape[:-1]`. + """ + intersections = np.stack([ + np.maximum(xs[..., TOP], ys[..., TOP]), + np.maximum(xs[..., LEFT], ys[..., LEFT]), + np.minimum(xs[..., BOTTOM], ys[..., BOTTOM]), + np.minimum(xs[..., RIGHT], ys[..., RIGHT]), + ], axis=-1) + + xs_area, ys_area, intersections_area = bboxes_area(xs), bboxes_area(ys), bboxes_area(intersections) + + return intersections_area / (xs_area + ys_area - intersections_area) + + +def bboxes_to_rcnn(anchors: np.ndarray, bboxes: np.ndarray) -> np.ndarray: + """ Convert `bboxes` to a R-CNN-like representation relative to `anchors`. + + The `anchors` and `bboxes` are arrays of four-tuples (top, left, bottom, right); + you can use the TOP, LEFT, BOTTOM, RIGHT constants as indices of the + respective coordinates. + + The resulting representation of a single bbox is a four-tuple with: + - (bbox_y_center - anchor_y_center) / anchor_height + - (bbox_x_center - anchor_x_center) / anchor_width + - log(bbox_height / anchor_height) + - log(bbox_width / anchor_width) + + If the `anchors.shape` is `[anchors_len, 4]` and `bboxes.shape` is `[anchors_len, 4]`, + the output shape is `[anchors_len, 4]`. + """ + + # TODO: Implement according to the docstring. + raise NotImplementedError() + + +def bboxes_from_rcnn(anchors: np.ndarray, rcnns: np.ndarray) -> np.ndarray: + """ Convert R-CNN-like representation relative to `anchor` to a `bbox`. + + If the `anchors.shape` is `[anchors_len, 4]` and `rcnns.shape` is `[anchors_len, 4]`, + the output shape is `[anchors_len, 4]`. + """ + + # TODO: Implement according to the docstring. + raise NotImplementedError() + + +def bboxes_training( + anchors: np.ndarray, gold_classes: np.ndarray, gold_bboxes: np.ndarray, iou_threshold: float +) -> tuple[np.ndarray, np.ndarray]: + """ Compute training data for object detection. + + Arguments: + - `anchors` is an array of four-tuples (top, left, bottom, right) + - `gold_classes` is an array of zero-based classes of the gold objects + - `gold_bboxes` is an array of four-tuples (top, left, bottom, right) + of the gold objects + - `iou_threshold` is a given threshold + + Returns: + - `anchor_classes` contains for every anchor either 0 for background + (if no gold object is assigned) or `1 + gold_class` if a gold object + with `gold_class` is assigned to it + - `anchor_bboxes` contains for every anchor a four-tuple + `(center_y, center_x, height, width)` representing the gold bbox of + a chosen object using parametrization of R-CNN; zeros if no gold object + was assigned to the anchor + If the `anchors` shape is `[anchors_len, 4]`, the `anchor_classes` shape + is `[anchors_len]` and the `anchor_bboxes` shape is `[anchors_len, 4]`. + + Algorithm: + - First, for each gold object, assign it to an anchor with the largest IoU + (the one with smaller index if there are several). In case several gold + objects are assigned to a single anchor, use the gold object with smaller + index. + - For each unused anchor, find the gold object with the largest IoU + (again the one with smaller index if there are several), and if the IoU + is >= iou_threshold, assign the object to the anchor. + """ + + # TODO: First, for each gold object, assign it to an anchor with the + # largest IoU (the one with smaller index if there are several). In case + # several gold objects are assigned to a single anchor, use the gold object + # with smaller index. + + # TODO: For each unused anchor, find the gold object with the largest IoU + # (again the one with smaller index if there are several), and if the IoU + # is >= threshold, assign the object to the anchor. + + anchor_classes, anchor_bboxes = ..., ... + + return anchor_classes, anchor_bboxes + + +def main(args: argparse.Namespace) -> tuple[Callable, Callable, Callable]: + return bboxes_to_rcnn, bboxes_from_rcnn, bboxes_training + + +class Tests(unittest.TestCase): + def test_bboxes_to_from_rcnn(self): + data = [ + [[0, 0, 10, 10], [0, 0, 10, 10], [0, 0, 0, 0]], + [[0, 0, 10, 10], [5, 0, 15, 10], [.5, 0, 0, 0]], + [[0, 0, 10, 10], [0, 5, 10, 15], [0, .5, 0, 0]], + [[0, 0, 10, 10], [0, 0, 20, 30], [.5, 1, np.log(2), np.log(3)]], + [[0, 9, 10, 19], [2, 10, 5, 16], [-0.15, -0.1, -1.20397, -0.51083]], + [[5, 3, 15, 13], [7, 7, 10, 9], [-0.15, 0, -1.20397, -1.60944]], + [[7, 6, 17, 16], [9, 10, 12, 13], [-0.15, 0.05, -1.20397, -1.20397]], + [[5, 6, 15, 16], [7, 7, 10, 10], [-0.15, -0.25, -1.20397, -1.20397]], + [[6, 3, 16, 13], [8, 5, 12, 8], [-0.1, -0.15, -0.91629, -1.20397]], + [[5, 2, 15, 12], [9, 6, 12, 8], [0.05, 0, -1.20397, -1.60944]], + [[2, 10, 12, 20], [6, 11, 8, 17], [0, -0.1, -1.60944, -0.51083]], + [[10, 9, 20, 19], [12, 13, 17, 16], [-0.05, 0.05, -0.69315, -1.20397]], + [[6, 7, 16, 17], [10, 11, 12, 14], [0, 0.05, -1.60944, -1.20397]], + [[2, 2, 12, 12], [3, 5, 8, 8], [-0.15, -0.05, -0.69315, -1.20397]], + ] + # First run on individual anchors, and then on all together + for anchors, bboxes, rcnns in [map(lambda x: [x], row) for row in data] + [zip(*data)]: + anchors, bboxes, rcnns = [np.array(data, np.float32) for data in [anchors, bboxes, rcnns]] + np.testing.assert_almost_equal(bboxes_to_rcnn(anchors, bboxes), rcnns, decimal=3) + np.testing.assert_almost_equal(bboxes_from_rcnn(anchors, rcnns), bboxes, decimal=3) + + def test_bboxes_training(self): + anchors = np.array([[0, 0, 10, 10], [0, 10, 10, 20], [10, 0, 20, 10], [10, 10, 20, 20]], np.float32) + for gold_classes, gold_bboxes, anchor_classes, anchor_bboxes, iou in [ + [[1], [[14., 14, 16, 16]], [0, 0, 0, 2], [[0, 0, 0, 0]] * 3 + [[0, 0, np.log(.2), np.log(.2)]], 0.5], + [[2], [[0., 0, 20, 20]], [3, 0, 0, 0], [[.5, .5, np.log(2), np.log(2)]] + [[0, 0, 0, 0]] * 3, 0.26], + [[2], [[0., 0, 20, 20]], [3, 3, 3, 3], + [[y, x, np.log(2), np.log(2)] for y in [.5, -.5] for x in [.5, -.5]], 0.24], + [[0, 1], [[3, 3, 20, 18], [10, 1, 18, 21]], [0, 0, 0, 1], + [[0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0], [-0.35, -0.45, 0.53062, 0.40546]], 0.5], + [[0, 1], [[3, 3, 20, 18], [10, 1, 18, 21]], [0, 0, 2, 1], + [[0, 0, 0, 0], [0, 0, 0, 0], [-0.1, 0.6, -0.22314, 0.69314], [-0.35, -0.45, 0.53062, 0.40546]], 0.3], + [[0, 1], [[3, 3, 20, 18], [10, 1, 18, 21]], [0, 1, 2, 1], + [[0, 0, 0, 0], [0.65, -0.45, 0.53062, 0.40546], [-0.1, 0.6, -0.22314, 0.69314], + [-0.35, -0.45, 0.53062, 0.40546]], 0.17], + ]: + gold_classes, anchor_classes = np.array(gold_classes, np.int32), np.array(anchor_classes, np.int32) + gold_bboxes, anchor_bboxes = np.array(gold_bboxes, np.float32), np.array(anchor_bboxes, np.float32) + computed_classes, computed_bboxes = bboxes_training(anchors, gold_classes, gold_bboxes, iou) + np.testing.assert_almost_equal(computed_classes, anchor_classes, decimal=3) + np.testing.assert_almost_equal(computed_bboxes, anchor_bboxes, decimal=3) + + +if __name__ == '__main__': + unittest.main() diff --git a/labs/06/svhn_competition.py b/labs/06/svhn_competition.py new file mode 100644 index 0000000..ef3e6d0 --- /dev/null +++ b/labs/06/svhn_competition.py @@ -0,0 +1,101 @@ +#!/usr/bin/env python3 +import argparse +import datetime +import os +import re +os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise + +import keras +import numpy as np +import torch + +import bboxes_utils +from svhn_dataset import SVHN + +# TODO: Define reasonable defaults and optionally more parameters. +# Also, you can set the number of threads to 0 to use all your CPU cores. +parser = argparse.ArgumentParser() +parser.add_argument("--batch_size", default=..., type=int, help="Batch size.") +parser.add_argument("--epochs", default=..., type=int, help="Number of epochs.") +parser.add_argument("--seed", default=42, type=int, help="Random seed.") +parser.add_argument("--threads", default=1, type=int, help="Maximum number of threads to use.") + + +class TorchTensorBoardCallback(keras.callbacks.Callback): + def __init__(self, path): + self._path = path + self._writers = {} + + def writer(self, writer): + if writer not in self._writers: + import torch.utils.tensorboard + self._writers[writer] = torch.utils.tensorboard.SummaryWriter(os.path.join(self._path, writer)) + return self._writers[writer] + + def add_logs(self, writer, logs, step): + if logs: + for key, value in logs.items(): + self.writer(writer).add_scalar(key, value, step) + self.writer(writer).flush() + + def on_epoch_end(self, epoch, logs=None): + if logs: + if isinstance(getattr(self.model, "optimizer", None), keras.optimizers.Optimizer): + logs = logs | {"learning_rate": keras.ops.convert_to_numpy(self.model.optimizer.learning_rate)} + self.add_logs("train", {k: v for k, v in logs.items() if not k.startswith("val_")}, epoch + 1) + self.add_logs("val", {k[4:]: v for k, v in logs.items() if k.startswith("val_")}, epoch + 1) + + +def main(args: argparse.Namespace) -> None: + # Set the random seed and the number of threads. + keras.utils.set_random_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + torch.set_num_interop_threads(args.threads) + + # Create logdir name + args.logdir = os.path.join("logs", "{}-{}-{}".format( + os.path.basename(globals().get("__file__", "notebook")), + datetime.datetime.now().strftime("%Y-%m-%d_%H%M%S"), + ",".join(("{}={}".format(re.sub("(.)[^_]*_?", r"\1", k), v) for k, v in sorted(vars(args).items()))) + )) + + # Load the data. The individual examples are dictionaries with the keys: + # - "image", a `[SIZE, SIZE, 3]` tensor of `torch.uint8` values in [0-255] range, + # - "classes", a `[num_digits]` vector with classes of image digits, + # - "bboxes", a `[num_digits, 4]` vector with bounding boxes of image digits. + svhn = SVHN() + + # Load the EfficientNetV2-B0 model. It assumes the input images are + # represented in the [0-255] range. + backbone = keras.applications.EfficientNetV2B0(include_top=False) + + # Extract features of different resolution. Assuming 224x224 input images + # (you can set this explicitly via `input_shape` of the above constructor), + # the below model returns five outputs with resolution 7x7, 14x14, 28x28, 56x56, 112x112. + backbone = keras.Model( + inputs=backbone.input, + outputs=[backbone.get_layer(layer).output for layer in [ + "top_activation", "block5e_add", "block3b_add", "block2b_add", "block1a_project_activation"]] + ) + + # TODO: Create the model and train it + model = ... + + # Generate test set annotations, but in `args.logdir` to allow parallel execution. + os.makedirs(args.logdir, exist_ok=True) + with open(os.path.join(args.logdir, "svhn_competition.txt"), "w", encoding="utf-8") as predictions_file: + # TODO: Predict the digits and their bounding boxes on the test set. + # Assume that for a single test image we get + # - `predicted_classes`: a 1D array with the predicted digits, + # - `predicted_bboxes`: a [len(predicted_classes), 4] array with bboxes; + for predicted_classes, predicted_bboxes in ...: + output = [] + for label, bbox in zip(predicted_classes, predicted_bboxes): + output += [label] + list(bbox) + print(*output, file=predictions_file) + + +if __name__ == "__main__": + args = parser.parse_args([] if "__file__" not in globals() else None) + main(args) diff --git a/labs/06/svhn_dataset.py b/labs/06/svhn_dataset.py new file mode 100644 index 0000000..bd368b8 --- /dev/null +++ b/labs/06/svhn_dataset.py @@ -0,0 +1,238 @@ +import os +import sys +import struct +from typing import Any, Callable, Sequence, TextIO +import urllib.request +os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise + +import keras +import numpy as np +import torch +import torchvision + + +class SVHN: + LABELS: int = 10 + + # Type alias for a bounding box -- a list of floats. + BBox = list[float] + + # The indices of the bounding box coordinates. + TOP: int = 0 + LEFT: int = 1 + BOTTOM: int = 2 + RIGHT: int = 3 + + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" + + class Dataset(torch.utils.data.Dataset): + def __init__(self, path: str, size: int) -> None: + self._path = path + self._data = None + self._size = size + + def __len__(self) -> int: + return self._size + + def __getitem__(self, index: int) -> dict[str, torch.Tensor]: + if self._data is None: + self._data = [] + for entry in SVHN._load_data(self._path, self._size): + entry["image"] = torchvision.io.decode_image( + torch.from_numpy(entry["image"]), torchvision.io.ImageReadMode.RGB).permute(1, 2, 0) + entry["classes"] = np.asarray(entry["classes"], np.int64) + entry["bboxes"] = np.asarray(entry["bboxes"], np.int64).reshape(-1, 4) + self._data.append(entry) + return self._data[index] + + def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + return SVHN.TransformedDataset(self, transform) + + class TransformedDataset(torch.utils.data.Dataset): + def __init__(self, dataset: "SVHN.Dataset", transform: Callable[[dict[str, torch.Tensor]], Any]) -> None: + self._dataset = dataset + self._transform = transform + + def __len__(self) -> int: + return self._dataset._size + + def __getitem__(self, index: int) -> Any: + return self._transform(self._dataset[index]) + + def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + return SVHN.TransformedDataset(self, transform) + + def __init__(self) -> None: + for dataset, size in [("train", 10_000), ("dev", 1_267), ("test", 4_535)]: + path = "svhn.{}.tfrecord".format(dataset) + if not os.path.exists(path): + print("Downloading file {}...".format(path), file=sys.stderr) + urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) + os.rename("{}.tmp".format(path), path) + + setattr(self, dataset, self.Dataset(path, size)) + + train: Dataset + dev: Dataset + test: Dataset + + # TFRecord loading + @staticmethod + def _load_data(path: str, items: int) -> list[dict[str, Any]]: + def get_value() -> int: + nonlocal data, offset + value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 + while data[offset - 1] & 0x80: + value |= (data[offset] & 0x7F) << (7 * (offset - start)); offset += 1 + return value + + def get_value_of_kind(kind: int) -> int: + nonlocal data, offset + assert data[offset] == kind; offset += 1 + return get_value() + + entries = [] + with open(path, "rb") as file: + while len(entries) < items: + entries.append({}) + + length = file.read(8); assert len(length) == 8 + length, = struct.unpack("> 2, offset).astype(np.float32).copy(); offset += length + else: + raise ValueError("Unsupported data tag {}".format(data[offset])) + return entries + + # Evaluation infrastructure. + @staticmethod + def evaluate( + gold_dataset: "SVHN.Dataset", predictions: Sequence[tuple[list[int], list[BBox]]], iou_threshold: float = 0.5, + ) -> float: + def bbox_iou(x: SVHN.BBox, y: SVHN.BBox) -> float: + def area(bbox: SVHN.BBox) -> float: + return max(bbox[SVHN.BOTTOM] - bbox[SVHN.TOP], 0) * max(bbox[SVHN.RIGHT] - bbox[SVHN.LEFT], 0) + intersection = [max(x[SVHN.TOP], y[SVHN.TOP]), max(x[SVHN.LEFT], y[SVHN.LEFT]), + min(x[SVHN.BOTTOM], y[SVHN.BOTTOM]), min(x[SVHN.RIGHT], y[SVHN.RIGHT])] + x_area, y_area, intersection_area = area(x), area(y), area(intersection) + return intersection_area / (x_area + y_area - intersection_area) + + gold = [(np.array(example["classes"]), np.array(example["bboxes"])) for example in gold_dataset] + + if len(predictions) != len(gold): + raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( + len(predictions), len(gold))) + + correct = 0 + for (gold_classes, gold_bboxes), (prediction_classes, prediction_bboxes) in zip(gold, predictions): + if len(gold_classes) != len(prediction_classes): + continue + + used = [False] * len(gold_classes) + for cls, bbox in zip(prediction_classes, prediction_bboxes): + best = None + for i in range(len(gold_classes)): + if used[i] or gold_classes[i] != cls: + continue + iou = bbox_iou(bbox, gold_bboxes[i]) + if iou >= iou_threshold and (best is None or iou > best_iou): + best, best_iou = i, iou + if best is None: + break + used[best] = True + correct += all(used) + + return 100 * correct / len(gold) + + @staticmethod + def evaluate_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: + predictions = [] + for line in predictions_file: + values = line.split() + if len(values) % 5: + raise RuntimeError("Each prediction must contain multiple of 5 numbers, found {}".format(len(values))) + + predictions.append(([], [])) + for i in range(0, len(values), 5): + predictions[-1][0].append(int(values[i])) + predictions[-1][1].append([float(value) for value in values[i + 1:i + 5]]) + + return SVHN.evaluate(gold_dataset, predictions) + + # Visualization infrastructure. + @staticmethod + def visualize(image: np.ndarray, labels: list[Any], bboxes: list[BBox], show: bool): + """Visualize the given image plus recognized objects. + + Arguments: + - `image` is NumPy input image with pixels in range [0-255]; + - `labels` is a list of labels to be shown using the `str` method; + - `bboxes` is a list of `BBox`es (fourtuples TOP, LEFT, BOTTOM, RIGHT); + - `show` controls whether to show the figure or return it: + - if `True`, the figure is shown using `plt.show()`; + - if `False`, the `plt.Figure` instance is returned; it can be saved + to TensorBoard using a the `add_figure` method of a `SummaryWriter`. + """ + import matplotlib.pyplot as plt + + figure = plt.figure(figsize=(4, 4)) + plt.axis("off") + plt.imshow(np.asarray(image, np.uint8)) + for label, (top, left, bottom, right) in zip(labels, bboxes): + plt.gca().add_patch(plt.Rectangle( + [left, top], right - left, bottom - top, fill=False, edgecolor=[1, 0, 1], linewidth=2)) + plt.gca().text(left, top, str(label), bbox={"facecolor": [1, 0, 1], "alpha": 0.5}, + clip_box=plt.gca().clipbox, clip_on=True, ha="left", va="top") + + if show: + plt.show() + else: + return figure + + +if __name__ == "__main__": + import argparse + parser = argparse.ArgumentParser() + parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") + parser.add_argument("--visualize", default=None, type=str, help="Prediction file to visualize") + parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") + args = parser.parse_args() + + if args.evaluate: + with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: + accuracy = SVHN.evaluate_file(getattr(SVHN(), args.dataset), predictions_file) + print("SVHN accuracy: {:.2f}%".format(accuracy)) + + if args.visualize: + with open(args.visualize, "r", encoding="utf-8-sig") as predictions_file: + for line, example in zip(predictions_file, getattr(SVHN(), args.dataset)): + values = line.split() + classes, bboxes = [], [] + for i in range(0, len(values), 5): + classes.append(values[i]) + bboxes.append([float(value) for value in values[i + 1:i + 5]]) + SVHN.visualize(example["image"], classes, bboxes, show=True) diff --git a/lectures/lecture06.md b/lectures/lecture06.md index cc426f4..f170e83 100644 --- a/lectures/lecture06.md +++ b/lectures/lecture06.md @@ -5,6 +5,8 @@ #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-czech.mp4, CZ Lecture #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-english.mp4, EN Lecture #### Questions: #lecture_6_questions +#### Lecture assignment: bboxes_utils +#### Lecture assignment: svhn_competition - R-CNN [[R-CNN](https://arxiv.org/abs/1311.2524)] - Fast R-CNN [[Fast R-CNN](https://arxiv.org/abs/1504.08083)] diff --git a/tasks/bboxes_utils.md b/tasks/bboxes_utils.md new file mode 100644 index 0000000..64c58c8 --- /dev/null +++ b/tasks/bboxes_utils.md @@ -0,0 +1,26 @@ +### Assignment: bboxes_utils +#### Date: Deadline: Apr 09, 22:00 +#### Points: 2 points + +This is a preparatory assignment for `svhn_competition`. The goal is to +implement several bounding box manipulation routines in the +[bboxes_utils.py](https://github.com/ufal/npfl138/tree/master/labs/06/bboxes_utils.py) +module. Notably, you need to implement the following methods: +- `bboxes_to_rcnn`: convert given bounding boxes to a R-CNN-like + representation relative to the given anchors; +- `bboxes_from_rcnn`: convert R-CNN-like representations relative to + given anchors back to bounding boxes; +- `bboxes_training`: given a list of anchors and gold objects, assign gold + objects to anchors and generate suitable training data (the exact algorithm + is described in the template). + +The [bboxes_utils.py](https://github.com/ufal/npfl138/tree/master/labs/06/bboxes_utils.py) +contains simple unit tests, which are evaluated when executing the module, +which you can use to check the validity of your implementation. Note that +the template does not contain type annotations because Python typing system is +not flexible enough to describe the tensor shape changes. + +When submitting to ReCodEx, the method `main` is executed, returning the +implemented `bboxes_to_rcnn`, `bboxes_from_rcnn` and `bboxes_training` +methods. These methods are then executed and compared to the reference +implementation. diff --git a/tasks/svhn_competition.md b/tasks/svhn_competition.md new file mode 100644 index 0000000..3d11a6a --- /dev/null +++ b/tasks/svhn_competition.md @@ -0,0 +1,44 @@ +### Assignment: svhn_competition +#### Date: Deadline: Apr 09, 22:00 +#### Points: 5 points+5 bonus + +The goal of this assignment is to implement a system performing object +recognition, optionally utilizing the pretrained EfficientNetV2-B0 backbone +(or any other model from `keras.applications`). + +The [Street View House Numbers (SVHN) dataset](https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/demos/svhn_train.html) +annotates for every photo all digits appearing on it, including their bounding +boxes. The dataset can be loaded using the [svhn_dataset.py](https://github.com/ufal/npfl138/tree/master/labs/06/svhn_dataset.py) +module. Similarly to the `CAGS` dataset, the `train/dev/test` are PyTorch +`torch.utils.data.Dataset`s, and every element is a dictionary with the following keys: +- `"image"`: a square 3-channel image stored using PyTorch tensor of type `torch.uint8`, +- `"classes"`: a 1D `np.ndarray` with all digit labels appearing in the image, +- `"bboxes"`: a `[num_digits, 4]` 2D `np.ndarray` with bounding boxes of every + digit in the image, each represented as `[TOP, LEFT, BOTTOM, RIGHT]`. + +Each test set image annotation consists of a sequence of space separated +five-tuples _label top left bottom right_, and the annotation is considered +correct, if exactly the gold digits are predicted, each with IoU at least 0.5. +The whole test set score is then the prediction accuracy of individual images. +You can again evaluate your predictions using the +[svhn_dataset.py](https://github.com/ufal/npfl138/tree/master/labs/06/svhn_dataset.py) +module, either by running with `--evaluate=path` arguments, or using its +`evaluate_file` method. + +The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). +Everyone who submits a solution which achieves at least _20%_ test set IoU gets +5 points; the rest 5 points will be distributed depending on relative ordering +of your solutions. Note that I usually need at least _35%_ development set +accuracy to achieve the required test set performance. + +You should start with the +[svhn_competition.py](https://github.com/ufal/npfl138/tree/master/labs/06/svhn_competition.py) +template, which generates the test set annotation in the required format. + +_A baseline solution can use RetinaNet-like single stage detector, +using only a single level of convolutional features (no FPN) +with single-scale and single-aspect anchors. Focal loss is available +as [keras.losses.BinaryFocalCrossentropy](https://keras.io/api/losses/probabilistic_losses/#binaryfocalcrossentropy-class) +and non-maximum suppression as +[torchvision.ops.nms](https://pytorch.org/vision/main/generated/torchvision.ops.nms.html#nms) or +[torchvision.ops.batched_nms](https://pytorch.org/vision/main/generated/torchvision.ops.batched_nms.html#batched-nms)._ From 257245357a5c85cc433a88a3affc38e4a9e8b606 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 16:19:00 +0100 Subject: [PATCH 020/146] Mention that next Monday is Easter Monday. --- lectures/lecture07.md | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 lectures/lecture07.md diff --git a/lectures/lecture07.md b/lectures/lecture07.md new file mode 100644 index 0000000..e53fb70 --- /dev/null +++ b/lectures/lecture07.md @@ -0,0 +1,2 @@ +### Lecture: 7. Easter Monday +#### Date: Apr 01 From 61034e95de41d9d401adc8518a76f6df0c1f5791 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 16:20:38 +0100 Subject: [PATCH 021/146] Add link to the recordings of practicals 6. --- lectures/lecture06.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/lectures/lecture06.md b/lectures/lecture06.md index f170e83..3631cee 100644 --- a/lectures/lecture06.md +++ b/lectures/lecture06.md @@ -3,7 +3,9 @@ #### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?06 #### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-06.pdf, PDF Slides #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-czech.mp4, CZ Lecture +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-czech.practicals.mp4, CZ Practicals #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-english.mp4, EN Lecture +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-06-english.practicals.mp4, EN Practicals #### Questions: #lecture_6_questions #### Lecture assignment: bboxes_utils #### Lecture assignment: svhn_competition From 27e6bbf9fbb5809587978361ca75d79f8b8a9e6d Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 18:39:59 +0100 Subject: [PATCH 022/146] Use correct metric name. --- tasks/svhn_competition.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tasks/svhn_competition.md b/tasks/svhn_competition.md index 3d11a6a..b7bde4e 100644 --- a/tasks/svhn_competition.md +++ b/tasks/svhn_competition.md @@ -26,7 +26,7 @@ module, either by running with `--evaluate=path` arguments, or using its `evaluate_file` method. The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). -Everyone who submits a solution which achieves at least _20%_ test set IoU gets +Everyone who submits a solution which achieves at least _20%_ test set accuracy gets 5 points; the rest 5 points will be distributed depending on relative ordering of your solutions. Note that I usually need at least _35%_ development set accuracy to achieve the required test set performance. From e5745c2b5d3fff8edea37d0a99c61fc90493b31d Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 19:17:49 +0100 Subject: [PATCH 023/146] Fix the huber_loss figure. --- slides/06/06.md | 2 +- slides/06/huber_loss.py | 4 +- slides/06/huber_loss.svg | 1088 ------------------------------------- slides/06/huber_loss.svgz | Bin 8984 -> 4258 bytes 4 files changed, 3 insertions(+), 1091 deletions(-) delete mode 100644 slides/06/huber_loss.svg diff --git a/slides/06/06.md b/slides/06/06.md index 9c4e230..730d29e 100644 --- a/slides/06/06.md +++ b/slides/06/06.md @@ -87,7 +87,7 @@ t_w &= \log (w/w_r), & t_h &= \log (h/h_r). ~~~ In Fast R-CNN, the $\textrm{smooth}_{L_1}$ loss, or **Huber loss**, is employed for bounding box parameters: -![w=27%,f=right](huber_loss.svgz) +![w=19.5%,f=right](huber_loss.svgz) $$\textrm{smooth}_{L_1}(x) = \begin{cases} 0.5x^2 & \textrm{if }|x| < 1, \\ diff --git a/slides/06/huber_loss.py b/slides/06/huber_loss.py index 3841dca..f6f93d2 100644 --- a/slides/06/huber_loss.py +++ b/slides/06/huber_loss.py @@ -7,10 +7,10 @@ matplotlib.rcParams["mathtext.fontset"] = "cm" -xs = np.linspace(-2.5, 2.5, 51) +xs = np.linspace(-3, 3, 51) l2 = xs * xs / 2 huber = np.where(np.abs(xs) <= 1, xs * xs / 2, np.abs(xs) - 0.5) -d_huber = np.where(np.abs(xs) <= 1, np.abs(xs), 1) +d_huber = np.where(np.abs(xs) <= 1, xs, np.sign(xs)) plt.figure(figsize=(5, 3.5)) plt.plot(xs, l2, label="L2 loss $\\frac{1}{2} x^2$") diff --git a/slides/06/huber_loss.svg b/slides/06/huber_loss.svg deleted file mode 100644 index 141ed2c..0000000 --- a/slides/06/huber_loss.svg +++ /dev/null @@ -1,1088 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 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z2)bAtxP!UtQ>zk$D^k2!(=DZVceG2I=2|m5W>UOI5kt%ICVQy4EB#)Qw`Ol^j<-5r z$nn;hv?T9t+?HA0K9)({@+)nVobG-mr(39?vs1cp)&ovav7GM4mpR=MMOsYi?&Yw0 zG=hqn)J+2O97)|Vo|n`;mW+?6)=5%#m?m|H`J`@ntVrq(Wm2~)?wr)!4)uPrcB!y6 zsXNMkkZJPwQ$=vA`WimJOHtQnycrTfoed$RWrGH8?cQ`AVdw5hDB@Sgdnnl^3 z%H<||Rwhu!ewxcI<7TJ3I+qFzCli( zRGpydlS;Q(yqYEE2?>;X?uVsw3oMwXb5A3^2kG3SYmcRK!+dBuH_{x=NT38afCNgM zn(~kYO4=nFXO+&G>D=n+ET(fW=%M+9Zs=f3=w8xAn$T^!2npS@x~P4UE<#E-bdjcX zn=V>N>7LO=+oM_B>oc>sw(-KWQ_TPsljweXs?NMrY zJ*jF!4EtD3UVDTVmIJmQ#|pbXB@4lI&#rcj^c~4;?&A>EL0W4i-N0 z7#%!J=wMM*52u55aF5Z!enJQ9c^IIBMFzeX9qhVebZ}@NLkG*sIhzjd{c$>&cKkn- z4lYmdP~Tyh9iAbFh2UBwhc*0;uBeD*ayW*0a=2~D)4l*X93DpwV}Rz#VSV8;IqXIv zhX*;Lbden9y}C~zhgA_jh8*snOb$~o=E>n?sk`A}{BWA?)X8&?04dP3#cYi%R* zF|)u+=YX*1ln(-l)iJ`jI)^YmbqI*2ik>_KOAoG_L{LCQ9qbqa{w_i)1a znNI-`!nh3-);c7N;jeN4F~~paX(0B)p|d2iTAwpX3kA-Rw02@hC)(Od0!!ARv8LOS>+c{NX9Y?05O*N zlvY|g9OSWDsXsgz#9!!OkW&ovk9si3tYR{fc|kG#kjH}zfug?T+l8JP-ME-XB0quE zNc;q3rE(D1>?5b&;a7E(ewoW@MNWIr-=ql97X$>h9!s(kJZV~B0HiWotu9lrKk|zn zbmqJ_GOA`WYKyZm!~|5uMM>bWy`e%WnotCYk_8`zs=wcBI&(3a<^d=bt?( z#z`5$fr$!c1SgrTqWDf_wqBIJbU3n9=}RsvqiWl~GtXOGUSF2zRegS%=-rp^k@DY8 zFnQq*ChrGj^7$@9NgCU2zQAb4&jFZ|A!y#DvWY}dGM=U1icfuLc?U8rA+nQFvRi05NB#{0dB22*_9{EOh3UBRa!VfK z!s;sJ?L&e;K}y4QGN^^4#1v}jUTQTEdd@=elR|2rb)n!C5iCpW-qTf!^&@4+dQ#|9 zY%NvL1@_X(A>^Uhfl}LV#gS66vt5kYK-SP4(fgBPZQy{70J*}PMtSB8jEw~5%afpg4fgC z%W^tSr9TS_h20lYX9=48`i)Q@ zNv}{>)3gw>r`?U53sP%YegKpKEU0GH=g5=5@dp-DP;X^QZ0h*f7Fv=7a($Bq*y(S% zvK62&*7-Lk)w~qHkkuB){?~caznx5@P!a+pWx;(r{W;SO9Ftv*?%Ef#;M2R9l>4Ps zws(D!*N5qB(m|rLo8g4c_Cp$^Il!D+_&~tCC8@;OW`_WIZQF~V6(EZm&H%Za=)VJi ztQ*V?Amfw{0A$^CZvdI)lp(T@MHh#X!;l%tu>b%g9fS1% From c95da6ab25ea3293c01daf414a55d313018e062d Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 27 Mar 2024 23:20:04 +0100 Subject: [PATCH 024/146] Reformulate the conditions for obtaining regular and bonus points. --- tasks/cags_classification.md | 4 ++-- tasks/cags_segmentation.md | 4 ++-- tasks/cifar_competition.md | 5 +++-- tasks/svhn_competition.md | 4 ++-- tasks/uppercase.md | 4 ++-- 5 files changed, 11 insertions(+), 10 deletions(-) diff --git a/tasks/cags_classification.md b/tasks/cags_classification.md index eedad3a..42009a4 100644 --- a/tasks/cags_classification.md +++ b/tasks/cags_classification.md @@ -31,8 +31,8 @@ estimates on the batch) or in inference regime. There is one exception though inference regime even when `training == True`._ The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). Everyone who submits a solution -which achieves at least _93%_ test set accuracy will get 4 points; the rest -5 points will be distributed depending on relative ordering of your solutions. +achieving at least _93%_ test set accuracy gets 4 points; the remaining +5 bonus points are distributed depending on relative ordering of your solutions. You may want to start with the [cags_classification.py](https://github.com/ufal/npfl138/tree/master/labs/05/cags_classification.py) diff --git a/tasks/cags_segmentation.md b/tasks/cags_segmentation.md index 7669d70..d9677e5 100644 --- a/tasks/cags_segmentation.md +++ b/tasks/cags_segmentation.md @@ -18,8 +18,8 @@ module, which can also evaluate your predictions (either by running with `evaluate_segmentation_file` method). The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). Everyone who submits a solution -which achieves at least _87%_ test set IoU gets 4 points; the rest -5 points will be distributed depending on relative ordering of your solutions. +achieving at least _87%_ test set IoU gets 4 points; the remaining +5 bonus points are distributed depending on relative ordering of your solutions. You may want to start with the [cags_segmentation.py](https://github.com/ufal/npfl138/tree/master/labs/05/cags_segmentation.py) diff --git a/tasks/cifar_competition.md b/tasks/cifar_competition.md index ae455fb..9505c18 100644 --- a/tasks/cifar_competition.md +++ b/tasks/cifar_competition.md @@ -8,8 +8,9 @@ You can load the data using the module. Note that the test set is different than that of official CIFAR-10. The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). Everyone who submits a solution -which achieves at least _70%_ test set accuracy will get 4 points; the rest -5 points will be distributed depending on relative ordering of your solutions. +achieving at least _70%_ test set accuracy gets 4 points; the remaining +5 bonus points are distributed depending on relative ordering of your solutions. + Note that my solutions usually need to achieve around ~85% on the development set to score 70% on the test set. diff --git a/tasks/svhn_competition.md b/tasks/svhn_competition.md index b7bde4e..902484f 100644 --- a/tasks/svhn_competition.md +++ b/tasks/svhn_competition.md @@ -26,8 +26,8 @@ module, either by running with `--evaluate=path` arguments, or using its `evaluate_file` method. The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). -Everyone who submits a solution which achieves at least _20%_ test set accuracy gets -5 points; the rest 5 points will be distributed depending on relative ordering +Everyone who submits a solution achieving at least _20%_ test set accuracy gets +5 points; the remaining 5 bonus points are distributed depending on relative ordering of your solutions. Note that I usually need at least _35%_ development set accuracy to achieve the required test set performance. diff --git a/tasks/uppercase.md b/tasks/uppercase.md index 66288d4..5c9a9e4 100644 --- a/tasks/uppercase.md +++ b/tasks/uppercase.md @@ -15,8 +15,8 @@ only used to understand the approach you took, and to indicate teams). Explicitly, submit **exactly one .txt file** and **at least one .py/ipynb file**. The task is also a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). Everyone who submits -a solution which achieves at least _98.5%_ accuracy will get 4 basic points; the -5 bonus points will be distributed depending on relative ordering of your +a solution achieving at least _98.5%_ accuracy gets 4 basic points; the +remaining 5 bonus points are distributed depending on relative ordering of your solutions. The accuracy is computed per-character and can be evaluated by running [uppercase_data.py](https://github.com/ufal/npfl138/tree/master/labs/03/uppercase_data.py) with `--evaluate` argument, or using its `evaluate_file` method. From 0435c552ca205737079709990dc7035763e08273 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 21:33:38 +0200 Subject: [PATCH 025/146] Grammar fixes mentioned in #19. --- slides/06/06.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/slides/06/06.md b/slides/06/06.md index 730d29e..b795c5d 100644 --- a/slides/06/06.md +++ b/slides/06/06.md @@ -167,8 +167,8 @@ of the boxes (or masks). ~~~ ## Choosing RoIs for Training During training, we use 2 images with 64 RoIs each. The RoIs are selected -so that 25% have intersection over union (IoU) overlap with ground-truth -boxes at least 0.5; the others are chosen to have the IoU in range $[0.1, 0.5)$, +so that 25% have intersection over union (IoU) overlap of at least 0.5 +with ground-truth boxes; the others are chosen to have the IoU in range $[0.1, 0.5)$, the so-called _hard examples_. ~~~ @@ -177,7 +177,7 @@ During inference, we utilize all RoIs, but a single object can be found in several of them. To choose the most salient prediction, we perform **non-maximum suppression** – we ignore predictions which have an overlap with a higher scoring prediction of the _same class_, where the overlap is computed using IoU -(0.3 threshold is used in the paper). Higher scoring predictions is the ones +(0.3 threshold is used in the paper). Higher scoring predictions are the ones with higher probability from the _classification head_. --- @@ -262,7 +262,7 @@ Faster R-CNN extends Fast R-CNN by including a **region proposal network (RPN)**, whose goal is to generate the RoIs automatically. ~~~ -The regional proposal networks produces the so-called **region proposals**, +The regional proposal network produces the so-called **region proposals**, which then play the role of RoIs in the rest of the pipeline (i.e., the Fast R-CNN). @@ -569,7 +569,7 @@ Ablations use ResNet-50-FPN backbone trained and tested with 600-pixel images. section: EfficientDet # EfficientDet – Architecture -EfficientDet builds up on EfficientNet and delivered state-of-the-art performance +EfficientDet builds up on EfficientNet, and it delivered state-of-the-art performance in Nov 2019 with minimum time and space requirements (however, its performance has already been surpassed significantly). It is a single-scale detector similar to RetinaNet, which: From 7dd68140a3f23108db3cd077ef67943cf2da26b9 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 21:43:02 +0200 Subject: [PATCH 026/146] Change order in verification to bias-kernel-inputs. This probably corresponds the most to the order in which the students implement the gradients. Inspired by #18. --- labs/05/cnn_manual.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/labs/05/cnn_manual.py b/labs/05/cnn_manual.py index 26d3303..6385c5e 100644 --- a/labs/05/cnn_manual.py +++ b/labs/05/cnn_manual.py @@ -75,8 +75,8 @@ def backward( reference = keras.ops.relu(keras.ops.conv(inputs, self._kernel, self._stride) + self._bias) reference.backward(gradient=outputs_gradient, inputs=[inputs, self._kernel.value, self._bias.value]) for name, computed, reference in zip( - ["Inputs", "Kernel", "Bias"], [inputs_gradient, kernel_gradient, bias_gradient], - [inputs.grad, self._kernel.value.grad, self._bias.value.grad]): + ["Bias", "Kernel", "Inputs"], [bias_gradient, kernel_gradient, inputs_gradient], + [self._bias.value.grad, self._kernel.value.grad, inputs.grad]): np.testing.assert_allclose(keras.ops.convert_to_numpy(computed), keras.ops.convert_to_numpy(reference), atol=1e-4, err_msg=name + " gradient differs!") From a25b41bf7bc32d9a814554e04e3cf226923c11b1 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 21:43:53 +0200 Subject: [PATCH 027/146] Increase the tolerance during backpropagation verification. A machine I encountered today got 4e-4 for a valid solution. --- labs/05/cnn_manual.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/05/cnn_manual.py b/labs/05/cnn_manual.py index 6385c5e..5499794 100644 --- a/labs/05/cnn_manual.py +++ b/labs/05/cnn_manual.py @@ -78,7 +78,7 @@ def backward( ["Bias", "Kernel", "Inputs"], [bias_gradient, kernel_gradient, inputs_gradient], [self._bias.value.grad, self._kernel.value.grad, inputs.grad]): np.testing.assert_allclose(keras.ops.convert_to_numpy(computed), keras.ops.convert_to_numpy(reference), - atol=1e-4, err_msg=name + " gradient differs!") + atol=5e-4, err_msg=name + " gradient differs!") # Return the inputs gradient, the layer variables, and their gradients. return inputs_gradient, [self._kernel, self._bias], [kernel_gradient, bias_gradient] From d1602d7c50a60308181a6cefd3852cfe48c51951 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 23:01:43 +0200 Subject: [PATCH 028/146] Add lecture 7 assignment. --- labs/07/3d_recognition.py | 81 +++++++++++++++++++++++++++++ labs/07/modelnet.py | 107 ++++++++++++++++++++++++++++++++++++++ lectures/lecture07.md | 1 + tasks/3d_recognition.md | 29 +++++++++++ 4 files changed, 218 insertions(+) create mode 100644 labs/07/3d_recognition.py create mode 100644 labs/07/modelnet.py create mode 100644 tasks/3d_recognition.md diff --git a/labs/07/3d_recognition.py b/labs/07/3d_recognition.py new file mode 100644 index 0000000..fefe6d1 --- /dev/null +++ b/labs/07/3d_recognition.py @@ -0,0 +1,81 @@ +#!/usr/bin/env python3 +import argparse +import datetime +import os +import re +os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise + +import keras +import numpy as np +import torch + +from modelnet import ModelNet + +# TODO: Define reasonable defaults and optionally more parameters. +# Also, you can set the number of threads to 0 to use all your CPU cores. +parser = argparse.ArgumentParser() +parser.add_argument("--batch_size", default=..., type=int, help="Batch size.") +parser.add_argument("--epochs", default=..., type=int, help="Number of epochs.") +parser.add_argument("--modelnet", default=20, type=int, help="ModelNet dimension.") +parser.add_argument("--seed", default=42, type=int, help="Random seed.") +parser.add_argument("--threads", default=1, type=int, help="Maximum number of threads to use.") + + +class TorchTensorBoardCallback(keras.callbacks.Callback): + def __init__(self, path): + self._path = path + self._writers = {} + + def writer(self, writer): + if writer not in self._writers: + import torch.utils.tensorboard + self._writers[writer] = torch.utils.tensorboard.SummaryWriter(os.path.join(self._path, writer)) + return self._writers[writer] + + def add_logs(self, writer, logs, step): + if logs: + for key, value in logs.items(): + self.writer(writer).add_scalar(key, value, step) + self.writer(writer).flush() + + def on_epoch_end(self, epoch, logs=None): + if logs: + if isinstance(getattr(self.model, "optimizer", None), keras.optimizers.Optimizer): + logs = logs | {"learning_rate": keras.ops.convert_to_numpy(self.model.optimizer.learning_rate)} + self.add_logs("train", {k: v for k, v in logs.items() if not k.startswith("val_")}, epoch + 1) + self.add_logs("val", {k[4:]: v for k, v in logs.items() if k.startswith("val_")}, epoch + 1) + + +def main(args: argparse.Namespace) -> None: + # Set the random seed and the number of threads. + keras.utils.set_random_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + torch.set_num_interop_threads(args.threads) + + # Create logdir name + args.logdir = os.path.join("logs", "{}-{}-{}".format( + os.path.basename(globals().get("__file__", "notebook")), + datetime.datetime.now().strftime("%Y-%m-%d_%H%M%S"), + ",".join(("{}={}".format(re.sub("(.)[^_]*_?", r"\1", k), v) for k, v in sorted(vars(args).items()))) + )) + + # Load the data + modelnet = ModelNet(args.modelnet) + + # TODO: Create the model and train it + model = ... + + # Generate test set annotations, but in `args.logdir` to allow parallel execution. + os.makedirs(args.logdir, exist_ok=True) + with open(os.path.join(args.logdir, "3d_recognition.txt"), "w", encoding="utf-8") as predictions_file: + # TODO: Predict the probabilities on the test set + test_probabilities = model.predict(...) + + for probs in test_probabilities: + print(np.argmax(probs), file=predictions_file) + + +if __name__ == "__main__": + args = parser.parse_args([] if "__file__" not in globals() else None) + main(args) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py new file mode 100644 index 0000000..0136d36 --- /dev/null +++ b/labs/07/modelnet.py @@ -0,0 +1,107 @@ +import os +import sys +from typing import Any, Callable, Sequence, TypedDict, TextIO +import urllib.request + +import numpy as np +import torch + + +class ModelNet: + # The D, H, W are set in the constructor depending + # on requested resolution and are only instance variables. + D: int + H: int + W: int + C: int = 1 + LABELS: list[str] = [ + "bathtub", "bed", "chair", "desk", "dresser", "monitor", "night_stand", "sofa", "table", "toilet", + ] + Element = TypedDict("Element", {"grid": np.ndarray, "label": np.ndarray}) + Elements = TypedDict("Elements", {"grids": np.ndarray, "labels": np.ndarray}) + + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/modelnet{}.npz" + + class Dataset(torch.utils.data.Dataset): + def __init__(self, data: "ModelNet.Elements", seed: int = 42) -> None: + self._data = data + + @property + def data(self) -> "ModelNet.Elements": + return self._data + + def __len__(self) -> int: + return len(self._data["grids"]) + + def __getitem__(self, index: int) -> "ModelNet.Element": + return {key.removesuffix("s"): value[index] for key, value in self._data.items()} + + def transform(self, transform: Callable[["ModelNet.Element"], Any]) -> "ModelNet.TransformedDataset": + return ModelNet.TransformedDataset(self, transform) + + class TransformedDataset(torch.utils.data.Dataset): + def __init__(self, dataset: "ModelNet.Dataset", transform: Callable[["ModelNet.Element"], Any]) -> None: + self._dataset = dataset + self._transform = transform + + def __len__(self) -> int: + return len(self._dataset) + + def __getitem__(self, index: int) -> Any: + return self._transform(self._dataset[index]) + + def transform(self, transform: Callable[["ModelNet.Element"], Any]) -> "MomdelNet.TransformedDataset": + return ModelNet.TransformedDataset(self, transform) + + # The resolution parameter can be either 20 or 32. + def __init__(self, resolution: int) -> None: + assert resolution in [20, 32], "Only 20 or 32 resolution is supported" + + self.D = self.H = self.W = resolution + url = self._URL.format(resolution) + + path = os.path.basename(url) + if not os.path.exists(path): + print("Downloading {} dataset...".format(path), file=sys.stderr) + urllib.request.urlretrieve(url, filename="{}.tmp".format(path)) + os.rename("{}.tmp".format(path), path) + + modelnet = np.load(path) + for dataset in ["train", "dev", "test"]: + data = dict((key[len(dataset) + 1:], modelnet[key]) for key in modelnet if key.startswith(dataset)) + setattr(self, dataset, self.Dataset(data)) + + train: Dataset + dev: Dataset + test: Dataset + + # Evaluation infrastructure. + @staticmethod + def evaluate(gold_dataset: Dataset, predictions: Sequence[int]) -> float: + gold = gold_dataset.data["labels"] + + if len(predictions) != len(gold): + raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( + len(predictions), len(gold))) + + correct = sum(gold[i] == predictions[i] for i in range(len(gold))) + return 100 * correct / len(gold) + + @staticmethod + def evaluate_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: + predictions = [int(line) for line in predictions_file] + return ModelNet.evaluate(gold_dataset, predictions) + + +if __name__ == "__main__": + import argparse + parser = argparse.ArgumentParser() + parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") + parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") + parser.add_argument("--dim", default=20, type=int, help="ModelNet dimensionality to use") + args = parser.parse_args() + + if args.evaluate: + with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: + accuracy = ModelNet.evaluate_file(getattr(ModelNet(args.dim), args.dataset), predictions_file) + print("ModelNet accuracy: {:.2f}%".format(accuracy)) diff --git a/lectures/lecture07.md b/lectures/lecture07.md index e53fb70..8df1f10 100644 --- a/lectures/lecture07.md +++ b/lectures/lecture07.md @@ -1,2 +1,3 @@ ### Lecture: 7. Easter Monday #### Date: Apr 01 +#### Lecture assignment: 3d_recognition diff --git a/tasks/3d_recognition.md b/tasks/3d_recognition.md new file mode 100644 index 0000000..7cd4364 --- /dev/null +++ b/tasks/3d_recognition.md @@ -0,0 +1,29 @@ +### Assignment: 3d_recognition +#### Date: Deadline: Apr 16, 22:00 +#### Points: 3 points+4 bonus + +Your goal in this assignment is to perform 3D object recognition. The input +is voxelized representation of an object, stored as a 3D grid of either empty +or occupied _voxels_, and your goal is to classify the object into one of +10 classes. The data is available in two resolutions, either as +[20×20×20 data](https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/demos/modelnet20.html) +or [32×32×32 data](https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/demos/modelnet32.html). +To load the dataset, use the +[modelnet.py](https://github.com/ufal/npfl138/tree/master/labs/07/modelnet.py) module. + +The official dataset offers only train and test sets, with the **test set having +a different distributions of labels**. Our dataset contains also a development +set, which has **nearly the same** label distribution as the test set. + +If you want, it is possible to use any model from `tf.keras.applications` in +this assignment; however, the only way I know how to utilize such a pre-trained +model is to render the objects to a sequence of 2D images and classify them +instead. + +The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). Everyone who submits a solution +achieving at least _88%_ test set accuracy gets 3 points; the remaining +4 bonus points are distributed depending on relative ordering of your solutions. + +You can start with the +[3d_recognition.py](https://github.com/ufal/npfl138/tree/master/labs/07/3d_recognition.py) +template, which among others generates test set annotations in the required format. From bb63d5e215cb3e224c660eaeccd63ffae5710a1d Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 23:19:38 +0200 Subject: [PATCH 029/146] Make the import sorted. --- labs/07/modelnet.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index 0136d36..041a1bc 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -1,6 +1,6 @@ import os import sys -from typing import Any, Callable, Sequence, TypedDict, TextIO +from typing import Any, Callable, Sequence, TextIO, TypedDict import urllib.request import numpy as np From 5508a1795b60fe7b69140b42820ffa9ae2ad20d0 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 23:23:15 +0200 Subject: [PATCH 030/146] Fix type annotation. --- labs/07/modelnet.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index 041a1bc..f62c3c7 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -50,7 +50,7 @@ def __len__(self) -> int: def __getitem__(self, index: int) -> Any: return self._transform(self._dataset[index]) - def transform(self, transform: Callable[["ModelNet.Element"], Any]) -> "MomdelNet.TransformedDataset": + def transform(self, transform: Callable[[Any], Any]) -> "MomdelNet.TransformedDataset": return ModelNet.TransformedDataset(self, transform) # The resolution parameter can be either 20 or 32. From 770ef787a1e0def4fe33512f1d8fb24773363084 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 2 Apr 2024 23:27:25 +0200 Subject: [PATCH 031/146] Fix a typo. --- labs/07/modelnet.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index f62c3c7..f777d7d 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -50,7 +50,7 @@ def __len__(self) -> int: def __getitem__(self, index: int) -> Any: return self._transform(self._dataset[index]) - def transform(self, transform: Callable[[Any], Any]) -> "MomdelNet.TransformedDataset": + def transform(self, transform: Callable[[Any], Any]) -> "ModelNet.TransformedDataset": return ModelNet.TransformedDataset(self, transform) # The resolution parameter can be either 20 or 32. From d1f155b02de33402d80f8d593d95a9592fe1aad4 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 08:35:25 +0200 Subject: [PATCH 032/146] Add explicit sizes of train/dev/test splits. --- labs/07/modelnet.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index f777d7d..3437eb6 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -67,7 +67,7 @@ def __init__(self, resolution: int) -> None: os.rename("{}.tmp".format(path), path) modelnet = np.load(path) - for dataset in ["train", "dev", "test"]: + for dataset, _size in [("train", 3_718), ("dev", 273), ("test", 908)]: data = dict((key[len(dataset) + 1:], modelnet[key]) for key in modelnet if key.startswith(dataset)) setattr(self, dataset, self.Dataset(data)) From 24e14057f87b44ce6f23ed7a90202bef3d91ff72 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 08:35:49 +0200 Subject: [PATCH 033/146] Correctly type the TransformedDataset. --- labs/07/modelnet.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index 3437eb6..13b4a37 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -40,7 +40,7 @@ def transform(self, transform: Callable[["ModelNet.Element"], Any]) -> "ModelNet return ModelNet.TransformedDataset(self, transform) class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: "ModelNet.Dataset", transform: Callable[["ModelNet.Element"], Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: self._dataset = dataset self._transform = transform @@ -50,7 +50,7 @@ def __len__(self) -> int: def __getitem__(self, index: int) -> Any: return self._transform(self._dataset[index]) - def transform(self, transform: Callable[[Any], Any]) -> "ModelNet.TransformedDataset": + def transform(self, transform: Callable[Any, Any]) -> "ModelNet.TransformedDataset": return ModelNet.TransformedDataset(self, transform) # The resolution parameter can be either 20 or 32. From b0ab8076b1f62c987896df3a575a4b88dc4a1ed8 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 08:36:24 +0200 Subject: [PATCH 034/146] Unpack tuples when calling transform. --- labs/07/modelnet.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index 13b4a37..fa0c92c 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -48,7 +48,8 @@ def __len__(self) -> int: return len(self._dataset) def __getitem__(self, index: int) -> Any: - return self._transform(self._dataset[index]) + item = self._dataset[index] + return self._transform(*item) if isinstance(item, tuple) else self._transform(item) def transform(self, transform: Callable[Any, Any]) -> "ModelNet.TransformedDataset": return ModelNet.TransformedDataset(self, transform) From e488e1165e8761b4912256923bd7e42a66d421dd Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 08:36:57 +0200 Subject: [PATCH 035/146] Minor formatting improvements and fixes. --- tasks/3d_recognition.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/tasks/3d_recognition.md b/tasks/3d_recognition.md index 7cd4364..eb3c23b 100644 --- a/tasks/3d_recognition.md +++ b/tasks/3d_recognition.md @@ -3,7 +3,7 @@ #### Points: 3 points+4 bonus Your goal in this assignment is to perform 3D object recognition. The input -is voxelized representation of an object, stored as a 3D grid of either empty +is voxelized representation of an object, stored as a _3D grid_ of either empty or occupied _voxels_, and your goal is to classify the object into one of 10 classes. The data is available in two resolutions, either as [20×20×20 data](https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/demos/modelnet20.html) @@ -15,10 +15,9 @@ The official dataset offers only train and test sets, with the **test set having a different distributions of labels**. Our dataset contains also a development set, which has **nearly the same** label distribution as the test set. -If you want, it is possible to use any model from `tf.keras.applications` in +If you want, it is possible to use any model from `keras.applications` in this assignment; however, the only way I know how to utilize such a pre-trained -model is to render the objects to a sequence of 2D images and classify them -instead. +model is to render the objects to a set of 2D images and classify them instead. The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). Everyone who submits a solution achieving at least _88%_ test set accuracy gets 3 points; the remaining From b80b72286d26e9fb2f4ac21df53dda986ea2f3f7 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 08:50:32 +0200 Subject: [PATCH 036/146] Add development version of cags_dataset module. --- labs/05/development/cags_dataset.py | 235 ++++++++++++++++++++++++++++ 1 file changed, 235 insertions(+) create mode 100644 labs/05/development/cags_dataset.py diff --git a/labs/05/development/cags_dataset.py b/labs/05/development/cags_dataset.py new file mode 100644 index 0000000..35bfbfe --- /dev/null +++ b/labs/05/development/cags_dataset.py @@ -0,0 +1,235 @@ +import array +import os +import sys +import struct +from typing import Any, Callable, Sequence, TextIO, TypedDict +import urllib.request +os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise + +import keras +import numpy as np +import torch +import torchvision + + +class CAGS: + H: int = 224 + W: int = 224 + C: int = 3 + LABELS: list[str] = [ + # Cats + "Abyssinian", "Bengal", "Bombay", "British_Shorthair", "Egyptian_Mau", + "Maine_Coon", "Russian_Blue", "Siamese", "Sphynx", + # Dogs + "american_bulldog", "american_pit_bull_terrier", "basset_hound", + "beagle", "boxer", "chihuahua", "english_cocker_spaniel", + "english_setter", "german_shorthaired", "great_pyrenees", "havanese", + "japanese_chin", "keeshond", "leonberger", "miniature_pinscher", + "newfoundland", "pomeranian", "pug", "saint_bernard", "samoyed", + "scottish_terrier", "shiba_inu", "staffordshire_bull_terrier", + "wheaten_terrier", "yorkshire_terrier", + ] + Element = TypedDict("Element", {"image": torch.Tensor, "mask": torch.Tensor, "label": torch.Tensor}) + + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" + + class Dataset(torch.utils.data.Dataset): + def __init__(self, path: str, size: int, decode_on_demand: bool) -> None: + self._size = size + + arrays, indices = CAGS._load_data(path, size) + if decode_on_demand: + self._data, self._arrays, self._indices = None, arrays, indices + else: + self._data = [self._decode(arrays, indices, i) for i in range(size)] + + def __len__(self) -> int: + return self._size + + def __getitem__(self, index: int) -> "CAGS.Element": + if self._data: + return self._data[index] + return self._decode(self._arrays, self._indices, index) + + def transform(self, transform: Callable[["CAGS.Element"], Any]) -> "CAGS.TransformedDataset": + return CAGS.TransformedDataset(self, transform) + + def _decode(self, data: dict, indices: dict, index: int) -> "CAGS.Element": + return { + "image": torchvision.io.decode_image( + torch.frombuffer(data["image"], dtype=torch.uint8, offset=indices["image"][:-1][index], + count=indices["image"][1:][index] - indices["image"][:-1][index]), + torchvision.io.ImageReadMode.RGB).permute(1, 2, 0), + "mask": torchvision.io.decode_image( + torch.frombuffer(data["mask"], dtype=torch.uint8, offset=indices["mask"][:-1][index], + count=indices["mask"][1:][index] - indices["mask"][:-1][index]), + torchvision.io.ImageReadMode.RGB).to(dtype=torch.float32).div(255).permute(1, 2, 0), + "label": torch.tensor(data["label"][index]), + } + + class TransformedDataset(torch.utils.data.Dataset): + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: + self._dataset = dataset + self._transform = transform + + def __len__(self) -> int: + return len(self._dataset) + + def __getitem__(self, index: int) -> Any: + item = self._dataset[index] + return self._transform(*item) if isinstance(item, tuple) else self._transform(item) + + def transform(self, transform: Callable[Any, Any]) -> "CAGS.TransformedDataset": + return CAGS.TransformedDataset(self, transform) + + def __init__(self, sizes: dict[str, int] | None = None, decode_on_demand: bool = False) -> None: + for dataset, size in [("train", 2_142), ("dev", 306), ("test", 612)]: + size = sizes[dataset] if sizes and dataset in sizes else size + path = "cags.