From 7caf5bfd296f5a5a9d0f7de32b05fd9121731fb2 Mon Sep 17 00:00:00 2001 From: Dingel321 Date: Mon, 29 Jan 2024 20:16:01 +0100 Subject: [PATCH] started to add tutorial, added tests --- .../inference/models/embedding_nets.py | 33 + tests/test_embeddings.py | 2 + tests/test_image_utils.py | 10 + tutorials/.gitignore | 3 +- tutorials/first_tutorial.ipynb | 149 ----- tutorials/hsp90_analysis.ipynb | 562 ------------------ tutorials/hsp90_models.npy | Bin 11587328 -> 0 bytes tutorials/image_anim.npy | Bin 65664 -> 0 bytes tutorials/image_params_snr01_128.json | 15 - tutorials/quaternion_list.npy | Bin 1179776 -> 0 bytes tutorials/resnet18_encoder.json | 12 - tutorials/simulation_parameters.json | 11 + tutorials/train_config.json | 14 + tutorials/tutorial.ipynb | 417 +++++++++++++ tutorials/tutorial_experimetal_images.ipynb | 549 ----------------- 15 files changed, 489 insertions(+), 1288 deletions(-) delete mode 100644 tutorials/first_tutorial.ipynb delete mode 100644 tutorials/hsp90_analysis.ipynb delete mode 100644 tutorials/hsp90_models.npy delete mode 100644 tutorials/image_anim.npy delete mode 100644 tutorials/image_params_snr01_128.json delete mode 100644 tutorials/quaternion_list.npy delete mode 100644 tutorials/resnet18_encoder.json create mode 100644 tutorials/simulation_parameters.json create mode 100644 tutorials/train_config.json create mode 100644 tutorials/tutorial.ipynb delete mode 100644 tutorials/tutorial_experimetal_images.ipynb diff --git a/src/cryo_sbi/inference/models/embedding_nets.py b/src/cryo_sbi/inference/models/embedding_nets.py index 99a0590..b8b5f41 100644 --- a/src/cryo_sbi/inference/models/embedding_nets.py +++ b/src/cryo_sbi/inference/models/embedding_nets.py @@ -395,6 +395,39 @@ def forward(self, x): x = self.avgpool(x).flatten(start_dim=1) x = self.feedforward(x) return x + + +@add_embedding("ConvEncoder_Tutorial") +class ConvEncoder(nn.Module): + def __init__(self, output_dimension: int): + super(ConvEncoder, self).__init__() + ndf = 16 # fixed for the tutorial + self.main = nn.Sequential( + # input is 1 x 64 x 64 + nn.Conv2d(1, ndf, 4, 2, 1, bias=False), + nn.LeakyReLU(0.2, inplace=True), + # state size. (ndf) x 32 x 32 + nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False), + # nn.BatchNorm2d(ndf * 2), + nn.LeakyReLU(0.2, inplace=True), + # state size. (ndf*2) x 16 x 16 + nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False), + # nn.BatchNorm2d(ndf * 4), + nn.LeakyReLU(0.2, inplace=True), + # state size. (ndf*4) x 8 x 8 + nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False), + # nn.BatchNorm2d(ndf * 8), + nn.LeakyReLU(0.2, inplace=True), + # state size. (ndf*8) x 4 x 4 + nn.Conv2d(ndf * 8, output_dimension, 4, 1, 0, bias=False), + # state size. out_dims x 1 x 1 + ) + + def forward(self, x): + x = x.view(-1, 1, 64, 64) + x = self.main(x) + return x.view(x.size(0), -1) # flatten + if __name__ == "__main__": diff --git a/tests/test_embeddings.py b/tests/test_embeddings.py index 35bc2e6..8c3f364 100644 --- a/tests/test_embeddings.py +++ b/tests/test_embeddings.py @@ -16,6 +16,8 @@ def test_embedding(embedding_name, num_images, out_dim): if "FFT_FILTER_" in embedding_name: size = embedding_name.split("FFT_FILTER_")[1] test_images = torch.randn(num_images, int(size), int(size)) + elif "Tutorial" in embedding_name: + test_images = torch.randn(num_images, 64, 64) else: test_images = torch.randn(num_images, 128, 128) diff --git a/tests/test_image_utils.py b/tests/test_image_utils.py index ddea493..dadef69 100644 --- a/tests/test_image_utils.py +++ b/tests/test_image_utils.py @@ -66,6 +66,16 @@ def test_low_pass_filter(): assert filtered_image.shape == (image_size, image_size) +def test_gaussian_low_pass_filter(): + image_size = 100 + frequency_cutoff = 30 + low_pass_filter = iu.GaussianLowPassFilter(image_size, frequency_cutoff) + image = torch.ones((image_size, image_size)) + + filtered_image = low_pass_filter(image) + assert filtered_image.shape == (image_size, image_size) + + def test_normalize_individual(): normalize_individual = iu.NormalizeIndividual() image = torch.randn((3, 100, 100)) diff --git a/tutorials/.gitignore b/tutorials/.gitignore index d45e02a..6b58795 100644 --- a/tutorials/.gitignore +++ b/tutorials/.gitignore @@ -1,2 +1,3 @@ *.h5 -*.tp \ No newline at end of file +*.tp +*.pt \ No newline at end of file diff --git a/tutorials/first_tutorial.ipynb b/tutorials/first_tutorial.ipynb deleted file mode 100644 index 66bdbd7..0000000 --- a/tutorials/first_tutorial.ipynb +++ /dev/null @@ -1,149 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Data/Packages/Utilities/miniconda3/envs/cryosbi_env/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "import torch\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from cryo_sbi import CryoEmSimulator\n", - "from cryo_sbi import gen_training_set\n", - "from cryo_sbi.inference.NPE_train_from_disk import npe_train_from_disk\n", - "from cryo_sbi.inference.NPE_train_without_saving import npe_train_no_saving" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating particles and then training with them" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hsp90_models.npy\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 10000/10000 [01:13<00:00, 136.60pair/s]\n", - "100%|██████████| 100/100 [00:00<00:00, 4779.94pair/s]\n" - ] - } - ], - "source": [ - "gen_training_set(\n", - " config_file=\"config_file.json\",\n", - " num_train_samples=10000,\n", - " num_val_samples=100,\n", - " file_name=\"tut_imgs\",\n", - " save_as_tensor=False,\n", - " n_workers=2,\n", - " batch_size=100,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training neural netowrk:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 30/30 [04:44<00:00, 9.48s/epoch, train_loss=-.981, val_loss=0.108] \n" - ] - } - ], - "source": [ - "npe_train_from_disk(\n", - " train_config=\"resnet18_encoder.json\",\n", - " epochs=30,\n", - " train_data_dir=\"tut_imgs_train.h5\",\n", - " val_data_dir=\"tut_imgs_valid.h5\",\n", - " estimator_file=\"tut_estimator\",\n", - " loss_file=\"tut_loss\",\n", - " train_from_checkpoint=False,\n", - " model_state_dict=None,\n", - " n_workers=2,\n", - ")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Training without saving images" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "npe_train_no_saving(\n", - " image_config=\"image_params_snr01_128.json\",\n", - " train_config=\"resnet18_encoder.json\",\n", - " epochs=350,\n", - " estimator_file=\"resnet18_encoder.estimator\",\n", - " loss_file=\"resnet18_encoder.estimator\",\n", - " n_workers=2, # CHANGE\n", - ")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "cryosbi_env", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.16" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/tutorials/hsp90_analysis.ipynb b/tutorials/hsp90_analysis.ipynb deleted file mode 100644 index 180acd3..0000000 --- a/tutorials/hsp90_analysis.ipynb +++ /dev/null @@ -1,562 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "id": "c11d3bbe-f081-467b-9a51-f993cd7dea8a", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import torch\n", - "import json\n", - "from multiprocessing import Pool\n", - "from lampe.data import JointLoader\n", - "from itertools import islice\n", - "from tqdm import tqdm\n", - "from lampe.diagnostics import expected_coverage_mc\n", - "from lampe.plots import coverage_plot\n", - "\n", - "from cryo_sbi.inference.models import build_models\n", - "from cryo_sbi import CryoEmSimulator\n", - "from cryo_sbi.inference import