From 6f5737a147ed8fefc369f605f0ed484594f1a4c6 Mon Sep 17 00:00:00 2001 From: Marc Pielies Avelli <53573149+mpielies@users.noreply.github.com> Date: Fri, 7 Jun 2024 11:10:35 +0200 Subject: [PATCH] Developer continuous (#84) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Add continuous feature perturbations. --------- Co-authored-by: Ricardo Hernández Medina Co-authored-by: Ricardo Hernández Medina Co-authored-by: Henry Webel --- .github/workflows/release.yaml | 106 +- .gitignore | 12 + docs/source/conf.py | 2 +- setup.cfg | 7 +- src/move/__init__.py | 12 +- src/move/analysis/metrics.py | 18 + src/move/conf/main.yaml | 1 + src/move/conf/schema.py | 27 + .../task/identify_associations_bayes.yaml | 2 + .../conf/task/identify_associations_ks.yaml | 26 + .../task/identify_associations_ttest.yaml | 2 + src/move/data/perturbations.py | 92 +- src/move/data/preprocessing.py | 22 +- src/move/models/vae.py | 36 +- src/move/tasks/analyze_latent.py | 12 +- src/move/tasks/encode_data.py | 29 +- src/move/tasks/identify_associations.py | 941 ++- src/move/tasks/tune_model.py | 13 +- src/move/training/training_loop.py | 30 +- .../visualization/dataset_distributions.py | 333 + src/move/visualization/feature_importance.py | 7 +- src/move/visualization/latent_space.py | 119 +- src/move/visualization/style.py | 12 +- src/move/visualization/vae_visualization.py | 268 + .../3D_latent_visualization.py | 154 + supplementary_files/create_datasets.py | 299 + supplementary_files/performance_evaluation.py | 439 + supplementary_files/visualize_vae.py | 97 + tutorial/config/data/random_continuous.yaml | 20 + tutorial/config/data/random_small.yaml | 15 +- .../config/experiment/random_continuous.yaml | 5 + .../experiment/random_continuous__tune.yaml | 22 + .../random_continuous__id_assoc_bayes.yaml | 21 + .../task/random_continuous__id_assoc_ks.yaml | 27 + .../random_continuous__id_assoc_ttest.yaml | 24 + .../task/random_continuous__latent.yaml | 16 + .../task/random_small__id_assoc_bayes.yaml | 1 - .../task/random_small__id_assoc_ttest.yaml | 21 +- tutorial/data/changes.continuous.txt | 2315 +++++ tutorial/data/random.continuous.ids.txt | 7500 ++++++++++++++++ .../data/random.continuous.metagenomics.tsv | 7501 +++++++++++++++++ .../data/random.continuous.proteomics.tsv | 7501 +++++++++++++++++ tutorial/maize/maize_dataset.py | 2 +- tutorial/notebooks/01 Encoding data.ipynb | 6 +- tutorial/notebooks/02 Tune model.ipynb | 87 +- .../notebooks/04 Latent space analysis.ipynb | 6 +- 46 files changed, 27911 insertions(+), 297 deletions(-) create mode 100644 src/move/conf/task/identify_associations_ks.yaml create mode 100644 src/move/visualization/dataset_distributions.py create mode 100644 src/move/visualization/vae_visualization.py create mode 100644 supplementary_files/3D_latent_visualization.py create mode 100644 supplementary_files/create_datasets.py create mode 100644 supplementary_files/performance_evaluation.py create mode 100644 supplementary_files/visualize_vae.py create mode 100755 tutorial/config/data/random_continuous.yaml create mode 100644 tutorial/config/experiment/random_continuous.yaml create mode 100644 tutorial/config/experiment/random_continuous__tune.yaml create mode 100644 tutorial/config/task/random_continuous__id_assoc_bayes.yaml create mode 100644 tutorial/config/task/random_continuous__id_assoc_ks.yaml create mode 100644 tutorial/config/task/random_continuous__id_assoc_ttest.yaml create mode 100644 tutorial/config/task/random_continuous__latent.yaml create mode 100755 tutorial/data/changes.continuous.txt create mode 100755 tutorial/data/random.continuous.ids.txt create mode 100755 tutorial/data/random.continuous.metagenomics.tsv create mode 100755 tutorial/data/random.continuous.proteomics.tsv diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml index ef16d56a..da164cf2 100644 --- a/.github/workflows/release.yaml +++ b/.github/workflows/release.yaml @@ -1,16 +1,110 @@ -name: release on pypi +name: CI on: push: - branches: - - main + # branches: + # - main + jobs: + format: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: psf/black@stable + lint: + name: Lint with flake8 + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + + - uses: actions/setup-python@v5 + with: + python-version: "3.11" + - name: Install flake8 + run: pip install flake8 flake8-bugbear + - name: Lint with flake8 + run: flake8 src + run-tutorial: + name: Run tutorial - random_small + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.11" + - name: Install dependencies + run: pip install . + - name: Prepare tutorial data + run: | + cd tutorial + move-dl data=random_small task=encode_data --cfg job + move-dl data=random_small task=encode_data + - name: Train model and analyze latent space + run: | + cd tutorial + move-dl data=random_small task=random_small__latent --cfg job + move-dl data=random_small task=random_small__latent + - name: Identify associations - t-test + run: | + cd tutorial + move-dl data=random_small task=random_small__id_assoc_ttest --cfg job + move-dl data=random_small task=random_small__id_assoc_ttest task.training_loop.num_epochs=30 task.num_refits=4 + - name: Identify associations - bayes factors + run: | + cd tutorial + move-dl data=random_small task=random_small__id_assoc_bayes --cfg job + move-dl data=random_small task=random_small__id_assoc_bayes task.training_loop.num_epochs=30 task.num_refits=20 + run-tutorial-cont: + name: Run tutorial - random_continuous + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.11" + - name: Install dependencies + run: pip install . + - name: Prepare tutorial data + run: | + cd tutorial + move-dl data=random_continuous task=encode_data + - name: Train model and analyze latent space + run: | + cd tutorial + move-dl data=random_continuous task=random_continuous__latent --cfg job + move-dl data=random_continuous task=random_continuous__latent + - name: Identify associations - t-test + run: | + cd tutorial + move-dl data=random_continuous task=random_continuous__id_assoc_ttest --cfg job + move-dl data=random_continuous task=random_continuous__id_assoc_ttest task.training_loop.num_epochs=30 task.num_refits=4 + - name: Identify associations - bayes factors + run: | + cd tutorial + move-dl data=random_continuous task=random_continuous__id_assoc_bayes --cfg job + move-dl data=random_continuous task=random_continuous__id_assoc_bayes task.training_loop.num_epochs=30 task.num_refits=4 + - name: Identify associations - KS + run: | + cd tutorial + move-dl data=random_continuous task=random_continuous__id_assoc_ks --cfg job + move-dl data=random_continuous task=random_continuous__id_assoc_ks task.training_loop.num_epochs=30 task.num_refits=4 + publish: name: Publish package runs-on: ubuntu-latest + if: startsWith(github.ref, 'refs/tags') + needs: + - format + - lint steps: - - uses: actions/checkout@v3 - - name: Publish package - if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags') + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.11" + - name: Install twine and build + run: python -m pip install --upgrade twine build + - name: Build + run: python -m build + - name: Publish package uses: pypa/gh-action-pypi-publish@release/v1 with: user: __token__ diff --git a/.gitignore b/.gitignore index 26e3ab4b..1bb922e7 100644 --- a/.gitignore +++ b/.gitignore @@ -40,6 +40,11 @@ tutorial/* !tutorial/notebooks/*.ipynb !tutorial/README.md +# Supplementary files +supplementary_files/*.png +supplementary_files/*.tsv +supplementary_files/*.txt + # Virtual environment venv/ virtualvenv/ @@ -48,6 +53,12 @@ virtualvenv/ docs/build/ docs/source/_templates/ +# VS Code settings +.vscode + +# macOS +.DS_Store + # Root folder /*.* !/.gitignore @@ -58,3 +69,4 @@ docs/source/_templates/ !/pyproject.toml !/requirements.txt !/setup.cfg +!