Add synthetic iam paragraphs dataset

7 files changed, 441 insertions, 22 deletions

diff --git a/notebooks/03-look-at-iam-paragraphs.ipynb b/notebooks/03-look-at-iam-paragraphs.ipynb
index 6caaeb4..69e5996 100644
--- a/notebooks/03-look-at-iam-paragraphs.ipynb
+++ b/notebooks/03-look-at-iam-paragraphs.ipynb
@@ -2,10 +2,19 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "88fd1eef",
+   "execution_count": 7,
+   "id": "4b00e00c",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "os.environ['CUDA_VISIBLE_DEVICE'] = ''\n",
@@ -24,13 +33,14 @@
     "    import sys\n",
     "    sys.path.append('..')\n",
     "\n",
-    "from text_recognizer.data.iam_paragraphs import IAMParagraphs"
+    "from text_recognizer.data.iam_paragraphs import IAMParagraphs\n",
+    "from text_recognizer.data.iam_synthetic_paragraphs import IAMSyntheticParagraphs"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "36693dd2",
+   "id": "a9955e92",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -47,7 +57,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "3b1b2606",
+   "id": "bd882f2d",
    "metadata": {},
    "outputs": [
     {
@@ -84,7 +94,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "11629e8b",
+   "id": "8a2b8cc5",
    "metadata": {
     "scrolled": false
    },
@@ -162,7 +172,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "f02044e6",
+   "id": "d7884595",
    "metadata": {
     "scrolled": false
    },
@@ -240,8 +250,121 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 8,
+   "id": "67f6c35e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2021-04-03 23:42:20.849 | INFO     | text_recognizer.data.iam_synthetic_paragraphs:setup:59 - IAM Synthetic dataset steup for stage None\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "IAM Synthetic Paragraphs Dataset\n",
+      "Num classes: 84\n",
+      "Input dims : (1, 576, 640)\n",
+      "Output dims: (682, 1)\n",
+      "Train/val/test sizes: 18896, 0, 0\n",
+      "Train Batch x stats: (torch.Size([128, 1, 576, 640]), torch.float32, tensor(0.), tensor(0.0108), tensor(0.0579), tensor(1.))\n",
+      "Train Batch y stats: (torch.Size([128, 682]), torch.int64, tensor(1), tensor(83))\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "dataset = IAMSyntheticParagraphs()\n",
+    "dataset.prepare_data()\n",
+    "dataset.setup()\n",
+    "print(dataset)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "69c4dc90",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Training\n",
+    "\n",
+    "for _ in range(5):\n",
+    "    i = random.randint(0, len(dataset.data_train))\n",
+    "    x, y = dataset.data_train[i]\n",
+    "    _plot(x[0], vmax=1, title=convert_y_label_to_string(y, dataset.mapping))"
+   ]
+  },
+  {
+   "cell_type": "code",
    "execution_count": null,
-   "id": "9a5e651c",
+   "id": "7671f207",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/pyproject.toml b/pyproject.toml
index 9668a8d..252678f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,6 +77,8 @@ extract-iam-text = "text_recognizer.data.iam_preprocessor:cli"
 make-wordpieces = "text_recognizer.data.make_wordpieces:cli"
 build-transitions = "text_recognizer.data.build_transitions:cli"
 generate-iam-paragraphs = "text_recognizer.data.iam_paragraphs:create_iam_paragraphs"
+generate-iam-synthetic-paragraphs = "text_recognizer.data.iam_synthetic_paragraphs:create_synthetic_iam_paragraphs"
+show-iam-extended-info = "text_recognizer.data.iam_extended_paragraphs:show_dataset_info"
 