priors" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "bed3b97c", - "metadata": {}, - "outputs": [], - "source": [ - "file_name = \"23_03_09_results\" # File name\n", - "data_dir = \"raw_data/\"\n", - "plot_dir = \"plots/\"\n", - "num_samples_stats = 2000 # Number of simulations for computing posterior stats\n", - "num_samples_SBC = 1000 # Number of simulations for SBC\n", - "num_posterior_samples_SBC = 4096 # Number of posterior samples for each SBC simulation\n", - "num_samples_posterior = 5000 # Number of samples to draw from posterior\n", - "batch_size_sampling = 100 # Batch size for sampling posterior\n", - "num_workers = 24 # Number of CPU cores\n", - "device = \"cuda\" # Device for computations\n", - "save_figures = False" - ] - }, - { - "cell_type": "markdown", - "id": "1f1226dd-53f1-40db-82a7-657c60a8e104", - "metadata": {}, - "source": [ - "## Load cryo-em simulator and posterior with correct config" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "f2eb23c1-3229-48a7-a965-deb74277e0a8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hsp90_models.npy\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/sw/nix/store/z6v265ivx5w6xbajay41vdfc0la8gla5-python-3.9.12-view/lib/python3.9/site-packages/torch/functional.py:568: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /dev/shm/nix-build-py-torch-1.11.0.drv-0/nixbld1/spack-stage-py-torch-1.11.0-1nz745m2yd6q5pzmdri0jhmiqb7dl200/spack-src/aten/src/ATen/native/TensorShape.cpp:2227.)\n", - " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", - "/mnt/ceph/users/dsilvasanchez/projects/new_sbi/cryo_em_SBI/src/cryo_sbi/wpa_simulator/ctf.py:36: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " env = torch.exp(torch.tensor(-image_params[\"B_FACTOR\"] * freq2_2d * 0.5))\n", - "/mnt/ceph/users/dsilvasanchez/projects/new_sbi/cryo_em_SBI/src/cryo_sbi/wpa_simulator/ctf.py:38: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " image_params[\"AMP\"] * torch.tensor(phase * freq2_2d * 0.5).cos()\n", - "/mnt/ceph/users/dsilvasanchez/projects/new_sbi/cryo_em_SBI/src/cryo_sbi/wpa_simulator/ctf.py:40: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " * torch.tensor(phase * freq2_2d * 0.5).sin()\n" - ] - } - ], - "source": [ - "cryosbi = CryoEmSimulator(\"image_params_snr01_128.json\")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "269ee74f-9a78-4c27-bd7f-14ec441de8ba", - "metadata": {}, - "outputs": [], - "source": [ - "train_config = json.load(open(\"resnet18_encoder.json\"))\n", - "estimator = build_models.build_npe_flow_model(train_config)\n", - "estimator.load_state_dict(torch.load(\"resnet18_encoder_snr01.estimator\"))\n", - "estimator.cuda()\n", - "estimator.eval();" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "488a4635-ea67-4728-b016-a9ecebe23e4a", - "metadata": {}, - "source": [ - "## Testing posterior on single images" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "872d28d3-0ec6-4928-b825-216f071740d3", - "metadata": {}, - "outputs": [], - "source": [ - "indices = torch.tensor(np.arange(0, cryosbi.max_index + 1, 1), dtype=float)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "00403aef", - "metadata": {}, - "outputs": [], - "source": [ - "images = []\n", - "quats = []\n", - "\n", - "for index in indices:\n", - " image, quat = cryosbi.simulator(index)\n", - " images.append(image)\n", - " quats.append(torch.tensor(quat))\n", - "\n", - "images = torch.stack(images, dim=0)\n", - "quats = torch.stack(quats)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "fb0f924d-8f2c-4c32-b15d-f23d2b805a23", - "metadata": {}, - "outputs": [], - "source": [ - "theta_samples = []\n", - "with torch.no_grad():\n", - " for batched_images in torch.split(\n", - " images, split_size_or_sections=batch_size_sampling, dim=0\n", - " ):\n", - " samples = estimator.sample(\n", - " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", - " ).cpu()\n", - " theta_samples.append(samples)\n", - " samples = torch.cat(theta_samples, dim=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "3b4133ac-b50e-4d37-8b78-2732d6ebeb01", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(4, 5, figsize=(10, 8))\n", - "for idx, ax in enumerate(axes.reshape(-1)):\n", - " ax.imshow(images[idx], vmax=5, vmin=-5)\n", - " ax.set_yticks([])\n", - " ax.set_xticks([])\n", - " ax.text(10, 20, str(int(indices[idx].item())))" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "2add5831-d35d-4a19-b422-e0c4f03b98ef", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(4, 5, figsize=(10, 8), sharex=True)\n", - "for idx, ax in enumerate(axes.reshape(1, -1)[0]):\n", - " ax.hist(\n", - " samples[:, idx].numpy(),\n", - " bins=np.arange(0, 20, 0.5),\n", - " histtype=\"step\",\n", - " color=\"blue\",\n", - " label=\"all\",\n", - " )\n", - " ax.set_yticks([])\n", - " ax.set_yticks([])\n", - " ax.set_xticks(range(0, 20, 4))\n", - " ax.axvline(indices[idx], color=\"red\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "a7213a4a-3a5d-4e04-9edd-d1906ff02818", - "metadata": {}, - "source": [ - "## Generate images from prior and evaluate posterior for statistical analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "0d40097c-43b3-41a4-b01a-0216c6ec6465", - "metadata": {}, - "outputs": [], - "source": [ - "indices = priors.get_uniform_prior_1d(cryosbi.max_index).sample((num_samples_stats,))\n", - "images = torch.stack([cryosbi.simulator(index) for index in indices], dim=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "f1c977bb-673d-4b08-94c0-39d93c52c63b", - "metadata": {}, - "outputs": [], - "source": [ - "theta_samples = []\n", - "with torch.no_grad():\n", - " for batched_images in torch.split(\n", - " images, split_size_or_sections=batch_size_sampling, dim=0\n", - " ):\n", - " samples = estimator.sample(\n", - " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", - " ).cpu()\n", - " theta_samples.append(samples.reshape(-1, batch_size_sampling))\n", - " samples = torch.cat(theta_samples, dim=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "ec3aae2c", - "metadata": {}, - "outputs": [], - "source": [ - "mean_distance = (samples.mean(dim=0) - indices.reshape(-1)).numpy()\n", - "posterior_quantiles = np.quantile(samples.numpy(), [0.025, 0.975], axis=0)\n", - "confidence_widths = (posterior_quantiles[1] - posterior_quantiles[0]).flatten()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "82c9029e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "_ = plt.hist(mean_distance)\n", - "_ = plt.xlabel(\"Posterior Mean - True index\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "a4346841", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "_ = plt.hist(confidence_widths)\n", - "_ = plt.xlabel(\"95\\% confidence width\")" - ] - }, - { - "cell_type": "markdown", - "id": "a890dc7a-5881-46fa-9ac2-c5a9379d7834", - "metadata": {}, - "source": [ - "## Compute posterior calibration" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "5bfb7150-5ed0-4d17-a31a-54be434b2ff9", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "1000pair [00:29, 33.43pair/s]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "loader = JointLoader(\n", - " priors.get_uniform_prior_1d(cryosbi.max_index),\n", - " cryosbi.simulator,\n", - " vectorized=False,\n", - " batch_size=1,\n", - " num_workers=num_workers,\n", - " prefetch_factor=1,\n", - ")\n", - "\n", - "levels, coverages = expected_coverage_mc(\n", - " estimator.flow,\n", - " (\n", - " (estimator.standardize(theta.cuda()), x.cuda())\n", - " for theta, x in