{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The data block API" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [], "source": [ "from fastai.gen_doc.nbdoc import *\n", "from fastai.vision import * \n", "from fastai import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data block API lets you customize how to create a [`DataBunch`](/basic_data.html#DataBunch) by isolating the underlying parts of that process in separate blocks, mainly:\n", "- where are the inputs\n", "- how to label them\n", "- how to split the data into a training and validation set\n", "- what type of [`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset) to create\n", "- possible transforms to apply\n", "- how to warp in dataloaders and create the [`DataBunch`](/basic_data.html#DataBunch)\n", "\n", "This is a bit longer than using the factory methods but is way more flexible. As usual, we'll begin with end-to-end examples, then switch to the details of each of those parts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples of use" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In [`vision.data`](/vision.data.html#vision.data), we create an easy [`DataBunch`](/basic_data.html#DataBunch) suitable for classification by simply typing:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "path = untar_data(URLs.MNIST_TINY)\n", "tfms = get_transforms(do_flip=False)\n", "data = ImageDataBunch.from_folder(path, ds_tfms=tfms, size=24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is aimed at data that is in fodlers following an ImageNet style, with a train and valid directory containing each one subdirectory per class, where all the pictures are. With the data block API, the same thing is achieved like this:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[PosixPath('/home/jhoward/.fastai/data/mnist_tiny/valid'),\n", " PosixPath('/home/jhoward/.fastai/data/mnist_tiny/models'),\n", " PosixPath('/home/jhoward/.fastai/data/mnist_tiny/train'),\n", " PosixPath('/home/jhoward/.fastai/data/mnist_tiny/test'),\n", " PosixPath('/home/jhoward/.fastai/data/mnist_tiny/labels.csv')]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = untar_data(URLs.MNIST_TINY)\n", "tfms = get_transforms(do_flip=False)\n", "path.ls()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[PosixPath('/home/jhoward/.fastai/data/mnist_tiny/train/3'),\n", " PosixPath('/home/jhoward/.fastai/data/mnist_tiny/train/7')]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(path/'train').ls()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data = (ImageFileList.from_folder(path) #Where to find the data? -> in path and its subfolders\n", " .label_from_folder() #How to label? -> depending on the folder of the filenames\n", " .split_by_folder() #How to split in train/valid? -> use the folders\n", " .add_test_folder() #Optionally add a test set\n", " .datasets() #How to convert to datasets?\n", " .transform(tfms, size=224) #Data augmentation? -> use tfms with a size of 224\n", " .databunch()) #Finally? -> use the defaults for conversion to ImageDataBunch" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Image (3, 224, 224), 0)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.train_ds[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.show_batch(rows=3, figsize=(5,5))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['3', '7']" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.valid_ds.classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at another example from [`vision.data`](/vision.data.html#vision.data) with the planet dataset. This time, it's a multiclassification problem with the labels in a csv file and no given split between valid and train data, so we use a random split. The factory method is:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "planet = untar_data(URLs.PLANET_TINY)\n", "planet_tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)\n", "data = ImageDataBunch.from_csv(planet, folder='train', size=128, suffix='.jpg', sep = ' ', ds_tfms=planet_tfms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the data block API we can rewrite this like that:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data = (ImageFileList.from_folder(planet) \n", " #Where to find the data? -> in planet and its subfolders\n", " .label_from_csv('labels.csv', sep=' ', folder='train', suffix='.jpg') \n", " #How to label? -> use the csv file labels.csv in path, \n", " #add .jpg to the names