 [build-system]
 requires = ["poetry>=0.12"]
diff --git a/tasks/create_iam_paragraphs.sh b/tasks/create_iam_paragraphs.sh
deleted file mode 100755
index fa2bfb0..0000000
--- a/tasks/create_iam_paragraphs.sh
+++ /dev/null
@@ -1,2 +0,0 @@
-#!/usr/bin/fish
-poetry run create-iam-paragraphs
diff --git a/tasks/prepare_experiments.sh b/tasks/prepare_experiments.sh
deleted file mode 100755
index 95a538f..0000000
--- a/tasks/prepare_experiments.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/usr/bin/fish
-experiments_filename=${1:-training/experiments/sample_experiment.yml}
-poetry run prepare-experiments --experiments_filename $experiments_filename
diff --git a/text_recognizer/data/iam_extended_paragraphs.py b/text_recognizer/data/iam_extended_paragraphs.py
new file mode 100644
index 0000000..51050fc
--- /dev/null
+++ b/text_recognizer/data/iam_extended_paragraphs.py
@@ -0,0 +1,75 @@
+"""IAM original and sythetic dataset class."""
+from torch.utils.data import ConcatDataset
+
+from text_recognizer.data.base_dataset import BaseDataset
+from text_recognizer.data.base_data_module import BaseDataModule, load_and_print_info
+from text_recognizer.data.iam_paragraphs import IAMParagraphs
+from text_recognizer.data.iam_synthetic_paragraphs import IAMSyntheticParagraphs
+
+
+class IAMExtendedParagraphs(BaseDataModule):
+    def __init__(
+        self,
+        batch_size: int = 128,
+        num_workers: int = 0,
+        train_fraction: float = 0.8,
+        augment: bool = True,
+    ) -> None:
+        super().__init__(batch_size, num_workers)
+
+        self.iam_paragraphs = IAMParagraphs(
+            batch_size, num_workers, train_fraction, augment,
+        )
+        self.iam_synthetic_paragraphs = IAMSyntheticParagraphs(
+            batch_size, num_workers, train_fraction, augment,
+        )
+
+        self.dims = self.iam_paragraphs.dims
+        self.output_dims = self.iam_paragraphs.output_dims
+        self.mapping = self.iam_paragraphs.mapping
+        self.inverse_mapping = self.iam_paragraphs.inverse_mapping
+
+        self.data_train: BaseDataset = None
+        self.data_val: BaseDataset = None
+        self.data_test: BaseDataset = None
+
+    def prepare_data(self) -> None:
+        """Prepares the paragraphs data."""
+        self.iam_paragraphs.prepare_data()
+        self.iam_synthetic_paragraphs.prepare_data()
+
+    def setup(self, stage: str = None) -> None:
+        """Loads data for training/testing."""
+        self.iam_paragraphs.setup(stage)
+        self.iam_synthetic_paragraphs.setup(stage)
+
+        self.data_train = ConcatDataset(
+            [self.iam_paragraphs.data_train, self.iam_synthetic_paragraphs.data_train]
+        )
+        self.data_val = self.iam_paragraphs.data_val
+        self.data_test = self.iam_paragraphs.data_test
+
+    def __repr__(self) -> str:
+        """Returns info about the dataset."""
+        basic = (
+            "IAM Original and Synthetic Paragraphs Dataset\n"  # pylint: disable=no-member
+            f"Num classes: {len(self.mapping)}\n"
+            f"Dims: {self.dims}\n"
+            f"Output dims: {self.output_dims}\n"
+        )
+        if self.data_train is None and self.data_val is None and self.data_test is None:
+            return basic
+
+        x, y = next(iter(self.train_dataloader()))
+        xt, yt = next(iter(self.test_dataloader()))
+        data = (
+            f"Train/val/test sizes: {len(self.data_train)}, {len(self.data_val)}, {len(self.data_test)}\n"
+            f"Train Batch x stats: {(x.shape, x.dtype, x.min(), x.mean(), x.std(), x.max())}\n"
+            f"Train Batch y stats: {(y.shape, y.dtype, y.min(), y.max())}\n"
+            f"Test Batch x stats: {(xt.shape, xt.dtype, xt.min(), xt.mean(), xt.std(), xt.max())}\n"
+            f"Test Batch y stats: {(yt.shape, yt.dtype, yt.min(), yt.max())}\n"
+        )
+        return basic + data
+
+def show_dataset_info() -> None:
+    load_and_print_info(IAMExtendedParagraphs)
diff --git a/text_recognizer/data/iam_paragraphs.py b/text_recognizer/data/iam_paragraphs.py
index 402a8d4..f588587 100644
--- a/text_recognizer/data/iam_paragraphs.py
+++ b/text_recognizer/data/iam_paragraphs.py
@@ -93,14 +93,14 @@ class IAMParagraphs(BaseDataModule):
 