islice(loader, num_samples_SBC)\n", - " ),\n", - " n=num_posterior_samples_SBC,\n", - ")\n", - "\n", - "fig = coverage_plot(levels, coverages, legend=\"NPE\")\n", - "\n", - "if save_figures:\n", - " fig.savefig(f\"{plot_dir}{file_name}_SBC.pdf\", dpi=400)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "5050ccaa-fcff-4e37-8255-ed65a172e6a1", - "metadata": {}, - "source": [ - "## Generate images from index 10 with known quaternion" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "beda7e80-e8ed-41ff-beb1-50c66ceca824", - "metadata": {}, - "outputs": [], - "source": [ - "quats = torch.from_numpy(np.load(\"quaternion_list.npy\"))[:5000]\n", - "num_simulations = len(quats)\n", - "indices = 10 * torch.ones(num_simulations).reshape(-1, 1)\n", - "parameters = torch.cat((indices, quats), dim=1)\n", - "images = torch.stack(\n", - " [cryosbi._simulator_with_quat(param) for param in parameters], dim=0\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "998ed401-01d7-4bbc-a9bc-c942eea26cb5", - "metadata": {}, - "outputs": [], - "source": [ - "theta_samples = []\n", - "with torch.no_grad():\n", - " for batched_images in torch.split(\n", - " images, split_size_or_sections=batch_size_sampling, dim=0\n", - " ):\n", - " samples = estimator.sample(\n", - " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", - " ).cpu()\n", - " theta_samples.append(samples.reshape(-1, batch_size_sampling))\n", - "samples = torch.cat(theta_samples, dim=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "efe3e5d9", - "metadata": {}, - "outputs": [], - "source": [ - "mean_distance = (samples.mean(dim=0) - indices.reshape(-1)).numpy()\n", - "posterior_quantiles = np.quantile(samples.numpy(), [0.025, 0.975], axis=0)\n", - "confidence_widths = (posterior_quantiles[1] - posterior_quantiles[0]).flatten()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "62d855e4", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_49433/3633206100.py:55: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations.\n", - " plt.tight_layout()\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm, colors\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import numpy as np\n", - "from scipy.spatial.transform import Rotation\n", - "\n", - "# Create a sphere\n", - "r = 1\n", - "pi = np.pi\n", - "cos = np.cos\n", - "sin = np.sin\n", - "phi, theta = np.mgrid[0.0:pi:100j, 0.0 : 2.0 * pi : 100j]\n", - "x = r * sin(phi) * cos(theta)\n", - "y = r * sin(phi) * sin(theta)\n", - "z = r * cos(phi)\n", - "\n", - "unit_vecotr = np.array([0, 0, 1])\n", - "points = []\n", - "for i in range(len(quats)):\n", - " rot_mat = Rotation.from_quat(quats[i]).as_matrix()\n", - " coord = np.matmul(rot_mat, unit_vecotr)\n", - " points.append(coord)\n", - "points = np.array(points)\n", - "\n", - "xx = points[:, 0]\n", - "yy = points[:, 1]\n", - "zz = points[:, 2]\n", - "\n", - "# Set colours and render\n", - "fig = plt.figure()\n", - "ax = fig.add_subplot(111, projection=\"3d\")\n", - "\n", - "# ax.plot_surface(\n", - "# x, y, z, rstride=1, cstride=1, color='c', alpha=0.3, linewidth=0)\n", - "\n", - "im = ax.scatter(xx, yy, zz, s=confidence_widths, c=confidence_widths)\n", - "\n", - "ax.set_xlabel(\"x\")\n", - "ax.set_ylabel(\"y\")\n", - "# ax.set_zlabel('z')\n", - "ax.set_xticklabels([])\n", - "ax.set_yticklabels([])\n", - "ax.set_zticklabels([])\n", - "\n", - "ax.azim = -40\n", - "ax.elev = 30\n", - "ax.dist = 10\n", - "\n", - "fig.colorbar(im)\n", - "\n", - "ax.set_xlim([-1, 1])\n", - "ax.set_ylim([-1, 1])\n", - "ax.set_zlim([-1, 1])\n", - "ax.set_aspect(\"auto\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ef72d57c", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "cryo_sbi", - "language": "python", - "name": "python3" - }, - "language_info": { - 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