and take them in the folder train\n", " .random_split_by_pct() \n", " #How to split in train/valid? -> randomly with the default 20% in valid\n", " .datasets()\n", " #How to convert to datasets? -> use ImageMultiDataset\n", " .transform(planet_tfms, size=128) \n", " #Data augmentation? -> use tfms with a size of 128\n", " .databunch()) \n", " #Finally? -> use the defaults for conversion to databunch" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.show_batch(rows=3, figsize=(10,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data block API also allows you to use dataset types for which there is no direct [`ImageDataBunch`](/vision.data.html#ImageDataBunch) factory method. For a segmentation task, for instance, we can use it to quickly get a [`DataBunch`](/basic_data.html#DataBunch). Let's take the example of the [camvid dataset](http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/). The images are in an 'images' folder and their corresponding mask is in a 'labels' folder." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "camvid = untar_data(URLs.CAMVID_TINY)\n", "path_lbl = camvid/'labels'\n", "path_img = camvid/'images'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a file that gives us the names of the classes (what each code inside the masks corresponds to: a pedestrian, a tree, a road...)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Animal', 'Archway', 'Bicyclist', 'Bridge', 'Building', 'Car', 'CartLuggagePram', 'Child', 'Column_Pole',\n", " 'Fence', 'LaneMkgsDriv', 'LaneMkgsNonDriv', 'Misc_Text', 'MotorcycleScooter', 'OtherMoving', 'ParkingBlock',\n", " 'Pedestrian', 'Road', 'RoadShoulder', 'Sidewalk', 'SignSymbol', 'Sky', 'SUVPickupTruck', 'TrafficCone',\n", " 'TrafficLight', 'Train', 'Tree', 'Truck_Bus', 'Tunnel', 'VegetationMisc', 'Void', 'Wall'], dtype=' in path_img\n", " .label_from_func(get_y_fn) #How to label? -> use get_y_fn\n", " .random_split_by_pct() #How to split between train and valid? -> randomly\n", " .datasets(SegmentationDataset, classes=codes) #How to create a dataset? -> use SegmentationDataset\n", " .transform(get_transforms(), size=96, tfm_y=True) #Data aug -> Use standard tfms with tfm_y=True\n", " .databunch(bs=64)) #Lastly convert in a databunch." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.show_batch(rows=2, figsize=(5,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One last example for object detection. We use our tiny sample of the [COCO dataset](http://cocodataset.org/#home) here. There is a helper function in the library that reads the annotation file and returns the list of images names with the list of labelled bboxes associated to it. We convert it to a dictionary that maps image names with their bboxes and then write the function that will give us the target for each image filename." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "coco = untar_data(URLs.COCO_TINY)\n", "images, lbl_bbox = get_annotations(coco/'train.json')\n", "img2bbox = {img:bb for img, bb in zip(images, lbl_bbox)}\n", "get_y_func = lambda o:img2bbox[o.name]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following code is very similar to what we saw before. The only new addition is the use of special function to collate the samples in batches. This comes from the fact that our images may have multiple bounding boxes, so we need to pad them to the largest number of bounding boxes." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data = (ImageFileList.from_folder(coco)\n", " #Where are the images? -> in coco\n", " .label_from_func(get_y_func) \n", " #How to find the labels? -> use get_y_func\n", " .random_split_by_pct() \n", " #How to split in train/valid? -> randomly with the default 20% in valid\n", " .datasets(ObjectDetectDataset) \n", " #How to create datasets? -> with ObjectDetectDataset\n", " #Data augmentation? -> Standard transforms with tfm_y=True\n", " .databunch(bs=16, collate_fn=bb_pad_collate)) \n", " #Finally we convert to a DataBunch and we use bb_pad_collate" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.show_batch(rows=3, ds_type=DatasetType.Valid, figsize=(8,7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Provide inputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inputs we want to feed our model are regrouped in the following class. The class contains methods to get the corresponding labels." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class InputList[source]