/.github \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py index 0c127b86..adb13dc7 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -38,7 +38,7 @@ html_theme = "sphinx_rtd_theme" html_theme_options = { - "collapse_navigation" : False, + "collapse_navigation": False, } html_static_path = [] diff --git a/setup.cfg b/setup.cfg index f8740245..0e2ebec7 100644 --- a/setup.cfg +++ b/setup.cfg @@ -21,7 +21,7 @@ install_requires = matplotlib seaborn scikit-learn - scipy + scipy>=1.10.0 package_dir = = src @@ -34,3 +34,8 @@ where = src [options.entry_points] console_scripts = move-dl=move.__main__:main + +[flake8] +max-line-length = 88 +aggressive = 2 +extend-ignore = E203 \ No newline at end of file diff --git a/src/move/__init__.py b/src/move/__init__.py index a4afcdcb..0fa21181 100644 --- a/src/move/__init__.py +++ b/src/move/__init__.py @@ -1,11 +1,11 @@ from __future__ import annotations +HYDRA_VERSION_BASE = "1.2" + +from move import conf, data, models # noqa:E402 +from move.models.vae import VAE # noqa:E402 +from move.training.training_loop import training_loop # noqa:E402 + __license__ = "MIT" __version__ = (1, 4, 10) __all__ = ["conf", "data", "models", "training_loop", "VAE"] - -HYDRA_VERSION_BASE = "1.2" - -from move import conf, data, models -from move.models.vae import VAE -from move.training.training_loop import training_loop diff --git a/src/move/analysis/metrics.py b/src/move/analysis/metrics.py index 180126f1..89a5bfe1 100644 --- a/src/move/analysis/metrics.py +++ b/src/move/analysis/metrics.py @@ -81,3 +81,21 @@ def norm(x: np.ma.MaskedArray, axis: int = 1) -> np.ma.MaskedArray: 1D array with the specified axis removed. """ return np.sqrt(np.sum(x**2, axis=axis)) + + +def get_2nd_order_polynomial( + x_array: FloatArray, y_array: FloatArray, n_points=100 +) -> tuple[FloatArray, FloatArray, tuple[float, float, float]]: + """ + Given a set of x an y values, find the 2nd oder polynomial fitting best the data. + + Returns: + x_pol: x coordinates for the polynomial function evaluation. + y_pol: y coordinates for the polynomial function evaluation. + """ + a2, a1, a = np.polyfit(x_array, y_array, deg=2) + + x_pol = np.linspace(np.min(x_array), np.max(x_array), n_points) + y_pol = np.array([a2 * x * x + a1 * x + a for x in x_pol]) + + return x_pol, y_pol, (a2, a1, a) diff --git a/src/move/conf/main.yaml b/src/move/conf/main.yaml index f6bf981c..8246ad18 100644 --- a/src/move/conf/main.yaml +++ b/src/move/conf/main.yaml @@ -20,6 +20,7 @@ hydra: job: config: override_dirname: + item_sep: ";" exclude_keys: - experiment diff --git a/src/move/conf/schema.py b/src/move/conf/schema.py index d7832830..8a91fe58 100644 --- a/src/move/conf/schema.py +++ b/src/move/conf/schema.py @@ -28,6 +28,7 @@ class InputConfig: name: str weight: int = 1 + @dataclass class ContinuousInputConfig(InputConfig): scale: bool = True @@ -185,6 +186,27 @@ class IdentifyAssociationsTTestConfig(IdentifyAssociationsConfig): num_latent: list[int] = MISSING +@dataclass +class IdentifyAssociationsKSConfig(IdentifyAssociationsConfig): + """Configure the Kolmogorov-Smirnov approach to identify associations. + + Args: + perturbed_feature_names: names of the perturbed features of interest. + target_feature_names: names of the target features of interest. + + Description: + For each perturbed feature - target feature pair, we will plot: + - Input vs. reconstruction correlation plot: to assess reconstruction + quality of both target and perturbed features. + - Distribution of reconstruction values for the target feature before + and after the perturbation of the perturbed feature. + + """ + + perturbed_feature_names: list[str] = field(default_factory=list) + target_feature_names: list[str] = field(default_factory=list) + + @dataclass class MOVEConfig: defaults: list[Any] = field(default_factory=lambda: [dict(data="base_data")]) @@ -237,6 +259,11 @@ def extract_names(configs: list[InputConfig]) -> list[str]: name="identify_associations_ttest_schema", node=IdentifyAssociationsTTestConfig, ) +cs.store( + group="task", + name="identify_associations_ks_schema", + node=IdentifyAssociationsKSConfig, +) # Register custom resolvers OmegaConf.register_new_resolver("weights", extract_weights) diff --git a/src/move/conf/task/identify_associations_bayes.yaml b/src/move/conf/task/identify_associations_bayes.yaml index 8cb2a128..bbe17311 100644 --- a/src/move/conf/task/identify_associations_bayes.yaml +++ b/src/move/conf/task/identify_associations_bayes.yaml @@ -32,3 +32,5 @@ training_loop: - 25 early_stopping: false patience: 0 + + diff --git a/src/move/conf/task/identify_associations_ks.yaml b/src/move/conf/task/identify_associations_ks.yaml new file mode 100644 index 00000000..3c2e23af --- /dev/null +++ b/src/move/conf/task/identify_associations_ks.yaml @@ -0,0 +1,26 @@ +defaults: + - identify_associations_ks_schema + +model: + categorical_weights: ${weights:${data.categorical_inputs}} + continuous_weights: ${weights:${data.continuous_inputs}} + num_hidden: + - 100 + num_latent: 50 + beta: 0.1 + dropout: 0.1 + cuda: false + +training_loop: + lr: 1e-4 + num_epochs: 200 + batch_dilation_steps: + - 50 + - 100 + - 150 + kld_warmup_steps: + - 15 + - 20 + - 25 + early_stopping: false + patience: 0 diff --git a/src/move/conf/task/identify_associations_ttest.yaml b/src/move/conf/task/identify_associations_ttest.yaml index a98fdbf9..99e78706 100644 --- a/src/move/conf/task/identify_associations_ttest.yaml +++ b/src/move/conf/task/identify_associations_ttest.yaml @@ -35,3 +35,5 @@ training_loop: - 25 early_stopping: false patience: 0 + + diff --git a/src/move/data/perturbations.py b/src/move/data/perturbations.py index 795dd5c9..bb91fc0d 100644 --- a/src/move/data/perturbations.py +++ b/src/move/data/perturbations.py @@ -1,12 +1,17 @@ __all__ = ["perturb_categorical_data", "perturb_continuous_data"] -from typing import cast +from pathlib import Path +from typing import Literal, Optional, cast import numpy as np import torch from torch.utils.data import DataLoader from move.data.dataloaders import MOVEDataset +from move.data.preprocessing import feature_stats +from move.visualization.dataset_distributions import plot_value_distributions + +ContinuousPerturbationType = Literal["minimum", "maximum", "plus_std", "minus_std"] def perturb_categorical_data( @@ -111,3 +116,88 @@ def perturb_continuous_data( dataloaders.append(perturbed_dataloader) return dataloaders + + +def perturb_continuous_data_extended( + baseline_dataloader: DataLoader, + con_dataset_names: list[str], + target_dataset_name: str, + perturbation_type: ContinuousPerturbationType, + output_subpath: Optional[Path] = None, +) -> list[DataLoader]: + """Add perturbations to continuous data. For each feature in the target + dataset, change the feature's value in all samples (in rows): + 1,2) substituting this feature in all samples by the feature's minimum/maximum value + 3,4) Adding/Substracting one standard deviation to the sample's feature value + + Args: + baseline_dataloader: Baseline dataloader + con_dataset_names: List of continuous dataset names + target_dataset_name: Target continuous dataset to perturb + perturbation_type: 'minimum', 'maximum', 'plus_std' or 'minus_std'. + output_subpath: path where the figure showing the perturbation will be saved + + Returns: + - List of dataloaders containing all perturbed datasets + - Plot of the feature value distribution after the perturbation. Note that + all perturbations are collapsed into one single plot. + + Note: + This function was created so that it could generalize to non-normalized + datasets. Scaling is done per dataset, not per feature -> slightly different + stds feature to feature. + """ + + baseline_dataset = cast(MOVEDataset, baseline_dataloader.dataset) + assert baseline_dataset.con_shapes is not None + assert baseline_dataset.con_all is not None + + target_idx = con_dataset_names.index(target_dataset_name) # dataset index + splits = np.cumsum([0] + baseline_dataset.con_shapes) + slice_ = slice(*splits[target_idx : target_idx + 2]) + + num_features = baseline_dataset.con_shapes[target_idx] + dataloaders = [] + perturbations_list = [] + + for i in range(num_features): + perturbed_con = baseline_dataset.con_all.clone() + target_dataset = perturbed_con[:, slice_] + # Change the desired feature value by: + min_feat_val_list, max_feat_val_list, std_feat_val_list = feature_stats( + target_dataset + ) + if perturbation_type == "minimum": + target_dataset[:, i] = torch.FloatTensor([min_feat_val_list[i]]) + elif perturbation_type == "maximum": + target_dataset[:, i] = torch.FloatTensor([max_feat_val_list[i]]) + elif perturbation_type == "plus_std": + target_dataset[:, i] += torch.FloatTensor([std_feat_val_list[i]]) + elif perturbation_type == "minus_std": + target_dataset[:, i] -= torch.FloatTensor([std_feat_val_list[i]]) + + perturbations_list.append(target_dataset[:, i].numpy()) + + perturbed_dataset = MOVEDataset( + baseline_dataset.cat_all, + perturbed_con, + baseline_dataset.cat_shapes, + baseline_dataset.con_shapes, + ) + + perturbed_dataloader = DataLoader( + perturbed_dataset, + shuffle=False, + batch_size=baseline_dataloader.batch_size, + ) + dataloaders.append(perturbed_dataloader) + + # Plot the perturbations for all features, collapsed in one plot: + if output_subpath is not None: + fig = plot_value_distributions(np.array(perturbations_list).transpose()) + fig_path = str( + output_subpath / f"perturbation_distribution_{target_dataset_name}.png" + ) + fig.savefig(fig_path) + + return dataloaders diff --git a/src/move/data/preprocessing.py b/src/move/data/preprocessing.py index 1c76df57..e4b5dcce 100644 --- a/src/move/data/preprocessing.py +++ b/src/move/data/preprocessing.py @@ -57,7 +57,7 @@ def one_hot_encode_single(mapping: dict[str, int], value: Optional[str]) -> IntA Returns: 2D array """ - encoded_value = np.zeros((1, len(mapping))) + encoded_value = np.zeros((1, len(mapping)), dtype=int) if not pd.isna(value): code = mapping[str(value)] encoded_value[0, code] = 1 @@ -79,3 +79,23 @@ def scale(x: np.ndarray) -> tuple[FloatArray, BoolArray]: scaled_x = standardize(logx[:, mask_1d], axis=0) scaled_x[np.isnan(scaled_x)] = 0 return scaled_x, mask_1d + + +def feature_stats(x: ArrayLike) -> tuple[FloatArray, FloatArray, FloatArray]: + """ + Read an array of continuous values and extract the + minimum, maximum and standard deviation per column (feature). + + Args: + x: 2D array with samples in its rows and features in its columns + + Returns: + minimum: list with minimum value per feature (column) + maximum: list with maximum " " + std: list with std " " + """ + + minimum = np.nanmin(x, axis=0) + maximum = np.nanmax(x, axis=0) + std = np.nanstd(x, axis=0) + return minimum, maximum, std diff --git a/src/move/models/vae.py b/src/move/models/vae.py index 08f639ae..a776f11a 100644 --- a/src/move/models/vae.py +++ b/src/move/models/vae.py @@ -1,7 +1,7 @@ __all__ = ["VAE"] import logging -from typing import Optional, Callable +from typing import Callable, Optional import torch from torch import nn, optim @@ -43,7 +43,7 @@ def __init__( continuous_shapes: Optional[list[int]] = None, categorical_weights: Optional[list[int]] = None, continuous_weights: Optional[list[int]] = None, - num_hidden: list[int] = [200, 200], + num_hidden: list[int] = (200, 200), num_latent: int = 20, beta: float = 0.01, dropout: float = 0.2, @@ -99,11 +99,11 @@ def __init__( # Initialize simple attributes self.beta = beta - self.num_hidden = num_hidden + self.num_hidden = list(num_hidden) self.num_latent = num_latent self.dropout = dropout - self.device = torch.device("cuda" if cuda == True else "cpu") + self.device = torch.device("cuda" if cuda else "cpu") # Activation functions self.relu = nn.LeakyReLU() @@ -116,7 +116,7 @@ def __init__( self.decoderlayers = nn.ModuleList() self.decodernorms = nn.ModuleList() - ### Layers + # Layers # Hidden layers for nin, nout in zip([self.input_size] + self.num_hidden, self.num_hidden): self.encoderlayers.append(nn.Linear(nin, nout)) @@ -307,7 +307,10 @@ def calculate_cat_error( return cat_errors def calculate_con_error( - self, con_in: torch.Tensor, con_out: torch.Tensor, loss: Callable[[torch.Tensor, torch.Tensor], torch.Tensor] + self, + con_in: torch.Tensor, + con_out: torch.Tensor, + loss: Callable[[torch.Tensor, torch.Tensor], torch.Tensor], ) -> torch.Tensor: """ Calculates errors (MSE) for continuous data reconstructions @@ -448,7 +451,9 @@ def encoding( elif self.num_continuous > 0: tensor = con else: - assert False, "Must have at least 1 categorial or 1 continuous feature" + raise ValueError( + "Must have at least 1 categorial or 1 continuous feature" + ) optimizer.zero_grad() @@ -542,9 +547,9 @@ def get_cat_recon( cat_target_tmp = cat_in_tmp cat_target_tmp = torch.argmax(cat_target_tmp.detach(), dim=2) cat_target_tmp[cat_in_tmp.sum(dim=2) == 0] = -1 - cat_target[ - :, shape_1 : (cat_shape[0] + shape_1) - ] = cat_target_tmp # .numpy() + cat_target[:, shape_1 : (cat_shape[0] + shape_1)] = ( + cat_target_tmp # .numpy() + ) # Get reconstructed categorical data cat_out_tmp = cat_out[count] @@ -679,7 +684,7 @@ def latent( ) row = 0 - for (cat, con) in dataloader: + for cat, con in dataloader: cat = cat.to(self.device) con = con.to(self.device) @@ -691,7 +696,9 @@ def latent( elif self.num_continuous > 0: tensor = con else: - assert False, "Must have at least 1 categorial or 1 continuous feature" + raise ValueError( + "Must have at least 1 categorial or 1 continuous feature" + ) # Evaluate cat_out, con_out, mu, logvar = self(tensor) @@ -725,8 +732,9 @@ def latent( latent = latent.numpy() latent_var = latent_var.numpy() - cat_recon = cat_recon.numpy() - cat_class = cat_class.numpy() + if cat_recon is not None: + cat_recon = cat_recon.numpy() + cat_class = cat_class.numpy() con_recon = con_recon.numpy() assert row == num_samples diff --git a/src/move/tasks/analyze_latent.py b/src/move/tasks/analyze_latent.py index 788d08d5..c6d59125 100644 --- a/src/move/tasks/analyze_latent.py +++ b/src/move/tasks/analyze_latent.py @@ -48,17 +48,17 @@ def find_feature_values( Tuple containing (1) index of dataset containing feature and (2) values corresponding to the feature """ - dataset_index, feature_index = [None] * 2 - for dataset_index, feature_names in enumerate(feature_names_lists): + _dataset_index, feature_index = [None] * 2 + for _dataset_index, feature_names in enumerate(feature_names_lists): try: feature_index = feature_names.index(feature_name) except ValueError: continue break - if dataset_index is not None and feature_index is not None: + if _dataset_index is not None and feature_index is not None: return ( - dataset_index, - np.take(feature_values[dataset_index], feature_index, axis=1), + _dataset_index, + np.take(feature_values[_dataset_index], feature_index, axis=1), ) raise KeyError(f"Feature '{feature_name}' not in any dataset.") @@ -98,7 +98,7 @@ def analyze_latent(config: MOVEConfig) -> None: df_index = pd.Index(sample_names, name="sample") assert task_config.model is not None - device = torch.device("cuda" if task_config.model.cuda == True else "cpu") + device = torch.device("cuda" if task_config.model.cuda else "cpu") model: VAE = hydra.utils.instantiate( task_config.model, continuous_shapes=test_dataset.con_shapes, diff --git a/src/move/tasks/encode_data.py b/src/move/tasks/encode_data.py index 53749390..f0a83633 100644 --- a/src/move/tasks/encode_data.py +++ b/src/move/tasks/encode_data.py @@ -7,6 +7,7 @@ from move.conf.schema import DataConfig from move.core.logging import get_logger from move.data import io, preprocessing +from move.visualization.dataset_distributions import plot_value_distributions def encode_data(config: DataConfig): @@ -24,11 +25,14 @@ def encode_data(config: DataConfig): raw_data_path.mkdir(exist_ok=True) interim_data_path = Path(config.interim_data_path) interim_data_path.mkdir(exist_ok=True, parents=True) + output_path = Path(config.results_path) / "encoded_datasets" + output_path.mkdir(exist_ok=True, parents=True) sample_names = io.read_names(raw_data_path / f"{config.sample_names}.txt") mappings = {} for dataset_name in config.categorical_names: + # ! the string representation seems to be the variable value (here a string) logger.info(f"Encoding '{dataset_name}'") filepath = raw_data_path / f"{dataset_name}.tsv" names, values = io.read_tsv(filepath, sample_names) @@ -42,9 +46,30 @@ def encode_data(config: DataConfig): for input_config in config.continuous_inputs: scale = not hasattr(input_config, "scale") or input_config.scale action_name = "Encoding" if scale else "Reading" - logger.info(f"{action_name} '{input_config.name}'") - filepath = raw_data_path / f"{input_config.name}.tsv" + dataset_name = input_config.name + logger.info(f"{action_name} '{dataset_name}'") + filepath = raw_data_path / f"{dataset_name}.tsv" names, values = io.read_tsv(filepath, sample_names) + + # Plotting the value distribution for all continuous datasets + # before preprocessing: + fig = plot_value_distributions(values) + fig_path = str( + output_path / "Value_distribution_{}_unprocessed.png".format(dataset_name) + ) + fig.savefig(fig_path) + + values, mask_1d = preprocessing.scale(values) + names = names[mask_1d] + logger.debug(f"Columns with zero variance: {np.sum(~mask_1d)}") + io.dump_names(interim_data_path / f"{dataset_name}.txt", names) + np.save(interim_data_path / f"{dataset_name}.npy", values) + + # Plotting the value distribution for all continuous datasets: + fig = plot_value_distributions(values) + fig_path = str(output_path / f"Value_distribution_{dataset_name}.png") + fig.savefig(fig_path) + if scale: values, mask_1d = preprocessing.scale(values) names = names[mask_1d] diff --git a/src/move/tasks/identify_associations.py b/src/move/tasks/identify_associations.py index 2c26933c..a9daf069 100644 --- a/src/move/tasks/identify_associations.py +++ b/src/move/tasks/identify_associations.py @@ -1,6 +1,7 @@ __all__ = ["identify_associations"] from functools import reduce +from os.path import exists from pathlib import Path from typing import Literal, Sized, Union, cast @@ -9,22 +10,37 @@ import pandas as pd import torch from omegaconf import OmegaConf +from scipy.stats import ks_2samp, pearsonr # type: ignore +from torch.utils.data import DataLoader +from move.analysis.metrics import get_2nd_order_polynomial from move.conf.schema import ( IdentifyAssociationsBayesConfig, IdentifyAssociationsConfig, + IdentifyAssociationsKSConfig, IdentifyAssociationsTTestConfig, MOVEConfig, ) from move.core.logging import get_logger -from move.core.typing import FloatArray, IntArray +from move.core.typing import BoolArray, FloatArray, IntArray from move.data import io from move.data.dataloaders import MOVEDataset, make_dataloader -from move.data.perturbations import perturb_categorical_data +from move.data.perturbations import ( + ContinuousPerturbationType, + perturb_categorical_data, + perturb_continuous_data_extended, +) from move.data.preprocessing import one_hot_encode_single from move.models.vae import VAE +from move.visualization.dataset_distributions import ( + plot_correlations, + plot_cumulative_distributions, + plot_feature_association_graph, + plot_reconstruction_movement, +) -TaskType = Literal["bayes", "ttest"] +TaskType = Literal["bayes", "ttest", "ks"] +CONTINUOUS_TARGET_VALUE = ["minimum", "maximum", "plus_std", "minus_std"] def _get_task_type( @@ -35,6 +51,8 @@ def _get_task_type( return "bayes" if task_type is IdentifyAssociationsTTestConfig: return "ttest" + if task_type is IdentifyAssociationsKSConfig: + return "ks" raise ValueError("Unsupported type of task!") @@ -49,31 +67,37 @@ def _validate_task_config( raise ValueError("4 latent space dimensions required.") -def identify_associations(config: MOVEConfig): - """Trains multiple models to identify associations between the dataset - of interest and the continuous datasets.""" - - logger = get_logger(__name__) - task_config = cast(IdentifyAssociationsConfig, config.task) - task_type = _get_task_type(task_config) - logger.info(f"Beginning task: identify associations ({task_type})") - _validate_task_config(task_config, task_type) - - interim_path = Path(config.data.interim_data_path) - models_path = interim_path / "models" - if task_config.save_refits: - models_path.mkdir(exist_ok=True) - output_path = Path(config.data.results_path) / "identify_associations" - output_path.mkdir(exist_ok=True, parents=True) +def prepare_for_categorical_perturbation( + config: MOVEConfig, + interim_path: Path, + baseline_dataloader: DataLoader, + cat_list: list[FloatArray], +) -> tuple[ + list[DataLoader], + BoolArray, + BoolArray, +]: + """ + This function creates the required dataloaders and masks + for further categorical association analysis. + + Args: + config: main configuration file + interim_path: path where the intermediate outputs are saved + baseline_dataloader: reference dataloader that will be perturbed + cat_list: list of arrays with categorical data + + Returns: + dataloaders: all dataloaders, including baseline appended last. + nan_mask: mask for Nans + feature_mask: masks the column for the perturbed feature. + """ # Read original data and create perturbed datasets - logger.info(f"Perturbing dataset: '{task_config.target_dataset}'") - cat_list, cat_names, con_list, con_names = io.load_preprocessed_data( - interim_path, - config.data.categorical_names, - config.data.continuous_names, - ) + task_config = cast(IdentifyAssociationsConfig, config.task) + logger = get_logger(__name__) + # Loading mappings: mappings = io.load_mappings(interim_path / "mappings.json") target_mapping = mappings[task_config.target_dataset] target_value = one_hot_encode_single(target_mapping, task_config.target_value) @@ -81,19 +105,6 @@ def identify_associations(config: MOVEConfig): f"Target value: {task_config.target_value} => {target_value.astype(int)[0]}" ) - train_dataloader = make_dataloader( - cat_list, - con_list, - shuffle=True, - batch_size=task_config.batch_size, - drop_last=True, - ) - num_samples = len(cast(Sized, train_dataloader.sampler)) # N - - con_shapes = [con.shape[1] for con in con_list] - baseline_dataloader = make_dataloader( - cat_list, con_list, shuffle=False, batch_size=task_config.batch_size - ) dataloaders = perturb_categorical_data( baseline_dataloader, config.data.categorical_names, @@ -103,10 +114,6 @@ def identify_associations(config: MOVEConfig): dataloaders.append(baseline_dataloader) baseline_dataset = cast(MOVEDataset, baseline_dataloader.dataset) - num_perturbed = len(dataloaders) - 1 # P - num_continuous = sum(con_shapes) # C - logger.debug(f"# perturbed features: {num_perturbed}") - logger.debug(f"# continuous features: {num_continuous}") assert baseline_dataset.con_all is not None orig_con = baseline_dataset.con_all @@ -118,36 +125,237 @@ def identify_associations(config: MOVEConfig): feature_mask = np.all(target_dataset == target_value, axis=2) # 2D: N x P feature_mask |= np.sum(target_dataset, axis=2) == 0 + return ( + dataloaders, + nan_mask, + feature_mask, + ) + + +def prepare_for_continuous_perturbation( + config: MOVEConfig, + output_subpath: Path, + baseline_dataloader: DataLoader, +) -> tuple[ + list[DataLoader], + BoolArray, + BoolArray, +]: + """ + This function creates the required dataloaders and masks + for further continuous association analysis. + + Args: + config: + main configuration file. + output_subpath: + path where the output plots for continuous analysis are saved. + baseline_dataloader: + reference dataloader that will be perturbed. + + Returns: + dataloaders: + list with all dataloaders, including baseline appended last. + nan_mask: + mask for NaNs + feature_mask: + same as `nan_mask`, in this case. + """ + + # Read original data and create perturbed datasets + logger = get_logger(__name__) + task_config = cast(IdentifyAssociationsConfig, config.task) + + dataloaders = perturb_continuous_data_extended( + baseline_dataloader, + config.data.continuous_names, + task_config.target_dataset, + cast(ContinuousPerturbationType, task_config.target_value), + output_subpath, + ) + dataloaders.append(baseline_dataloader) + + baseline_dataset = cast(MOVEDataset, baseline_dataloader.dataset) + + assert baseline_dataset.con_all is not None + orig_con = baseline_dataset.con_all + nan_mask = (orig_con == 0).numpy() # NaN values encoded as 0s + logger.debug(f"# NaN values: {np.sum(nan_mask)}/{orig_con.numel()}") + feature_mask = nan_mask + + return (dataloaders, nan_mask, feature_mask) + + +def _bayes_approach( + config: MOVEConfig, + task_config: IdentifyAssociationsBayesConfig, + train_dataloader: DataLoader, + baseline_dataloader: DataLoader, + dataloaders: list[DataLoader], + models_path: Path, + num_perturbed: int, + num_samples: int, + num_continuous: int, + nan_mask: BoolArray, + feature_mask: BoolArray, +) -> tuple[Union[IntArray, FloatArray], ...]: + assert task_config.model is not None - device = torch.device("cuda" if task_config.model.cuda == True else "cpu") - - def _bayes_approach( - task_config: IdentifyAssociationsBayesConfig, - ) -> tuple[Union[IntArray, FloatArray], ...]: - assert task_config.model is not None - # Train models - logger.info("Training models") - mean_diff = np.zeros((num_perturbed, num_samples, num_continuous)) - normalizer = 1 / task_config.num_refits + device = torch.device("cuda" if task_config.model.cuda else "cpu") + + # Train models + logger = get_logger(__name__) + logger.info("Training models") + mean_diff = np.zeros((num_perturbed, num_samples, num_continuous)) + normalizer = 1 / task_config.num_refits + + # Last appended dataloader is the baseline + baseline_dataset = cast(MOVEDataset, baseline_dataloader.dataset) + + for j in range(task_config.num_refits): + # Initialize model + model: VAE = hydra.utils.instantiate( + task_config.model, + continuous_shapes=baseline_dataset.con_shapes, + categorical_shapes=baseline_dataset.cat_shapes, + ) + if j == 0: + logger.debug(f"Model: {model}") + + # Train/reload model + model_path = models_path / f"model_{task_config.model.num_latent}_{j}.pt" + if model_path.exists(): + logger.debug(f"Re-loading refit {j + 1}/{task_config.num_refits}") + model.load_state_dict(torch.load(model_path)) + model.to(device) + else: + logger.debug(f"Training refit {j + 1}/{task_config.num_refits}") + model.to(device) + hydra.utils.call( + task_config.training_loop, + model=model, + train_dataloader=train_dataloader, + ) + if task_config.save_refits: + torch.save(model.state_dict(), model_path) + model.eval() + + # Calculate baseline reconstruction + _, baseline_recon = model.reconstruct(baseline_dataloader) + min_feat, max_feat = np.zeros((num_perturbed, num_continuous)), np.zeros( + (num_perturbed, num_continuous) + ) + min_baseline, max_baseline = np.min(baseline_recon, axis=0), np.max( + baseline_recon, axis=0 + ) + + # Calculate perturb reconstruction => keep track of mean difference + for i in range(num_perturbed): + _, perturb_recon = model.reconstruct(dataloaders[i]) + diff = perturb_recon - baseline_recon # 2D: N x C + mean_diff[i, :, :] += diff * normalizer + + min_perturb, max_perturb = np.min(perturb_recon, axis=0), np.max( + perturb_recon, axis=0 + ) + min_feat[i, :], max_feat[i, :] = np.min( + [min_baseline, min_perturb], axis=0 + ), np.max([max_baseline, max_perturb], axis=0) + + # Calculate Bayes factors + logger.info("Identifying significant features") + bayes_k = np.empty((num_perturbed, num_continuous)) + bayes_mask = np.zeros(np.shape(bayes_k)) + for i in range(num_perturbed): + mask = feature_mask[:, [i]] | nan_mask # 2D: N x C + diff = np.ma.masked_array(mean_diff[i, :, :], mask=mask) # 2D: N x C + prob = np.ma.compressed(np.mean(diff > 1e-8, axis=0)) # 1D: C + bayes_k[i, :] = np.log(prob + 1e-8) - np.log(1 - prob + 1e-8) + if task_config.target_value in CONTINUOUS_TARGET_VALUE: + bayes_mask[i, :] = ( + baseline_dataloader.dataset.con_all[0, :] + - dataloaders[i].dataset.con_all[0, :] + ) + + bayes_mask[bayes_mask != 0] = 1 + bayes_mask = np.array(bayes_mask, dtype=bool) + + # Calculate Bayes probabilities + bayes_abs = np.abs(bayes_k) + bayes_p = np.exp(bayes_abs) / (1 + np.exp(bayes_abs)) # 2D: N x C + bayes_abs[bayes_mask] = np.min( + bayes_abs + ) # Bring feature_i feature_i associations to minimum + sort_ids = np.argsort(bayes_abs, axis=None)[::-1] # 1D: N x C + prob = np.take(bayes_p, sort_ids) # 1D: N x C + logger.debug(f"Bayes proba range: [{prob[-1]:.3f} {prob[0]:.3f}]") + + # Sort Bayes + bayes_k = np.take(bayes_k, sort_ids) # 1D: N x C + + # Calculate FDR + fdr = np.cumsum(1 - prob) / np.arange(1, prob.size + 1) # 1D + idx = np.argmin(np.abs(fdr - task_config.sig_threshold)) + logger.debug(f"FDR range: [{fdr[0]:.3f} {fdr[-1]:.3f}]") + + return sort_ids[:idx], prob[:idx], fdr[:idx], bayes_k[:idx] + + +def _ttest_approach( + task_config: IdentifyAssociationsTTestConfig, + train_dataloader: DataLoader, + baseline_dataloader: DataLoader, + dataloaders: list[DataLoader], + models_path: Path, + interim_path: Path, + num_perturbed: int, + num_samples: int, + num_continuous: int, + nan_mask: BoolArray, + feature_mask: BoolArray, +) -> tuple[Union[IntArray, FloatArray], ...]: + + from scipy.stats import ttest_rel + + assert task_config.model is not None + device = torch.device("cuda" if task_config.model.cuda else "cpu") + + # Train models + logger = get_logger(__name__) + logger.info("Training models") + pvalues = np.empty( + ( + len(task_config.num_latent), + task_config.num_refits, + num_perturbed, + num_continuous, + ) + ) + + # Last appended dataloader is the baseline + baseline_dataset = cast(MOVEDataset, baseline_dataloader.dataset) + + for k, num_latent in enumerate(task_config.num_latent): for j in range(task_config.num_refits): + # Initialize model model: VAE = hydra.utils.instantiate( task_config.model, continuous_shapes=baseline_dataset.con_shapes, categorical_shapes=baseline_dataset.cat_shapes, + num_latent=num_latent, ) if j == 0: logger.debug(f"Model: {model}") - # Train/reload model - model_path = models_path / f"model_{task_config.model.num_latent}_{j}.pt" + # Train model + model_path = models_path / f"model_{num_latent}_{j}.pt" if model_path.exists(): logger.debug(f"Re-loading refit {j + 1}/{task_config.num_refits}") model.load_state_dict(torch.load(model_path)) model.to(device) else: logger.debug(f"Training refit {j + 1}/{task_config.num_refits}") - model.to(device) hydra.utils.call( task_config.training_loop, @@ -158,162 +366,533 @@ def _bayes_approach( torch.save(model.state_dict(), model_path) model.eval() - # Calculate baseline reconstruction + # Get baseline reconstruction and baseline difference _, baseline_recon = model.reconstruct(baseline_dataloader) - # Calculate perturb reconstruction => keep track of mean difference + baseline_diff = np.empty((10, num_samples, num_continuous)) + for i in range(10): + _, recon = model.reconstruct(baseline_dataloader) + baseline_diff[i, :, :] = recon - baseline_recon + baseline_diff = np.mean(baseline_diff, axis=0) # 2D: N x C + baseline_diff = np.where(nan_mask, np.nan, baseline_diff) + + # T-test between baseline and perturb difference for i in range(num_perturbed): _, perturb_recon = model.reconstruct(dataloaders[i]) - diff = perturb_recon - baseline_recon # 2D: N x C - mean_diff[i, :, :] += diff * normalizer + perturb_diff = perturb_recon - baseline_recon + mask = feature_mask[:, [i]] | nan_mask # 2D: N x C + _, pvalues[k, j, i, :] = ttest_rel( + a=np.where(mask, np.nan, perturb_diff), + b=np.where(mask, np.nan, baseline_diff), + axis=0, + nan_policy="omit", + ) - # Calculate Bayes factors - logger.info("Identifying significant features") - bayes_k = np.empty((num_perturbed, num_continuous)) - for i in range(num_perturbed): - mask = feature_mask[:, [i]] | nan_mask # 2D: N x C - diff = np.ma.masked_array(mean_diff[i, :, :], mask=mask) # 2D: N x C - prob = np.ma.compressed(np.mean(diff > 1e-8, axis=0)) # 1D: C - bayes_k[i, :] = np.log(prob + 1e-8) - np.log(1 - prob + 1e-8) - - # Calculate Bayes probabilities - bayes_abs = np.abs(bayes_k) - bayes_p = np.exp(bayes_abs) / (1 + np.exp(bayes_abs)) # 2D: N x C - sort_ids = np.argsort(bayes_abs, axis=None)[::-1] # 1D: N x C - prob = np.take(bayes_p, sort_ids) # 1D: N x C - logger.debug(f"Bayes proba range: [{prob[-1]:.3f} {prob[0]:.3f}]") - - # Sort Bayes - bayes_k = np.take(bayes_k, sort_ids) # 1D: N x C - - # Calculate FDR - fdr = np.cumsum(1 - prob) / np.arange(1, prob.size + 1) # 1D - idx = np.argmin(np.abs(fdr - task_config.sig_threshold)) - logger.debug(f"FDR range: [{fdr[0]:.3f} {fdr[-1]:.3f}]") - - return sort_ids[:idx], prob[:idx], fdr[:idx], bayes_k[:idx] - - def _ttest_approach( - task_config: IdentifyAssociationsTTestConfig, - ) -> tuple[IntArray, FloatArray]: - from scipy.stats import ttest_rel - - # Train models - logger.info("Training models") - pvalues = np.empty( - ( - len(task_config.num_latent), - task_config.num_refits, - num_perturbed, - num_continuous, - ) - ) + # Correct p-values (Bonferroni) + pvalues = np.minimum(pvalues * num_continuous, 1.0) + np.save(interim_path / "pvals.npy", pvalues) + + # Find significant hits + overlap_thres = task_config.num_refits // 2 + reject = pvalues <= task_config.sig_threshold # 4D: L x R x P x C + overlap = reject.sum(axis=1) >= overlap_thres # 3D: L x P x C + sig_ids = overlap.sum(axis=0) >= 3 # 2D: P x C + sig_ids = np.flatnonzero(sig_ids) # 1D + + # Report median p-value + masked_pvalues = np.ma.masked_array(pvalues, mask=~reject) # 4D + masked_pvalues = np.ma.median(masked_pvalues, axis=1) # 3D + masked_pvalues = np.ma.median(masked_pvalues, axis=0) # 2D + sig_pvalues = np.ma.compressed(np.take(masked_pvalues, sig_ids)) # 1D + + return sig_ids, sig_pvalues + + +def _ks_approach( + config: MOVEConfig, + task_config: IdentifyAssociationsKSConfig, + train_dataloader: DataLoader, + baseline_dataloader: DataLoader, + dataloaders: list[DataLoader], + models_path: Path, + num_perturbed: int, + num_samples: int, + num_continuous: int, + con_names: list[list[str]], + output_path: Path, +) -> tuple[Union[IntArray, FloatArray], ...]: + """ + Find associations between continuous features using Kolmogorov-Smirnov distances. + When perturbing feature A, this function measures the shift of the reconstructed + distribution for feature B (over samples) from 1) the baseline reconstruction to 2) + the reconstruction when perturbing A. + + If A and B are related the perturbation of A in the input will lead to a change in + feature B's reconstruction, that will be measured by KS distance. + + Associations are then ranked according to KS distance (absolute value). + + + Args: + config: MOVE main configuration. + task_config: IdentifyAssociationsKSConfig configuration. + train_dataloader: training DataLoader. + baseline_dataloader: unperturbed DataLoader. + dataloaders: list of DataLoaders where DataLoader[i] is obtained by perturbing + feature i in the target dataset. + models_path: path to the models. + num_perturbed: number of perturbed features. + num_samples: total number of samples + num_continuous: number of continuous features + (all continuous datasets concatenated). + con_names: list of lists where eah inner list + contains the feature names of a specific continuous dataset + output_path: path where QC summary metrics will be saved. + + Returns: + sort_ids: list with flattened IDs of the associations + above the significance threshold. + ks_distance: Ordered list with signed KS scores. KS scores quantify the + direction and magnitude of the shift in feature B's reconstruction + when perturbing feature A. + + + !!! Note !!!: + + The sign of the KS score can be misleading: negative sign means positive shift. + since the cumulative distribution starts growing later and is found below + the reference (baseline). Hence: + a) with plus_std, negative sign means a positive correlation. + b) with minus_std, negative sign means a negative correlation. + """ + + assert task_config.model is not None + device = torch.device("cuda" if task_config.model.cuda else "cpu") + figure_path = output_path / "figures" + figure_path.mkdir(exist_ok=True, parents=True) + + # Data containers + stats = np.empty((task_config.num_refits, num_perturbed, num_continuous)) + stat_signs = np.empty_like(stats) + rec_corr, slope = np.empty((task_config.num_refits, num_continuous)), np.empty( + (task_config.num_refits, num_continuous) + ) + ks_mask = np.zeros((num_perturbed, num_continuous)) + latent_matrix = np.empty( + (num_samples, task_config.model.num_latent, len(dataloaders)) + ) - for k, num_latent in enumerate(task_config.num_latent): - for j in range(task_config.num_refits): + # Last appended dataloader is the baseline + baseline_dataset = cast(MOVEDataset, baseline_dataloader.dataset) + + # Train models + logger = get_logger(__name__) + logger.info("Training models") - # Initialize model - model: VAE = hydra.utils.instantiate( - task_config.model, - continuous_shapes=baseline_dataset.con_shapes, - categorical_shapes=baseline_dataset.cat_shapes, - num_latent=num_latent, + target_dataset_idx = config.data.continuous_names.index(task_config.target_dataset) + perturbed_names = con_names[target_dataset_idx] + + for j in range(task_config.num_refits): # Train num_refits models + + # Initialize model + model: VAE = hydra.utils.instantiate( + task_config.model, + continuous_shapes=baseline_dataset.con_shapes, + categorical_shapes=baseline_dataset.cat_shapes, + ) + if j == 0: + logger.debug(f"Model: {model}") + + # Train/reload model + model_path = models_path / f"model_{task_config.model.num_latent}_{j}.pt" + if model_path.exists(): + logger.debug(f"Re-loading refit {j + 1}/{task_config.num_refits}") + model.load_state_dict(torch.load(model_path)) + model.to(device) + else: + logger.debug(f"Training refit {j + 1}/{task_config.num_refits}") + model.to(device) + hydra.utils.call( + task_config.training_loop, + model=model, + train_dataloader=train_dataloader, + ) + if task_config.save_refits: + torch.save(model.state_dict(), model_path) + model.eval() + + # Calculate baseline reconstruction + _, baseline_recon = model.reconstruct(baseline_dataloader) + min_feat = np.zeros((num_perturbed, num_continuous)) + max_feat = np.zeros((num_perturbed, num_continuous)) + min_baseline = np.min(baseline_recon, axis=0) + max_baseline = np.max(baseline_recon, axis=0) + + # QC of feature's reconstruction ############################## + logger.debug("Calculating quality control of the feature reconstructions") + # Correlation and slope for each feature's reconstruction + feature_names = reduce(list.