         def _load_dataset(split: str, augment: bool) -> BaseDataset:
             crops, labels = _load_processed_crops_and_labels(split)
-            data = [_resize_image(crop, IMAGE_SCALE_FACTOR) for crop in crops]
+            data = [resize_image(crop, IMAGE_SCALE_FACTOR) for crop in crops]
             targets = convert_strings_to_labels(
                 strings=labels, mapping=self.inverse_mapping, length=self.output_dims[0]
             )
             return BaseDataset(
                 data,
                 targets,
-                transform=_get_transform(image_shape=self.dims[1:], augment=augment),
+                transform=get_transform(image_shape=self.dims[1:], augment=augment),
             )
 
         logger.info(f"Loading IAM paragraph regions and lines for {stage}...")
@@ -142,7 +142,7 @@ class IAMParagraphs(BaseDataModule):
         return basic + data
 
 
-def _get_dataset_properties() -> Dict:
+def get_dataset_properties() -> Dict:
     """Return properties describing the overall dataset."""
     with (PROCESSED_DATA_DIRNAME / "_properties.json").open("r") as f:
         properties = json.load(f)
@@ -173,7 +173,7 @@ def _validate_data_dims(
     input_dims: Optional[Tuple[int, ...]], output_dims: Optional[Tuple[int, ...]]
 ) -> None:
     """Validates input and output dimensions against the properties of the dataset."""
-    properties = _get_dataset_properties()
+    properties = get_dataset_properties()
 
     max_image_shape = properties["crop_shape"]["max"] / IMAGE_SCALE_FACTOR
     if (
@@ -192,7 +192,7 @@ def _validate_data_dims(
         )
 
 
-def _resize_image(image: Image.Image, scale_factor: int) -> Image.Image:
+def resize_image(image: Image.Image, scale_factor: int) -> Image.Image:
     """Resize image by scale factor."""
     if scale_factor == 1:
         return image
@@ -219,7 +219,7 @@ def _get_paragraph_crops_and_labels(
         image = ImageOps.invert(image)
 
         line_regions = iam.line_regions_by_id[id_]
-        parameter_box = [
+        paragraph_box = [
             min([region["x1"] for region in line_regions]),
             min([region["y1"] for region in line_regions]),
             max([region["x2"] for region in line_regions]),
@@ -227,7 +227,7 @@ def _get_paragraph_crops_and_labels(
         ]
         lines = iam.line_strings_by_id[id_]
 
-        crops[id_] = image.crop(parameter_box)
+        crops[id_] = image.crop(paragraph_box)
         labels[id_] = NEW_LINE_TOKEN.join(lines)
 
     if len(crops) != len(labels):
@@ -269,7 +269,7 @@ def _load_processed_crops_and_labels(
     return ordered_crops, ordered_labels
 