\n", "\n", "> InputList(`items`:`Iterator`, `path`:`PathOrStr`=`'.'`) :: [`PathItemList`](/data_block.html#PathItemList)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList, title_level=3, doc_string=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This class regroups the inputs for our model in `items` and saves a `path` attribute which is where it will look for any files (image files, csv file with labels...)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

from_folder[source]

\n", "\n", "> from_folder(`path`:`PathOrStr`=`'.'`, `extensions`:`StrList`=`None`, `recurse`=`True`) → `InputList`\n", "\n", "Get the list of files in `path` that have a suffix in `extensions`. `recurse` determines if we search subfolders. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.from_folder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that [`InputList`](/data_block.html#InputList) is subclassed in vision by [`ImageFileList`](/vision.data.html#ImageFileList) that changes the default of `extensions` to image file extensions (which is why we used [`ImageFileList`](/vision.data.html#ImageFileList) in our previous examples)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Labelling the inputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the followings are methods of [`InputList`](/data_block.html#InputList). Note that some of them are primarly intended for inputs that are filenames and might not work in general situations." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

label_const[source]

\n", "\n", "> label_const(`const`:`Any`=`0`) → `LabelList`\n", "\n", "Label every item with `const`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.label_const)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

label_from_csv[source]

\n", "\n", "> label_from_csv(`csv_fname`, `header`:`Union`\\[`int`, `str`, `NoneType`\\]=`'infer'`, `fn_col`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`0`, `label_col`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`1`, `sep`:`str`=`None`, `folder`:`PathOrStr`=`'.'`, `suffix`:`str`=`None`) → `LabelList`\n", "\n", "Look in `self.path/csv_fname` for a csv loaded with an optional `header` containing the filenames in `fn_col` to get the corresponding label in `label_col`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.label_from_csv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If a `folder` is specified, filenames are taken in `self.path/folder`. `suffix` is added. If `sep` is specified, splits the values in `label_col` accordingly. This method is intended for inputs that are filenames." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Note: This method will only keep the filenames that are both present in the csv file and in `self.items`.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_note(\"This method will only keep the filenames that are both present in the csv file and in `self.items`.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

label_from_df[source]

\n", "\n", "> label_from_df(`df`, `fn_col`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`0`, `label_col`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`1`, `sep`:`str`=`None`, `folder`:`PathOrStr`=`'.'`, `suffix`:`str`=`None`) → `LabelList`\n", "\n", "Look in `df` for the filenames in `fn_col` to get the corresponding label in `label_col`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.label_from_df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Note: This method will only keep the filenames that are both present in the dataframe and in `self.items`.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_note(\"This method will only keep the filenames that are both present in the dataframe and in `self.items`.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

label_from_folder[source]

\n", "\n", "> label_from_folder(`classes`:`StrList`=`None`) → `LabelList`\n", "\n", "Give a label to each filename depending on its folder. If `classes` are specified, only keep those. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.label_from_folder)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Note: This method looks at the last subfolder in the path to determine the classes.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_note(\"This method looks at the last subfolder in the path to determine the classes.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

label_from_func[source]

\n", "\n", "> label_from_func(`func`:`Callable`) → `LabelList`\n", "\n", "Apply `func` to every input to get its label. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.label_from_func)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This method is primarly intended for inputs that are filenames, but could work in other settings." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

label_from_re[source]

\n", "\n", "> label_from_re(`pat`:`str`, `full_path`:`bool`=`False`) → `LabelList`\n", "\n", "Apply the re in `pat` to determine the label of every filename. If `full_path`, search in the full name. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.label_from_re)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class LabelList[source]

\n", "\n", "> LabelList(`items`:`Iterator`, `path`:`PathOrStr`=`'.'`, `parent`:[`InputList`](/data_block.html#InputList)=`None`) :: [`PathItemList`](/data_block.html#PathItemList)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList, title_level=3, doc_string=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A list of labelled inputs in `items` (expected to be tuples of input, label) with a `path` attribute. This class contains methods to create `SplitDataset`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

from_csv[source]

\n", "\n", "> from_csv(`path`:`PathOrStr`, `csv_fname`:`PathOrStr`, `input_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`0`, `label_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`1`, `header`:`str`=`'infer'`, `label_delim`:`str`=`None`)\n", "\n", "Create a `LabelDataset` in `path` by reading `input_cols` and `label_cols` in the csv in `path/csv_name` opened with `header`. If `label_delim` is specified, splits the tags in `label_cols` accordingly. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.from_csv)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

from_csvs[source]

