From 1413c75340279d7e1855b2d8f30be29a564b65d1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=B0=A2=E6=98=95=E8=BE=B0?= Date: Sat, 8 Oct 2022 21:01:07 +0800 Subject: [PATCH] update model doc (#2160) --- docs/en/advanced_guides/models.md | 178 ++++++++++++++++++ docs/en/user_guides/1_config.md | 2 +- .../cascade_encoder_decoder_dataflow.png | Bin 0 -> 43355 bytes resources/encoder_decoder_dataflow.png | Bin 0 -> 39122 bytes resources/test_step.png | Bin 0 -> 36746 bytes resources/train_step.png | Bin 0 -> 30921 bytes 6 files changed, 179 insertions(+), 1 deletion(-) create mode 100644 resources/cascade_encoder_decoder_dataflow.png create mode 100644 resources/encoder_decoder_dataflow.png create mode 100644 resources/test_step.png create mode 100644 resources/train_step.png diff --git a/docs/en/advanced_guides/models.md b/docs/en/advanced_guides/models.md index 91361720e..8202e95b7 100644 --- a/docs/en/advanced_guides/models.md +++ b/docs/en/advanced_guides/models.md @@ -1 +1,179 @@ # Models + +# Models + +We usually define a neural network in a deep learning task as a model, and this model is the core of an algorithm. [MMEngine](https://github.com/open-mmlab/mmengine) abstracts a unified model [BaseModel](https://github.com/open-mmlab/mmengine/blob/main/mmengine/model/base_model/base_model.py#L16) to standardize the interfaces for training, testing and other processes. All models implemented by MMSegmentation inherit from `BaseModel`, and in MMSegmentation we implemented forward and added some functions for the semantic segmentation algorithm. + +## Common components + +### Segmentor + +In MMSegmentation, we abstract the network architecture as a **Segmentor**, it is a model that contains all components of a network. We have already implemented **EncoderDecoder** and **CascadeEncoderDecoder**, which typically consist of **Data preprocessor**, **Backbone**, **Decode head** and **Auxiliary head**. + +### Data preprocessor + +**Data preprocessor** is the part that copies data to the target device and preprocesses the data into the model input format. + +### Backbone + +**Backbone** is the part that transforms an image to feature maps, such as a **ResNet-50** without the last fully connected layer. + +### Neck + +**Neck** is the part that connects the backbone and heads. It performs some refinements or reconfigurations on the raw feature maps produced by the backbone. An example is **Feature Pyramid Network (FPN)**. + +### Decode Head + +**Decode Head** is the part that transforms the feature maps into a segmentation mask, such as **PSPNet**. + +### Auxiliary head + +**Auxiliary head** is an optional component that transforms the feature maps into segmentation masks which only used for computing auxiliary losses. + +## Basic interfaces + +MMSegmentation wraps `BaseModel` and implements the [BaseSegmentor](https://github.com/open-mmlab/mmsegmentation/blob/1.x/mmseg/models/segmentors/base.py#L15) class, which mainly provides the interfaces `forward`, `train_step`, `val_step` and `test_step`. The following will introduce these interfaces in detail. + +### forward + +
+ +
EncoderDecoder dataflow
+
+ +
+
+
CascadeEncoderDecoder dataflow
+
+ +The `forward` method returns losses or predictions of training, validation, testing, and a simple inference process. + +The method should accept three modes: "tensor", "predict" and "loss": + +- "tensor": Forward the whole network and return the tensor or tuple of tensor without any post-processing, same as a common `nn.Module`. +- "predict": Forward and return the predictions, which are fully processed to a list of `SegDataSample`. +- "loss": Forward and return a `dict` of losses according to the given inputs and data samples. + +**Note:** [SegDataSample](https://github.com/open-mmlab/mmsegmentation/blob/1.x/mmseg/structures/seg_data_sample.py) is a data structure interface of MMSegmentation, it is used as an interface between different components. `SegDataSample` implements the abstract data element `mmengine.structures.BaseDataElement`, please refer to [the SegDataSample documentation](https://mmsegmentation.readthedocs.io/en/1.x/advanced_guides/structures.html) and [data element documentation](https://mmengine.readthedocs.io/en/latest/advanced_tutorials/data_element.html) in [MMEngine](https://github.com/open-mmlab/mmengine) for more information. + +Note that this method doesn't handle either backpropagation or optimizer updating, which are done in the method `train_step`. + +Parameters: + +- inputs (torch.Tensor) - The input tensor with shape (N, C, ...) in general. +- data_sample (list\[[SegDataSample](https://github.com/open-mmlab/mmsegmentation/blob/1.x/mmseg/structures/seg_data_sample.py)\]) - The seg data samples. It usually includes information such as `metainfo` and `gt_sem_seg`. Default to None. +- mode (str) - Return what kind of value. Defaults to 'tensor'. + +Returns: + +- `dict` or `list`: + - If `mode == "loss"`, return a `dict` of loss tensor used for backward and logging. + - If `mode == "predict"`, return a `list` of `SegDataSample`, the inference results will be incrementally added to the `data_sample` parameter passed to the forward method, each `SegDataSample` contains the following keys: + - pred_sem_seg (`PixelData`): Prediction of semantic segmentation. + - seg_logits (`PixelData`): Predicted logits of semantic segmentation before normalization. + - If `mode == "tensor"`, return a `tensor` or `tuple of tensor` or `dict` of `tensor` for custom use. + +### prediction modes + +We briefly describe the fields of the model's configuration in [the config documentation](../user_guides/1_config.md), here we elaborate on the `model.test_cfg` field. `model.test_cfg` is used to control forward behavior, the `forward` method in `"predict"` mode can run in two modes: + +- `whole_inference`: If `cfg.model.test_cfg.mode == 'whole'`, model will inference with full images. + + An `whole_inference` mode example config: + + ```python + model = dict( + type='EncoderDecoder' + ... + test_cfg=dict(mode='whole') + ) + ``` + +- `slide_inference`: If `cfg.model.test_cfg.mode == 'slide'`, model will inference by sliding-window. **Note:** if you select the `slide` mode, `cfg.model.test_cfg.stride` and `cfg.model.test_cfg.crop_size` should also be specified. + + An `slide_inference` mode example config: + + ```python + model = dict( + type='EncoderDecoder' + ... + test_cfg=dict(mode='slide', crop_size=256, stride=170) + ) + ``` + +### train_step + +The `train_step` method calls the forward interface of the `loss` mode to get the loss `dict`. The `BaseModel` class implements the default model training process including preprocessing, model forward propagation, loss calculation, optimization, and back-propagation. + +Parameters: + +- data (dict or tuple or list) - Data sampled from the dataset. In MMSegmentation, the data dict contains `inputs` and `data_samples` two fields. +- optim_wrapper (OptimWrapper) - OptimWrapper instance used to update model parameters. + +**Note:** [OptimWrapper](https://github.com/open-mmlab/mmengine/blob/main/mmengine/optim/optimizer/optimizer_wrapper.py#L17) provides a common interface for updating parameters, please refer to optimizer wrapper [documentation](https://mmengine.readthedocs.io/zh_CN/latest/tutorials/optim_wrapper.html) in [MMEngine](https://github.com/open-mmlab/mmengine) for more information. + +Returns: + +- Dict\[str, `torch.Tensor`\]: A `dict` of tensor for logging. + +
+ +
train_step dataflow
+
+ +### val_step + +The `val_step` method calls the forward interface of the `predict` mode and returns the prediction result, which is further passed to the process interface of the evaluator and the `after_val_iter` interface of the Hook. + +Parameters: + +- data (`dict` or `tuple` or `list`) - Data sampled from the dataset. In MMSegmentation, the data dict contains `inputs` and `data_samples` two fields. + +Returns: + +- `list` - The predictions of given data. + +
+ +
test_step/val_step dataflow
+
+ +### test_step + +The `BaseModel` implements `test_step` the same as `val_step`. + +## Data Preprocessor + +The [SegDataPreProcessor](https://github.com/open-mmlab/mmsegmentation/blob/1.x/mmseg/models/data_preprocessor.py#L13) implemented by MMSegmentation inherits from the [BaseDataPreprocessor](https://github.com/open-mmlab/mmengine/blob/main/mmengine/model/base_model/data_preprocessor.py#L18) implemented by [MMEngine](https://github.com/open-mmlab/mmengine) and provides the functions of data preprocessing and copying data to the target device. + +The runner carries the model to the specified device during the construction stage, while the data is carried to the specified device by the [SegDataPreProcessor](https://github.com/open-mmlab/mmsegmentation/blob/1.x/mmseg/models/data_preprocessor.py#L13) in `train_step`, `val_step`, and `test_step`, and the processed data is further passed to the model. + +The parameters of the `SegDataPreProcessor` constructor: + +- mean (Sequence\[Number\], optional) - The pixel mean of R, G, B channels. Defaults to None. +- std (Sequence\[Number\], optional) - The pixel standard deviation of R, G, B channels. Defaults to None. +- size (tuple, optional) - Fixed padding size. +- size_divisor (int, optional) - The divisor of padded size. +- pad_val (float, optional) - Padding value. Default: 0. +- seg_pad_val (float, optional) - Padding value of segmentation map. Default: 255. +- bgr_to_rgb (bool) - whether to convert image from BGR to RGB. Defaults to False. +- rgb_to_bgr (bool) - whether to convert image from RGB to RGB. Defaults to False. +- batch_augments (list\[dict\], optional) - Batch-level augmentations. Default to None. + +The data will be processed as follows: + +- Collate and move data to the target device. +- Pad inputs to the input size with defined `pad_val`, and pad seg map with defined `seg_pad_val`. +- Stack inputs to batch_inputs. +- Convert inputs from bgr to rgb if the shape of input is (3, H, W). +- Normalize image with defined std and mean. +- Do batch augmentations like Mixup and Cutmix during training. + +The parameters of the `forward` method: + +- data (dict) - data sampled from dataloader. +- training (bool) - Whether to enable training time augmentation. + +The returns of the `forward` method: + +- Dict: Data in the same format as the model input. diff --git a/docs/en/user_guides/1_config.md b/docs/en/user_guides/1_config.md index 86baa9705..a5b16304e 100644 --- a/docs/en/user_guides/1_config.md +++ b/docs/en/user_guides/1_config.md @@ -112,7 +112,7 @@ model = dict( loss_weight=0.4)), # Loss weight of auxiliary_head. # model training and testing settings train_cfg=dict(), # train_cfg is just a place holder for now. - test_cfg=dict(mode='whole')) # The test mode, options are 'whole' and 'sliding'. 'whole': whole image fully-convolutional test. 'sliding': sliding crop window on the image. + test_cfg=dict(mode='whole')) # The test mode, options are 'whole' and 'slide'. 'whole': whole image fully-convolutional test. 'slide': sliding crop window on the image. ``` `_base_/datasets/cityscapes.py` is the configuration file of the dataset diff --git a/resources/cascade_encoder_decoder_dataflow.png b/resources/cascade_encoder_decoder_dataflow.png new file mode 100644 index 0000000000000000000000000000000000000000..28e33d0527618f274d1f0830a29e8052dbb345fc GIT binary patch literal 43355 zcma&N2UJr**DkCODHf_&0IAXiflv~W76O4#10gg836M}jNa#pMAqdz20TC3tbWn31UfzW07>egFEGG33n5IcN6F-h1}!=NX!r3F^>(-u-*_>^Wqh zk2K%22O_p-&t7d7CQzbf$rA+r?4_Ec5PJ$b`KR~nVP)~vwf6N2B)ECH>=A?N?EVr{ zly~)}`ieo3Vv356WU`#In_%{Nao%mCD6gm}D-V}dRKUu^ z#Gu;B^e-g^IjADkcDKDF(S`K)fy#37-~p1xj!teQUvH|b7!(1n4M@H&p5QMi2H&O@ z;L95PSCDs5P7rdbx=!2dzR8$10_8(c?C0yjh?x#whK8J?gdxWQ*>0J zsMt8V5d3@%EL_dyJ@5u@zQH~~1cHIK2S(S`R|SF4H$ubYJrPKEC=_j?s;lg#?Ft%L z`ym4iu}WZY^r+s7u5KuTvY)oA63Nrc($<}7BBqEirc%MTud*A;5&X5X(!+Sd@orR; zU~r}Dk4BP%RD$sGmKJ0MGQw5gL^sewDZohI7)QngVQkO=I6q~@K(s#0(-P~aYiOus z?SU|WTdQEf-R@WeBZ8?B-UW=ho)Sq1XQAVVN0MC#UKkT|D*|YNMtNux@Ik&_#z-sz 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