 
-def _get_transform(image_shape: Tuple[int, int], augment: bool) -> transforms.Compose:
+def get_transform(image_shape: Tuple[int, int], augment: bool) -> transforms.Compose:
     """Get transformations for images."""
     if augment:
         transforms_list = [
diff --git a/text_recognizer/data/iam_synthetic_paragraphs.py b/text_recognizer/data/iam_synthetic_paragraphs.py
new file mode 100644
index 0000000..9f1bd12
--- /dev/null
+++ b/text_recognizer/data/iam_synthetic_paragraphs.py
@@ -0,0 +1,224 @@
+"""IAM Synthetic Paragraphs Dataset class."""
+import itertools
+from pathlib import Path
+import random
+import time
+from typing import Any, List, Sequence, Tuple
+
+from loguru import logger
+import numpy as np
+from PIL import Image
+
+from text_recognizer.data.base_dataset import (
+    BaseDataset,
+    convert_strings_to_labels,
+    split_dataset,
+)
+from text_recognizer.data.base_data_module import BaseDataModule, load_and_print_info
+from text_recognizer.data.iam_paragraphs import (
+    get_dataset_properties,
+    get_transform,
+    NEW_LINE_TOKEN,
+    IAMParagraphs,
+    IMAGE_SCALE_FACTOR,
+    resize_image,
+)
+from text_recognizer.data.iam import IAM
+from text_recognizer.data.iam_lines import (
+    line_crops_and_labels,
+    load_line_crops_and_labels,
+    save_images_and_labels,
+)
+
+
+PROCESSED_DATA_DIRNAME = (
+    BaseDataModule.data_dirname() / "processed" / "iam_synthetic_paragraphs"
+)
+
+
+class IAMSyntheticParagraphs(IAMParagraphs):
+    """IAM Handwriting database of synthetic paragraphs."""
+
+    def __init__(
+        self,
+        batch_size: int = 128,
+        num_workers: int = 0,
+        train_fraction: float = 0.8,
+        augment: bool = True,
+    ) -> None:
+        super().__init__(batch_size, num_workers, train_fraction, augment)
+
+    def prepare_data(self) -> None:
+        """Prepare IAM lines to be used to generate paragraphs."""
+        if PROCESSED_DATA_DIRNAME.exists():
+            return
+
+        logger.info("Preparing IAM lines for synthetic paragraphs dataset.")
+        logger.info("Cropping IAM line regions and loading labels.")
+
+        iam = IAM()
+        iam.prepare_data()
+
+        crops_train, labels_train = line_crops_and_labels(iam, "train")
+        crops_test, labels_test = line_crops_and_labels(iam, "test")
+
+        crops_train = [resize_image(crop, IMAGE_SCALE_FACTOR) for crop in crops_train]
+        crops_test = [resize_image(crop, IMAGE_SCALE_FACTOR) for crop in crops_test]
+
+        logger.info(f"Saving images and labels at {PROCESSED_DATA_DIRNAME}")
+        save_images_and_labels(
+            crops_train, labels_train, "train", PROCESSED_DATA_DIRNAME
+        )
+        save_images_and_labels(crops_test, labels_test, "test", PROCESSED_DATA_DIRNAME)
+
+    def setup(self, stage: str = None) -> None:
+        """Loading synthetic dataset."""
+
+        logger.info(f"IAM Synthetic dataset steup for stage {stage}")
+
+        if stage == "fit" or stage is None:
+            line_crops, line_labels = load_line_crops_and_labels(
+                "train", PROCESSED_DATA_DIRNAME
+            )
+            data, paragraphs_labels = generate_synthetic_paragraphs(
+                line_crops=line_crops, line_labels=line_labels
+            )
+
+            targets = convert_strings_to_labels(
+                strings=paragraphs_labels,
+                mapping=self.inverse_mapping,
+                length=self.output_dims[0],
+            )
+            self.data_train = BaseDataset(
+                data,
+                targets,
+                transform=get_transform(
+                    image_shape=self.dims[1:], augment=self.augment
+                ),
+            )
+
+    def __repr__(self) -> str:
+        """Return information about the dataset."""
+        basic = (
+            "IAM Synthetic Paragraphs Dataset\n"  # pylint: disable=no-member
+            f"Num classes: {len(self.mapping)}\n"
+            f"Input dims : {self.dims}\n"
+            f"Output dims: {self.output_dims}\n"
+        )
+        if self.data_train is None:
+            return basic
+
+        x, y = next(iter(self.train_dataloader()))
+        data = (