\n", "\n", "> from_csvs(`path`:`PathOrStr`, `csv_fnames`:`Collection`\\[`PathOrStr`\\], `input_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`0`, `label_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`1`, `header`:`str`=`'infer'`) → `LabelList`\n", "\n", "Create a `LabelDataset` in `path` by reading `input_cols` and `label_cols` in the csvs in `path/csv_names` opened with `header`. If `label_delim` is specified, splits the tags in `label_cols` accordingly. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.from_csvs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

from_df[source]

\n", "\n", "> from_df(`path`:`PathOrStr`, `df`:`DataFrame`, `input_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`0`, `label_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`1`, `label_delim`:`str`=`None`)\n", "\n", "Create a `LabelDataset` in `path` by reading `input_cols` and `label_cols` in `df`. If `label_delim` is specified, splits the tags in `label_cols` accordingly. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.from_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Split the data between train and validation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following functions are methods of [`LabelList`](/data_block.html#LabelList), to create a [`SplitData`](/data_block.html#SplitData) in different ways." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

random_split_by_pct[source]

\n", "\n", "> random_split_by_pct(`valid_pct`:`float`=`0.2`) → `SplitData`\n", "\n", "Split the items randomly by putting `valid_pct` in the validation set. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.random_split_by_pct)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

split_by_files[source]

\n", "\n", "> split_by_files(`valid_names`:[`InputList`](/data_block.html#InputList)) → `SplitData`\n", "\n", "Split the data by using the names in `valid_names` for validation. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.split_by_files)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

split_by_fname_file[source]

\n", "\n", "> split_by_fname_file(`fname`:`PathOrStr`, `path`:`PathOrStr`=`None`) → `SplitData`\n", "\n", "Split the data by using the file names in `fname` for the validation set. `path` will override `self.path`. This method won't work if you inputs aren't filenames. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.split_by_fname_file)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

split_by_folder[source]

\n", "\n", "> split_by_folder(`train`:`str`=`'train'`, `valid`:`str`=`'valid'`) → `SplitData`\n", "\n", "Split the data depending on the folder (`train` or `valid`) in which the filenames are. This method won't work if you inputs aren't filenames. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.split_by_folder)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "
Note: This method looks at the folder immediately after `self.path` for `valid` and `train`.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jekyll_note(\"This method looks at the folder immediately after `self.path` for `valid` and `train`.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

split_by_idx[source]

\n", "\n", "> split_by_idx(`valid_idx`:`Collection`\\[`int`\\]) → `SplitData`\n", "\n", "Split the data according to the indexes in `valid_idx`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.split_by_idx)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

split_by_valid_func[source]

\n", "\n", "> split_by_valid_func(`func`:`Callable`) → `SplitData`\n", "\n", "Split the data by result of `func` (which returns `True` for validation set) " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.split_by_valid_func)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class SplitData[source]

\n", "\n", "> SplitData(`path`:`PathOrStr`, `train`:[`LabelList`](/data_block.html#LabelList), `valid`:[`LabelList`](/data_block.html#LabelList), `test`:[`LabelList`](/data_block.html#LabelList)=`None`)\n", "\n", "A [`LabelList`](/data_block.html#LabelList) for each of `train` and `valid` (optional `test`), and method to get `datasets` " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitData, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You won't normally construct a [`SplitData`](/data_block.html#SplitData) yourself, but instead will use one of the `split*` methods in [`LabelList`](/data_block.html#LabelList)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

from_csv[source]

\n", "\n", "> from_csv(`path`:`PathOrStr`, `csv_fname`:`PathOrStr`, `input_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`0`, `label_cols`:`Union`\\[`int`, `Collection`\\[`int`\\], `str`, `StrList`\\]=`1`, `header`:`str`=`'infer'`, `label_delim`:`str`=`None`)\n", "\n", "Create a `LabelDataset` in `path` by reading `input_cols` and `label_cols` in the csv in `path/csv_name` opened with `header`. If `label_delim` is specified, splits the tags in `label_cols` accordingly. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.from_csv)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

add_test[source]