__add__, con_names) + + for k in range(num_continuous): + x = baseline_dataloader.dataset.con_all.numpy()[:, k] # baseline_recon[:,i] + y = baseline_recon[:, k] + x_pol, y_pol, (a2, a1, a) = get_2nd_order_polynomial(x, y) + slope[j, k] = a1 + rec_corr[j, k] = pearsonr(x, y).statistic + + if ( + feature_names[k] in task_config.perturbed_feature_names + or feature_names[k] in task_config.target_feature_names + ): + + # Plot correlations + fig = plot_correlations(x, y, x_pol, y_pol, a2, a1, a, k) + fig.savefig( + figure_path + / f"Input_vs_reconstruction_correlation_feature_{k}_refit_{j}.png", + dpi=50, ) - if j == 0: - logger.debug(f"Model: {model}") - - # Train model - model_path = models_path / f"model_{num_latent}_{j}.pt" - if model_path.exists(): - logger.debug(f"Re-loading refit {j + 1}/{task_config.num_refits}") - model.load_state_dict(torch.load(model_path)) - model.to(device) - else: - logger.debug(f"Training refit {j + 1}/{task_config.num_refits}") - model.to(device) - hydra.utils.call( - task_config.training_loop, - model=model, - train_dataloader=train_dataloader, + + # Calculate perturbed reconstruction and shifts ############################# + logger.debug("Computing KS scores") + + # Save original latent space for first refit: + if j == 0: + latent = model.project(baseline_dataloader) + latent_matrix[:, :, -1] = latent + + for i, pert_feat in enumerate(perturbed_names): + _, perturb_recon = model.reconstruct(dataloaders[i]) + min_perturb = np.min(perturb_recon, axis=0) + max_perturb = np.max(perturb_recon, axis=0) + min_feat[i, :] = np.min([min_baseline, min_perturb], axis=0) + max_feat[i, :] = np.max([max_baseline, max_perturb], axis=0) + + # Save latent representation for perturbed samples + if j == 0: + latent_pert = model.project(dataloaders[i]) + latent_matrix[:, :, i] = latent_pert + + for k, targ_feat in enumerate(feature_names): + # Calculate ks factors: measure distance between baseline and perturbed + # reconstruction distributions per feature (k) + res = ks_2samp(perturb_recon[:, k], baseline_recon[:, k]) + stats[j, i, k] = res.statistic + stat_signs[j, i, k] = res.statistic_sign + + if ( + pert_feat in task_config.perturbed_feature_names + and targ_feat in task_config.target_feature_names + ): + + # Plotting preliminary results: + n_bins = 50 + hist_base, edges = np.histogram( + baseline_recon[:, k], + bins=np.linspace(min_feat[i, k], max_feat[i, k], n_bins), + density=True, ) - if task_config.save_refits: - torch.save(model.state_dict(), model_path) - model.eval() - - # Get baseline reconstruction and baseline difference - _, baseline_recon = model.reconstruct(baseline_dataloader) - baseline_diff = np.empty((10, num_samples, num_continuous)) - for i in range(10): - _, recon = model.reconstruct(baseline_dataloader) - baseline_diff[i, :, :] = recon - baseline_recon - baseline_diff = np.mean(baseline_diff, axis=0) # 2D: N x C - baseline_diff = np.where(nan_mask, np.nan, baseline_diff) - - # T-test between baseline and perturb difference - for i in range(num_perturbed): - _, perturb_recon = model.reconstruct(dataloaders[i]) - perturb_diff = perturb_recon - baseline_recon - mask = feature_mask[:, [i]] | nan_mask - _, pvalues[k, j, i, :] = ttest_rel( - a=np.where(mask, np.nan, perturb_diff), - b=np.where(mask, np.nan, baseline_diff), - axis=0, - nan_policy="omit", + hist_pert, edges = np.histogram( + perturb_recon[:, k], + bins=np.linspace(min_feat[i, k], max_feat[i, k], n_bins), + density=True, ) - # Correct p-values (Bonferroni) - pvalues = np.minimum(pvalues * num_continuous, 1.0) - np.save(interim_path / "pvals.npy", pvalues) + # Cumulative distribution: + fig = plot_cumulative_distributions( + edges, + hist_base, + hist_pert, + title=f"Cumulative_perturbed_{i}_measuring_" + f"{k}_stats_{stats[j, i, k]}", + ) + fig.savefig( + figure_path + / ( + f"Cumulative_refit_{j}_perturbed_{i}_" + f"measuring_{k}_stats_{stats[j, i, k]}.png" + ) + ) - # Find significant hits - overlap_thres = task_config.num_refits // 2 - reject = pvalues <= task_config.sig_threshold # 4D: L x R x P x C - overlap = reject.sum(axis=1) >= overlap_thres # 3D: L x P x C - sig_ids = overlap.sum(axis=0) >= 3 # 2D: P x C - sig_ids = np.flatnonzero(sig_ids) # 1D + # Feature changes: + fig = plot_reconstruction_movement(baseline_recon, perturb_recon, k) + fig.savefig( + figure_path / f"Changes_pert_{i}_on_feat_{k}_refit_{j}.png" + ) - # Report median p-value - masked_pvalues = np.ma.masked_array(pvalues, mask=~reject) # 4D - masked_pvalues = np.ma.median(masked_pvalues, axis=1) # 3D - masked_pvalues = np.ma.median(masked_pvalues, axis=0) # 2D - sig_pvalues = np.ma.compressed(np.take(masked_pvalues, sig_ids)) # 1D + # Save latent space matrix: + np.save(output_path / "latent_location.npy", latent_matrix) + np.save(output_path / "perturbed_features_list.npy", np.array(perturbed_names)) + + # Creating a mask for self associations + logger.debug("Creating self-association mask") + for i in range(num_perturbed): + if task_config.target_value in CONTINUOUS_TARGET_VALUE: + ks_mask[i, :] = ( + baseline_dataloader.dataset.con_all[0, :] + - dataloaders[i].dataset.con_all[0, :] + ) + ks_mask[ks_mask != 0] = 1 + ks_mask = np.array(ks_mask, dtype=bool) - return sig_ids, sig_pvalues + # Take the median of KS values (with sign) over refits. + final_stats = np.nanmedian(stats * stat_signs, axis=0) + final_stats[ks_mask] = ( + 0.0 # Zero all masked values, placing them at end of the ranking + ) - if task_type == "bayes": - task_config = cast(IdentifyAssociationsBayesConfig, task_config) - sig_ids, *extra_cols = _bayes_approach(task_config) - extra_colnames = ["proba", "fdr", "bayes_k"] - else: - task_config = cast(IdentifyAssociationsTTestConfig, task_config) - sig_ids, *extra_cols = _ttest_approach(task_config) - extra_colnames = ["p_value"] + # KS-threshold: + ks_thr = np.sqrt(-np.log(task_config.sig_threshold / 2) * 1 / (num_samples)) + logger.info(f"Suggested absolute KS threshold is: {ks_thr}") + + # Sort associations by absolute KS value + sort_ids = np.argsort(abs(final_stats), axis=None)[::-1] # 1D: N x C + ks_distance = np.take(final_stats, sort_ids) # 1D: N x C + + # Writing Quality control csv file. + # Mean slope and correlation over refits as qc metrics. + logger.info("Writing QC file") + qc_df = pd.DataFrame({"Feature names": feature_names}) + qc_df["slope"] = np.nanmean(slope, axis=0) + qc_df["reconstruction_correlation"] = np.nanmean(rec_corr, axis=0) + qc_df.to_csv(output_path / "QC_summary_KS.tsv", sep="\t", index=False) + + # Return first idx associations: redefined for reasonable threshold - # Prepare results + return sort_ids[abs(ks_distance) >= ks_thr], ks_distance[abs(ks_distance) >= ks_thr] + + +def save_results( + config: MOVEConfig, + con_shapes: list[int], + cat_names: list[list[str]], + con_names: list[list[str]], + output_path: Path, + sig_ids, + extra_cols, + extra_colnames, +) -> None: + """ + This function saves the obtained associations in a TSV file containing + the following columns: + feature_a_id + feature_b_id + feature_a_name + feature_b_name + feature_b_dataset + proba/p_value: number quantifying the significance of the association + + Args: + config: main config + con_shapes: tuple with the number of features per continuous dataset + cat_names: list of lists of names for the categorical features. + Each inner list corresponds to a separate dataset. + con_names: list of lists of names for the continuous features. + Each inner list corresponds to a separate dataset. + output_path: path where the results will be saved + sig_ids: ids for the significat features + extra_cols: extra data when calling the approach function + extra_colnames: names for the extra data columns + """ + logger = get_logger(__name__) logger.info(f"Significant hits found: {sig_ids.size}") + task_config = cast(IdentifyAssociationsConfig, config.task) + task_type = _get_task_type(task_config) + + num_continuous = sum(con_shapes) # C if sig_ids.size > 0: sig_ids = np.vstack((sig_ids // num_continuous, sig_ids % num_continuous)).T - logger.info("Writing results") results = pd.DataFrame(sig_ids, columns=["feature_a_id", "feature_b_id"]) - a_df = pd.DataFrame(dict(feature_a_name=cat_names[target_dataset_idx])) + + # Check if the task is for continuous or categorical data + if task_config.target_value in CONTINUOUS_TARGET_VALUE: + target_dataset_idx = config.data.continuous_names.index( + task_config.target_dataset + ) + a_df = pd.DataFrame(dict(feature_a_name=con_names[target_dataset_idx])) + else: + target_dataset_idx = config.data.categorical_names.index( + task_config.target_dataset + ) + a_df = pd.DataFrame(dict(feature_a_name=cat_names[target_dataset_idx])) a_df.index.name = "feature_a_id" a_df.reset_index(inplace=True) - con_names = reduce(list.