+            f"Train/val/test sizes: {len(self.data_train)}, 0, 0\n"
+            f"Train Batch x stats: {(x.shape, x.dtype, x.min(), x.mean(), x.std(), x.max())}\n"
+            f"Train Batch y stats: {(y.shape, y.dtype, y.min(), y.max())}\n"
+        )
+        return basic + data
+
+
+def generate_synthetic_paragraphs(
+    line_crops: List[Image.Image], line_labels: List[str], max_batch_size: int = 9
+) -> Tuple[List[Image.Image], List[str]]:
+    """Generate synthetic paragraphs from randomly joining different subsets."""
+    paragraphs_properties = get_dataset_properties()
+
+    indices = list(range(len(line_labels)))
+
+    if max_batch_size >= paragraphs_properties["num_lines"]["max"]:
+        raise ValueError("max_batch_size greater or equalt to max num lines.")
+
+    batched_indices_list = [[index] for index in indices]
+    batched_indices_list.extend(
+        generate_random_batches(
+            values=indices, min_batch_size=2, max_batch_size=max_batch_size // 2
+        )
+    )
+    batched_indices_list.extend(
+        generate_random_batches(
+            values=indices, min_batch_size=2, max_batch_size=max_batch_size
+        )
+    )
+    batched_indices_list.extend(
+        generate_random_batches(
+            values=indices,
+            min_batch_size=max_batch_size // 2 + 1,
+            max_batch_size=max_batch_size,
+        )
+    )
+
+    paragraphs_crops, paragraphs_labels = [], []
+    for paragraph_indices in batched_indices_list:
+        paragraph_label = NEW_LINE_TOKEN.join(
+            [line_labels[i] for i in paragraph_indices]
+        )
+        if len(paragraph_label) > paragraphs_properties["label_length"]["max"]:
+            logger.info(
+                "Label longer than longest label in original IAM paragraph dataset - hence dropping."
+            )
+            continue
+
+        paragraph_crop = join_line_crops_to_form_paragraph(
+            [line_crops[i] for i in paragraph_indices]
+        )
+        max_paragraph_shape = paragraphs_properties["crop_shape"]["max"]
+
+        if (
+            paragraph_crop.height > max_paragraph_shape[0]
+            or paragraph_crop.width > max_paragraph_shape[1]
+        ):
+            logger.info(
+                "Crop larger than largest crop in original IAM paragraphs dataset - hence dropping"
+            )
+            continue
+
+        paragraphs_crops.append(paragraph_crop)
+        paragraphs_labels.append(paragraph_label)
+
+    if len(paragraphs_crops) != len(paragraphs_labels):
+        raise ValueError("Number of crops does not match number of labels.")
+
+    return paragraphs_crops, paragraphs_labels
+
+
+def join_line_crops_to_form_paragraph(line_crops: Sequence[Image.Image]) -> Image.Image:
+    """Horizontally stack line crops and return a single image forming a paragraph."""
+    crop_shapes = np.array([line.size[::-1] for line in line_crops])
+    paragraph_height = crop_shapes[:, 0].sum()
+    paragraph_width = crop_shapes[:, 1].max()
+
+    paragraph_image = Image.new(
+        mode="L", size=(paragraph_width, paragraph_height), color=0
+    )
+    current_height = 0
+    for line_crop in line_crops:
+        paragraph_image.paste(line_crop, box=(0, current_height))
+        current_height += line_crop.height
+
+    return paragraph_image
+
+
+def generate_random_batches(
+    values: List[Any], min_batch_size: int, max_batch_size: int
+) -> List[List[Any]]:
+    """Generate random batches of elements in values without replacement."""
+    shuffled_values = values.copy()
+    random.shuffle(shuffled_values)
+
+    start_index = 0
+    grouped_values_list = []
+    while start_index < len(shuffled_values):
+        num_values = random.randint(min_batch_size, max_batch_size)
+        grouped_values_list.append(
+            shuffled_values[start_index : start_index + num_values]
+        )
+        start_index += num_values
+
+    if sum([len(grp) for grp in grouped_values_list]) != len(values):
+        raise ValueError("Length of groups does not match length of values.")
+
+    return grouped_values_list
+
+
+def create_synthetic_iam_paragraphs() -> None:
+    load_and_print_info(IAMSyntheticParagraphs)