\n", "\n", "> add_test(`test`:[`ItemList`](/data_block.html#ItemList), `label`:`Any`=`None`)\n", "\n", "Add test set containing items from `test` and an arbitrary label " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitData.add_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create the datasets from [`SplitData`](/data_block.html#SplitData) we have the following class method." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

datasets[source]

\n", "\n", "> datasets(`dataset_cls`:`type`=`None`, `kwargs`) → `SplitDatasets`\n", "\n", "Create datasets from the underlying data using `dataset_cls` and passing along the `kwargs`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitData.datasets)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class SplitDatasets[source]

\n", "\n", "> SplitDatasets(`path`:`PathOrStr`, `train_ds`:[`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset), `valid_ds`:[`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset), `test_ds`:`Optional`\\[[`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset)\\]=`None`)\n", "\n", "A class regrouping `train_ds`, a `valid_ds` and maybe a `train_ds` dataset, inside a `path`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitDatasets, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This class can be constructed directly from one of the following factory methods." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

from_single[source]

\n", "\n", "> from_single(`path`:`PathOrStr`, `ds`:[`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset)) → `SplitDatasets`\n", "\n", "Factory method that uses `ds` for both valid and train, and passes `path`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitDatasets.from_single)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

single_from_c[source]

\n", "\n", "> single_from_c(`path`:`PathOrStr`, `c`:`int`) → `SplitDatasets`\n", "\n", "Factory method that passes a [`DatasetBase`](/basic_data.html#DatasetBase) on `c` to `from_single`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitDatasets.single_from_c)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

single_from_classes[source]

\n", "\n", "> single_from_classes(`path`:`PathOrStr`, `classes`:`StrList`) → `SplitDatasets`\n", "\n", "Factory method that passes a [`SingleClassificationDataset`](/basic_data.html#SingleClassificationDataset) on `classes` to `from_single`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitDatasets.single_from_classes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can build the [`DataLoader`](https://pytorch.org/docs/stable/data.html#torch.utils.data.DataLoader) around our [`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset) like this." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

dataloaders[source]

\n", "\n", "> dataloaders(`kwargs`) → `Collection`\\[[`DataLoader`](https://pytorch.org/docs/stable/data.html#torch.utils.data.DataLoader)\\]\n", "\n", "Create dataloaders with the inner datasets, pasing the `kwargs`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitDatasets.dataloaders)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The methods `img_transform` and `img_databunch` used earlier are documented in [`vision.data`](/vision.data.html#vision.data)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utility classes and functions" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class ItemList[source]

\n", "\n", "> ItemList(`items`:`Iterator`)\n", "\n", "A collection of items with `__len__` and `__getitem__` with `ndarray` indexing semantics. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ItemList, title_level=3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class PathItemList[source]

\n", "\n", "> PathItemList(`items`:`Iterator`, `path`:`PathOrStr`=`'.'`) :: [`ItemList`](/data_block.html#ItemList)\n", "\n", "An [`ItemList`](/data_block.html#ItemList) with a `path` attribute. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(PathItemList, title_level=3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

get_files[source]

\n", "\n", "> get_files(`c`:`PathOrStr`, `extensions`:`StrList`=`None`, `recurse`:`bool`=`False`) → `FilePathList`\n", "\n", "Return list of files in `c` that have a suffix in `extensions`. `recurse` determines if we search subfolders. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(get_files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Undocumented Methods - Methods moved below this line will intentionally be hidden" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

split_by_list[source]

\n", "\n", "> split_by_list(`train`, `valid`)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(LabelList.split_by_list)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

dataset_cls[source]

\n", "\n", "> dataset_cls()" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(SplitData.dataset_cls)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

create_label_list[source]

\n", "\n", "> create_label_list(`items`:`Iterator`) → `LabelList`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(InputList.create_label_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New Methods - Please document or move to the undocumented section" ] } ], "metadata": { "jekyll": { "keywords": "fastai", "summary": "The data block API", "title": "data_block" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }