{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note: If you have import problems when running this notebook, you might need to install the Python environment (with ``active-mri-acquisition``) as an iPython kernel, for example by running this on your command line before opening this notebook:\n", "

\n", " ``python -m ipykernel install --user --name activemri --display-name ActiveMRI``\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic Environment Usage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example we will play around with the environment used for the experiments in \n", "\n", "[*Luis Pineda, Sumana Basu, Adriana Romero, Roberto Calandra, Michal Drozdzal, Active MR k-space Sampling with Reinforcement Learning\". MICCAI 2020.*](https://arxiv.org/pdf/2007.10469.pdf)\n", "\n", "In particular, we will create an instance of this environment, and evaluate the performance of two simple baselines (random and low-to-high policies)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initial setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown in the following steps, before running this example, we need to download the fastMRI dataset, as well as saved checkpoints for the reconstruction model [(see original paper)](https://openaccess.thecvf.com/content_CVPR_2019/papers/Zhang_Reducing_Uncertainty_in_Undersampled_MRI_Reconstruction_With_Active_Acquisition_CVPR_2019_paper.pdf) used in the MICCAI paper.\n", "\n", "**FastMRI Dataset**\n", "\n", "For instructions on how to download the dataset, please visit https://fastmri.med.nyu.edu/. This example uses the `knee_singlecoil_train` and `knee_singlecoil_val` sets. Download the zip files and save them under the same folder, then configure the environment to locate them. This can be done by editing file `$HOME/.activemri/defaults.json` and adding the folder as the value of key `\"data_location\"`.\n", "\n", "**Reconstructor model**\n", "\n", "Instructions for downloaded the reconstruction model are available [here](../misc.rst). For this example you should use file ``miccai2020_reconstructor_raw_normal.pth``. You also need to configure the environment to locate this checkpoint, by adding the folder name under key `\"saved_models_dir\"` in file `$HOME/.activemri/defaults.json`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.chdir(\"../..\")\n", "\n", "import imageio; \n", "from IPython.display import Video; \n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import activemri.baselines\n", "import activemri.envs\n", "\n", "%matplotlib inline\n", "mpl.rcParams['figure.facecolor'] = 'white'\n", "font = {'size' : 16}\n", "\n", "mpl.rc('font', **font)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create the environment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line below creates an instance of this environment that handles batches of 16 images (argument `num_parallel_episodes`, one episode per image), runs episodes for 20 acquisiton steps (`budget=20`), and uses the \"Scenario30L\" setting described in the paper (`extreme=False`). Note that you might need to adjust the batch size to meet your GPU memory constraints. \n", "\n", "You can check other configuration options for the environment in file `configs/miccai-2020-normal-acc.json`. In particular, we note that initial masks for each episode consist of the 15th lowest frequencies (on each side). Note that, since our checkpoint includes an `\"options\"` key, the reconstructor options in the JSON file will be overriden, and the environment emits a warning about this.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/private/home/lep/code/active-mri-acquisition/activemri/envs/envs.py:307: UserWarning: Checkpoint at miccai2020_reconstructor_raw_normal.pth has an 'options' key. This will override the options defined in configuration file.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of available actions: 368\n" ] } ], "source": [ "env = activemri.envs.MICCAI2020Env(num_parallel_episodes=16, budget=20, extreme=False, seed=1234)\n", "\n", "print(\"Number of available actions:\", env.action_space.n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Starting an episode" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The environment can be used just like any other [gym](https://gym.openai.com/docs/) environment. Under the hood, it will load a batch of k-space and image data from the fastMRI dataset, and then create an input tensor to the reconstruction model using the initial masks specified in the configuration file. The reconstruction computed by the model, along with any extra outputs, is returned by the environment as an observation.\n", "\n", "As a technical detail, we mention that to process the data from the loader, the environment relies on the function specified by `config[\"reconstructor\"][\"transform\"]`, in the JSON config file. This function takes the output of the fastMRI dataset, and generates a batch of inputs for the reconstruction model. For this example, the function we use is `activemri.data.transforms.raw_transform_miccai2020`. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "obs, metadata = env.reset()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The environment returns an observation with three keys: `\"reconstruction\"`, `\"extra_outputs\"`, and `\"mask\"`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['reconstruction', 'extra_outputs', 'mask'])\n" ] } ], "source": [ "print(obs.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Key `\"reconstruction\"` is the reconstruction tensor, which for the model used in this example (`activemri.models.cvpr19_reconstructor.CVPR19Reconstructor`) has shape `(batch_size, k_space_height, k_space_width, real_img)`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([16, 640, 368, 2])\n" ] } ], "source": [ "print(obs[\"reconstruction\"].shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Key `\"extra_outputs\"` is a dictionary that contains additional outputs (if any) of the reconstruction model. The model in this example also returns an uncertainty map, and a learned embedding for the mask. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['uncertainty_map', 'mask_embedding'])\n" ] } ], "source": [ "print(obs[\"extra_outputs\"].keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the environment also returns the current acquisition mask, with shape `(batch_size, env.action_space.n)`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([16, 368])\n" ] } ], "source": [ "print(obs[\"mask\"].shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualizing reconstructions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the current mask, ground truth and reconstruction (left to right below) as follows" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frame = env.render()\n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n", "ax[0].imshow(frame[0], cmap=\"gray\")\n", "ax[1].imshow(frame[2], cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `reset()` method also returns metadata information about the images and reconstructions. You can refer to the documentation for a description of the metadata format." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['fname', 'slice_id', 'current_score'])\n" ] } ], "source": [ "print(metadata.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running a baseline policy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note: In this example we have performed the evaluation steps manually for a few episodes to show how the environment works. However, we also provide function `activemri.baselines.evaluate()` to automate the evaluation steps shown below. \n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now evaluate policies on this environment. For example a random acquisition policy can be created as:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "policy = activemri.baselines.RandomPolicy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run an episode of this policy as shown below. Before calling `run_episode` we tell the environment to use our test split, and we also tell it to reset the data loader (`reset=True`). This is useful so that later on we can compare another policy on the same images. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def run_episode(policy_):\n", " obs, meta = env.reset()\n", " frame = env.render()\n", " all_frames_ = [frame]\n", " scores_ = [meta[\"current_score\"]]\n", " done = False\n", " while not done:\n", " action = policy_(obs)\n", " next_obs, rewards, dones, meta = env.step(action)\n", " done = all(dones)\n", " obs = next_obs\n", " all_frames_.append(env.render())\n", " scores_.append(meta[\"current_score\"])\n", " return all_frames_, scores_\n", "\n", "env.set_test(reset=True)\n", "all_frames, scores_random = run_episode(policy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `step()` method works just like that of any other `gym` environment, except the outputs are batched to take advantage of the reconstructor running on GPU. It returns the next observation, an array of rewards, a list of \"episode done\" flags, and metadata information (e.g., current score for each of \"mse\", \"nmse\", \"ssim\", \"psnr\")." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rewards: (16,)\n", "Dones: 16\n", "Metadata: dict_keys(['current_score']) dict_keys(['mse', 'nmse', 'ssim', 'psnr'])\n" ] } ], "source": [ "_, rewards, dones, meta = env.step(0)\n", "print(\"Rewards: \", type(rewards), rewards.shape)\n", "print(\"Dones: \", type(dones), len(dones))\n", "print(\"Metadata: \", meta.keys(), meta[\"current_score\"].keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Warning: Note that `done` is a list of booleans, one for each element in the episode batch. Thus, the correct way to end an episode is doing `if all(done)`, otherwise you will probably get incorrect behavior. If some episodes in the batch end earlier (because all columns in the mask are already active), the environment will still continue without problems (returning 0 reward for any action on these batch elements).\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing the episode" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we visualize the random acquisition policy using the frames collected for the batch of episodes. You can change the batch element that is being visualized below via `slice_idx` (0-15). The video shows, left to right, current mask, ground truth image, current reconstruction, and relative error per pixel. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slice_idx = 4\n", "frames = [f[slice_idx] for f in all_frames]\n", "imageio.mimwrite(\"./video-1.mp4\", frames, fps=1)\n", "Video(\"./video-1.mp4\", width=639, height=180, embed=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing two policies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now compare the performance of the previous policy with one that chooses k-space frequencies in low to high order. The first argument (`alternate_sides`, which is set to `True`), tells the policy that we should alternate between then two sides of the mask each time step. The second argument, `centered`, indicates whether the lowest frequencies are in the center (default), or on the edges. For the MICCAI env `centered=False`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "policy_lowtohigh = activemri.baselines.LowestIndexPolicy(True, centered=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now run the policy on the first batch of the test set as we did above." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "env.set_test(reset=True)\n", "_, scores_lowtohigh = run_episode(policy_lowtohigh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The performance of the policy can be captured by the history of reconstruction scores, obtained from the `metadata[\"current_score\"]` dictionary returned by `env.step()`. Below we show how to plot the average SSIM over the batch for each policy, at each time step." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssim_random = np.stack([score_t[\"ssim\"] for score_t in scores_random]) # shape (budget, batch_size)\n", "ssim_lowtohigh = np.stack([score_t[\"ssim\"] for score_t in scores_lowtohigh])\n", "\n", "length = ssim_random.shape[0]\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(30 + np.arange(length), ssim_random.mean(axis=1))\n", "plt.plot(30 + np.arange(length), ssim_lowtohigh.mean(axis=1))\n", "plt.xlabel(\"Number of active columns\")\n", "plt.ylabel(\"SSIM\")\n", "plt.legend([\"Random\", \"Low-to-High\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this small example, the random policy performs slightly better than the low to high frequency order policy, and the gap increases as more k-space columns are aquired. \n", "\n", "Finally, we can repeat the above for other metrics, for example, MSE." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mse_random = np.stack([score_t[\"mse\"] for score_t in scores_random]) # shape (budget, batch_size)\n", "mse_lowtohigh = np.stack([score_t[\"mse\"] for score_t in scores_lowtohigh])\n", "\n", "length = mse_random.shape[0]\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(30 + np.arange(length), mse_random.mean(axis=1))\n", "plt.plot(30 + np.arange(length), mse_lowtohigh.mean(axis=1))\n", "plt.xlabel(\"Number of active columns\")\n", "plt.ylabel(\"MSE\")\n", "plt.legend([\"Random\", \"Low-to-High\"])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "amria_test", "language": "python", "name": "amria_test" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 2 }