{}.tfrecord".format(dataset) + if not os.path.exists(path): + print("Downloading file {}...".format(path), file=sys.stderr) + urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) + os.rename("{}.tmp".format(path), path) + + setattr(self, dataset, self.Dataset(path, size, decode_on_demand)) + + train: Dataset + dev: Dataset + test: Dataset + + # TFRecord loading + @staticmethod + def _load_data(path: str, items: int) -> tuple[dict[str, array.array], dict[str, array.array]]: + def get_value() -> int: + nonlocal data, offset + value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 + while data[offset - 1] & 0x80: + value |= (data[offset] & 0x7F) << (7 * (offset - start)); offset += 1 + return value + + def get_value_of_kind(kind: int) -> int: + nonlocal data, offset + assert data[offset] == kind; offset += 1 + return get_value() + + arrays, indices = {}, {} + with open(path, "rb") as file: + for _ in range(items): + length = file.read(8); assert len(length) == 8 + length, = struct.unpack("> 2, offset).astype(np.float32).tobytes()); offset += length + else: + raise ValueError("Unsupported data tag {}".format(data[offset])) + indices[key].append(len(arrays[key])) + return arrays, indices + + # Keras IoU metric + class MaskIoUMetric(keras.metrics.Mean): + """MaskIoUMetric computes IoU for CAGS dataset masks predicted by binary classification""" + def __init__(self, name="iou", dtype=None) -> None: + super().__init__(name, dtype) + + def update_state(self, y_true, y_pred, sample_weight=None): + y_true_mask = keras.ops.reshape(y_true >= 0.5, [-1, CAGS.H * CAGS.W]) + y_pred_mask = keras.ops.reshape(y_pred >= 0.5, [-1, CAGS.H * CAGS.W]) + + intersection_mask = keras.ops.logical_and(y_true_mask, y_pred_mask) + union_mask = keras.ops.logical_or(y_true_mask, y_pred_mask) + + intersection = keras.ops.sum(keras.ops.cast(intersection_mask, "float32"), axis=1) + union = keras.ops.sum(keras.ops.cast(union_mask, "float32"), axis=1) + iou = keras.ops.where(union == 0, 1., intersection / union) + return super().update_state(iou, sample_weight) + + # Evaluation infrastructure. + @staticmethod + def evaluate_classification(gold_dataset: Dataset, predictions: Sequence[int]) -> float: + gold = [int(example["label"]) for example in gold_dataset] + + if len(predictions) != len(gold): + raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( + len(predictions), len(gold))) + + correct = sum(gold[i] == predictions[i] for i in range(len(gold))) + return 100 * correct / len(gold) + + @staticmethod + def evaluate_classification_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: + predictions = [int(line) for line in predictions_file] + return CAGS.evaluate_classification(gold_dataset, predictions) + + @staticmethod + def evaluate_segmentation(gold_dataset: Dataset, predictions: Sequence[torch.Tensor]) -> float: + gold = [example["mask"] for example in gold_dataset] + + if len(predictions) != len(gold): + raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( + len(predictions), len(gold))) + + iou = CAGS.MaskIoUMetric() + for i in range(len(gold)): + iou(gold[i], predictions[i]) + + return 100 * iou.result() + + @staticmethod + def evaluate_segmentation_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: + predictions = [] + for line in predictions_file: + runs = [int(run) for run in line.split()] + assert sum(runs) == CAGS.H * CAGS.W + + offset = 0 + predictions.append(np.zeros([CAGS.H * CAGS.W], np.float32)) + for i, run in enumerate(runs): + predictions[-1][offset:offset + run] = i % 2 + offset += run + + return CAGS.evaluate_segmentation(gold_dataset, predictions) + + +if __name__ == "__main__": + import argparse + parser = argparse.ArgumentParser() + parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") + parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") + parser.add_argument("--task", default="classification", type=str, help="Task to evaluate") + args = parser.parse_args() + + if args.evaluate: + if args.task == "classification": + with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: + accuracy = CAGS.evaluate_classification_file(getattr(CAGS(), args.dataset), predictions_file) + print("CAGS accuracy: {:.2f}%".format(accuracy)) + + if args.task == "segmentation": + with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: + iou = CAGS.evaluate_segmentation_file(getattr(CAGS(), args.dataset), predictions_file) + print("CAGS IoU: {:.2f}%".format(iou)) From d5db4826093f195e96e02a924e37a488a15c951f Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 13:49:58 +0200 Subject: [PATCH 037/146] Add link to recordings of practicals 7. --- lectures/lecture07.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/lectures/lecture07.md b/lectures/lecture07.md index 8df1f10..e37111f 100644 --- a/lectures/lecture07.md +++ b/lectures/lecture07.md @@ -1,3 +1,5 @@ ### Lecture: 7. Easter Monday #### Date: Apr 01 +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-07-czech.practicals.mp4, CZ Practicals +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-07-english.practicals.mp4, EN Practicals #### Lecture assignment: 3d_recognition From 5bc873de7bdf656b4db60db3001dc3367617c783 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Wed, 3 Apr 2024 16:53:56 +0200 Subject: [PATCH 038/146] Remove unused import. --- labs/06/svhn_dataset.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/labs/06/svhn_dataset.py b/labs/06/svhn_dataset.py index bd368b8..41f4759 100644 --- a/labs/06/svhn_dataset.py +++ b/labs/06/svhn_dataset.py @@ -3,9 +3,7 @@ import struct from typing import Any, Callable, Sequence, TextIO import urllib.request -os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise -import keras import numpy as np import torch import torchvision From 94b2b56456aa1e2e9f735aaa62b0879ed1b1eccb Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Thu, 4 Apr 2024 13:45:49 +0200 Subject: [PATCH 039/146] Make verification more robust to rounding errors around 0. --- labs/05/cnn_manual.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/labs/05/cnn_manual.py b/labs/05/cnn_manual.py index 5499794..ac6c99b 100644 --- a/labs/05/cnn_manual.py +++ b/labs/05/cnn_manual.py @@ -72,13 +72,13 @@ def backward( if self._verify: inputs.requires_grad_(True) inputs.grad = self._kernel.value.grad = self._bias.value.grad = None - reference = keras.ops.relu(keras.ops.conv(inputs, self._kernel, self._stride) + self._bias) + reference = (outputs > 0) * (keras.ops.conv(inputs, self._kernel, self._stride) + self._bias) reference.backward(gradient=outputs_gradient, inputs=[inputs, self._kernel.value, self._bias.value]) for name, computed, reference in zip( ["Bias", "Kernel", "Inputs"], [bias_gradient, kernel_gradient, inputs_gradient], [self._bias.value.grad, self._kernel.value.grad, inputs.grad]): np.testing.assert_allclose(keras.ops.convert_to_numpy(computed), keras.ops.convert_to_numpy(reference), - atol=5e-4, err_msg=name + " gradient differs!") + atol=2e-4, err_msg=name + " gradient differs!") # Return the inputs gradient, the layer variables, and their gradients. return inputs_gradient, [self._kernel, self._bias], [kernel_gradient, bias_gradient] From 2fcdcf8848eca75d749ef6a694f2b8e07cc1ddcb Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Thu, 4 Apr 2024 19:00:37 +0200 Subject: [PATCH 040/146] Make the instructions less ambiguous by not using pronouns. --- labs/06/bboxes_utils.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/labs/06/bboxes_utils.py b/labs/06/bboxes_utils.py index 13f4dc8..332ea79 100644 --- a/labs/06/bboxes_utils.py +++ b/labs/06/bboxes_utils.py @@ -105,22 +105,22 @@ def bboxes_training( Algorithm: - First, for each gold object, assign it to an anchor with the largest IoU - (the one with smaller index if there are several). In case several gold + (the anchor with smaller index if there are several). In case several gold objects are assigned to a single anchor, use the gold object with smaller index. - For each unused anchor, find the gold object with the largest IoU - (again the one with smaller index if there are several), and if the IoU - is >= iou_threshold, assign the object to the anchor. + (again the gold object with smaller index if there are several), and if + the IoU is >= iou_threshold, assign the object to the anchor. """ # TODO: First, for each gold object, assign it to an anchor with the - # largest IoU (the one with smaller index if there are several). In case + # largest IoU (the anchor with smaller index if there are several). In case # several gold objects are assigned to a single anchor, use the gold object # with smaller index. # TODO: For each unused anchor, find the gold object with the largest IoU - # (again the one with smaller index if there are several), and if the IoU - # is >= threshold, assign the object to the anchor. + # (again the gold object with smaller index if there are several), and if + # the IoU is >= threshold, assign the object to the anchor. anchor_classes, anchor_bboxes = ..., ... From 51803a425c2d81b19ccd2f1df1d47fc64fc70e65 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Fri, 5 Apr 2024 12:06:24 +0200 Subject: [PATCH 041/146] Update cags_dataset and svhn_dataset modules. - Add decode_on_demand argument, which - when False (the default), the whole dataset is immediately loaded. Such a dataset generates element extremely quickly, but takes more memory. - when True, only the raw data are loaded, and JPG/PNG decoding is performed on-the-fly. Elements are generated much more slowly (by several orders), but the dataset does not take so much memory. Suitable for multiprocessing dataloaders. --- labs/05/cags_dataset.py | 94 ++++++++++++++++++++++++----------------- labs/06/svhn_dataset.py | 93 +++++++++++++++++++++++----------------- 2 files changed, 110 insertions(+), 77 deletions(-) diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index 698a88c..3ab84c5 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -1,7 +1,8 @@ +import array import os import sys import struct -from typing import Any, Callable, Sequence, TextIO +from typing import Any, Callable, Sequence, TextIO, TypedDict import urllib.request os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise @@ -28,48 +29,60 @@ class CAGS: "scottish_terrier", "shiba_inu", "staffordshire_bull_terrier", "wheaten_terrier", "yorkshire_terrier", ] + Element = TypedDict("Element", {"image": torch.Tensor, "mask": torch.Tensor, "label": torch.Tensor}) _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" class Dataset(torch.utils.data.Dataset): - def __init__(self, path: str, size: int) -> None: - self._path = path - self._data = None + def __init__(self, path: str, size: int, decode_on_demand: bool) -> None: self._size = size + arrays, indices = CAGS._load_data(path, size) + if decode_on_demand: + self._data, self._arrays, self._indices = None, arrays, indices + else: + self._data = [self._decode(arrays, indices, i) for i in range(size)] + def __len__(self) -> int: return self._size - def __getitem__(self, index: int) -> dict[str, torch.Tensor]: - if self._data is None: - self._data = [] - for entry in CAGS._load_data(self._path, self._size): - entry["image"] = torchvision.io.decode_image( - torch.from_numpy(entry["image"]), torchvision.io.ImageReadMode.RGB).permute(1, 2, 0) - entry["mask"] = (torchvision.io.decode_image(torch.from_numpy(entry["mask"])).to( - dtype=torch.float32) / 255).permute(1, 2, 0) - entry["label"] = torch.tensor(entry["label"][0]) - self._data.append(entry) - return self._data[index] - - def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + def __getitem__(self, index: int) -> "CAGS.Element": + if self._data: + return self._data[index] + return self._decode(self._arrays, self._indices, index) + + def transform(self, transform: Callable[["CAGS.Element"], Any]) -> "CAGS.TransformedDataset": return CAGS.TransformedDataset(self, transform) + def _decode(self, data: dict, indices: dict, index: int) -> "CAGS.Element": + return { + "image": torchvision.io.decode_image( + torch.frombuffer(data["image"], dtype=torch.uint8, offset=indices["image"][:-1][index], + count=indices["image"][1:][index] - indices["image"][:-1][index]), + torchvision.io.ImageReadMode.RGB).permute(1, 2, 0), + "mask": torchvision.io.decode_image( + torch.frombuffer(data["mask"], dtype=torch.uint8, offset=indices["mask"][:-1][index], + count=indices["mask"][1:][index] - indices["mask"][:-1][index]), + torchvision.io.ImageReadMode.GRAY).to(dtype=torch.float32).div(255).permute(1, 2, 0), + "label": torch.tensor(data["label"][index]), + } + class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: "CAGS.Dataset", transform: Callable[[dict[str, torch.Tensor]], Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: self._dataset = dataset self._transform = transform def __len__(self) -> int: - return self._dataset._size + return len(self._dataset) def __getitem__(self, index: int) -> Any: - return self._transform(self._dataset[index]) + item = self._dataset[index] + return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + def transform(self, transform: Callable[Any, Any]) -> "CAGS.TransformedDataset": return CAGS.TransformedDataset(self, transform) - def __init__(self) -> None: + def __init__(self, decode_on_demand: bool = False) -> None: for dataset, size in [("train", 2_142), ("dev", 306), ("test", 612)]: path = "cags.{}.tfrecord".format(dataset) if not os.path.exists(path): @@ -77,7 +90,7 @@ def __init__(self) -> None: urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) os.rename("{}.tmp".format(path), path) - setattr(self, dataset, self.Dataset(path, size)) + setattr(self, dataset, self.Dataset(path, size, decode_on_demand)) train: Dataset dev: Dataset @@ -85,7 +98,7 @@ def __init__(self) -> None: # TFRecord loading @staticmethod - def _load_data(path: str, items: int) -> list[dict[str, Any]]: + def _load_data(path: str, items: int) -> tuple[dict[str, array.array], dict[str, array.array]]: def get_value() -> int: nonlocal data, offset value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 @@ -98,11 +111,9 @@ def get_value_of_kind(kind: int) -> int: assert data[offset] == kind; offset += 1 return get_value() - entries = [] + arrays, indices = {}, {} with open(path, "rb") as file: - while len(entries) < items: - entries.append({}) - + for _ in range(items): length = file.read(8); assert len(length) == 8 length, = struct.unpack(" int: get_value_of_kind(0x0A) length = get_value_of_kind(0x0A) key = data[offset:offset + length].decode("utf-8"); offset += length - get_value_of_kind(0x12) + if key not in arrays: + arrays[key] = array.array({0x0A: "B", 0x1A: "Q", 0x12: "f"}.get(data[offset], "B")) + indices[key] = array.array("L", [0]) + if data[offset] == 0x0A: length = get_value_of_kind(0x0A) and get_value_of_kind(0x0A) - entries[-1][key] = np.frombuffer(data, np.uint8, length, offset).copy(); offset += length + arrays[key].frombytes(data[offset:offset + length]); offset += length elif data[offset] == 0x1A: length = get_value_of_kind(0x1A) and get_value_of_kind(0x0A) - values, target_offset = [], offset + length + target_offset = offset + length while offset < target_offset: - values.append(get_value()) - entries[-1][key] = np.array(values, dtype=np.int64) + arrays[key].append(get_value()) elif data[offset] == 0x12: length = get_value_of_kind(0x12) and get_value_of_kind(0x0A) - entries[-1][key] = np.frombuffer( - data, np.dtype("> 2, offset).astype(np.float32).copy(); offset += length + arrays[key].frombytes(np.frombuffer( + data, np.dtype("> 2, offset).astype(np.float32).tobytes()); offset += length else: raise ValueError("Unsupported data tag {}".format(data[offset])) - return entries + indices[key].append(len(arrays[key])) + return arrays, indices # Keras IoU metric class MaskIoUMetric(keras.metrics.Mean): @@ -203,18 +217,20 @@ def evaluate_segmentation_file(gold_dataset: Dataset, predictions_file: TextIO) if __name__ == "__main__": import argparse parser = argparse.ArgumentParser() - parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") + parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") parser.add_argument("--task", default="classification", type=str, help="Task to evaluate") args = parser.parse_args() if args.evaluate: + gold_dataset = getattr(CAGS(decode_on_demand=True), args.dataset) + if args.task == "classification": with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: - accuracy = CAGS.evaluate_classification_file(getattr(CAGS(), args.dataset), predictions_file) + accuracy = CAGS.evaluate_classification_file(gold_dataset, predictions_file) print("CAGS accuracy: {:.2f}%".format(accuracy)) if args.task == "segmentation": with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: - iou = CAGS.evaluate_segmentation_file(getattr(CAGS(), args.dataset), predictions_file) + iou = CAGS.evaluate_segmentation_file(gold_dataset, predictions_file) print("CAGS IoU: {:.2f}%".format(iou)) diff --git a/labs/06/svhn_dataset.py b/labs/06/svhn_dataset.py index 41f4759..ea40abe 100644 --- a/labs/06/svhn_dataset.py +++ b/labs/06/svhn_dataset.py @@ -1,7 +1,8 @@ +import array import os import sys import struct -from typing import Any, Callable, Sequence, TextIO +from typing import Any, Callable, Sequence, TextIO, TypedDict import urllib.request import numpy as np @@ -21,46 +22,61 @@ class SVHN: BOTTOM: int = 2 RIGHT: int = 3 + Element = TypedDict("Element", {"image": torch.Tensor, "classes": np.ndarray, "bboxes": np.ndarray}) + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" class Dataset(torch.utils.data.Dataset): - def __init__(self, path: str, size: int) -> None: - self._path = path - self._data = None + def __init__(self, path: str, size: int, decode_on_demand: bool) -> None: self._size = size + arrays, indices = SVHN._load_data(path, size) + if decode_on_demand: + self._data, self._arrays, self._indices = None, arrays, indices + else: + self._data = [self._decode(arrays, indices, i) for i in range(size)] + def __len__(self) -> int: return self._size - def __getitem__(self, index: int) -> dict[str, torch.Tensor]: - if self._data is None: - self._data = [] - for entry in SVHN._load_data(self._path, self._size): - entry["image"] = torchvision.io.decode_image( - torch.from_numpy(entry["image"]), torchvision.io.ImageReadMode.RGB).permute(1, 2, 0) - entry["classes"] = np.asarray(entry["classes"], np.int64) - entry["bboxes"] = np.asarray(entry["bboxes"], np.int64).reshape(-1, 4) - self._data.append(entry) - return self._data[index] - - def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + def __getitem__(self, index: int) -> "SVHN.Element": + if self._data: + return self._data[index] + return self._decode(self._arrays, self._indices, index) + + def transform(self, transform: Callable[["SVHN.Element"], Any]) -> "SVHN.TransformedDataset": return SVHN.TransformedDataset(self, transform) + def _decode(self, data: dict, indices: dict, index: int) -> "SVHN.Element": + return { + "image": torchvision.io.decode_image( + torch.frombuffer(data["image"], dtype=torch.uint8, offset=indices["image"][:-1][index], + count=indices["image"][1:][index] - indices["image"][:-1][index]), + torchvision.io.ImageReadMode.RGB).permute(1, 2, 0), + "classes": np.frombuffer( + data["classes"], dtype=np.int64, offset=indices["classes"][:-1][index] << 3, + count=indices["classes"][1:][index] - indices["classes"][:-1][index]), + "bboxes": np.frombuffer( + data["bboxes"], dtype=np.int64, offset=indices["bboxes"][:-1][index] << 3, + count=indices["bboxes"][1:][index] - indices["bboxes"][:-1][index]).reshape(-1, 4), + } + class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: "SVHN.Dataset", transform: Callable[[dict[str, torch.Tensor]], Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: self._dataset = dataset self._transform = transform def __len__(self) -> int: - return self._dataset._size + return len(self._dataset) def __getitem__(self, index: int) -> Any: - return self._transform(self._dataset[index]) + item = self._dataset[index] + return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - def transform(self, transform: Callable[[dict[str, torch.Tensor]], Any]) -> torch.utils.data.Dataset: + def transform(self, transform: Callable[Any, Any]) -> "SVHN.TransformedDataset": return SVHN.TransformedDataset(self, transform) - def __init__(self) -> None: + def __init__(self, decode_on_demand: bool = False) -> None: for dataset, size in [("train", 10_000), ("dev", 1_267), ("test", 4_535)]: path = "svhn.{}.tfrecord".format(dataset) if not os.path.exists(path): @@ -68,7 +84,7 @@ def __init__(self) -> None: urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) os.rename("{}.tmp".format(path), path) - setattr(self, dataset, self.Dataset(path, size)) + setattr(self, dataset, self.Dataset(path, size, decode_on_demand)) train: Dataset dev: Dataset @@ -76,7 +92,7 @@ def __init__(self) -> None: # TFRecord loading @staticmethod - def _load_data(path: str, items: int) -> list[dict[str, Any]]: + def _load_data(path: str, items: int) -> tuple[dict[str, array.array], dict[str, array.array]]: def get_value() -> int: nonlocal data, offset value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 @@ -89,11 +105,9 @@ def get_value_of_kind(kind: int) -> int: assert data[offset] == kind; offset += 1 return get_value() - entries = [] + arrays, indices = {}, {} with open(path, "rb") as file: - while len(entries) < items: - entries.append({}) - + for _ in range(items): length = file.read(8); assert len(length) == 8 length, = struct.unpack(" int: get_value_of_kind(0x0A) length = get_value_of_kind(0x0A) key = data[offset:offset + length].decode("utf-8"); offset += length - get_value_of_kind(0x12) + if key not in arrays: + arrays[key] = array.array({0x0A: "B", 0x1A: "Q", 0x12: "f"}.get(data[offset], "B")) + indices[key] = array.array("L", [0]) + if data[offset] == 0x0A: length = get_value_of_kind(0x0A) and get_value_of_kind(0x0A) - entries[-1][key] = np.frombuffer(data, np.uint8, length, offset).copy(); offset += length + arrays[key].frombytes(data[offset:offset + length]); offset += length elif data[offset] == 0x1A: length = get_value_of_kind(0x1A) and get_value_of_kind(0x0A) - values, target_offset = [], offset + length + target_offset = offset + length while offset < target_offset: - values.append(get_value()) - entries[-1][key] = np.array(values, dtype=np.int64) + arrays[key].append(get_value()) elif data[offset] == 0x12: length = get_value_of_kind(0x12) and get_value_of_kind(0x0A) - entries[-1][key] = np.frombuffer( - data, np.dtype("> 2, offset).astype(np.float32).copy(); offset += length + arrays[key].frombytes(np.frombuffer( + data, np.dtype("> 2, offset).astype(np.float32).tobytes()); offset += length else: raise ValueError("Unsupported data tag {}".format(data[offset])) - return entries + indices[key].append(len(arrays[key])) + return arrays, indices # Evaluation infrastructure. @staticmethod @@ -215,19 +232,19 @@ def visualize(image: np.ndarray, labels: list[Any], bboxes: list[BBox], show: bo if __name__ == "__main__": import argparse parser = argparse.ArgumentParser() + parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") parser.add_argument("--visualize", default=None, type=str, help="Prediction file to visualize") - parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") args = parser.parse_args() if args.evaluate: with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: - accuracy = SVHN.evaluate_file(getattr(SVHN(), args.dataset), predictions_file) + accuracy = SVHN.evaluate_file(getattr(SVHN(decode_on_demand=True), args.dataset), predictions_file) print("SVHN accuracy: {:.2f}%".format(accuracy)) if args.visualize: with open(args.visualize, "r", encoding="utf-8-sig") as predictions_file: - for line, example in zip(predictions_file, getattr(SVHN(), args.dataset)): + for line, example in zip(predictions_file, getattr(SVHN(decode_on_demand=True), args.dataset)): values = line.split() classes, bboxes = [], [] for i in range(0, len(values), 5): From 3c399675029e7cadf3917cd285c7b5007f08105b Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Fri, 5 Apr 2024 16:21:49 +0200 Subject: [PATCH 042/146] Remove the development version of cags_dataset. --- labs/05/development/cags_dataset.py | 235 ---------------------------- 1 file changed, 235 deletions(-) delete mode 100644 labs/05/development/cags_dataset.py diff --git a/labs/05/development/cags_dataset.py b/labs/05/development/cags_dataset.py deleted file mode 100644 index 35bfbfe..0000000 --- a/labs/05/development/cags_dataset.py +++ /dev/null @@ -1,235 +0,0 @@ -import array -import os -import sys -import struct -from typing import Any, Callable, Sequence, TextIO, TypedDict -import urllib.request -os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise - -import keras -import numpy as np -import torch -import torchvision - - -class CAGS: - H: int = 224 - W: int = 224 - C: int = 3 - LABELS: list[str] = [ - # Cats - "Abyssinian", "Bengal", "Bombay", "British_Shorthair", "Egyptian_Mau", - "Maine_Coon", "Russian_Blue", "Siamese", "Sphynx", - # Dogs - "american_bulldog", "american_pit_bull_terrier", "basset_hound", - "beagle", "boxer", "chihuahua", "english_cocker_spaniel", - "english_setter", "german_shorthaired", "great_pyrenees", "havanese", - "japanese_chin", "keeshond", "leonberger", "miniature_pinscher", - "newfoundland", "pomeranian", "pug", "saint_bernard", "samoyed", - "scottish_terrier", "shiba_inu", "staffordshire_bull_terrier", - "wheaten_terrier", "yorkshire_terrier", - ] - Element = TypedDict("Element", {"image": torch.Tensor, "mask": torch.Tensor, "label": torch.Tensor}) - - _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" - - class Dataset(torch.utils.data.Dataset): - def __init__(self, path: str, size: int, decode_on_demand: bool) -> None: - self._size = size - - arrays, indices = CAGS._load_data(path, size) - if decode_on_demand: - self._data, self._arrays, self._indices = None, arrays, indices - else: - self._data = [self._decode(arrays, indices, i) for i in range(size)] - - def __len__(self) -> int: - return self._size - - def __getitem__(self, index: int) -> "CAGS.Element": - if self._data: - return self._data[index] - return self._decode(self._arrays, self._indices, index) - - def transform(self, transform: Callable[["CAGS.Element"], Any]) -> "CAGS.TransformedDataset": - return CAGS.TransformedDataset(self, transform) - - def _decode(self, data: dict, indices: dict, index: int) -> "CAGS.Element": - return { - "image": torchvision.io.decode_image( - torch.frombuffer(data["image"], dtype=torch.uint8, offset=indices["image"][:-1][index], - count=indices["image"][1:][index] - indices["image"][:-1][index]), - torchvision.io.ImageReadMode.RGB).permute(1, 2, 0), - "mask": torchvision.io.decode_image( - torch.frombuffer(data["mask"], dtype=torch.uint8, offset=indices["mask"][:-1][index], - count=indices["mask"][1:][index] - indices["mask"][:-1][index]), - torchvision.io.ImageReadMode.RGB).to(dtype=torch.float32).div(255).permute(1, 2, 0), - "label": torch.tensor(data["label"][index]), - } - - class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: - self._dataset = dataset - self._transform = transform - - def __len__(self) -> int: - return len(self._dataset) - - def __getitem__(self, index: int) -> Any: - item = self._dataset[index] - return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - - def transform(self, transform: Callable[Any, Any]) -> "CAGS.TransformedDataset": - return CAGS.TransformedDataset(self, transform) - - def __init__(self, sizes: dict[str, int] | None = None, decode_on_demand: bool = False) -> None: - for dataset, size in [("train", 2_142), ("dev", 306), ("test", 612)]: - size = sizes[dataset] if sizes and dataset in sizes else size - path = "cags.{}.tfrecord".format(dataset) - if not os.path.exists(path): - print("Downloading file {}...".format(path), file=sys.stderr) - urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) - os.rename("{}.tmp".format(path), path) - - setattr(self, dataset, self.Dataset(path, size, decode_on_demand)) - - train: Dataset - dev: Dataset - test: Dataset - - # TFRecord loading - @staticmethod - def _load_data(path: str, items: int) -> tuple[dict[str, array.array], dict[str, array.array]]: - def get_value() -> int: - nonlocal data, offset - value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 - while data[offset - 1] & 0x80: - value |= (data[offset] & 0x7F) << (7 * (offset - start)); offset += 1 - return value - - def get_value_of_kind(kind: int) -> int: - nonlocal data, offset - assert data[offset] == kind; offset += 1 - return get_value() - - arrays, indices = {}, {} - with open(path, "rb") as file: - for _ in range(items): - length = file.read(8); assert len(length) == 8 - length, = struct.unpack("> 2, offset).astype(np.float32).tobytes()); offset += length - else: - raise ValueError("Unsupported data tag {}".format(data[offset])) - indices[key].append(len(arrays[key])) - return arrays, indices - - # Keras IoU metric - class MaskIoUMetric(keras.metrics.Mean): - """MaskIoUMetric computes IoU for CAGS dataset masks predicted by binary classification""" - def __init__(self, name="iou", dtype=None) -> None: - super().__init__(name, dtype) - - def update_state(self, y_true, y_pred, sample_weight=None): - y_true_mask = keras.ops.reshape(y_true >= 0.5, [-1, CAGS.H * CAGS.W]) - y_pred_mask = keras.ops.reshape(y_pred >= 0.5, [-1, CAGS.H * CAGS.W]) - - intersection_mask = keras.ops.logical_and(y_true_mask, y_pred_mask) - union_mask = keras.ops.logical_or(y_true_mask, y_pred_mask) - - intersection = keras.ops.sum(keras.ops.cast(intersection_mask, "float32"), axis=1) - union = keras.ops.sum(keras.ops.cast(union_mask, "float32"), axis=1) - iou = keras.ops.where(union == 0, 1., intersection / union) - return super().update_state(iou, sample_weight) - - # Evaluation infrastructure. - @staticmethod - def evaluate_classification(gold_dataset: Dataset, predictions: Sequence[int]) -> float: - gold = [int(example["label"]) for example in gold_dataset] - - if len(predictions) != len(gold): - raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( - len(predictions), len(gold))) - - correct = sum(gold[i] == predictions[i] for i in range(len(gold))) - return 100 * correct / len(gold) - - @staticmethod - def evaluate_classification_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: - predictions = [int(line) for line in predictions_file] - return CAGS.evaluate_classification(gold_dataset, predictions) - - @staticmethod - def evaluate_segmentation(gold_dataset: Dataset, predictions: Sequence[torch.Tensor]) -> float: - gold = [example["mask"] for example in gold_dataset] - - if len(predictions) != len(gold): - raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( - len(predictions), len(gold))) - - iou = CAGS.MaskIoUMetric() - for i in range(len(gold)): - iou(gold[i], predictions[i]) - - return 100 * iou.result() - - @staticmethod - def evaluate_segmentation_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: - predictions = [] - for line in predictions_file: - runs = [int(run) for run in line.split()] - assert sum(runs) == CAGS.H * CAGS.W - - offset = 0 - predictions.append(np.zeros([CAGS.H * CAGS.W], np.float32)) - for i, run in enumerate(runs): - predictions[-1][offset:offset + run] = i % 2 - offset += run - - return CAGS.evaluate_segmentation(gold_dataset, predictions) - - -if __name__ == "__main__": - import argparse - parser = argparse.ArgumentParser() - parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") - parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") - parser.add_argument("--task", default="classification", type=str, help="Task to evaluate") - args = parser.parse_args() - - if args.evaluate: - if args.task == "classification": - with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: - accuracy = CAGS.evaluate_classification_file(getattr(CAGS(), args.dataset), predictions_file) - print("CAGS accuracy: {:.2f}%".format(accuracy)) - - if args.task == "segmentation": - with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: - iou = CAGS.evaluate_segmentation_file(getattr(CAGS(), args.dataset), predictions_file) - print("CAGS IoU: {:.2f}%".format(iou)) From 42440ce945c19d5f83dd5a03049b7a3feb87fb5f Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 8 Apr 2024 10:22:45 +0200 Subject: [PATCH 043/146] Add updated version of the CIFAR10 dataset. This version is consistent with CAGS/SVHN/ModelNet: - the train/dev/test is aready a Torch dataset - transform can be called multiple times - data types Element and Elements are defined --- labs/04/cifar10_v2.py | 99 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 99 insertions(+) create mode 100644 labs/04/cifar10_v2.py diff --git a/labs/04/cifar10_v2.py b/labs/04/cifar10_v2.py new file mode 100644 index 0000000..e17997d --- /dev/null +++ b/labs/04/cifar10_v2.py @@ -0,0 +1,99 @@ +import os +import sys +from typing import Any, Callable, Sequence, TextIO, TypedDict +import urllib.request + +import numpy as np +import torch + + +class CIFAR10: + H: int = 32 + W: int = 32 + C: int = 3 + LABELS: list[str] = ["airplane", "automobile", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"] + + Element = TypedDict("Element", {"image": np.ndarray, "label": np.ndarray}) + Elements = TypedDict("Elements", {"images": np.ndarray, "labels": np.ndarray}) + + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/cifar10_competition.npz" + + class Dataset(torch.utils.data.Dataset): + def __init__(self, data: "CIFAR10.Elements") -> None: + self._data = data + self._data["labels"] = self._data["labels"].ravel() + + @property + def data(self) -> "CIFAR10.Elements": + return self._data + + def __len__(self) -> int: + return len(self._data["images"]) + + def __getitem__(self, index: int) -> "CIFAR10.Element": + return {key.removesuffix("s"): value[index] for key, value in self._data.items()} + + def transform(self, transform: Callable[["CIFAR10.Element"], Any]) -> "CIFAR10.TransformedDataset": + return CIFAR10.TransformedDataset(self, transform) + + class TransformedDataset(torch.utils.data.Dataset): + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: + self._dataset = dataset + self._transform = transform + + def __len__(self) -> int: + return len(self._dataset) + + def __getitem__(self, index: int) -> Any: + item = self._dataset[index] + return self._transform(*item) if isinstance(item, tuple) else self._transform(item) + + def transform(self, transform: Callable[Any, Any]) -> "CIFAR10.TransformedDataset": + return CIFAR10.TransformedDataset(self, transform) + + def __init__(self, size: dict[str, int] = {}) -> None: + path = os.path.basename(self._URL) + if not os.path.exists(path): + print("Downloading CIFAR-10 dataset...", file=sys.stderr) + urllib.request.urlretrieve(self._URL, filename="{}.tmp".format(path)) + os.rename("{}.tmp".format(path), path) + + cifar = np.load(path) + for dataset in ["train", "dev", "test"]: + data = {key[len(dataset) + 1:]: cifar[key][:size.get(dataset, None)] + for key in cifar if key.startswith(dataset)} + setattr(self, dataset, self.Dataset(data)) + + train: Dataset + dev: Dataset + test: Dataset + + # Evaluation infrastructure. + @staticmethod + def evaluate(gold_dataset: Dataset, predictions: Sequence[int]) -> float: + gold = gold_dataset.data["labels"] + + if len(predictions) != len(gold): + raise RuntimeError("The predictions are of different size than gold data: {} vs {}".format( + len(predictions), len(gold))) + + correct = sum(gold[i] == predictions[i] for i in range(len(gold))) + return 100 * correct / len(gold) + + @staticmethod + def evaluate_file(gold_dataset: Dataset, predictions_file: TextIO) -> float: + predictions = [int(line) for line in predictions_file] + return CIFAR10.evaluate(gold_dataset, predictions) + + +if __name__ == "__main__": + import argparse + parser = argparse.ArgumentParser() + parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") + parser.add_argument("--dataset", default="dev", type=str, help="Gold dataset to evaluate") + args = parser.parse_args() + + if args.evaluate: + with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: + accuracy = CIFAR10.evaluate_file(getattr(CIFAR10(), args.dataset), predictions_file) + print("CIFAR10 accuracy: {:.2f}%".format(accuracy)) From 7b16c0d96f99ab8999f076675adb4f8bdfc3a6df Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 8 Apr 2024 11:24:44 +0200 Subject: [PATCH 044/146] Add slides for lecture 8. --- exam/questions.md | 22 + lectures/lecture08.md | 18 + slides/08/08.md | 594 +++++++++++++++++ slides/08/LSTM3-C-line.png | Bin 0 -> 52288 bytes slides/08/LSTM3-C-line.png.ref | 1 + slides/08/LSTM3-SimpleRNN.png | Bin 0 -> 181021 bytes slides/08/LSTM3-SimpleRNN.png.ref | 1 + slides/08/LSTM3-chain.png | Bin 0 -> 229688 bytes slides/08/LSTM3-chain.png.ref | 1 + slides/08/LSTM3-focus-C.png | Bin 0 -> 68663 bytes slides/08/LSTM3-focus-C.png.ref | 1 + slides/08/LSTM3-focus-f.png | Bin 0 -> 65034 bytes slides/08/LSTM3-focus-f.png.ref | 1 + slides/08/LSTM3-focus-i.png | Bin 0 -> 79507 bytes slides/08/LSTM3-focus-i.png.ref | 1 + slides/08/LSTM3-focus-o.png | Bin 0 -> 79589 bytes slides/08/LSTM3-focus-o.png.ref | 1 + slides/08/LSTM3-var-GRU.png | Bin 0 -> 94754 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Write down the losses for both heads. [10] - Describe GroupNorm, and compare it to BatchNorm and LayerNorm. [5] + +#### Questions@:, Lecture 8 Questions +- Write down how the Long Short-Term Memory (LSTM) cell operates, including + the explicit formulas. Also mention the forget gate bias. [10] + +- Write down how the Gated Recurrent Unit (GRU) operates, including + the explicit formulas. [10] + +- Describe Highway network computation. [5] + +- Why the usual dropout cannot be used on recurrent state? Describe + how the problem can be alleviated with variational dropout. [5] + +- Describe layer normalization including all its parameters, and write down how + it is computed (be sure to explicitly state over what is being normalized in + case of fully connected layers and convolutional layers). [5] + +- Draw a tagger architecture utilizing word embeddings, recurrent + character-level word embeddings (including how are these computed from + individual characters), and two sentence-level bidirectional RNNs (explaining + the bidirectionality) with a residual connection. Where would you put the + dropout layers? [10] diff --git a/lectures/lecture08.md b/lectures/lecture08.md new file mode 100644 index 0000000..ed9af5b --- /dev/null +++ b/lectures/lecture08.md @@ -0,0 +1,18 @@ +### Lecture: 8. Recurrent Neural Networks +#### Date: Apr 8 +#### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?08 +#### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-08.pdf, PDF Slides +#### Questions: #lecture_8_questions + +- Sequence modelling using Recurrent Neural Networks (RNN) [Chapter 10 until Section 10.2.1 (excluding) of DLB] +- The challenge of long-term dependencies [Section 10.7 of DLB] +- Long Short-Term Memory (LSTM) [Section 10.10.1 of DLB, _[Sepp Hochreiter, Jürgen Schmidhuber (1997): Long short-term memory](http://www.bioinf.jku.at/publications/older/2604.pdf), [Felix A. Gers, Jürgen Schmidhuber, Fred Cummins (2000): Learning to Forget: Continual Prediction with LSTM](ftp://ftp.idsia.ch/pub/juergen/FgGates-NC.pdf)_] +- Gated Recurrent Unit (GRU) [Section 10.10.2 of DLB, _[Kyunghyun Cho, Bart van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, Yoshua Bengio: Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation](https://arxiv.org/abs/1406.1078)_] +- Highway Networks [[Training Very Deep Networks](https://arxiv.org/abs/1507.06228)] +- RNN Regularization + - Variational Dropout [[A Theoretically Grounded Application of Dropout in Recurrent Neural Networks](https://arxiv.org/abs/1512.05287)] + - Layer Normalization [[Layer Normalization](https://arxiv.org/abs/1607.06450)] +- Bidirectional RNN [Section 10.3 of DLB] +- Word Embeddings [Section 14.2.4 of DLB] +- Character-level embeddings using Recurrent neural networks [C2W model from [Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation](http://arxiv.org/abs/1508.02096)] +- _Character-level embeddings using Convolutional neural networks [CharCNN from [Character-Aware Neural Language Models](https://arxiv.org/abs/1508.06615)]_ diff --git a/slides/08/08.md b/slides/08/08.md new file mode 100644 index 0000000..ed1fb03 --- /dev/null +++ b/slides/08/08.md @@ -0,0 +1,594 @@ +title: NPFL138, Lecture 8 +class: title, langtech, cc-by-sa +style: .algorithm { background-color: #eee; padding: .5em } + +# Recurrent Neural Networks + +## Milan Straka + +### April 8, 2024 + +--- +section: RNN +class: middle, center +# Recurrent Neural Networks + +# Recurrent Neural Networks + +--- +# Recurrent Neural Networks + +## Single RNN cell + +![w=17%,h=center](rnn_cell.svgz) + +~~~ + +## Unrolled RNN cells + +![w=60%,h=center](rnn_cell_unrolled.svgz) + +--- +# Basic RNN Cell + +![w=100%,h=center,mw=50%](rnn_cell_basic.svgz)![w=50%,h=center,mw=50%](rnn_cell_basic_as_cell.svgz) + +Given an input $→x^{(t)}$ and previous state $→h^{(t-1)}$, the new state is computed as +$$→h^{(t)} = f(→h^{(t-1)}, →x^{(t)}; →θ).$$ + +~~~ +One of the simplest possibilities (called `SimpleRNN` in Keras, `RNN` in PyTorch) is +$$→h^{(t)} = \tanh(⇉U→h^{(t-1)} + ⇉V→x^{(t)} + →b).$$ + +--- +# Basic RNN Cell + +Basic RNN cells suffer a lot from vanishing/exploding gradients (the so-called +**challenge of long-term dependencies**). + +~~~ +If we simplify the recurrence of states to just a linear approximation +$$→h^{(t)} ≈ ⇉U→h^{(t-1)},$$ + +~~~ +we get $→h^{(t)} ≈ ⇉U^t→h^{(0)}$. + +~~~ +If $⇉U$ has an eigenvalue decomposition of $⇉U = ⇉Q ⇉Λ ⇉Q^{-1}$, we get that +$$→h^{(t)} ≈ ⇉Q ⇉Λ^t ⇉Q^{-1} →h^{(0)}.$$ +The main problem is that the _same_ function is iteratively applied many times. + +~~~ +Several more complex RNN cell variants have been proposed, which alleviate +this issue to some degree, namely **LSTM** and **GRU**. + +--- +section: LSTM +# Long Short-Term Memory + +Hochreiter & Schmidhuber (1997) suggested that to enforce +_constant error flow_, we would like +$$f' = →1.$$ + +~~~ +They propose to achieve that by a _constant error carrousel_. + +![w=60%,h=center](lstm_cec_idea.svgz) + +~~~ ~~ +They propose to achieve that by a _constant error carrousel_. + +![w=60%,h=center](lstm_cec.svgz) + +--- +# Long Short-Term Memory + +They also propose an **input** and **output** gates which control the flow +of information into and out of the carrousel (**memory cell** $→c_t$). + +![w=40%,f=right](lstm_input_output_gates.svgz) + +$$\begin{aligned} + →i_t & ← σ(⇉W^i →x_t + ⇉V^i →h_{t-1} + →b^i) \\ + →o_t & ← σ(⇉W^o →x_t + ⇉V^o →h_{t-1} + →b^o) \\ + →c_t & ← →c_{t-1} + →i_t ⊙ \tanh(⇉W^y →x_t + ⇉V^y →h_{t-1} + →b^y) \\ + →h_t & ← →o_t ⊙ \tanh(→c_t) +\end{aligned}$$ + +--- +# Long Short-Term Memory + +Later, Gers, Schmidhuber & Cummins (1999) added a possibility to **forget** +information from memory cell $→c_t$. + +![w=40%,f=right](lstm_input_output_forget_gates.svgz) + +$$\begin{aligned} + →i_t & ← σ(⇉W^i →x_t + ⇉V^i →h_{t-1} + →b^i) \\ + →f_t & ← σ(⇉W^f →x_t + ⇉V^f →h_{t-1} + →b^f) \\ + →o_t & ← σ(⇉W^o →x_t + ⇉V^o →h_{t-1} + →b^o) \\ + →c_t & ← →f_t ⊙ →c_{t-1} + →i_t ⊙ \tanh(⇉W^y →x_t + ⇉V^y →h_{t-1} + →b^y) \\ + →h_t & ← →o_t ⊙ \tanh(→c_t) +\end{aligned}$$ + +~~~ +Note that since 2015, following the paper +- R. Jozefowicz et al.: _An Empirical Exploration of Recurrent Network Architectures_ + +the forget gate bias $→b^f$ is usually initialized to 1, so that the forget gate is closer +to 1 and the gradients can easily flow through multiple timesteps. +~~~ +(Gers et al. advocated this in the original paper already.) +~~~ +(BTW, I think 3 might be even better, as $σ(1) ≈ 0.731$, $σ(3) ≈ 0.953$.) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-SimpleRNN.png) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-chain.png) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-C-line.png) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-focus-i.png) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-focus-f.png) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-focus-C.png) + +--- +# Long Short-Term Memory +![w=100%,v=middle](LSTM3-focus-o.png) + +--- +section: GRU +# Gated Recurrent Unit + +**Gated recurrent unit (GRU)** was proposed by Cho et al. (2014) as +a simplification of LSTM. The main differences are + +![w=45%,f=right](gru.svgz) + +- no memory cell, +- forgetting and updating tied together. + +~~~ +$$\begin{aligned} + →r_t & ← σ(⇉W^r →x_t + ⇉V^r →h_{t-1} + →b^r) \\ + →u_t & ← σ(⇉W^u →x_t + ⇉V^u →h_{t-1} + →b^u) \\ + →ĥ_t & ← \tanh(⇉W^h →x_t + ⇉V^h (→r_t ⊙ →h_{t-1}) + →b^h) \\ + →h_t & ← →u_t ⊙ →h_{t-1} + (1 - →u_t) ⊙ →ĥ_t +\end{aligned}$$ + +--- +# Gated Recurrent Unit +![w=100%,v=middle](LSTM3-var-GRU.png) + +--- +# GRU and LSTM Differences + +The main differences between GRU and LSTM: +~~~ +- GRU uses fewer parameters and less computation. + + - six matrices $⇉W$, $⇉V$ instead of eight +~~~ +- GRU are easier to work with, because the state is just one tensor, while it is + a pair of tensors for LSTM. +~~~ +- In most tasks, LSTM and GRU give very similar results. +~~~ +- However, there are some tasks, on which LSTM achieves (much) better results + than GRU. +~~~ + - For a demonstration of difference in the expressive power of LSTM and GRU + (caused by the coupling of the forget and update gate), see the paper + - G. Weiss et al.: _On the Practical Computational Power of Finite Precision + RNNs for Language Recognition_ https://arxiv.org/abs/1805.04908 +~~~ + - For a difference between LSTM and GRU on a real-word task, see for example + - T. Dozat et al.: _Deep Biaffine Attention for Neural Dependency Parsing_ + https://arxiv.org/abs/1611.01734 + +--- +# SimpleRNN, GRU, and LSTM Initialization + +Recall that when we approximate $→h^{(t)} ≈ ⇉U→h^{(t-1)}$, +assuming the eigenvalue decomposition of $⇉U = ⇉Q ⇉Λ ⇉Q^{-1}$, we get +$$→h^{(t)} ≈ ⇉Q ⇉Λ^t ⇉Q^{-1} →h^{(0)}.$$ + +~~~ +This motivated a specific initialization scheme for the $⇉U$ matrix – +this so-called **recurrent kernel** (the concatenation of all the $⇉V^i$, +$⇉V^f$, $⇉V^o$, $⇉V^y$ matrices) is initialized with a randomly generated +orthogonal matrix. + +~~~ +This **orthogonal** initialization is used for all RNN cells in Keras +(via the `recurrent_initializer='orthogonal'` parameter of `SimpleRNN`, `GRU`, +and `LSTM`). + +--- +section: HighwayNetworks +class: middle, center +# Highway Networks + +# Highway Networks + +--- +# Highway Networks + +For input $→x$, fully connected layer computes +$$→y ← H(→x, ⇉W_H).$$ + +~~~ +Highway networks add residual connection with gating: +$$→y ← H(→x, ⇉W_H) ⊙ T(→x, ⇉W_T) + →x ⊙ (1 - T(→x, ⇉W_T)).$$ + +~~~ +Usually, the gating is defined as +$$T(→x, ⇉W_T) ← σ(⇉W_T →x + →b_T).$$ + +~~~ +Note that the resulting update is very similar to a GRU cell with $→h_t$ removed; for a +fully connected layer $H(→x, ⇉W_H) = \tanh(⇉W_H →x + →b_H)$ it is exactly it, +apart from copying $→x$ instead of $→h_{t-1}$. + +~~~ +Analogously to LSTM, the transform gate bias $→b_T$ should be initialized to +a negative number. + +--- +# Highway Networks on MNIST + +![w=100%](highway_training.svgz) + +--- +# Highway Networks + +![w=90%,h=center](highway_activations.jpg) + +--- +# Highway Networks + +![w=95%,h=center](highway_leisoning.svgz) + +--- +section: RNNRegularization +# Regularizing RNNs + +## Dropout + +- Using dropout on hidden states interferes with long-term dependencies. + +~~~ + +- However, using dropout on the inputs and outputs works well and is used +frequently. +~~~ + - In case residual connections are present, the output dropout needs to be + applied before adding the residual connection. + +~~~ +- Several techniques were designed to allow using dropout on hidden states. + - Variational Dropout + - Recurrent Dropout + - Zoneout + +--- +# Regularizing RNNs + +## Variational Dropout + +![w=75%,h=center](variational_rnn.svgz) + +~~~ +To implement variational dropout on inputs in Keras, use `noise_shape` of +`keras.layers.Dropout` to force the same mask across time-steps. +The variational dropout on the hidden states can be implemented using +`recurrent_dropout` argument of `keras.layers.{LSTM,GRU,SimpleRNN}{,Cell}`. + +--- +# Regularizing RNNs + +## Recurrent Dropout + +Dropout only candidate states (i.e., values added to the memory cell in LSTM and +previous state in GRU), independently in every time-step. + +~~~ +## Zoneout + +Randomly preserve hidden activations instead of dropping them. + +~~~ +## Batch Normalization + +![w=42%,f=right](recurrent_batch_normalization.svgz) + +Very fragile and sensitive to proper initialization – there were papers with +negative results (_Dario Amodei et al, 2015: Deep Speech 2_ or _Cesar Laurent et al, +2016: Batch Normalized Recurrent Neural Networks_) until people managed to make +it work (_Tim Cooijmans et al, 2016: Recurrent Batch Normalization_; +specifically, initializing $γ=0.1$ did the trick). + +--- +# Regularizing RNNs + +## Batch Normalization + +Neuron value is normalized across the minibatch, and in case of CNN also across +all positions. + +~~~ +## Layer Normalization + +Neuron value is normalized across the layer. + +~~~ +![w=100%](../06/normalizations.svgz) + +--- +# Layer Normalization + +Consider a hidden value $→x ∈ ℝ^D$. Layer normalization (both during training and +during inference) is performed as follows. + +

+ +--- +# Regularizing RNNs + +## Layer Normalization + +Much more stable than batch normalization for RNN regularization. + +![w=70%,h=center](layer_norm.svgz) + +~~~ +![w=85%,h=center](layer_norm_properties.svgz) + +--- +# Layer Normalization + +In an important recent architecture (namely Transformer), many fully +connected layers are used, with a residual connection and a layer normalization. + +![w=85%,h=center](layer_norm_residual.svgz) + +~~~ +This could be considered an alternative to highway networks, i.e., a suitable +residual connection for fully connected layers. +~~~ +Note the architecture can be considered as a variant of a mobile inverted +bottleneck $1×1$ convolution block. + +--- +section: RNNArchitectures +# Basic RNN Architectures and Tasks + +## Sequence Element Representation + +Create output for individual elements, for example for classification of the +individual elements. + +![w=70%,h=center](rnn_cell_unrolled.svgz) + +~~~ +## Sequence Representation + +Generate a single output for the whole sequence (either the last output or the +last state). + +--- +# Basic RNN Architectures and Tasks + +## Sequence Prediction + +During training, predict next sequence element. + +![w=75%,h=center](sequence_prediction_training.svgz) + +~~~ +During inference, use predicted elements as further inputs. + +![w=75%,h=center](sequence_prediction_inference.svgz) + +--- +# Multilayer RNNs + +We might stack several layers of recurrent neural networks. Usually using two or +three layers gives better results than just one. + +![w=75%,h=center](multilayer_rnn.svgz) + +--- +# Multilayer RNNs + +In case of multiple layers, residual connections usually improve results. +Because dimensionality has to be the same, they are usually applied from the +second layer. + +![w=75%,h=center](multilayer_rnn_residual.svgz) + +--- +# Bidirectional RNN + +To consider both the left and right contexts, a **bidirectional** RNN can be used, +which consists of parallel application of a **forward** RNN and a **backward** RNN. + +![w=80%,h=center](bidirectional_rnn.svgz) + +~~~ +The outputs of both directions can be either **added** or **concatenated**. Even +if adding them does not seem very intuitive, it does not increase +dimensionality and therefore allows residual connections to be used in case +of multilayer bidirectional RNN. + +--- +section: WE +# Word Embeddings + +We might represent **words** using one-hot encoding, considering all words to be +independent of each other. + +~~~ +However, words are not independent – some are more similar than others. + +~~~ +Ideally, we would like some kind of similarity in the space of the word +representations. + +~~~ +## Distributed Representation +The idea behind distributed representation is that objects can +be represented using a set of common underlying factors. + +~~~ +We therefore represent words as fixed-size **embeddings** into $ℝ^d$ space, +with the vector elements playing role of the common underlying factors. + +~~~ +These embeddings are initialized randomly and trained together with the rest of +the network. + +--- +# Word Embeddings + +The word embedding layer is in fact just a fully connected layer on top of +one-hot encoding. However, it is not implemented in that way. + +~~~ +Instead, the so-called **embedding** layer is used, which is much more efficient. +When a matrix is multiplied by an one-hot encoded vector (all but one zeros +and exactly one 1), the row corresponding to that 1 is selected, so the +embedding layer can be implemented only as a simple lookup. + +~~~ +In Keras, the embedding layer is available as +```python +keras.layers.Embedding(input_dim, output_dim) +``` + +~~~ +In PyTorch, it is available as +```python +torch.nn.Embedding(input_dim, output_dim) +``` + +--- +# Word Embeddings + +Even if the embedding layer is just a fully connected layer on top of one-hot +encoding, it is important that this layer is _shared_ across +the whole network. + +~~~ +![w=37.5%](words_onehot.svgz) +~~~ +![w=60.5%](words_embeddings.svgz) + +--- +section: CLE +# Word Embeddings for Unknown Words + +![w=42%,f=right](cle_rnn.svgz) + +## Recurrent Character-level WEs + +In order to handle words not seen during training, we could find a way +to generate a representation from the word **characters**. + +~~~ +A possible way to compose the representation from individual characters +is to use RNNs – we embed _characters_ to get character representation, +and then use an RNN to produce the representation of a whole _sequence of +characters_. + +~~~ +Usually, both forward and backward directions are used, and the resulting +representations are concatenated/added. + +--- +# Word Embeddings for Unknown Words + +## Convolutional Character-level WEs + +![w=32%,f=right](cle_cnn.png) + +Alternatively, 1D convolutions might be used. + +~~~ +Assume we use a 1D convolution with kernel size 3. It produces a representation +for every input word trigram, but we need a representation of the whole word. +To that end, we use _global max-pooling_ – using it has an interpretable +meaning, where the kernel is a _pattern_ and the activation after the maximum +is a level of a highest match of the pattern anywhere in the word. + +~~~ +Kernels of varying sizes are usually used (because it makes sense to have +patterns for unigrams, bigrams, trigrams, …) – for example, 25 filters for every +kernel size $(1, 2, 3, 4, 5)$ might be used. + +~~~ +Lastly, authors employed a highway layer after the convolutions, improving +the results (compared to not using any layer or using a fully connected one). + +--- +# Examples of Recurrent Character-level WEs + +![w=80%,h=center](cle_rnn_examples.svgz) + +--- +# Examples of Convolutional Character-level WEs + +![w=100%](cle_cnn_examples.svgz) + +--- +# Character-level WE Implementation + +## Training + +- Generate unique words per batch. + +~~~ +- Process the unique words in the batch. + +~~~ +- Copy the resulting embeddings suitably in the batch. + +~~~ +## Inference + +- We can cache character-level word embeddings during inference. + +--- +# NLP Processing with CLEs + +![w=100%,v=middle](cle_rnn_gru.png) + diff --git a/slides/08/LSTM3-C-line.png b/slides/08/LSTM3-C-line.png new file mode 100644 index 0000000000000000000000000000000000000000..ce791573f359a2e3a346eb920b1edec6983cc184 GIT binary patch literal 52288 zcmd43XIK;47dMK>f`W)1K$?IeRjME$T|_{-h}2M}NtYU02sTivbm_e}>7A%Z?=?Vx zNG}0G4hotW$;imr z$;keCboC1GM8|1o2l#QxsaBM&k%)?cJQ7hHzDnjz-Wi^o0 zX!N6l9gjf_Mg=kK7Rxm-u!Y*l8TTK;&c|NTYD1$jxXSQ{F*S*~>Kxl#yu1K$|6c3q zHM#U0ruR1N`xvSdb3-_%@iYAY{gRAKQGvrg(k9&Z#b_IT4j}ixOR-a4z)B;{Fp}=S zCuC1Ha)C!4(E7jr_vpv)Q`6`FyCdUNxq0n>cbUsq*)RO>F7A#3$Nz4EV(x#wbbc4a zQN(LbPpSEi07!r=?jr(8_0K4VhVZ8}#?gOCKf25(@{W$T=C!x)AEUiO7|1~FT@M0X z9w;qdCFLBYr8RH}_6Ob(KDqVmAHry(qecgNXWv%|U$+jY{S^HrT!%Jza@R74qIQ1y 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Date: Mon, 8 Apr 2024 19:48:35 +0200 Subject: [PATCH 045/146] Add link to the Czech lecture 8 recording. --- lectures/lecture08.md | 1 + 1 file changed, 1 insertion(+) diff --git a/lectures/lecture08.md b/lectures/lecture08.md index ed9af5b..002097e 100644 --- a/lectures/lecture08.md +++ b/lectures/lecture08.md @@ -2,6 +2,7 @@ #### Date: Apr 8 #### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?08 #### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-08.pdf, PDF Slides +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-czech.mp4, CZ Lecture #### Questions: #lecture_8_questions - Sequence modelling using Recurrent Neural Networks (RNN) [Chapter 10 until Section 10.2.1 (excluding) of DLB] From 376fc7b56fceb87af1d9b24418c1da3da77e3437 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 8 Apr 2024 23:26:32 +0200 Subject: [PATCH 046/146] Correctly use signed int64 type for the labels. Fixes "OverflowError: can't convert negative int to unsigned". --- labs/05/cags_dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index 3ab84c5..b3fbed7 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -129,7 +129,7 @@ def get_value_of_kind(kind: int) -> int: key = data[offset:offset + length].decode("utf-8"); offset += length get_value_of_kind(0x12) if key not in arrays: - arrays[key] = array.array({0x0A: "B", 0x1A: "Q", 0x12: "f"}.get(data[offset], "B")) + arrays[key] = array.array({0x0A: "B", 0x1A: "q", 0x12: "f"}.get(data[offset], "B")) indices[key] = array.array("L", [0]) if data[offset] == 0x0A: From 1fedee866961acb6b5e0f1b794b68e6a39a57419 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 8 Apr 2024 23:51:15 +0200 Subject: [PATCH 047/146] Correctly type a generic callable as `Callable[..., Any]`. --- labs/04/cifar10_v2.py | 4 ++-- labs/05/cags_dataset.py | 4 ++-- labs/06/svhn_dataset.py | 4 ++-- labs/07/modelnet.py | 4 ++-- 4 files changed, 8 insertions(+), 8 deletions(-) diff --git a/labs/04/cifar10_v2.py b/labs/04/cifar10_v2.py index e17997d..e6b6748 100644 --- a/labs/04/cifar10_v2.py +++ b/labs/04/cifar10_v2.py @@ -37,7 +37,7 @@ def transform(self, transform: Callable[["CIFAR10.Element"], Any]) -> "CIFAR10.T return CIFAR10.TransformedDataset(self, transform) class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[..., Any]) -> None: self._dataset = dataset self._transform = transform @@ -48,7 +48,7 @@ def __getitem__(self, index: int) -> Any: item = self._dataset[index] return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - def transform(self, transform: Callable[Any, Any]) -> "CIFAR10.TransformedDataset": + def transform(self, transform: Callable[..., Any]) -> "CIFAR10.TransformedDataset": return CIFAR10.TransformedDataset(self, transform) def __init__(self, size: dict[str, int] = {}) -> None: diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index b3fbed7..791b395 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -68,7 +68,7 @@ def _decode(self, data: dict, indices: dict, index: int) -> "CAGS.Element": } class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[..., Any]) -> None: self._dataset = dataset self._transform = transform @@ -79,7 +79,7 @@ def __getitem__(self, index: int) -> Any: item = self._dataset[index] return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - def transform(self, transform: Callable[Any, Any]) -> "CAGS.TransformedDataset": + def transform(self, transform: Callable[..., Any]) -> "CAGS.TransformedDataset": return CAGS.TransformedDataset(self, transform) def __init__(self, decode_on_demand: bool = False) -> None: diff --git a/labs/06/svhn_dataset.py b/labs/06/svhn_dataset.py index ea40abe..4eae8a3 100644 --- a/labs/06/svhn_dataset.py +++ b/labs/06/svhn_dataset.py @@ -62,7 +62,7 @@ def _decode(self, data: dict, indices: dict, index: int) -> "SVHN.Element": } class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[..., Any]) -> None: self._dataset = dataset self._transform = transform @@ -73,7 +73,7 @@ def __getitem__(self, index: int) -> Any: item = self._dataset[index] return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - def transform(self, transform: Callable[Any, Any]) -> "SVHN.TransformedDataset": + def transform(self, transform: Callable[..., Any]) -> "SVHN.TransformedDataset": return SVHN.TransformedDataset(self, transform) def __init__(self, decode_on_demand: bool = False) -> None: diff --git a/labs/07/modelnet.py b/labs/07/modelnet.py index fa0c92c..2e7d513 100644 --- a/labs/07/modelnet.py +++ b/labs/07/modelnet.py @@ -40,7 +40,7 @@ def transform(self, transform: Callable[["ModelNet.Element"], Any]) -> "ModelNet return ModelNet.TransformedDataset(self, transform) class TransformedDataset(torch.utils.data.Dataset): - def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[Any, Any]) -> None: + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[..., Any]) -> None: self._dataset = dataset self._transform = transform @@ -51,7 +51,7 @@ def __getitem__(self, index: int) -> Any: item = self._dataset[index] return self._transform(*item) if isinstance(item, tuple) else self._transform(item) - def transform(self, transform: Callable[Any, Any]) -> "ModelNet.TransformedDataset": + def transform(self, transform: Callable[..., Any]) -> "ModelNet.TransformedDataset": return ModelNet.TransformedDataset(self, transform) # The resolution parameter can be either 20 or 32. From a7cfd547edd71955be51be40ecf159a82e92fefd Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 8 Apr 2024 23:55:17 +0200 Subject: [PATCH 048/146] Correctly type `get_value` and `get_value_of_kind`. It in fact returns `np.int64`, not just `int`. --- labs/05/cags_dataset.py | 4 ++-- labs/06/svhn_dataset.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/labs/05/cags_dataset.py b/labs/05/cags_dataset.py index 791b395..127bc21 100644 --- a/labs/05/cags_dataset.py +++ b/labs/05/cags_dataset.py @@ -99,14 +99,14 @@ def __init__(self, decode_on_demand: bool = False) -> None: # TFRecord loading @staticmethod def _load_data(path: str, items: int) -> tuple[dict[str, array.array], dict[str, array.array]]: - def get_value() -> int: + def get_value() -> np.int64: nonlocal data, offset value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 while data[offset - 1] & 0x80: value |= (data[offset] & 0x7F) << (7 * (offset - start)); offset += 1 return value - def get_value_of_kind(kind: int) -> int: + def get_value_of_kind(kind: int) -> np.int64: nonlocal data, offset assert data[offset] == kind; offset += 1 return get_value() diff --git a/labs/06/svhn_dataset.py b/labs/06/svhn_dataset.py index 4eae8a3..b111b19 100644 --- a/labs/06/svhn_dataset.py +++ b/labs/06/svhn_dataset.py @@ -93,14 +93,14 @@ def __init__(self, decode_on_demand: bool = False) -> None: # TFRecord loading @staticmethod def _load_data(path: str, items: int) -> tuple[dict[str, array.array], dict[str, array.array]]: - def get_value() -> int: + def get_value() -> np.int64: nonlocal data, offset value = np.int64(data[offset] & 0x7F); start = offset; offset += 1 while data[offset - 1] & 0x80: value |= (data[offset] & 0x7F) << (7 * (offset - start)); offset += 1 return value - def get_value_of_kind(kind: int) -> int: + def get_value_of_kind(kind: int) -> np.int64: nonlocal data, offset assert data[offset] == kind; offset += 1 return get_value() From 4ebc353c01a16a7ef129ecde1e9290638a91403a Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Tue, 9 Apr 2024 19:45:56 +0200 Subject: [PATCH 049/146] Add link to the English lecture 8 recording. --- lectures/lecture08.md | 1 + 1 file changed, 1 insertion(+) diff --git a/lectures/lecture08.md b/lectures/lecture08.md index 002097e..952db0f 100644 --- a/lectures/lecture08.md +++ b/lectures/lecture08.md @@ -3,6 +3,7 @@ #### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?08 #### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-08.pdf, PDF Slides #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-czech.mp4, CZ Lecture +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-english.mp4, EN Lecture #### Questions: #lecture_8_questions - Sequence modelling using Recurrent Neural Networks (RNN) [Chapter 10 until Section 10.2.1 (excluding) of DLB] From 6edbe8b8860185b75a57fb74fd3e8b63e67302d6 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sat, 13 Apr 2024 22:36:14 +0200 Subject: [PATCH 050/146] Add assignments of the lecture 8. --- labs/08/morpho_analyzer.py | 45 ++++ labs/08/morpho_dataset.py | 253 ++++++++++++++++++ labs/08/sequence_classification.py | 144 +++++++++++ labs/08/tagger_cle.py | 396 +++++++++++++++++++++++++++++ labs/08/tagger_competition.py | 237 +++++++++++++++++ labs/08/tagger_we.py | 327 ++++++++++++++++++++++++ lectures/lecture08.md | 4 + tasks/sequence_classification.md | 127 +++++++++ tasks/tagger_cle.md | 50 ++++ tasks/tagger_competition.md | 32 +++ tasks/tagger_we.md | 56 ++++ 11 files changed, 1671 insertions(+) create mode 100644 labs/08/morpho_analyzer.py create mode 100644 labs/08/morpho_dataset.py create mode 100644 labs/08/sequence_classification.py create mode 100644 labs/08/tagger_cle.py create mode 100644 labs/08/tagger_competition.py create mode 100644 labs/08/tagger_we.py create mode 100644 tasks/sequence_classification.md create mode 100644 tasks/tagger_cle.md create mode 100644 tasks/tagger_competition.md create mode 100644 tasks/tagger_we.md diff --git a/labs/08/morpho_analyzer.py b/labs/08/morpho_analyzer.py new file mode 100644 index 0000000..d0f0fa7 --- /dev/null +++ b/labs/08/morpho_analyzer.py @@ -0,0 +1,45 @@ +import os +import sys +import urllib.request +import zipfile + + +class MorphoAnalyzer: + """ Loads a morphological analyses in a vertical format. + + The analyzer provides only a method `get(word: str)` returning a list + of analyses, each containing two fields `lemma` and `tag`. + If an analysis of the word is not found, an empty list is returned. + """ + + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" + + class LemmaTag: + def __init__(self, lemma: str, tag: str) -> None: + self.lemma = lemma + self.tag = tag + + def __repr__(self) -> str: + return "(lemma: {}, tag: {})".format(self.lemma, self.tag) + + def __init__(self, dataset: str) -> None: + path = "{}.zip".format(dataset) + if not os.path.exists(path): + print("Downloading dataset {}...".format(dataset), file=sys.stderr) + urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) + os.rename("{}.tmp".format(path), path) + + self.analyses = {} + with zipfile.ZipFile(path, "r") as zip_file: + with zip_file.open("{}.txt".format(dataset), "r") as analyses_file: + for line in analyses_file: + line = line.decode("utf-8").rstrip("\n") + columns = line.split("\t") + + analyses = [] + for i in range(1, len(columns) - 1, 2): + analyses.append(self.LemmaTag(columns[i], columns[i + 1])) + self.analyses[columns[0]] = analyses + + def get(self, word: str) -> list[LemmaTag]: + return self.analyses.get(word, []) diff --git a/labs/08/morpho_dataset.py b/labs/08/morpho_dataset.py new file mode 100644 index 0000000..dd4350e --- /dev/null +++ b/labs/08/morpho_dataset.py @@ -0,0 +1,253 @@ +import os +import sys +from typing import Any, BinaryIO, Callable, Self, Sequence, TextIO, TypedDict +import urllib.request +import zipfile + +import torch + + +# A class for managing mapping between strings and indices. +# It provides: +# - `__len__`: number of strings in the vocabulary +# - `string(index: int) -> str`: string for a given index to the vocabulary +# - `strings(indices: Sequence[int]) -> list[str]`: list of strings for given indices +# - `index(string: str) -> int`: index of a given string in the vocabulary +# - `indices(strings: Sequence[str]) -> list[int]`: list of indices for given strings +class Vocabulary: + PAD: int = 0 + UNK: int = 1 + + def __init__(self, strings: Sequence[str]) -> None: + self._strings = ["[PAD]", "[UNK]"] + self._strings.extend(strings) + self._string_map = {string: index for index, string in enumerate(self._strings)} + + def __len__(self) -> int: + return len(self._strings) + + def string(self, index: int) -> str: + return self._strings[index] + + def strings(self, indices: Sequence[int]) -> list[str]: + return [self._strings[index] for index in indices] + + def index(self, string: str) -> int: + return self._string_map.get(string, Vocabulary.UNK) + + def indices(self, strings: Sequence[str]) -> list[int]: + return [self._string_map.get(string, Vocabulary.UNK) for string in strings] + + +# Loads a morphological dataset in a vertical format. +# - The data consists of three datasets +# - `train` +# - `dev` +# - `test` +# - Each dataset is a `torch.utils.data.Dataset` providing +# - `__len__`: number of sentences in the dataset +# - `__getitem__`: return the requested sentence as an `Element` +# instance, which is a dictionary with keys "forms"/"lemmas"/"tags", +# each being a list of strings +# - `forms`, `lemmas`, `tags`: instances of type `Factor` containing +# the following fields: +# - `strings`: a Python list containing input sentences, each being +# a list of strings (forms/lemmas/tags) +# - `word_vocab`: a `Vocabulary` object capable of mapping words to +# indices. It is constructed on the train set and shared by the dev +# and test sets +# - `char_vocab`: a `Vocabulary` object capable of mapping characters +# to indices. It is constructed on the train set and shared by the dev +# and test sets +# - `cle_batch`: a method for creating inputs for character-level embeddings. +# It takes a list of sentences, each being a list of string forms, and produces +# a tuple of two tensors: +# - `unique_forms` with shape `[num_unique_forms, max_form_length]` containing +# each unique form as a sequence of character ids +# - `forms_indices` with shape `[num_sentences, max_sentence_length]` +# containing for every form its index in `unique_forms` +class MorphoDataset: + PAD: int = 0 + UNK: int = 1 + BOW: int = 2 + EOW: int = 3 + + _URL: str = "https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/datasets/" + + Element = TypedDict("Element", {"forms": list[str], "lemmas": list[str], "tags": list[str]}) + + class Factor: + word_vocab: Vocabulary + char_vocab: Vocabulary + strings: list[list[str]] + + def __init__(self) -> None: + self.strings = [] + + def finalize(self, train: Self | None = None) -> None: + # Create vocabularies + if train: + self.word_vocab = train.word_vocab + self.char_vocab = train.char_vocab + else: + strings = sorted(set(string for sentence in self.strings for string in sentence)) + self.word_vocab = Vocabulary(strings) + + bow_eow = ["[BOW]", "[EOW]"] + self.char_vocab = Vocabulary(bow_eow + sorted(set(char for string in strings for char in string))) + + class Dataset(torch.utils.data.Dataset): + def __init__(self, data_file: BinaryIO, train: Self | None = None, max_sentences: int | None = None) -> None: + # Create factors + self._factors = (MorphoDataset.Factor(), MorphoDataset.Factor(), MorphoDataset.Factor()) + self._factors_tensors = None + + # Load the data + self._size = 0 + in_sentence = False + for line in data_file: + line = line.decode("utf-8").rstrip("\r\n") + if line: + if not in_sentence: + for factor in self._factors: + factor.strings.append([]) + self._size += 1 + + columns = line.split("\t") + assert len(columns) == len(self._factors) + for column, factor in zip(columns, self._factors): + factor.strings[-1].append(column) + + in_sentence = True + else: + in_sentence = False + if max_sentences is not None and self._size >= max_sentences: + break + + # Finalize the mappings + for i, factor in enumerate(self._factors): + factor.finalize(train._factors[i] if train else None) + + @property + def forms(self) -> "MorphoDataset.Factor": + return self._factors[0] + + @property + def lemmas(self) -> "MorphoDataset.Factor": + return self._factors[1] + + @property + def tags(self) -> "MorphoDataset.Factor": + return self._factors[2] + + def __len__(self) -> int: + return self._size + + def __getitem__(self, index: int) -> "MorphoDataset.Element": + return {"forms": self.forms.strings[index], + "lemmas": self.lemmas.strings[index], + "tags": self.tags.strings[index]} + + def transform(self, transform: Callable[["MorphoDataset.Element"], Any]) -> "MorphoDataset.TransformedDataset": + return MorphoDataset.TransformedDataset(self, transform) + + def cle_batch(self, forms: list[list[str]]) -> tuple[torch.Tensor, torch.Tensor]: + unique_strings = list(set(form for sentence in forms for form in sentence)) + unique_string_map = {form: index + 1 for index, form in enumerate(unique_strings)} + unique_forms = torch.nn.utils.rnn.pad_sequence( + [torch.tensor([MorphoDataset.UNK])] + + [torch.tensor(self.forms.char_vocab.indices(form)) for form in unique_strings], batch_first=True) + forms_indices = torch.nn.utils.rnn.pad_sequence( + [torch.tensor([unique_string_map[form] for form in sentence]) for sentence in forms], batch_first=True) + return unique_forms, forms_indices + + class TransformedDataset(torch.utils.data.Dataset): + def __init__(self, dataset: torch.utils.data.Dataset, transform: Callable[..., Any]) -> None: + self._dataset = dataset + self._transform = transform + + def __len__(self) -> int: + return len(self._dataset) + + def __getitem__(self, index: int) -> Any: + item = self._dataset[index] + return self._transform(*item) if isinstance(item, tuple) else self._transform(item) + + def transform(self, transform: Callable[..., Any]) -> "MorphoDataset.TransformedDataset": + return MorphoDataset.TransformedDataset(self, transform) + + def __init__(self, dataset, max_sentences=None): + path = "{}.zip".format(dataset) + if not os.path.exists(path): + print("Downloading dataset {}...".format(dataset), file=sys.stderr) + urllib.request.urlretrieve("{}/{}".format(self._URL, path), filename="{}.tmp".format(path)) + os.rename("{}.tmp".format(path), path) + + with zipfile.ZipFile(path, "r") as zip_file: + for dataset in ["train", "dev", "test"]: + with zip_file.open("{}_{}.txt".format(os.path.splitext(path)[0], dataset), "r") as dataset_file: + setattr(self, dataset, self.Dataset( + dataset_file, train=self.train if dataset != "train" else None, + max_sentences=max_sentences)) + + train: Dataset + dev: Dataset + test: Dataset + + # Evaluation infrastructure. + @staticmethod + def evaluate(gold_dataset: "MorphoDataset.Factor", predictions: Sequence[str]) -> float: + gold_sentences = gold_dataset.strings + + predicted_sentences, in_sentence = [], False + for line in predictions: + line = line.rstrip("\n") + if not line: + in_sentence = False + else: + if not in_sentence: + predicted_sentences.append([]) + in_sentence = True + predicted_sentences[-1].append(line) + + if len(predicted_sentences) != len(gold_sentences): + raise RuntimeError("The predictions contain different number of sentences than gold data: {} vs {}".format( + len(predicted_sentences), len(gold_sentences))) + + correct, total = 0, 0 + for i, (predicted_sentence, gold_sentence) in enumerate(zip(predicted_sentences, gold_sentences)): + if len(predicted_sentence) != len(gold_sentence): + raise RuntimeError("Predicted sentence {} has different number of words than gold: {} vs {}".format( + i + 1, len(predicted_sentence), len(gold_sentence))) + correct += sum(predicted == gold for predicted, gold in zip(predicted_sentence, gold_sentence)) + total += len(predicted_sentence) + + return 100 * correct / total + + @staticmethod + def evaluate_file(gold_dataset: "MorphoDataset.Factor", predictions_file: TextIO) -> float: + predictions = predictions_file.readlines() + return MorphoDataset.evaluate(gold_dataset, predictions) + + +if __name__ == "__main__": + import argparse + parser = argparse.ArgumentParser() + parser.add_argument("--evaluate", default=None, type=str, help="Prediction file to evaluate") + parser.add_argument("--corpus", default="czech_pdt", type=str, help="The corpus to evaluate") + parser.add_argument("--dataset", default="dev", type=str, help="The dataset to evaluate (dev/test)") + parser.add_argument("--task", default="tagger", type=str, help="Task to evaluate (tagger/lemmatizer)") + args = parser.parse_args() + + if args.evaluate: + gold = getattr(MorphoDataset(args.corpus), args.dataset) + if args.task == "tagger": + gold = gold.tags + elif args.task == "lemmatizer": + gold = gold.lemmas + else: + raise ValueError("Unknown task '{}', valid values are only 'tagger' or 'lemmatizer'".format(args.task)) + + with open(args.evaluate, "r", encoding="utf-8-sig") as predictions_file: + accuracy = MorphoDataset.evaluate_file(gold, predictions_file) + print("{} accuracy: {:.2f}%".format(args.task.title(), accuracy)) diff --git a/labs/08/sequence_classification.py b/labs/08/sequence_classification.py new file mode 100644 index 0000000..85e1e1c --- /dev/null +++ b/labs/08/sequence_classification.py @@ -0,0 +1,144 @@ +#!/usr/bin/env python3 +import argparse +import datetime +import os +import re +os.environ.setdefault("KERAS_BACKEND", "torch") # Use PyTorch backend unless specified otherwise + +import keras +import numpy as np +import torch + +parser = argparse.ArgumentParser() +# These arguments will be set appropriately by ReCodEx, even if you change them. +parser.add_argument("--batch_size", default=16, type=int, help="Batch size.") +parser.add_argument("--clip_gradient", default=None, type=float, help="Norm for gradient clipping.") +parser.add_argument("--epochs", default=20, type=int, help="Number of epochs.") +parser.add_argument("--hidden_layer", default=0, type=int, help="Additional hidden layer after RNN.") +parser.add_argument("--recodex", default=False, action="store_true", help="Evaluation in ReCodEx.") +parser.add_argument("--rnn", default="LSTM", choices=["LSTM", "GRU", "SimpleRNN"], help="RNN layer type.") +parser.add_argument("--rnn_dim", default=10, type=int, help="RNN layer dimension.") +parser.add_argument("--seed", default=42, type=int, help="Random seed.") +parser.add_argument("--sequence_dim", default=1, type=int, help="Sequence element dimension.") +parser.add_argument("--sequence_length", default=50, type=int, help="Sequence length.") +parser.add_argument("--test_sequences", default=1000, type=int, help="Number of testing sequences.") +parser.add_argument("--threads", default=1, type=int, help="Maximum number of threads to use.") +parser.add_argument("--train_sequences", default=10000, type=int, help="Number of training sequences.") +# If you add more arguments, ReCodEx will keep them with your default values. + + +class TorchTensorBoardCallback(keras.callbacks.Callback): + def __init__(self, path): + self._path = path + self._writers = {} + + def writer(self, writer): + if writer not in self._writers: + import torch.utils.tensorboard + self._writers[writer] = torch.utils.tensorboard.SummaryWriter(os.path.join(self._path, writer)) + return self._writers[writer] + + def add_logs(self, writer, logs, step): + if logs: + for key, value in logs.items(): + self.writer(writer).add_scalar(key, value, step) + self.writer(writer).flush() + + def on_epoch_end(self, epoch, logs=None): + if logs: + if isinstance(getattr(self.model, "optimizer", None), keras.optimizers.Optimizer): + logs = logs | {"learning_rate": keras.ops.convert_to_numpy(self.model.optimizer.learning_rate)} + self.add_logs("train", {k: v for k, v in logs.items() if not k.startswith("val_")}, epoch + 1) + self.add_logs("val", {k[4:]: v for k, v in logs.items() if k.startswith("val_")}, epoch + 1) + + +# Dataset for generating sequences, with labels predicting whether the cumulative sum +# is odd/even. +class Dataset: + def __init__(self, sequences_num: int, sequence_length: int, sequence_dim: int, seed: int) -> None: + sequences = np.zeros([sequences_num, sequence_length, sequence_dim], np.int32) + labels = np.zeros([sequences_num, sequence_length, 1], bool) + generator = np.random.RandomState(seed) + for i in range(sequences_num): + sequences[i, :, 0] = generator.randint(0, max(2, sequence_dim), size=[sequence_length]) + labels[i, :, 0] = np.bitwise_and(np.cumsum(sequences[i, :, 0]), 1) + if sequence_dim > 1: + sequences[i] = np.eye(sequence_dim)[sequences[i, :, 0]] + self._data = {"sequences": sequences.astype(np.float32), "labels": labels} + self._size = sequences_num + + @property + def data(self) -> dict[str, np.ndarray]: + return self._data + + @property + def size(self) -> int: + return self._size + + +class Model(keras.Model): + def __init__(self, args: argparse.Namespace) -> None: + # Construct the model. + sequences = keras.Input(shape=[args.sequence_length, args.sequence_dim]) + + # TODO: Process the sequence using a RNN with type `args.rnn` and + # with dimensionality `args.rnn_dim`. Use `return_sequences=True` + # to get outputs for all sequence elements. + # + # Prefer `keras.layers.{LSTM,GRU,SimpleRNN}` to + # `keras.layers.RNN` wrapper with `keras.layers.{LSTM,GRU,SimpleRNN}Cell`, + # because the former is considerably faster (even if the GPU support in + # PyTorch is not optimal in the current Keras 3.2.1.) + + # TODO: If `args.hidden_layer` is nonzero, process the result using + # a ReLU-activated fully connected layer with `args.hidden_layer` units. + + # TODO: Generate `predictions` using a fully connected layer + # with one output and sigmoid activation. + + super().__init__(inputs=sequences, outputs=predictions) + + self.compile( + optimizer=keras.optimizers.Adam(clipnorm=args.clip_gradient), + loss=keras.losses.BinaryCrossentropy(), + metrics=[keras.metrics.BinaryAccuracy("accuracy")], + ) + + self.tb_callback = TorchTensorBoardCallback(args.logdir) + + +def main(args: argparse.Namespace) -> dict[str, float]: + # Set the random seed and the number of threads. + keras.utils.set_random_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + torch.set_num_interop_threads(args.threads) + + # Create logdir name + args.logdir = os.path.join("logs", "{}-{}-{}".format( + os.path.basename(globals().get("__file__", "notebook")), + datetime.datetime.now().strftime("%Y-%m-%d_%H%M%S"), + ",".join(("{}={}".format(re.sub("(.)[^_]*_?", r"\1", k), v) for k, v in sorted(vars(args).items()))) + )) + + # Create the data + train = Dataset(args.train_sequences, args.sequence_length, args.sequence_dim, seed=42) + test = Dataset(args.test_sequences, args.sequence_length, args.sequence_dim, seed=43) + + # Create the model and train + model = Model(args) + + logs = model.fit( + train.data["sequences"], train.data["labels"], + batch_size=args.batch_size, epochs=args.epochs, + validation_data=(test.data["sequences"], test.data["labels"]), + callbacks=[model.tb_callback], + ) + + # Return development metrics for ReCodEx to validate. + return {metric: values[-1] for metric, values in logs.history.items() if metric.startswith("val_")} + + +if __name__ == "__main__": + args = parser.parse_args([] if "__file__" not in globals() else None) + main(args) diff --git a/labs/08/tagger_cle.py b/labs/08/tagger_cle.py new file mode 100644 index 0000000..d2d0af8 --- /dev/null +++ b/labs/08/tagger_cle.py @@ -0,0 +1,396 @@ +#!/usr/bin/env python3 +import argparse +import datetime +import os +import re + +import numpy as np +import torch +import torchmetrics + +from morpho_dataset import MorphoDataset + +parser = argparse.ArgumentParser() +# These arguments will be set appropriately by ReCodEx, even if you change them. +parser.add_argument("--batch_size", default=10, type=int, help="Batch size.") +parser.add_argument("--cle_dim", default=32, type=int, help="CLE embedding dimension.") +parser.add_argument("--epochs", default=5, type=int, help="Number of epochs.") +parser.add_argument("--max_sentences", default=None, type=int, help="Maximum number of sentences to load.") +parser.add_argument("--recodex", default=False, action="store_true", help="Evaluation in ReCodEx.") +parser.add_argument("--rnn", default="LSTM", choices=["LSTM", "GRU"], help="RNN layer type.") +parser.add_argument("--rnn_dim", default=64, type=int, help="RNN layer dimension.") +parser.add_argument("--seed", default=42, type=int, help="Random seed.") +parser.add_argument("--threads", default=1, type=int, help="Maximum number of threads to use.") +parser.add_argument("--we_dim", default=64, type=int, help="Word embedding dimension.") +parser.add_argument("--word_masking", default=0.0, type=float, help="Mask words with the given probability.") +# If you add more arguments, ReCodEx will keep them with your default values. + + +class TrainableModule(torch.nn.Module): + """A simple Keras-like module for training with raw PyTorch. + + The module provides fit/evaluate/predict methods, computes loss and metrics, + and generates both TensorBoard and console logs. By default, it uses GPU + if available, and CPU otherwise. Additionally, it offers a Keras-like + initialization of the weights. + + The current implementation supports models with either single input or + a tuple of inputs; however, only one output is currently supported. + """ + from torch.utils.tensorboard import SummaryWriter as _SummaryWriter + from time import time as _time + from tqdm import tqdm as _tqdm + + def configure(self, *, optimizer=None, schedule=None, loss=None, metrics={}, logdir=None, device="auto"): + """Configure the module process. + + - `optimizer` is the optimizer to use for training; + - `schedule` is an optional learning rate scheduler used after every batch; + - `loss` is the loss function to minimize; + - `metrics` is a dictionary of additional metrics to compute; + - `logdir` is an optional directory where TensorBoard logs should be written; + - `device` is the device to use; when "auto", `cuda` is used when available, `cpu` otherwise. + """ + self.optimizer = optimizer + self.schedule = schedule + self.loss, self.loss_metric = loss, torchmetrics.MeanMetric() + self.metrics = torchmetrics.MetricCollection(metrics) + self.logdir, self._writers = logdir, {} + self.device = torch.device(("cuda" if torch.cuda.is_available() else "cpu") if device == "auto" else device) + self.to(self.device) + + def load_weights(self, path, device="auto"): + """Load the model weights from the given path.""" + self.device = torch.device(("cuda" if torch.cuda.is_available() else "cpu") if device == "auto" else device) + self.load_state_dict(torch.load(path, map_location=self.device)) + + def save_weights(self, path): + """Save the model weights to the given path.""" + state_dict = self.state_dict() + torch.save(state_dict, path) + + def fit(self, dataloader, epochs, dev=None, callbacks=[], verbose=1): + """Train the model on the given dataset. + + - `dataloader` is the training dataset, each element a pair of inputs and an output; + the inputs can be either a single tensor or a tuple of tensors; + - `dev` is an optional development dataset; + - `epochs` is the number of epochs to train; + - `callbacks` is a list of callbacks to call after each epoch with + arguments `self`, `epoch`, and `logs`; + - `verbose` controls the verbosity: 0 for silent, 1 for persistent progress bar, + 2 for a progress bar only when writing to a console. + """ + for epoch in range(epochs): + self.train() + self.loss_metric.reset() + self.metrics.reset() + start = self._time() + epoch_message = f"Epoch={epoch+1}/{epochs}" + data_and_progress = self._tqdm( + dataloader, epoch_message, unit="batch", leave=False, disable=None if verbose == 2 else not verbose) + for xs, y in data_and_progress: + xs, y = tuple(x.to(self.device) for x in (xs if isinstance(xs, tuple) else (xs,))), y.to(self.device) + logs = self.train_step(xs, y) + message = [epoch_message] + [f"{k}={v:.{0 None: + super().__init__() + + # Create all needed layers. + # TODO: Create a word masking layer `self.MaskElements` with the given + # `args.word_masking` probability and `MorphoDataset.UNK` as the masking value. + self._word_masking = ... + + # TODO: Create a `torch.nn.Embedding` layer for embedding the character ids + # from `train.forms.char_vocab` to dimensionality `args.cle_dim`. + self._char_embedding = ... + + # TODO: Create a `torch.nn.GRU` layer processing the character embeddings, + # producing output of dimensionality `args.cle_dim`, concatenating the + # outputs of forward and backward directions. Also pass `batch_first=True`. + self._char_rnn = ... + + # TODO:(tagger_we) Create a `torch.nn.Embedding` layer, embedding the form ids + # from `train.forms.word_vocab` to dimensionality `args.we_dim`. + self._word_embedding = ... + + # TODO: Create an RNN layer, either `torch.nn.LSTM` or `torch.nn.GRU` depending + # on `args.rnn`. The layer should be bidirectional (`bidirectional=True`), summing + # the outputs of forward and backward directions. The layer processes the above + # word embeddings, **now concatenated with the character-level embeddings**, and produces + # output of dimensionality `args.rnn_dim`; pass `batch_first=True` to the constructor. + self._word_rnn = ... + + # TODO(tagger_we): Create an output linear layer (`torch.nn.Linear`) processing the RNN output, + # logits for tag prediction; `train.tags.word_vocab` is the tag vocabulary. + self._output_layer = ... + + # Initialize the layers using the Keras-inspired initialization. You can try + # removing this line to see how much worse the default PyTorch initialization is. + self.apply(self.keras_init) + + def forward(self, form_ids: torch.Tensor, unique_forms: torch.Tensor, form_indices: torch.Tensor) -> torch.Tensor: + # TODO: Mask the input `form_ids` using the `self._word_masking` layer. + form_ids = ... + + # TODO(tagger_we): Embed the masked `form_ids` using the word embedding layer. + hidden = ... + + # TODO: Embed the `unique_forms` using the character embedding layer. + cle = ... + + # TODO: Pass the character embeddings through the character-level RNN. + # As during word-level RNN, start by packing the input sequence. + packed = ... + + # Pass the `PackedSequence` through the character RNN. Note that this time + # we are interested only in the second output (the last hidden state of the RNN). + _, cle = self._char_rnn(cle) + + # TODO: Concatenate the states of the forward and backward directions. + cle = ... + + # TODO: With `cle` being the character-level embeddings of the unique forms + # of shape `[num_unique_forms, 2 * cle_dim]`, create the representation of the + # (not necessary unique) sentence forms by indexing the character-level + # embeddings with the `form_indices`. The result should have a shape + # `[batch_size, max_sentence_length, 2 * cle_dim]`. You can use for example + # the `torch.nn.functional.embedding` function. + cle = ... + + # TODO: Concatenate the word embeddings with the character-level embeddings (in this order). + hidden = ... + + # TODO(tagger_we): Process the embeddings through the RNN layer. Because the sentences + # have different length, you have to use `torch.nn.utils.rnn.pack_padded_sequence` + # to construct a variable-length `PackedSequence` from the input. You need to compute + # the length of each sentence in the batch (by counting non-`MorhoDataset.PAD` tokens); + # note that these lengths must be on CPU, so you might need to use the `.cpu()` method. + # Finally, also pass `batch_first=True` and `enforce_sorted=False` to the call. + packed = ... + + # Pass the `PackedSequence` through the RNN. + hidden, _ = self._word_rnn(packed) + + # TODO(tagger_we): Unpack the RNN output using the `torch.nn.utils.rnn.pad_packed_sequence` with + # `batch_first=True` argument. Then sum the outputs of forward and backward directions. + hidden = ... + + # TODO(tagger_we): Pass the RNN output through the output layer. Such an output has a shape + # `[batch_size, sequence_length, num_tags]`, but the loss and the metric expect + # the `num_tags` dimension to be in front (`[batch_size, num_tags, sequence_length]`), + # so you need to reorder the dimension. + hidden = ... + + return hidden + + +def main(args: argparse.Namespace) -> dict[str, float]: + # Set the random seed and the number of threads. + np.random.seed(args.seed) + torch.manual_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + torch.set_num_interop_threads(args.threads) + + # Create logdir name + args.logdir = os.path.join("logs", "{}-{}-{}".format( + os.path.basename(globals().get("__file__", "notebook")), + datetime.datetime.now().strftime("%Y-%m-%d_%H%M%S"), + ",".join(("{}={}".format(re.sub("(.)[^_]*_?", r"\1", k), v) for k, v in sorted(vars(args).items()))) + )) + + # Load the data + morpho = MorphoDataset("czech_cac", max_sentences=args.max_sentences) + + # Create the model and train + model = Model(args, morpho.train) + + def prepare_tagging_data(example): + # TODO(tagger_we): Construct a single example, each consisting of the following pair: + # - a PyTorch tensor of integer ids of input forms as input, + # - a PyTorch tensor of integer tag ids as targets. + # To create the ids, use `word_vocab` of `morpho.train.forms` and `morpho.train.tags`. + form_ids = ... + tag_ids = ... + # Note that compared to `tagger_we`, we also return the original + # forms in order to be able to compute the character-level embeddings. + return form_ids, example["forms"], tag_ids + train = morpho.train.transform(prepare_tagging_data) + dev = morpho.dev.transform(prepare_tagging_data) + + def prepare_batch(data): + # Construct a single batch, where `data` is a list of examples + # generated by `prepare_tagging_data`. + form_ids, forms, tag_ids = zip(*data) + # TODO(tagger_we): Combine `form_ids` into a single tensor, padding shorter + # sequences to length of the longest sequence in the batch with zeros + # using `torch.nn.utils.rnn.pad_sequence` with `batch_first=True` argument. + form_ids = ... + # TODO: Create required inputs for the character-level embeddings using + # the provided `morpho.train.cle_batch` function on `forms`. The function + # returns a pair of two PyTorch tensors: + # - `unique_forms` with shape `[num_unique_forms, max_form_length]` containing + # each unique form as a sequence of character ids, + # - `forms_indices` with shape `[num_sentences, max_sentence_length]` + # containing for every form its index in `unique_forms`. + unique_forms, forms_indices = ... + # TODO(tagger_we): Process `tag_ids` analogously to `form_ids`. + tag_ids = ... + return (form_ids, unique_forms, forms_indices), tag_ids + train = torch.utils.data.DataLoader(train, batch_size=args.batch_size, collate_fn=prepare_batch, shuffle=True) + dev = torch.utils.data.DataLoader(dev, batch_size=args.batch_size, collate_fn=prepare_batch) + + model.configure( + # TODO(tagger_we): Create the optimizer by creating an instance of + # `torch.optim.Adam`which will train the `model.parameters()`. + optimizer=..., + # TODO(tagger_we): Use `torch.nn.CrossEntropyLoss` to instantiate the loss function. + # Pass `ignore_index=morpho.PAD` to the constructor so that the padded + # tags are ignored during the loss computation. Note that the loss + # expects the input to e of shape `[batch_size, num_tags, sequence_length]`. + loss=..., + # TODO(tagger_we): Create a `torchmetrics.Accuracy` metric, passing "multiclass" as + # the first argument, `num_classes` set to the number of unique tags, and + # again `ignore_index=morpho.PAD` to ignore the padded tags. + metrics={"accuracy": torchmetrics.Accuracy(...)}, + logdir=args.logdir, + ) + + logs = model.fit(train, dev=dev, epochs=args.epochs) + + # Return development metrics for ReCodEx to validate. + return {metric: value for metric, value in logs.items() if metric.startswith("dev_")} + + +if __name__ == "__main__": + args = parser.parse_args([] if "__file__" not in globals() else None) + main(args) diff --git a/labs/08/tagger_competition.py b/labs/08/tagger_competition.py new file mode 100644 index 0000000..6cf4786 --- /dev/null +++ b/labs/08/tagger_competition.py @@ -0,0 +1,237 @@ +#!/usr/bin/env python3 +import argparse +import datetime +import os +import re + +import numpy as np +import torch +import torchmetrics + +from morpho_analyzer import MorphoAnalyzer +from morpho_dataset import MorphoDataset + +# TODO: Define reasonable defaults and optionally more parameters. +# Also, you can set the number of threads to 0 to use all your CPU cores. +parser = argparse.ArgumentParser() +parser.add_argument("--batch_size", default=..., type=int, help="Batch size.") +parser.add_argument("--epochs", default=..., type=int, help="Number of epochs.") +parser.add_argument("--seed", default=42, type=int, help="Random seed.") +parser.add_argument("--threads", default=1, type=int, help="Maximum number of threads to use.") + + +class TrainableModule(torch.nn.Module): + """A simple Keras-like module for training with raw PyTorch. + + The module provides fit/evaluate/predict methods, computes loss and metrics, + and generates both TensorBoard and console logs. By default, it uses GPU + if available, and CPU otherwise. Additionally, it offers a Keras-like + initialization of the weights. + + The current implementation supports models with either single input or + a tuple of inputs; however, only one output is currently supported. + """ + from torch.utils.tensorboard import SummaryWriter as _SummaryWriter + from time import time as _time + from tqdm import tqdm as _tqdm + + def configure(self, *, optimizer=None, schedule=None, loss=None, metrics={}, logdir=None, device="auto"): + """Configure the module process. + + - `optimizer` is the optimizer to use for training; + - `schedule` is an optional learning rate scheduler used after every batch; + - `loss` is the loss function to minimize; + - `metrics` is a dictionary of additional metrics to compute; + - `logdir` is an optional directory where TensorBoard logs should be written; + - `device` is the device to use; when "auto", `cuda` is used when available, `cpu` otherwise. + """ + self.optimizer = optimizer + self.schedule = schedule + self.loss, self.loss_metric = loss, torchmetrics.MeanMetric() + self.metrics = torchmetrics.MetricCollection(metrics) + self.logdir, self._writers = logdir, {} + self.device = torch.device(("cuda" if torch.cuda.is_available() else "cpu") if device == "auto" else device) + self.to(self.device) + + def load_weights(self, path, device="auto"): + """Load the model weights from the given path.""" + self.device = torch.device(("cuda" if torch.cuda.is_available() else "cpu") if device == "auto" else device) + self.load_state_dict(torch.load(path, map_location=self.device)) + + def save_weights(self, path): + """Save the model weights to the given path.""" + state_dict = self.state_dict() + torch.save(state_dict, path) + + def fit(self, dataloader, epochs, dev=None, callbacks=[], verbose=1): + """Train the model on the given dataset. + + - `dataloader` is the training dataset, each element a pair of inputs and an output; + the inputs can be either a single tensor or a tuple of tensors; + - `dev` is an optional development dataset; + - `epochs` is the number of epochs to train; + - `callbacks` is a list of callbacks to call after each epoch with + arguments `self`, `epoch`, and `logs`; + - `verbose` controls the verbosity: 0 for silent, 1 for persistent progress bar, + 2 for a progress bar only when writing to a console. + """ + for epoch in range(epochs): + self.train() + self.loss_metric.reset() + self.metrics.reset() + start = self._time() + epoch_message = f"Epoch={epoch+1}/{epochs}" + data_and_progress = self._tqdm( + dataloader, epoch_message, unit="batch", leave=False, disable=None if verbose == 2 else not verbose) + for xs, y in data_and_progress: + xs, y = tuple(x.to(self.device) for x in (xs if isinstance(xs, tuple) else (xs,))), y.to(self.device) + logs = self.train_step(xs, y) + message = [epoch_message] + [f"{k}={v:.{0 None: + # Set the random seed and the number of threads. + keras.utils.set_random_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + torch.set_num_interop_threads(args.threads) + + # Create logdir name + args.logdir = os.path.join("logs", "{}-{}-{}".format( + os.path.basename(globals().get("__file__", "notebook")), + datetime.datetime.now().strftime("%Y-%m-%d_%H%M%S"), + ",".join(("{}={}".format(re.sub("(.)[^_]*_?", r"\1", k), v) for k, v in sorted(vars(args).items()))) + )) + + # Load the data. Using analyses is only optional. + morpho = MorphoDataset("czech_pdt") + analyses = MorphoAnalyzer("czech_pdt_analyses") + + # TODO: Create the model and train it + model = ... + + # Generate test set annotations, but in `args.logdir` to allow parallel execution. + os.makedirs(args.logdir, exist_ok=True) + with open(os.path.join(args.logdir, "tagger_competition.txt"), "w", encoding="utf-8") as predictions_file: + # TODO: Predict the tags on the test set; update the following code + # if you use other output structure than in tagger_we. + predictions = model.predict(...) + + for predicted_tags, forms in zip(predictions, morpho.test.forms.strings): + for predicted_tag in np.argmax(predicted_tags[:, :len(forms)], axis=0): + print(morpho.train.tags.word_vocab.string(predicted_tag), file=predictions_file) + print(file=predictions_file) + + +if __name__ == "__main__": + args = parser.parse_args([] if "__file__" not in globals() else None) + main(args) diff --git a/labs/08/tagger_we.py b/labs/08/tagger_we.py new file mode 100644 index 0000000..547f8cc --- /dev/null +++ b/labs/08/tagger_we.py @@ -0,0 +1,327 @@ +#!/usr/bin/env python3 +import argparse +import datetime +import os +import re + +import numpy as np +import torch +import torchmetrics + +from morpho_dataset import MorphoDataset + +parser = argparse.ArgumentParser() +# These arguments will be set appropriately by ReCodEx, even if you change them. +parser.add_argument("--batch_size", default=10, type=int, help="Batch size.") +parser.add_argument("--epochs", default=5, type=int, help="Number of epochs.") +parser.add_argument("--max_sentences", default=None, type=int, help="Maximum number of sentences to load.") +parser.add_argument("--recodex", default=False, action="store_true", help="Evaluation in ReCodEx.") +parser.add_argument("--rnn", default="LSTM", choices=["LSTM", "GRU"], help="RNN layer type.") +parser.add_argument("--rnn_dim", default=64, type=int, help="RNN layer dimension.") +parser.add_argument("--seed", default=42, type=int, help="Random seed.") +parser.add_argument("--threads", default=1, type=int, help="Maximum number of threads to use.") +parser.add_argument("--we_dim", default=128, type=int, help="Word embedding dimension.") +# If you add more arguments, ReCodEx will keep them with your default values. + + +class TrainableModule(torch.nn.Module): + """A simple Keras-like module for training with raw PyTorch. + + The module provides fit/evaluate/predict methods, computes loss and metrics, + and generates both TensorBoard and console logs. By default, it uses GPU + if available, and CPU otherwise. Additionally, it offers a Keras-like + initialization of the weights. + + The current implementation supports models with either single input or + a tuple of inputs; however, only one output is currently supported. + """ + from torch.utils.tensorboard import SummaryWriter as _SummaryWriter + from time import time as _time + from tqdm import tqdm as _tqdm + + def configure(self, *, optimizer=None, schedule=None, loss=None, metrics={}, logdir=None, device="auto"): + """Configure the module process. + + - `optimizer` is the optimizer to use for training; + - `schedule` is an optional learning rate scheduler used after every batch; + - `loss` is the loss function to minimize; + - `metrics` is a dictionary of additional metrics to compute; + - `logdir` is an optional directory where TensorBoard logs should be written; + - `device` is the device to use; when "auto", `cuda` is used when available, `cpu` otherwise. + """ + self.optimizer = optimizer + self.schedule = schedule + self.loss, self.loss_metric = loss, torchmetrics.MeanMetric() + self.metrics = torchmetrics.MetricCollection(metrics) + self.logdir, self._writers = logdir, {} + self.device = torch.device(("cuda" if torch.cuda.is_available() else "cpu") if device == "auto" else device) + self.to(self.device) + + def load_weights(self, path, device="auto"): + """Load the model weights from the given path.""" + self.device = torch.device(("cuda" if torch.cuda.is_available() else "cpu") if device == "auto" else device) + self.load_state_dict(torch.load(path, map_location=self.device)) + + def save_weights(self, path): + """Save the model weights to the given path.""" + state_dict = self.state_dict() + torch.save(state_dict, path) + + def fit(self, dataloader, epochs, dev=None, callbacks=[], verbose=1): + """Train the model on the given dataset. + + - `dataloader` is the training dataset, each element a pair of inputs and an output; + the inputs can be either a single tensor or a tuple of tensors; + - `dev` is an optional development dataset; + - `epochs` is the number of epochs to train; + - `callbacks` is a list of callbacks to call after each epoch with + arguments `self`, `epoch`, and `logs`; + - `verbose` controls the verbosity: 0 for silent, 1 for persistent progress bar, + 2 for a progress bar only when writing to a console. + """ + for epoch in range(epochs): + self.train() + self.loss_metric.reset() + self.metrics.reset() + start = self._time() + epoch_message = f"Epoch={epoch+1}/{epochs}" + data_and_progress = self._tqdm( + dataloader, epoch_message, unit="batch", leave=False, disable=None if verbose == 2 else not verbose) + for xs, y in data_and_progress: + xs, y = tuple(x.to(self.device) for x in (xs if isinstance(xs, tuple) else (xs,))), y.to(self.device) + logs = self.train_step(xs, y) + message = [epoch_message] + [f"{k}={v:.{0 None: + super().__init__() + + # Create all needed layers. + # TODO: Create a `torch.nn.Embedding` layer, embedding the form ids + # from `train.forms.word_vocab` to dimensionality `args.we_dim`. + self._word_embedding = ... + + # TODO: Create an RNN layer, either `torch.nn.LSTM` or `torch.nn.GRU` depending + # on `args.rnn`. The layer should be bidirectional (`bidirectional=True`), summing + # the outputs of forward and backward directions. The layer processes the above + # word embeddings and produces output of dimensionality `args.rnn_dim`. + # Finally, pass `batch_first=True` to the constructor. + self._word_rnn = ... + + # TODO: Create an output linear layer (`torch.nn.Linear`) processing the RNN output, + # logits for tag prediction; `train.tags.word_vocab` is the tag vocabulary. + self._output_layer = ... + + # Initialize the layers using the Keras-inspired initialization. You can try + # removing this line to see how much worse the default PyTorch initialization is. + self.apply(self.keras_init) + + def forward(self, form_ids: torch.Tensor) -> torch.Tensor: + # TODO: Start by embedding the `form_ids` using the word embedding layer. + hidden = ... + + # TODO: Process the embedded forms through the RNN layer. Because the sentences + # have different length, you have to use `torch.nn.utils.rnn.pack_padded_sequence` + # to construct a variable-length `PackedSequence` from the input. You need to compute + # the length of each sentence in the batch (by counting non-`MorhoDataset.PAD` tokens); + # note that these lengths must be on CPU, so you might need to use the `.cpu()` method. + # Finally, also pass `batch_first=True` and `enforce_sorted=False` to the call. + packed = ... + + # Pass the `PackedSequence` through the RNN. + hidden, _ = self._word_rnn(packed) + + # TODO: Unpack the RNN output using the `torch.nn.utils.rnn.pad_packed_sequence` with + # `batch_first=True` argument. Then sum the outputs of forward and backward directions. + hidden = ... + + # TODO: Pass the RNN output through the output layer. Such an output has a shape + # `[batch_size, sequence_length, num_tags]`, but the loss and the metric expect + # the `num_tags` dimension to be in front (`[batch_size, num_tags, sequence_length]`), + # so you need to reorder the dimension. + hidden = ... + + return hidden + + +def main(args: argparse.Namespace) -> dict[str, float]: + # Set the random seed and the number of threads. + np.random.seed(args.seed) + torch.manual_seed(args.seed) + if args.threads: + torch.set_num_threads(args.threads) + torch.set_num_interop_threads(args.threads) + + # Create logdir name + args.logdir = os.path.join("logs", "{}-{}-{}".format( + os.path.basename(globals().get("__file__", "notebook")), + datetime.datetime.now().strftime("%Y-%m-%d_%H%M%S"), + ",".join(("{}={}".format(re.sub("(.)[^_]*_?", r"\1", k), v) for k, v in sorted(vars(args).items()))) + )) + + # Load the data + morpho = MorphoDataset("czech_cac", max_sentences=args.max_sentences) + + # Create the model and train + model = Model(args, morpho.train) + + def prepare_tagging_data(example): + # TODO: Construct a single example, each consisting of the following pair: + # - a PyTorch tensor of integer ids of input forms as input, + # - a PyTorch tensor of integer tag ids as targets. + # To create the ids, use `word_vocab` of `morpho.train.forms` and `morpho.train.tags`. + form_ids = ... + tag_ids = ... + return form_ids, tag_ids + train = morpho.train.transform(prepare_tagging_data) + dev = morpho.dev.transform(prepare_tagging_data) + + def prepare_batch(data): + # Construct a single batch, where `data` is a list of examples + # generated by `prepare_tagging_data`. + form_ids, tag_ids = zip(*data) + # TODO: Combine `form_ids` into a single tensor, padding shorter + # sequences to length of the longest sequence in the batch with zeros + # using `torch.nn.utils.rnn.pad_sequence` with `batch_first=True` argument. + form_ids = ... + # TODO: Process `tag_ids` analogously to `form_ids`. + tag_ids = ... + return form_ids, tag_ids + train = torch.utils.data.DataLoader(train, batch_size=args.batch_size, collate_fn=prepare_batch, shuffle=True) + dev = torch.utils.data.DataLoader(dev, batch_size=args.batch_size, collate_fn=prepare_batch) + + model.configure( + # TODO: Create the optimizer by creating an instance of + # `torch.optim.Adam`which will train the `model.parameters()`. + optimizer=..., + # TODO: Use `torch.nn.CrossEntropyLoss` to instantiate the loss function. + # Pass `ignore_index=morpho.PAD` to the constructor so that the padded + # tags are ignored during the loss computation. Note that the loss + # expects the input to e of shape `[batch_size, num_tags, sequence_length]`. + loss=..., + # TODO: Create a `torchmetrics.Accuracy` metric, passing "multiclass" as + # the first argument, `num_classes` set to the number of unique tags, and + # again `ignore_index=morpho.PAD` to ignore the padded tags. + metrics={"accuracy": torchmetrics.Accuracy(...)}, + logdir=args.logdir, + ) + + logs = model.fit(train, dev=dev, epochs=args.epochs) + + # Return development metrics for ReCodEx to validate. + return {metric: value for metric, value in logs.items() if metric.startswith("dev_")} + + +if __name__ == "__main__": + args = parser.parse_args([] if "__file__" not in globals() else None) + main(args) diff --git a/lectures/lecture08.md b/lectures/lecture08.md index 952db0f..57fb567 100644 --- a/lectures/lecture08.md +++ b/lectures/lecture08.md @@ -5,6 +5,10 @@ #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-czech.mp4, CZ Lecture #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-english.mp4, EN Lecture #### Questions: #lecture_8_questions +#### Lecture assignment: sequence_classification +#### Lecture assignment: tagger_we +#### Lecture assignment: tagger_cle +#### Lecture assignment: tagger_competition - Sequence modelling using Recurrent Neural Networks (RNN) [Chapter 10 until Section 10.2.1 (excluding) of DLB] - The challenge of long-term dependencies [Section 10.7 of DLB] diff --git a/tasks/sequence_classification.md b/tasks/sequence_classification.md new file mode 100644 index 0000000..96ce931 --- /dev/null +++ b/tasks/sequence_classification.md @@ -0,0 +1,127 @@ +### Assignment: sequence_classification +#### Date: Deadline: Apr 23, 22:00 +#### Points: 2 points +#### Tests: sequence_classification_tests +#### Examples: sequence_classification_examples + +The goal of this assignment is to introduce recurrent neural networks, show +their convergence speed, and illustrate exploding gradient issue. The network +should process sequences of 50 small integers and compute parity for each prefix +of the sequence. The inputs are either 0/1, or vectors with one-hot +representation of small integer. + +Your goal is to modify the +[sequence_classification.py](https://github.com/ufal/npfl138/tree/master/labs/08/sequence_classification.py) +template and implement the following: +- Use the specified RNN type (`SimpleRNN`, `GRU`, and `LSTM`) and dimensionality. +- Process the sequence using the required RNN. +- Use additional hidden layer on the RNN outputs if requested. +- Implement gradient clipping if requested. + +In addition to submitting the task in ReCodEx, please also run the following +variations and observe the results in TensorBoard. +Concentrate on the way how the RNNs converge, convergence speed, exploding +gradient issues and how gradient clipping helps: +- `--rnn=SimpleRNN --sequence_dim=1`, `--rnn=GRU --sequence_dim=1`, `--rnn=LSTM --sequence_dim=1` +- the same as above but with `--sequence_dim=3` +- the same as above but with `--sequence_dim=10` +- `--rnn=SimpleRNN --hidden_layer=85 --rnn_dim=30 --sequence_dim=30` and the same with `--clip_gradient=1` +- the same as above but with `--rnn=GRU` with and without `--clip_gradient=1` +- the same as above but with `--rnn=LSTM` with and without `--clip_gradient=1` + +#### Tests Start: sequence_classification_tests +_Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ + +1. `python3 sequence_classification.py --train_sequences=1000 --sequence_length=20 --rnn=SimpleRNN --epochs=5` +``` +Epoch 1/5 accuracy: 0.4854 - loss: 0.7253 - val_accuracy: 0.5092 - val_loss: 0.6971 +Epoch 2/5 accuracy: 0.5101 - loss: 0.6944 - val_accuracy: 0.4990 - val_loss: 0.6914 +Epoch 3/5 accuracy: 0.5000 - loss: 0.6904 - val_accuracy: 0.5198 - val_loss: 0.6892 +Epoch 4/5 accuracy: 0.5200 - loss: 0.6887 - val_accuracy: 0.5328 - val_loss: 0.6875 +Epoch 5/5 accuracy: 0.5326 - loss: 0.6869 - val_accuracy: 0.5362 - val_loss: 0.6857 +``` + +2. `python3 sequence_classification.py --train_sequences=1000 --sequence_length=20 --rnn=GRU --epochs=5` +``` +Epoch 1/5 accuracy: 0.5277 - loss: 0.6925 - val_accuracy: 0.5217 - val_loss: 0.6921 +Epoch 2/5 accuracy: 0.5183 - loss: 0.6921 - val_accuracy: 0.5217 - val_loss: 0.6918 +Epoch 3/5 accuracy: 0.5185 - loss: 0.6919 - val_accuracy: 0.5217 - val_loss: 0.6914 +Epoch 4/5 accuracy: 0.5212 - loss: 0.6914 - val_accuracy: 0.5282 - val_loss: 0.6910 +Epoch 5/5 accuracy: 0.5320 - loss: 0.6904 - val_accuracy: 0.5355 - val_loss: 0.6905 +``` + +3. `python3 sequence_classification.py --train_sequences=1000 --sequence_length=20 --rnn=LSTM --epochs=5` +``` +Epoch 1/5 accuracy: 0.5359 - loss: 0.6926 - val_accuracy: 0.5361 - val_loss: 0.6925 +Epoch 2/5 accuracy: 0.5358 - loss: 0.6925 - val_accuracy: 0.5333 - val_loss: 0.6923 +Epoch 3/5 accuracy: 0.5370 - loss: 0.6923 - val_accuracy: 0.5369 - val_loss: 0.6920 +Epoch 4/5 accuracy: 0.5342 - loss: 0.6919 - val_accuracy: 0.5366 - val_loss: 0.6917 +Epoch 5/5 accuracy: 0.5378 - loss: 0.6915 - val_accuracy: 0.5444 - val_loss: 0.6914 +``` + +4. `python3 sequence_classification.py --train_sequences=1000 --sequence_length=20 --rnn=LSTM --epochs=5 --hidden_layer=50` +``` +Epoch 1/5 accuracy: 0.5377 - loss: 0.6923 - val_accuracy: 0.5414 - val_loss: 0.6911 +Epoch 2/5 accuracy: 0.5465 - loss: 0.6902 - val_accuracy: 0.5577 - val_loss: 0.6878 +Epoch 3/5 accuracy: 0.5600 - loss: 0.6862 - val_accuracy: 0.5450 - val_loss: 0.6811 +Epoch 4/5 accuracy: 0.5491 - loss: 0.6783 - val_accuracy: 0.5590 - val_loss: 0.6707 +Epoch 5/5 accuracy: 0.5539 - loss: 0.6678 - val_accuracy: 0.5433 - val_loss: 0.6591 +``` + +5. `python3 sequence_classification.py --train_sequences=1000 --sequence_length=20 --rnn=LSTM --epochs=5 --hidden_layer=50 --clip_gradient=0.01` +``` +Epoch 1/5 accuracy: 0.5421 - loss: 0.6923 - val_accuracy: 0.5409 - val_loss: 0.6910 +Epoch 2/5 accuracy: 0.5504 - loss: 0.6900 - val_accuracy: 0.5511 - val_loss: 0.6875 +Epoch 3/5 accuracy: 0.5566 - loss: 0.6860 - val_accuracy: 0.5494 - val_loss: 0.6816 +Epoch 4/5 accuracy: 0.5504 - loss: 0.6788 - val_accuracy: 0.5398 - val_loss: 0.6721 +Epoch 5/5 accuracy: 0.5539 - loss: 0.6699 - val_accuracy: 0.5494 - val_loss: 0.6624 +``` +#### Tests End: +#### Examples Start: sequence_classification_examples +_Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ + +- `python3 sequence_classification.py --rnn=SimpleRNN --epochs=5` +``` +Epoch 1/5 accuracy: 0.4984 - loss: 0.7004 - val_accuracy: 0.5223 - val_loss: 0.6884 +Epoch 2/5 accuracy: 0.5198 - loss: 0.6862 - val_accuracy: 0.5117 - val_loss: 0.6794 +Epoch 3/5 accuracy: 0.5132 - loss: 0.6784 - val_accuracy: 0.5121 - val_loss: 0.6732 +Epoch 4/5 accuracy: 0.5160 - loss: 0.6723 - val_accuracy: 0.5191 - val_loss: 0.6683 +Epoch 5/5 accuracy: 0.5235 - loss: 0.6680 - val_accuracy: 0.5276 - val_loss: 0.6639 +``` + +- `python3 sequence_classification.py --rnn=GRU --epochs=5` +``` +Epoch 1/5 accuracy: 0.5109 - loss: 0.6929 - val_accuracy: 0.5128 - val_loss: 0.6915 +Epoch 2/5 accuracy: 0.5174 - loss: 0.6894 - val_accuracy: 0.5155 - val_loss: 0.6785 +Epoch 3/5 accuracy: 0.5446 - loss: 0.6630 - val_accuracy: 0.9538 - val_loss: 0.2142 +Epoch 4/5 accuracy: 0.9812 - loss: 0.1270 - val_accuracy: 0.9987 - val_loss: 0.0304 +Epoch 5/5 accuracy: 0.9985 - loss: 0.0270 - val_accuracy: 0.9995 - val_loss: 0.0135 +``` + +- `python3 sequence_classification.py --rnn=LSTM --epochs=5` +``` +Epoch 1/5 accuracy: 0.5131 - loss: 0.6930 - val_accuracy: 0.5187 - val_loss: 0.6918 +Epoch 2/5 accuracy: 0.5187 - loss: 0.6892 - val_accuracy: 0.5340 - val_loss: 0.6760 +Epoch 3/5 accuracy: 0.6401 - loss: 0.5744 - val_accuracy: 1.0000 - val_loss: 0.0845 +Epoch 4/5 accuracy: 1.0000 - loss: 0.0585 - val_accuracy: 1.0000 - val_loss: 0.0194 +Epoch 5/5 accuracy: 1.0000 - loss: 0.0154 - val_accuracy: 1.0000 - val_loss: 0.0082 +``` + +- `python3 sequence_classification.py --rnn=LSTM --epochs=5 --hidden_layer=85` +``` +Epoch 1/5 accuracy: 0.5151 - loss: 0.6888 - val_accuracy: 0.5323 - val_loss: 0.6571 +Epoch 2/5 accuracy: 0.5387 - loss: 0.6497 - val_accuracy: 0.5575 - val_loss: 0.6321 +Epoch 3/5 accuracy: 0.5570 - loss: 0.6242 - val_accuracy: 0.6199 - val_loss: 0.5854 +Epoch 4/5 accuracy: 0.8367 - loss: 0.2854 - val_accuracy: 0.9897 - val_loss: 0.0503 +Epoch 5/5 accuracy: 0.9995 - loss: 0.0058 - val_accuracy: 0.9999 - val_loss: 0.0014 +``` + +- `python3 sequence_classification.py --rnn=LSTM --epochs=5 --hidden_layer=85 --clip_gradient=1` +``` +Epoch 1/5 accuracy: 0.5151 - loss: 0.6888 - val_accuracy: 0.5323 - val_loss: 0.6571 +Epoch 2/5 accuracy: 0.5387 - loss: 0.6497 - val_accuracy: 0.5582 - val_loss: 0.6321 +Epoch 3/5 accuracy: 0.5576 - loss: 0.6237 - val_accuracy: 0.6542 - val_loss: 0.5625 +Epoch 4/5 accuracy: 0.9033 - loss: 0.1909 - val_accuracy: 0.9999 - val_loss: 0.0014 +Epoch 5/5 accuracy: 0.9997 - loss: 0.0029 - val_accuracy: 1.0000 - val_loss: 4.4711e-04 +``` +#### Examples End: diff --git a/tasks/tagger_cle.md b/tasks/tagger_cle.md new file mode 100644 index 0000000..8449399 --- /dev/null +++ b/tasks/tagger_cle.md @@ -0,0 +1,50 @@ +### Assignment: tagger_cle +#### Date: Deadline: Apr 23, 22:00 +#### Points: 3 points +#### Tests: tagger_cle_tests +#### Examples: tagger_cle_examples + +This assignment is a continuation of `tagger_we`. Using the +[tagger_cle.py](https://github.com/ufal/npfl138/tree/master/labs/08/tagger_cle.py) +template, implement character-level word embedding computation using +a bidirectional character-level GRU. + +Once submitted to ReCodEx, you should experiment with the effect of CLEs +compared to a plain `tagger_we`, and the influence of their dimensionality. Note +that `tagger_cle` has by default smaller word embeddings so that the size +of word representation (64 + 32 + 32) is the same as in the `tagger_we` assignment. + +#### Tests Start: tagger_cle_tests +_Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ + +1. `python3 tagger_cle.py --epochs=1 --max_sentences=1000 --rnn=LSTM --rnn_dim=16 --cle_dim=16` +``` +Epoch=1/1 4.0s loss=2.3186 accuracy=0.2965 dev_loss=2.0280 dev_accuracy=0.3561 +``` + +2. `python3 tagger_cle.py --epochs=1 --max_sentences=1000 --rnn=LSTM --rnn_dim=16 --cle_dim=16 --word_masking=0.1` +``` +Epoch=1/1 4.0s loss=2.3164 accuracy=0.2849 dev_loss=2.0473 dev_accuracy=0.3582 +``` +#### Tests End: +#### Examples Start: tagger_cle_examples +_Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ + +- `python3 tagger_cle.py --epochs=5 --max_sentences=5000 --rnn=LSTM --rnn_dim=32 --cle_dim=32` +``` +Epoch=1/5 22.3s loss=1.0977 accuracy=0.6714 dev_loss=0.3817 dev_accuracy=0.8926 +Epoch=2/5 21.4s loss=0.1437 accuracy=0.9687 dev_loss=0.1959 dev_accuracy=0.9401 +Epoch=3/5 21.4s loss=0.0453 accuracy=0.9888 dev_loss=0.1739 dev_accuracy=0.9447 +Epoch=4/5 21.5s loss=0.0295 accuracy=0.9915 dev_loss=0.1722 dev_accuracy=0.9463 +Epoch=5/5 21.5s loss=0.0210 accuracy=0.9940 dev_loss=0.1741 dev_accuracy=0.9447 +``` + +- `python3 tagger_cle.py --epochs=5 --max_sentences=5000 --rnn=LSTM --rnn_dim=32 --cle_dim=32 --word_masking=0.1` +``` +Epoch=1/5 22.5s loss=1.1478 accuracy=0.6509 dev_loss=0.4230 dev_accuracy=0.8815 +Epoch=2/5 21.8s loss=0.2436 accuracy=0.9356 dev_loss=0.2128 dev_accuracy=0.9356 +Epoch=3/5 21.9s loss=0.1193 accuracy=0.9669 dev_loss=0.1819 dev_accuracy=0.9428 +Epoch=4/5 21.9s loss=0.0905 accuracy=0.9729 dev_loss=0.1630 dev_accuracy=0.9491 +Epoch=5/5 21.8s loss=0.0754 accuracy=0.9765 dev_loss=0.1549 dev_accuracy=0.9548 +``` +#### Examples End: diff --git a/tasks/tagger_competition.md b/tasks/tagger_competition.md new file mode 100644 index 0000000..659c7d9 --- /dev/null +++ b/tasks/tagger_competition.md @@ -0,0 +1,32 @@ +### Assignment: tagger_competition +#### Date: Deadline: Apr 23, 22:00 +#### Points: 4 points+5 bonus + +In this assignment, you should extend `tagger_cle` +into a real-world Czech part-of-speech tagger. We will use +Czech PDT dataset loadable using the [morpho_dataset.py](https://github.com/ufal/npfl138/tree/master/labs/08/morpho_dataset.py) +module. Note that the dataset contains more than 1500 unique POS tags and that +the POS tags have a fixed structure of 15 positions (so it is possible to +generate the POS tag characters independently). + +You can use the following additional data in this assignment: +- You can use outputs of a morphological analyzer loadable with + [morpho_analyzer.py](https://github.com/ufal/npfl138/tree/master/labs/08/morpho_analyzer.py). + If a word form in train, dev or test PDT data is known to the analyzer, + all its _(lemma, POS tag)_ pairs are returned. +- You can use any _unannotated_ text data (Wikipedia, Czech National Corpus, …), + and also any pre-trained word embeddings (assuming they were trained on plain + texts). + +The task is a [_competition_](https://ufal.mff.cuni.cz/courses/npfl138/2324-summer#competitions). +Everyone who submits a solution with at least 92.5% label accuracy gets +4 points; the remaining 5 bonus points are distributed depending on relative ordering +of your solutions. Lastly, **3 bonus points** will be given to anyone surpassing +pre-neural-network state-of-the-art of **96.35%**. + +You can start with the +[tagger_competition.py](https://github.com/ufal/npfl138/tree/master/labs/08/tagger_competition.py) +template, which among others generates test set annotations in the required format. Note that +you can evaluate the predictions as usual using the [morpho_dataset.py](https://github.com/ufal/npfl138/tree/master/labs/08/morpho_dataset.py) +module, either by running with `--task=tagger --evaluate=path` arguments, or using its +`evaluate_file` method. diff --git a/tasks/tagger_we.md b/tasks/tagger_we.md new file mode 100644 index 0000000..648b30e --- /dev/null +++ b/tasks/tagger_we.md @@ -0,0 +1,56 @@ +### Assignment: tagger_we +#### Date: Deadline: Apr 23, 22:00 +#### Points: 3 points +#### Tests: tagger_we_tests +#### Examples: tagger_we_examples + +In this assignment you will create a simple part-of-speech tagger. For training +and evaluation, we will use Czech dataset containing tokenized sentences, each +word annotated by gold lemma and part-of-speech tag. The +[morpho_dataset.py](https://github.com/ufal/npfl138/tree/master/labs/08/morpho_dataset.py) +module (down)loads the dataset and provides mappings between strings and integers. + +Your goal is to modify the +[tagger_we.py](https://github.com/ufal/npfl138/tree/master/labs/08/tagger_we.py) +template and implement the following: +- Use specified RNN layer type (`GRU` and `LSTM`) and dimensionality. +- Create word embeddings for training vocabulary. +- Process the sentences using bidirectional RNN. +- Predict part-of-speech tags. +Note that you need to properly handle sentences of different lengths in one +batch. + +#### Tests Start: tagger_we_tests +_Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ + +1. `python3 tagger_we.py --epochs=1 --max_sentences=1000 --rnn=LSTM --rnn_dim=16` +``` +Epoch=1/1 3.1s loss=2.3541 accuracy=0.3138 dev_loss=2.0320 dev_accuracy=0.3611 +``` + +2. `python3 tagger_we.py --epochs=1 --max_sentences=1000 --rnn=GRU --rnn_dim=16` +``` +Epoch=1/1 3.2s loss=2.1970 accuracy=0.4233 dev_loss=1.5569 dev_accuracy=0.5121 +``` +#### Tests End: +#### Examples Start: tagger_we_examples +_Note that your results may be slightly different, depending on your CPU type and whether you use a GPU._ + +- `python3 tagger_we.py --epochs=5 --max_sentences=5000 --rnn=LSTM --rnn_dim=64` +``` +Epoch=1/5 21.1s loss=0.9776 accuracy=0.7080 dev_loss=0.3744 dev_accuracy=0.8814 +Epoch=2/5 19.2s loss=0.1060 accuracy=0.9736 dev_loss=0.2947 dev_accuracy=0.9013 +Epoch=3/5 19.4s loss=0.0291 accuracy=0.9921 dev_loss=0.2794 dev_accuracy=0.9057 +Epoch=4/5 19.7s loss=0.0166 accuracy=0.9960 dev_loss=0.2976 dev_accuracy=0.9015 +Epoch=5/5 19.7s loss=0.0096 accuracy=0.9978 dev_loss=0.3159 dev_accuracy=0.8957 +``` + +- `python3 tagger_we.py --epochs=5 --max_sentences=5000 --rnn=GRU --rnn_dim=64` +``` +Epoch=1/5 20.5s loss=0.7698 accuracy=0.7703 dev_loss=0.3432 dev_accuracy=0.8903 +Epoch=2/5 18.9s loss=0.0735 accuracy=0.9807 dev_loss=0.2999 dev_accuracy=0.8969 +Epoch=3/5 19.0s loss=0.0245 accuracy=0.9923 dev_loss=0.3244 dev_accuracy=0.8965 +Epoch=4/5 19.2s loss=0.0153 accuracy=0.9955 dev_loss=0.3302 dev_accuracy=0.8929 +Epoch=5/5 19.0s loss=0.0088 accuracy=0.9977 dev_loss=0.3641 dev_accuracy=0.8923 +``` +#### Examples End: From 45f2d600d21707a4ef864bd847df9be8dba9049f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Petr=20Ka=C5=A1p=C3=A1rek?= Date: Sun, 14 Apr 2024 11:47:13 +0200 Subject: [PATCH 051/146] Fix typos to e -> to be --- labs/08/tagger_cle.py | 2 +- labs/08/tagger_we.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/labs/08/tagger_cle.py b/labs/08/tagger_cle.py index d2d0af8..a772b70 100644 --- a/labs/08/tagger_cle.py +++ b/labs/08/tagger_cle.py @@ -376,7 +376,7 @@ def prepare_batch(data): # TODO(tagger_we): Use `torch.nn.CrossEntropyLoss` to instantiate the loss function. # Pass `ignore_index=morpho.PAD` to the constructor so that the padded # tags are ignored during the loss computation. Note that the loss - # expects the input to e of shape `[batch_size, num_tags, sequence_length]`. + # expects the input to be of shape `[batch_size, num_tags, sequence_length]`. loss=..., # TODO(tagger_we): Create a `torchmetrics.Accuracy` metric, passing "multiclass" as # the first argument, `num_classes` set to the number of unique tags, and diff --git a/labs/08/tagger_we.py b/labs/08/tagger_we.py index 547f8cc..9755634 100644 --- a/labs/08/tagger_we.py +++ b/labs/08/tagger_we.py @@ -307,7 +307,7 @@ def prepare_batch(data): # TODO: Use `torch.nn.CrossEntropyLoss` to instantiate the loss function. # Pass `ignore_index=morpho.PAD` to the constructor so that the padded # tags are ignored during the loss computation. Note that the loss - # expects the input to e of shape `[batch_size, num_tags, sequence_length]`. + # expects the input to be of shape `[batch_size, num_tags, sequence_length]`. loss=..., # TODO: Create a `torchmetrics.Accuracy` metric, passing "multiclass" as # the first argument, `num_classes` set to the number of unique tags, and From 5e03a9760c711a81a18b54e9faaf8c084f3732eb Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sun, 14 Apr 2024 14:21:00 +0200 Subject: [PATCH 052/146] The gradient clipping has been implemented since Keras 2. --- tasks/sequence_classification.md | 1 - 1 file changed, 1 deletion(-) diff --git a/tasks/sequence_classification.md b/tasks/sequence_classification.md index 96ce931..e69afe6 100644 --- a/tasks/sequence_classification.md +++ b/tasks/sequence_classification.md @@ -16,7 +16,6 @@ template and implement the following: - Use the specified RNN type (`SimpleRNN`, `GRU`, and `LSTM`) and dimensionality. - Process the sequence using the required RNN. - Use additional hidden layer on the RNN outputs if requested. -- Implement gradient clipping if requested. In addition to submitting the task in ReCodEx, please also run the following variations and observe the results in TensorBoard. From 849a68cc153e2cc2046f9df0cd041966a2866ec6 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sun, 14 Apr 2024 14:28:51 +0200 Subject: [PATCH 053/146] Let gradient clipping be actually implemented by students. --- labs/08/sequence_classification.py | 4 +++- tasks/sequence_classification.md | 1 + 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/labs/08/sequence_classification.py b/labs/08/sequence_classification.py index 85e1e1c..25c3cc5 100644 --- a/labs/08/sequence_classification.py +++ b/labs/08/sequence_classification.py @@ -99,7 +99,9 @@ def __init__(self, args: argparse.Namespace) -> None: super().__init__(inputs=sequences, outputs=predictions) self.compile( - optimizer=keras.optimizers.Adam(clipnorm=args.clip_gradient), + # TODO: Create an Adam optimizer, passing the option `clipnorm=args.clip_gradient` + # to clip the gradient, with `None` representing no clipping (the default). + optimizer=..., loss=keras.losses.BinaryCrossentropy(), metrics=[keras.metrics.BinaryAccuracy("accuracy")], ) diff --git a/tasks/sequence_classification.md b/tasks/sequence_classification.md index e69afe6..96ce931 100644 --- a/tasks/sequence_classification.md +++ b/tasks/sequence_classification.md @@ -16,6 +16,7 @@ template and implement the following: - Use the specified RNN type (`SimpleRNN`, `GRU`, and `LSTM`) and dimensionality. - Process the sequence using the required RNN. - Use additional hidden layer on the RNN outputs if requested. +- Implement gradient clipping if requested. In addition to submitting the task in ReCodEx, please also run the following variations and observe the results in TensorBoard. From fd3e1623488cda6e8f2e83453662b4d05b75dacc Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sun, 14 Apr 2024 16:55:54 +0200 Subject: [PATCH 054/146] Add a forgotten `return inputs`. --- labs/08/tagger_cle.py | 1 + 1 file changed, 1 insertion(+) diff --git a/labs/08/tagger_cle.py b/labs/08/tagger_cle.py index a772b70..d55ef4a 100644 --- a/labs/08/tagger_cle.py +++ b/labs/08/tagger_cle.py @@ -220,6 +220,7 @@ def forward(self, inputs): # Then replace the inputs elements whose mask value is less than # `self._mask_probability` with the value of `self._mask_value`. inputs = ... + return inputs def __init__(self, args: argparse.Namespace, train: MorphoDataset.Dataset) -> None: super().__init__() From 4a32330b9bf40d16225987a6c02da534f1b49352 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Sun, 14 Apr 2024 17:16:29 +0200 Subject: [PATCH 055/146] Add link to the lecture 8 practicals recording. --- lectures/lecture08.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/lectures/lecture08.md b/lectures/lecture08.md index 57fb567..c5c8752 100644 --- a/lectures/lecture08.md +++ b/lectures/lecture08.md @@ -4,6 +4,8 @@ #### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-08.pdf, PDF Slides #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-czech.mp4, CZ Lecture #### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-english.mp4, EN Lecture +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-english.practicals-svhn_competition.mp4, EN SVHN Competition +#### Video: https://lectures.ms.mff.cuni.cz/video/rec/npfl138/2324/npfl138-2324-08-english.practicals.mp4, EN Practicals #### Questions: #lecture_8_questions #### Lecture assignment: sequence_classification #### Lecture assignment: tagger_we From 9aa8cf67035900517ba4485aeaf20624f2d11439 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 15 Apr 2024 01:40:34 +0200 Subject: [PATCH 056/146] Fix an error in the template, causing padding chars to be processed. The results have been updated to reflect the updated template. Note that both variants are accepted by ReCodEx. --- labs/08/tagger_cle.py | 2 +- tasks/tagger_cle.md | 24 ++++++++++++------------ 2 files changed, 13 insertions(+), 13 deletions(-) diff --git a/labs/08/tagger_cle.py b/labs/08/tagger_cle.py index d55ef4a..96a4fd3 100644 --- a/labs/08/tagger_cle.py +++ b/labs/08/tagger_cle.py @@ -274,7 +274,7 @@ def forward(self, form_ids: torch.Tensor, unique_forms: torch.Tensor, form_indic # Pass the `PackedSequence` through the character RNN. Note that this time # we are interested only in the second output (the last hidden state of the RNN). - _, cle = self._char_rnn(cle) + _, cle = self._char_rnn(packed) # TODO: Concatenate the states of the forward and backward directions. cle = ... diff --git a/tasks/tagger_cle.md b/tasks/tagger_cle.md index 8449399..57bf95f 100644 --- a/tasks/tagger_cle.md +++ b/tasks/tagger_cle.md @@ -19,12 +19,12 @@ _Note that your results may be slightly different, depending on your CPU type an 1. `python3 tagger_cle.py --epochs=1 --max_sentences=1000 --rnn=LSTM --rnn_dim=16 --cle_dim=16` ``` -Epoch=1/1 4.0s loss=2.3186 accuracy=0.2965 dev_loss=2.0280 dev_accuracy=0.3561 +Epoch=1/1 4.0s loss=2.2871 accuracy=0.2909 dev_loss=1.8784 dev_accuracy=0.4275 ``` 2. `python3 tagger_cle.py --epochs=1 --max_sentences=1000 --rnn=LSTM --rnn_dim=16 --cle_dim=16 --word_masking=0.1` ``` -Epoch=1/1 4.0s loss=2.3164 accuracy=0.2849 dev_loss=2.0473 dev_accuracy=0.3582 +Epoch=1/1 4.4s loss=2.2846 accuracy=0.2875 dev_loss=1.8835 dev_accuracy=0.4289 ``` #### Tests End: #### Examples Start: tagger_cle_examples @@ -32,19 +32,19 @@ _Note that your results may be slightly different, depending on your CPU type an - `python3 tagger_cle.py --epochs=5 --max_sentences=5000 --rnn=LSTM --rnn_dim=32 --cle_dim=32` ``` -Epoch=1/5 22.3s loss=1.0977 accuracy=0.6714 dev_loss=0.3817 dev_accuracy=0.8926 -Epoch=2/5 21.4s loss=0.1437 accuracy=0.9687 dev_loss=0.1959 dev_accuracy=0.9401 -Epoch=3/5 21.4s loss=0.0453 accuracy=0.9888 dev_loss=0.1739 dev_accuracy=0.9447 -Epoch=4/5 21.5s loss=0.0295 accuracy=0.9915 dev_loss=0.1722 dev_accuracy=0.9463 -Epoch=5/5 21.5s loss=0.0210 accuracy=0.9940 dev_loss=0.1741 dev_accuracy=0.9447 +Epoch=1/5 22.6s loss=1.0757 accuracy=0.6784 dev_loss=0.3678 dev_accuracy=0.8969 +Epoch=2/5 21.5s loss=0.1476 accuracy=0.9684 dev_loss=0.1978 dev_accuracy=0.9375 +Epoch=3/5 22.1s loss=0.0490 accuracy=0.9881 dev_loss=0.1722 dev_accuracy=0.9488 +Epoch=4/5 21.3s loss=0.0303 accuracy=0.9912 dev_loss=0.1651 dev_accuracy=0.9470 +Epoch=5/5 21.1s loss=0.0201 accuracy=0.9942 dev_loss=0.1630 dev_accuracy=0.9479 ``` - `python3 tagger_cle.py --epochs=5 --max_sentences=5000 --rnn=LSTM --rnn_dim=32 --cle_dim=32 --word_masking=0.1` ``` -Epoch=1/5 22.5s loss=1.1478 accuracy=0.6509 dev_loss=0.4230 dev_accuracy=0.8815 -Epoch=2/5 21.8s loss=0.2436 accuracy=0.9356 dev_loss=0.2128 dev_accuracy=0.9356 -Epoch=3/5 21.9s loss=0.1193 accuracy=0.9669 dev_loss=0.1819 dev_accuracy=0.9428 -Epoch=4/5 21.9s loss=0.0905 accuracy=0.9729 dev_loss=0.1630 dev_accuracy=0.9491 -Epoch=5/5 21.8s loss=0.0754 accuracy=0.9765 dev_loss=0.1549 dev_accuracy=0.9548 +Epoch=1/5 22.2s loss=1.1264 accuracy=0.6594 dev_loss=0.3980 dev_accuracy=0.8977 +Epoch=2/5 21.4s loss=0.2340 accuracy=0.9408 dev_loss=0.2175 dev_accuracy=0.9377 +Epoch=3/5 24.1s loss=0.1163 accuracy=0.9690 dev_loss=0.1624 dev_accuracy=0.9525 +Epoch=4/5 26.6s loss=0.0852 accuracy=0.9745 dev_loss=0.1493 dev_accuracy=0.9560 +Epoch=5/5 24.9s loss=0.0718 accuracy=0.9778 dev_loss=0.1450 dev_accuracy=0.9563 ``` #### Examples End: From 1f515497a5fd8ba7a1ff7d59123bfdd928db28f2 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 15 Apr 2024 09:27:52 +0200 Subject: [PATCH 057/146] Do not use keras.utils.set_random_seed. Instead, set random seed directly for numpy and PyTorch. --- labs/08/tagger_competition.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/labs/08/tagger_competition.py b/labs/08/tagger_competition.py index 6cf4786..5a1ad4c 100644 --- a/labs/08/tagger_competition.py +++ b/labs/08/tagger_competition.py @@ -200,7 +200,8 @@ def keras_init(module): def main(args: argparse.Namespace) -> None: # Set the random seed and the number of threads. - keras.utils.set_random_seed(args.seed) + np.random.seed(args.seed) + torch.manual_seed(args.seed) if args.threads: torch.set_num_threads(args.threads) torch.set_num_interop_threads(args.threads) From fc34ac52e2d9fe60a7c5ac2b31b667ff78e8a8c3 Mon Sep 17 00:00:00 2001 From: Milan Straka Date: Mon, 15 Apr 2024 12:14:34 +0200 Subject: [PATCH 058/146] Add lecture 9 slides. --- exam/questions.md | 36 ++ lectures/lecture09.md | 15 + slides/09/09.md | 582 ++++++++++++++++++++++ slides/09/cle_charagram_examples.svgz | Bin 0 -> 20057 bytes slides/09/cle_charagram_examples.svgz.ref | 1 + slides/09/cle_charagram_ngrams.svgz | Bin 0 -> 92884 bytes slides/09/cle_charagram_ngrams.svgz.ref | 1 + slides/09/crf_composability.ipe | 279 +++++++++++ slides/09/crf_composability.svgz | Bin 0 -> 1557 bytes slides/09/crf_composability.svgz.ref | 0 slides/09/ctc_computation.svgz | Bin 0 -> 4329 bytes slides/09/ctc_computation.svgz.ref | 1 + slides/09/ctc_decoding.svgz | Bin 0 -> 9776 bytes slides/09/ctc_decoding.svgz.ref | 1 + slides/09/ctc_example.svgz | Bin 0 -> 32868 bytes slides/09/ctc_example.svgz.ref | 1 + slides/09/elmo_bidirectional.png | Bin 0 -> 52814 bytes slides/09/elmo_bidirectional.png.ref | 1 + slides/09/elmo_embedding.png | Bin 0 -> 65065 bytes slides/09/elmo_embedding.png.ref | 1 + slides/09/elmo_language_model.png | Bin 0 -> 38899 bytes slides/09/elmo_language_model.png.ref | 1 + slides/09/elmo_results.svgz | Bin 0 -> 23804 bytes slides/09/elmo_results.svgz.ref | 1 + slides/09/labeling_independent.ipe | 292 +++++++++++ slides/09/labeling_independent.svgz | Bin 0 -> 2310 bytes slides/09/labeling_independent.svgz.ref | 0 slides/09/labeling_memm.ipe | 312 ++++++++++++ slides/09/labeling_memm.svgz | Bin 0 -> 2372 bytes slides/09/labeling_memm.svgz.ref | 0 slides/09/word2vec.svgz | Bin 0 -> 8567 bytes slides/09/word2vec.svgz.ref | 0 slides/09/word2vec_composability.svgz | Bin 0 -> 41075 bytes slides/09/word2vec_composability.svgz.ref | 1 + 34 files changed, 1526 insertions(+) create mode 100644 lectures/lecture09.md create mode 100644 slides/09/09.md create mode 100644 slides/09/cle_charagram_examples.svgz create mode 100644 slides/09/cle_charagram_examples.svgz.ref create mode 100644 slides/09/cle_charagram_ngrams.svgz create mode 100644 slides/09/cle_charagram_ngrams.svgz.ref create mode 100644 slides/09/crf_composability.ipe create mode 100644 slides/09/crf_composability.svgz create mode 100644 slides/09/crf_composability.svgz.ref create mode 100644 slides/09/ctc_computation.svgz create mode 100644 slides/09/ctc_computation.svgz.ref create mode 100644 slides/09/ctc_decoding.svgz create mode 100644 slides/09/ctc_decoding.svgz.ref create mode 100644 slides/09/ctc_example.svgz create mode 100644 slides/09/ctc_example.svgz.ref create mode 100644 slides/09/elmo_bidirectional.png create mode 100644 slides/09/elmo_bidirectional.png.ref create mode 100644 slides/09/elmo_embedding.png create mode 100644 slides/09/elmo_embedding.png.ref create mode 100644 slides/09/elmo_language_model.png create mode 100644 slides/09/elmo_language_model.png.ref create mode 100644 slides/09/elmo_results.svgz create mode 100644 slides/09/elmo_results.svgz.ref create mode 100644 slides/09/labeling_independent.ipe create mode 100644 slides/09/labeling_independent.svgz create mode 100644 slides/09/labeling_independent.svgz.ref create mode 100644 slides/09/labeling_memm.ipe create mode 100644 slides/09/labeling_memm.svgz create mode 100644 slides/09/labeling_memm.svgz.ref create mode 100644 slides/09/word2vec.svgz create mode 100644 slides/09/word2vec.svgz.ref create mode 100644 slides/09/word2vec_composability.svgz create mode 100644 slides/09/word2vec_composability.svgz.ref diff --git a/exam/questions.md b/exam/questions.md index 7910724..c62cd0b 100644 --- a/exam/questions.md +++ b/exam/questions.md @@ -172,3 +172,39 @@ individual characters), and two sentence-level bidirectional RNNs (explaining the bidirectionality) with a residual connection. Where would you put the dropout layers? [10] + +#### Questions@:, Lecture 9 Questions +- In the context of named entity recognition, describe what the BIO encoding + is and why it is used. [5] + +- Write down the dynamic programming algorithm for decoding a BIO-tag sequence, + including its asymptotic complexity. [10] + +- In the context of CTC loss, describe regular and extended labelings and + write down the algorithm for computing the log probability of a gold label + sequence $\boldsymbol y$. [10] + +- Describe how CTC predictions are performed using a beam-search. [5] + +- Draw the CBOW architecture from `word2vec`, including the sizes of the inputs + and the sizes of the outputs and used non-linearities. Also make sure to + indicate where the embeddings are being trained. [5] + +- Draw the SkipGram architecture from `word2vec`, including the sizes of the + inputs and the sizes of the outputs and used non-linearities. Also make sure + to indicate where the embeddings are being trained. [5] + +- Describe the hierarchical softmax used in `word2vec`. [5] + +- Describe the negative sampling proposed in `word2vec`, including + the choice of distribution of negative samples. [5] + +- Write down why are subword units used in text processing, and describe the BPE + algorithm for constructing a subword dictionary from a large corpus. [5] + +- Write down why are subword units used in text processing, and describe the + WordPieces algorithm for constructing a subword dictionary from a large + corpus. [5] + +- Pinpoint the differences between the BPE and WordPieces algorithms, both + during dictionary construction and during inference. [5] diff --git a/lectures/lecture09.md b/lectures/lecture09.md new file mode 100644 index 0000000..31c9b90 --- /dev/null +++ b/lectures/lecture09.md @@ -0,0 +1,15 @@ +### Lecture: 9. Structured Prediction, CTC, Word2Vec, Subwords +#### Date: Apr 15 +#### Slides: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides/?09 +#### Reading: https://ufal.mff.cuni.cz/~straka/courses/npfl138/2324/slides.pdf/npfl138-2324-09.pdf, PDF Slides +#### Questions: #lecture_9_questions + +- Structured prediction +- Connectionist Temporal Classification (CTC) loss [[Connectionist Temporal Classification: Labelling Unsegmented Sequence Data with Recurrent Neural Networks](https://www.cs.toronto.edu/~graves/icml_2006.pdf)] +- `Word2vec` word embeddings, notably the CBOW and Skip-gram architectures [[Efficient Estimation of Word Representations in Vector Space](https://arxiv.org/abs/1301.3781)] + - Hierarchical softmax [Section 12.4.3.2 of DLB or [Distributed Representations of Words and Phrases and their Compositionality](https://arxiv.org/abs/1310.4546)] + - Negative sampling [Distributed Representations of Words and Phrases and their Compositionality](https://arxiv.org/abs/1310.4546)] +- _Character-level embeddings using character n-grams [Described simultaneously in several papers as Charagram ([Charagram: Embedding Words and Sentences via Character n-grams](https://arxiv.org/abs/1607.02789)), Subword Information ([Enriching Word Vectors with Subword Information](https://arxiv.org/abs/1607.04606) or SubGram ([SubGram: Extending Skip-Gram Word Representation with Substrings](http://link.springer.com/chapter/10.1007/978-3-319-45510-5_21))]_ +- BPE [[Rico Sennrich, Barry Haddow, Alexandra Birch: Neural Machine Translation of Rare Words with Subword Units](https://arxiv.org/abs/1508.07909)] +- Wordpieces +- ELMO [[Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer: Deep contextualized word representations](https://arxiv.org/abs/1802.05365)] diff --git a/slides/09/09.md b/slides/09/09.md new file mode 100644 index 0000000..fcf8162 --- /dev/null +++ b/slides/09/09.md @@ -0,0 +1,582 @@ +title: NPFL138, Lecture 9 +class: title, langtech, cc-by-sa +style: .algorithm { background-color: #eee; padding: .5em } + +# Structured Prediction, CTC, Word2Vec, Subwords + +## Milan Straka + +### April 15, 2024 + +--- +section: StrucPred +class: middle, center +# Structured Prediction + +# Structured Prediction + +--- +# Structured Prediction + +Consider generating a sequence of $y_1, \ldots, y_N ∈ 𝓨^N$ given input +$→x_1, \ldots, →x_N$. + +~~~ +Predicting each sequence element independently models the distribution $P(y_i | ⇉X)$. + +![w=40%,h=center](labeling_independent.svgz) + +~~~ +However, there may be dependencies among the $y_i$ themselves, in the sense +that not all sequences of $y_i$ are valid; but when generating each $y_i$ +independently, the model might not be capable of generating only valid +sequences. + +--- +# Structured Prediction – Span Labeling + +Consider for example **named entity recognition**, whose goal is to locate +_named entities_, which are single words or sequences of multiple words +denoting real-world objects, concepts, and events. +~~~ +The most common types of named entities include: +- `PER`: _people_, including names of individuals, historical figures, and even + fictional characters; +~~~ +- `ORG`: _organizations_, incorporating companies, government agencies, + educational institutions, and others; +~~~ +- `LOC`: _locations_, encompassing countries, cities, geographical features, + addresses. + +~~~ +Compared to part-of-speech tagging, locating named entities is much more +challenging – named entity mentions are generally multi-word spans, and +arbitrary number of named entities can appear in a sentence (consequently, +we cannot use accuracy for evaluation; F1-score is commonly used). + +~~~ +Named entity recognition is an instance of a **span labeling** task, where +the goal is to locate and classify spans in the input sequence. + +--- +# Span Labeling – BIO Encoding + +A possible approach to a span labeling task is to classify every sequence +element using a specialized tag set. A common approach is to use the +**BIO** encoding, which consists of +~~~ +- `O`: _outside_, the given element is not part of any span; + +~~~ +- `B-PER`, `B-ORG`, `B-LOC`, …: _beginning_, the element is first in a new span; +~~~ +- `I-PER`, `I-ORG`, `I-LOC`, …: _inside_, a continuation element of an existing + span. + +~~~ +(Formally, the described scheme is IOB-2 format; there exists quite a few other +possibilities like IOB-1, IEO, BILOU, …) + +~~~ +The described encoding can represent any set of continuous typed spans (when no spans +overlap, i.e., a single element can belong to at most one span). + +--- +# Span Labeling – BIO Encoding + +However, when predicting each of the element tags independently, invalid +sequences might be created. + +~~~ +- We can decide to ignore it and heuristics capable of recovering the spans + from invalid sequences of BIO tags. + +~~~ +- We can employ a decoding algorithm producing the most probable **valid + sequence** of tags during prediction. +~~~ + - However, during training we do not consider the BIO tags validity. + +~~~ +- We might use a different loss enabling the model to consider only + valid BIO tag sequences also during training. + +--- +# Span Labeling – Decoding Algorithm + +Let $→x_1, \ldots, →x_N$ be an input sequence. + +Our goal is to produce an output sequence $y_1, …, y_N$, where each $y_t ∈ 𝓨$ +with $Y$ classes. + +~~~ +Assume we have a model predicting $p(y_t = k | ⇉X; →θ)$, a probability that the +$t$-th output element $y_t$ is the class $k$. + +~~~ +However, only some sequences $→y$ are valid. +~~~ +We now make an assumption that the validity of a sequence depends only on the +validity of **neighboring** output classes. In other words, if all neighboring +pairs of output elements are valid, the whole sequence is. + +~~~ +- The validity of neighboring pairs can be described by a transition matrix $⇉A + ∈ \{0, 1\}^{Y×Y}$. +~~~ +- Such an approach allows expressing the (in)validity of a BIO tag sequence. + +--- +# Span Labeling – Decoding Algorithm + +Let us denote $α_t(k)$ the log probability of the most probable output sequence +of $t$ elements with the last one being $k$. + +~~~ +We can compute $α_t(k)$ efficiently using dynamic programming. The core idea is +the following: + +![w=38%,h=center](crf_composability.svgz) + +~~~ +$$α_t(k) = \log p(y_t=k | ⇉X; →θ) + \max\nolimits_{j,\textrm{~such~that~}A_{j,k}\textrm{~is~valid}} α_{i-1}(j).$$ + +~~~ +If we consider $\log A_{j,k}$ to be $-∞$ when $A_{j,k}=0$, we can rewrite the above as +$$α_t(k) = \log p(y_t=k | ⇉X; →θ) + \max\nolimits_j \big(α_{i-1}(j) + \log A_{j,k}\big).$$ + +~~~ +The resulting algorithm is also called the **Viterbi algorithm**, and it is also +a search for the path of maximum length in an acyclic graph. + +--- +# Span Labeling – Decoding Algorithm + +

+ +--- +# Span Labeling – Other Approaches + +With deep learning models, constrained decoding is usually sufficient to deliver +high performance. + +~~~ +Historically, there have been also other approaches: + +~~~ +- **Maximum Entropy Markov Models** + + We might model the dependencies by explicitly conditioning on the previous + label: + $$P(y_i | ⇉X, y_{i-1}).$$ + +~~~ + Then, each label is predicted by a softmax from a hidden state and a + _previous label_. + ![w=35%,h=center](labeling_memm.svgz) + +~~~ + The decoding can still be performed by a dynamic programming algorithm. + +--- +# Span Labeling – Other Approaches + +- **Conditional Random Fields (CRF)** + + In the simplest variant, Linear-chain CRF, usually abbreviated only to CRF, + can be considered an extension of softmax – instead of a sequence of + independent softmaxes, it is a sentence-level softmax, with additional weights + for neighboring sequence elements. + +~~~ + We start by defining a score of a label sequence $→y$ as + $$s(⇉X, →y; →θ, ⇉A) = f(y_1 | ⇉X; →θ) + ∑\nolimits_{i=2}^N \big(⇉A_{y_{i-1}, y_i} + f(y_i | ⇉X; →θ)\big),$$ +~~~ + and define the probability of a label sequence $→y$ using $\softmax$: + $$p(→y | ⇉X) = \softmax_{→z ∈ Y^N}\big(s(⇉X, →z)\big)_{→y}.$$ + +~~~ + The probability $\log p(→y_\textrm{gold} | ⇉X)$ can be efficiently computed + using dynamic programming in a differentiable way, so it can be used in NLL + computation. + +~~~ + For more details, see [Lecture 8 of NPFL114 2022/23 slides](https://ufal.mff.cuni.cz/~straka/courses/npfl114/2223/slides/?08). + +--- +section: CTC +# Connectionist Temporal Classification + +Let us again consider generating a sequence of $y_1, \ldots, y_M$ given input +$→x_1, \ldots, →x_N$, but this time $M ≤ N$, and there is no explicit alignment +of $→x$ and $y$ in the gold data. + +~~~ +![w=100%,mh=90%,v=middle](ctc_example.svgz) + +--- +# Connectionist Temporal Classification + +We enlarge the set of the output labels by a – (**blank**), and perform a classification for every +input element to produce an **extended labeling** (in contrast to the original **regular labeling**). +We then post-process it by the following rules (denoted as $𝓑$): +1. We collapse multiple neighboring occurrences of the same symbol into one. +2. We remove the blank –. + +~~~ +Because the explicit alignment of inputs and labels is not known, we consider +_all possible_ alignments. + +~~~ +Denoting the probability of label $l$ at time $t$ as $p_l^t$, we define +$$α^t(s) ≝ ∑_{\substack{\textrm{extended}\\\textrm{labelings~}→π:\\𝓑(→π_{1:t}) = →y_{1:s}}} ∏_{i=1}^t p_{π_i}^i.$$ + +--- +# Connectionist Temporal Classification + +## Computation + +When aligning an extended labeling to a regular one, we need to consider +whether the extended labeling ends by a _blank_ or not. We therefore define +$$\begin{aligned} + α_-^t(s) &≝ ∑_{\substack{\textrm{extended}\\\textrm{labelings~}→π:\\𝓑(→π_{1:t}) = →y_{1:s}, π_t=-}} ∏_{i=1}^t p_{π_i}^i \\ + α_*^t(s) &≝ ∑_{\substack{\textrm{extended}\\\textrm{labelings~}→π:\\𝓑(→π_{1:t}) = →y_{1:s}, π_t≠-}} ∏_{i=1}^t p_{π_i}^i + +\end{aligned}$$ +and compute $α^t(s)$ as $α_-^t(s) + α_*^t(s)$. + +--- +# Connectionist Temporal Classification + +## Computation – Initialization + +![w=35%,f=right](ctc_computation.svgz) + +We initialize $α^1$ as follows: +- $α_-^1(0) ← p_-^1$ +- $α_*^1(1) ← p_{y_1}^1$ +- all other $α^1$ to zeros + +~~~ +## Computation – Induction Step + +We then proceed recurrently according to: +- $α_-^t(s) ← p_-^t \big(α_*^{t-1}(s) + α_-^{t-1}(s)\big)$ + +~~~ +- $α_*^t(s) ← \begin{cases} + p_{y_s}^t\big(α_*^{t-1}(s) + α_-^{t-1}(s-1) + α_*^{t-1}(s-1)\big)\textrm{, if }y_s≠y_{s-1}\\ + p_{y_s}^t\big(α_*^{t-1}(s) + α_-^{t-1}(s-1) + \sout{α_*^{t-1}(s-1)}\big)\textrm{, if }y_s=y_{s-1}\\ +\end{cases}$ + +~~~ + We can write the update as $p_{y_s}^t\big(α_*^{t-1}(s) + α_-^{t-1}(s-1) + [y_s≠y_{s-1}] ⋅ α_*^{t-1}(s-1)\big)$. + +--- +section: CTCDecoding +# CTC Decoding + +Unlike BIO-tag structured prediction, nobody knows how to perform CTC decoding +optimally in polynomial time. + +~~~ +The key observation is that while an optimal extended labeling can be extended +into an optimal labeling of a greater length, the same does not apply to +a regular labeling. The problem is that regular labeling corresponds to many +extended labelings, which are modified each in a different way during an +extension of the regular labeling. + +~~~ +![w=75%,h=center](ctc_decoding.svgz) + +--- +# CTC Decoding + +## Beam Search + +~~~ +To perform a beam search, we keep $k$ best **regular** (non-extended) labelings. +Specifically, for each regular labeling $→y$ we keep both $α^t_-(→y)$ and +$α^t_*(→y)$, which are probabilities of all (modulo beam search) extended +labelings of length $t$ which produce the regular labeling $→y$; we therefore +keep $k$ regular labelings with the highest $α^t_-(→y) + α^t_*(→y)$. + +~~~ +To compute the best regular labelings for a longer prefix of extended labelings, +for each regular labeling in the beam we consider the following cases: +~~~ +- adding a _blank_ symbol, i.e., contributing to $α^{t+1}_-(→y)$ both from + $α^t_-(→y)$ and $α^t_*(→y)$; +~~~ +- adding a non-blank symbol, i.e., contributing to $α^{t+1}_*(•)$ from + $α^t_-(→y)$ and contributing to a possibly different $α^{t+1}_*(•)$ from + $α^t_*(→y)$. + +~~~ +Finally, we merge the resulting candidates according to their regular labeling, and +keep only the $k$ best. + +--- +section: Word2Vec +# Unsupervised Word Embeddings + +The embeddings can be trained for each task separately. + +~~~ + +However, a method of precomputing word embeddings have been proposed, based on +_distributional hypothesis_: + +> **Words that are used in the same contexts tend to have similar meanings**. + +~~~ +The distributional hypothesis is usually attributed to Firth (1957): +> _You shall know a word by a company it keeps._ + +--- +# Word2Vec + +![w=70%,h=center](word2vec.svgz) + +Mikolov et al. (2013) proposed two very simple architectures for precomputing +word embeddings, together with a C multi-threaded implementation `word2vec`. + +--- +# Word2Vec + +![w=100%](word2vec_composability.svgz) + +--- +# Word2Vec – SkipGram Model + +![w=50%,h=center,mh=64%](word2vec.svgz) + +Considering input word $w_i$ and output $w_o$, the Skip-gram model defines +$$p(w_o | w_i) ≝ \frac{e^{⇉V_{w_i}^\top ⇉W_{w_o}}}{∑_w e^{⇉V_{w_i}^\top ⇉W_w}}.$$ +After training, the final embeddings are the rows of the $⇉V$ matrix. + +--- +# Word2Vec – Hierarchical Softmax + +Instead of a large softmax, we construct a binary tree over the words, with +a sigmoid classifier for each node. + +If word $w$ corresponds to a path $n_1, n_2, \ldots, n_L$, we define +$$p_\textrm{HS}(w | w_i) ≝ ∏_{j=1}^{L-1} σ(\textrm{[+1 if }n_{j+1}\textrm{ is right child else -1]} ⋅ ⇉V_{w_i}^\top ⇉W_{n_j}).$$ + +--- +# Word2Vec – Negative Sampling + +Instead of a large softmax, we could train individual sigmoids for all words. + +~~~ +We could also only sample several _negative examples_. This gives rise to the +following _negative sampling_ objective (instead of just summing all the +sigmoidal losses): +$$l_\textrm{NEG}(w_o, w_i) ≝ -\log σ(⇉V_{w_i}^\top ⇉W_{w_o}) - ∑_{j=1}^k 𝔼_{w_j ∼ P(w)} \log \big(1 - σ(⇉V_{w_i}^\top ⇉W_{w_j})\big).$$ + +~~~ +The usual value of negative samples $k$ is 5, but it can be even 2 for extremely +large corpora. + +~~~ +Each expectation in the loss is estimated using a single sample. + +~~~ +For $P(w)$, both uniform and unigram distribution $U(w)$ work, but +$$U(w)^{3/4}$$ +outperforms them significantly (this fact has been reported in several papers by +different authors). + +--- +section: CLEs +# Recurrent Character-level WEs + +![w=80%,h=center](../08/cle_rnn_examples.svgz) + +--- +# Convolutional Character-level WEs + +![w=100%](../08/cle_cnn_examples.svgz) + +--- +section: Subword Embeddings +# Character N-grams + +Another simple idea appeared simultaneously in three nearly simultaneous +publications as [Charagram](https://arxiv.org/abs/1607.02789), [Subword Information](https://arxiv.org/abs/1607.04606) or [SubGram](http://link.springer.com/chapter/10.1007/978-3-319-45510-5_21). + +A word embedding is a sum of the word embedding plus embeddings of its character +_n_-grams. Such embedding can be pretrained using same algorithms as `word2vec`. + +~~~ +The implementation can be +- dictionary based: only some number of frequent character _n_-grams is kept; +~~~ +- hash-based: character _n_-grams are hashed into $K$ buckets + (usually $K ∼ 10^6$ is used). + +--- +# Charagram WEs + +![w=100%,v=middle](cle_charagram_examples.svgz) + +--- +# Charagram WEs + +![w=48%,h=center](cle_charagram_ngrams.svgz) + +--- +# FastText + +The word2vec enriched with subword embeddings is implemented in publicly +available `fastText` library https://fasttext.cc/. + +~~~ +Pre-trained embeddings for 157 languages (including Czech) trained on +Wikipedia and CommonCrawl are also available at +https://fasttext.cc/docs/en/crawl-vectors.html. + +--- +section: SubWords +# Subword Units + +We could process **parts of words**, or **subword units**, instead of whole +words or individual characters. The subword units can be generated in several +ways, the most commonly used are: + +~~~ +- **BPE**: + Using the _byte pair encoding_ algorithm. Start with individual characters plus + a special end-of-word symbol $•$. Then, merge the most occurring symbol pair + $A, B$ by a new symbol $AB$, with the symbol pair never crossing word boundary + (so that the end-of-word symbol cannot be inside a subword). + +~~~ + Considering text with words _low, lowest, newer, wider_, a possible sequence + of merges: + + $$\begin{aligned} + r \,\,\, • & → r• \\ + l \,\,\, o & → lo \\ + lo \,\,\, w & → low \\ + e \,\,\, r• & → er• \\ + \end{aligned}$$ + +~~~ + The BPE algorithm is executed on the training data, and it generates the + resulting dictionary, merging rules, and training data encoded using + this dictionary. + +--- +# Subword Units + +- **Wordpieces**: + Given a text divided into subwords, we can compute unigram probability of + every subword, and then get the likelihood of the text under a unigram language + model by multiplying the probabilities of the subwords in the text. + +~~~ + When we have only a text and a subword dictionary, we divide the text in + a greedy fashion, iteratively choosing the longest existing subword. + +~~~ + When constructing the subwords, we again start with individual characters + (compared to BPE, we have a _start-of-word_ character instead of an + _end-of-word_ character), and then repeatedly join such a pair of subwords + that increases the unigram language model likelihood the most. + +~~~ + - In the original implementation, the input data were once in a while + “reparsed” (retokenized) in a greedy fashion with the up-to-date dictionary. + However, the recent implementations do not seem to do it – but they + retokenize the training data with the final dictionary, contrary to the BPE + approach. + +~~~ +For both approaches, the usual number of subword units is 32k-64k; when +performing machine translation between two languages, it is common for the +subwords to be generated on the union of the two vocabularies (_joint BPE_ or +_shared wordpieces_). + +--- +# BPE and WordPieces Comparison + +Both the BPE and the WordPieces give very similar results; the biggest +difference is that during the inference: +- for BPE, the sequence of merges must be performed in the same order as during + the construction of the BPE (because we use the output of BPE as training + data), +~~~ +- for Wordpieces, it is enough to find longest matches from the subword + dictionary (because we reprocessed the training data with the final dictionary); +~~~ +- note that the above difference is mostly artificial – if we reparsed the + training data in the BPE approach, we could also perform “greedy + tokenization”. + +~~~ +Of course, the two algorithms also differ in the way how they choose the pair of +subwords to merge. + +~~~ +Both algorithms are implemented in quite a few libraries, most notably the +`sentencepiece` library and the Hugging Face `tokenizers` package. + +--- +section: ELMo +# ELMo + +At the end of 2017, a new type of _deep contextualized_ word representations was +proposed by Peters et al., called ELMo, **E**mbeddings from **L**anguage +**Mo**dels. + +~~~ +The ELMo embeddings were based on a two-layer pre-trained LSTM language model, +where a language model predicts following word based on a sentence prefix. +~~~ +Specifically, two such models were used, one for the forward direction and the +other one for the backward direction. +~~~ + +![w=30%](elmo_language_model.png)![w=68%](elmo_bidirectional.png) + +--- +# ELMo + +To compute an embedding of a word in a sentence, the concatenation of the two +language model's hidden states is used. + +![w=68%,h=center](elmo_embedding.png) + +~~~ +To be exact, the authors propose to take a (trainable) weighted combination of +the input embeddings and outputs on the first and second LSTM layers. + +--- +# ELMo Results + +Pre-trained ELMo embeddings substantially improved several NLP tasks. + +![w=100%](elmo_results.svgz) + diff --git a/slides/09/cle_charagram_examples.svgz b/slides/09/cle_charagram_examples.svgz new file mode 100644 index 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0000000..e0b63f6 --- /dev/null +++ b/slides/08/layer_norm_properties.svgz.ref @@ -0,0 +1 @@ +Table 1 of "Layer Normalization", https://arxiv.org/abs/1607.06450 diff --git a/slides/08/layer_norm_residual.ipe b/slides/08/layer_norm_residual.ipe new file mode 100644 index 0000000..4ecdd51 --- /dev/null +++ b/slides/08/layer_norm_residual.ipe @@ -0,0 +1,402 @@ + + + + + + + +0 0 m +-1 0.333 l +-1 -0.333 l +h + + + + +0 0 m +-1 0.333 l +-1 -0.333 l +h + + + + +0 0 m +-1 0.333 l +-0.8 0 l +-1 -0.333 l +h + + + + +0 0 m +-1 0.333 l +-0.8 0 l +-1 -0.333 l +h + + + + +0.6 0 0 0.6 0 0 e +0.4 0 0 0.4 0 0 e + + + + +0.6 0 0 0.6 0 0 e + + + + + +0.5 0 0 0.5 0 0 e + + +0.6 0 0 0.6 0 0 e +0.4 0 0 0.4 0 0 e + + + + + +-0.6 -0.6 m +0.6 -0.6 l +0.6 0.6 l +-0.6 0.6 l +h +-0.4 -0.4 m +0.4 -0.4 l +0.4 0.4 l +-0.4 0.4 l +h + + + + +-0.6 -0.6 m +0.6 -0.6 l +0.6 0.6 l +-0.6 0.6 l +h + + + + + +-0.5 -0.5 m +0.5 -0.5 l +0.5 0.5 l +-0.5 0.5 l +h + + +-0.6 -0.6 m +0.6 -0.6 l +0.6 0.6 l +-0.6 0.6 l +h +-0.4 -0.4 m +0.4 -0.4 l +0.4 0.4 l +-0.4 0.4 l +h + + + + + + +-0.43 -0.57 m +0.57 0.43 l +0.43 0.57 l +-0.57 -0.43 l +h + + +-0.43 0.57 m +0.57 -0.43 l +0.43 -0.57 l +-0.57 0.43 l +h + + + + + +0 0 m +-1 0.333 l +-1 -0.333 l +h + + + + +0 0 m +-1 0.333 l +-0.8 0 l +-1 -0.333 l +h + + + + +0 0 m +-1 0.333 l +-0.8 0 l +-1 -0.333 l +h + + + + +-1 0.333 m +0 0 l +-1 -0.333 l + + + + +0 0 m +-1 0.333 l +-1 -0.333 l +h +-1 0 m +-2 0.333 l +-2 -0.333 l +h + + + + +0 0 m +-1 0.333 l +-1 -0.333 l +h +-1 0 m +-2 0.333 l +-2 -0.333 l +h + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +292 532 m +236 548 l + + +4 0 0 4 176 656 e + ++ + +248 532 m +248 520 l +336 520 l +336 532 l +h + +Fully connected layer + +248 532 m +248 520 l +336 520 l +336 532 l +h + +ReLU + +248 532 m +248 520 l +336 520 l +336 532 l +h + +Fully connected layer + +292 508 m +292 520 l + + +292 508 m +292 520 l + + +292 532 m +236 548 l + + +236 456 m +236 548 l + + +292 508 m +292 520 l + + +248 532 m +248 520 l +336 520 l +336 532 l +h + +Layer normalization + +292 508 m +292 520 l + + +292 508 m +292 520 l + +For example 512 values +For example 2048 values +For example 512 values +\bf Original ``Post-LN'' configuration + +292 532 m +236 548 l + + +4 0 0 4 176 656 e + ++ + +248 532 m +248 520 l +336 520 l +336 532 l +h + +Fully connected layer + +248 532 m +248 520 l +336 520 l +336 532 l +h + +ReLU + +248 532 m +248 520 l +336 520 l +336 532 l +h + +Fully connected layer + +292 508 m +292 520 l + + +292 508 m +292 520 l + + +292 532 m +236 548 l + + +300 456 m +300 572 l + + +292 508 m +292 520 l + + +292 508 m +292 520 l + +For example 512 values +For example 2048 values +For example 512 values +\bf Improved ``Pre-LN`` configuration since 2020 + +248 532 m +248 520 l +336 520 l +336 532 l +h + +Layer normalization + +292 508 m +292 520 l + + + diff --git a/slides/08/layer_norm_residual.svgz 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