__add__, con_names) - b_df = pd.DataFrame(dict(feature_b_name=con_names)) + feature_names = reduce(list.__add__, con_names) + b_df = pd.DataFrame(dict(feature_b_name=feature_names)) b_df.index.name = "feature_b_id" b_df.reset_index(inplace=True) - results = ( - results - .merge(a_df, on="feature_a_id", how="left") - .merge(b_df, on="feature_b_id", how="left") + results = results.merge(a_df, on="feature_a_id", how="left").merge( + b_df, on="feature_b_id", how="left" ) results["feature_b_dataset"] = pd.cut( - cast(IntArray, results["feature_b_id"].values), + results["feature_b_id"], bins=cast(list[int], np.cumsum([0] + con_shapes)), right=False, labels=config.data.continuous_names, ) for col, colname in zip(extra_cols, extra_colnames): results[colname] = col - results.to_csv(output_path / "results_sig_assoc.tsv", sep="\t", index=False) + results.to_csv( + output_path / f"results_sig_assoc_{task_type}.tsv", sep="\t", index=False + ) + + +def identify_associations(config: MOVEConfig) -> None: + """ + Leads to the execution of the appropriate association + identification tasks. The function is organized in three + blocks: + 1) Prepare the data and create the dataloaders with their masks. + 2) Evaluate associations using bayes or ttest approach. + 3) Save results. + """ + # DATA PREPARATION ###################### + # Read original data and create perturbed datasets#### + + logger = get_logger(__name__) + task_config = cast(IdentifyAssociationsConfig, config.task) + task_type = _get_task_type(task_config) + _validate_task_config(task_config, task_type) + + interim_path = Path(config.data.interim_data_path) + + models_path = interim_path / "models" + if task_config.save_refits: + models_path.mkdir(exist_ok=True) + + output_path = Path(config.data.results_path) / "identify_associations" + output_path.mkdir(exist_ok=True, parents=True) + + # Load datasets: + cat_list, cat_names, con_list, con_names = io.load_preprocessed_data( + interim_path, + config.data.categorical_names, + config.data.continuous_names, + ) + + train_dataloader = make_dataloader( + cat_list, + con_list, + shuffle=True, + batch_size=task_config.batch_size, + drop_last=True, + ) + + con_shapes = [con.shape[1] for con in con_list] + + num_samples = len(cast(Sized, train_dataloader.sampler)) # N + num_continuous = sum(con_shapes) # C + logger.debug(f"# continuous features: {num_continuous}") + + # Creating the baseline dataloader: + baseline_dataloader = make_dataloader( + cat_list, con_list, shuffle=False, batch_size=task_config.batch_size + ) + + # Indentify associations between continuous features: + logger.info(f"Perturbing dataset: '{task_config.target_dataset}'") + if task_config.target_value in CONTINUOUS_TARGET_VALUE: + logger.info(f"Beginning task: identify associations continuous ({task_type})") + logger.info(f"Perturbation type: {task_config.target_value}") + output_subpath = Path(output_path) / "perturbation_visualization" + output_subpath.mkdir(exist_ok=True, parents=True) + ( + dataloaders, + nan_mask, + feature_mask, + ) = prepare_for_continuous_perturbation( + config, output_subpath, baseline_dataloader + ) + + # Identify associations between categorical and continuous features: + else: + logger.info("Beginning task: identify associations categorical") + ( + dataloaders, + nan_mask, + feature_mask, + ) = prepare_for_categorical_perturbation( + config, interim_path, baseline_dataloader, cat_list + ) + + num_perturbed = len(dataloaders) - 1 # P + logger.debug(f"# perturbed features: {num_perturbed}") + + # APPROACH EVALUATION ########################## + + if task_type == "bayes": + task_config = cast(IdentifyAssociationsBayesConfig, task_config) + sig_ids, *extra_cols = _bayes_approach( + config, + task_config, + train_dataloader, + baseline_dataloader, + dataloaders, + models_path, + num_perturbed, + num_samples, + num_continuous, + nan_mask, + feature_mask, + ) + + extra_colnames = ["proba", "fdr", "bayes_k"] + + elif task_type == "ttest": + task_config = cast(IdentifyAssociationsTTestConfig, task_config) + sig_ids, *extra_cols = _ttest_approach( + task_config, + train_dataloader, + baseline_dataloader, + dataloaders, + models_path, + interim_path, + num_perturbed, + num_samples, + num_continuous, + nan_mask, + feature_mask, + ) + + extra_colnames = ["p_value"] + + elif task_type == "ks": + task_config = cast(IdentifyAssociationsKSConfig, task_config) + sig_ids, *extra_cols = _ks_approach( + config, + task_config, + train_dataloader, + baseline_dataloader, + dataloaders, + models_path, + num_perturbed, + num_samples, + num_continuous, + con_names, + output_path, + ) + + extra_colnames = ["ks_distance"] + + else: + raise ValueError() + + # RESULTS ################################ + save_results( + config, + con_shapes, + cat_names, + con_names, + output_path, + sig_ids, + extra_cols, + extra_colnames, + ) + + if exists(output_path / f"results_sig_assoc_{task_type}.tsv"): + association_df = pd.read_csv( + output_path / f"results_sig_assoc_{task_type}.tsv", sep="\t" + ) + _ = plot_feature_association_graph(association_df, output_path) + _ = plot_feature_association_graph(association_df, output_path, layout="spring") diff --git a/src/move/tasks/tune_model.py b/src/move/tasks/tune_model.py index 0e5d417c..0a2720db 100644 --- a/src/move/tasks/tune_model.py +++ b/src/move/tasks/tune_model.py @@ -1,7 +1,6 @@ __all__ = ["tune_model"] from pathlib import Path -from random import shuffle from typing import Any, Literal, cast import hydra @@ -26,7 +25,7 @@ TuneModelStabilityConfig, ) from move.core.logging import get_logger -from move.core.typing import BoolArray, FloatArray +from move.core.typing import BoolArray from move.data import io from move.data.dataloaders import MOVEDataset, make_dataloader, split_samples from move.models.vae import VAE @@ -87,7 +86,7 @@ def tune_model(config: MOVEConfig) -> float: ) assert task_config.model is not None - device = torch.device("cuda" if task_config.model.cuda == True else "cpu") + device = torch.device("cuda" if task_config.model.cuda is True else "cpu") def _tune_stability( task_config: TuneModelStabilityConfig, @@ -117,7 +116,7 @@ def _tune_stability( cosine_sim0 = None cosine_sim_diffs = [] for j in range(task_config.num_refits): - logger.debug(f"Refit: {j+1}/{task_config.num_refits}") + logger.debug(f"Refit: {j + 1}/{task_config.num_refits}") model: VAE = hydra.utils.instantiate( task_config.model, continuous_shapes=train_dataset.con_shapes, @@ -196,7 +195,7 @@ def _tune_reconstruction( model.eval() logger.info("Reconstructing") logger.info("Computing reconstruction metrics") - label = [hp.split("=") for hp in hydra_config.job.override_dirname.split(",")] + label = [hp.split("=") for hp in hydra_config.job.override_dirname.split(";")] records = [] splits = zip(["train", "test"], [split_mask, ~split_mask]) for split_name, mask in splits: @@ -208,7 +207,9 @@ def _tune_reconstruction( batch_size=task_config.batch_size, ) cat_recons, con_recons = model.reconstruct(dataloader) - con_recons = np.split(con_recons, np.cumsum(model.continuous_shapes[:-1]), axis=1) + con_recons = np.split( + con_recons, np.cumsum(model.continuous_shapes[:-1]), axis=1 + ) for cat, cat_recon, dataset_name in zip( cat_list, cat_recons, config.data.categorical_names ): diff --git a/src/move/training/training_loop.py b/src/move/training/training_loop.py index 8f59afc4..2405d676 100644 --- a/src/move/training/training_loop.py +++ b/src/move/training/training_loop.py @@ -23,14 +23,18 @@ def dilate_batch(dataloader: DataLoader) -> DataLoader: return DataLoader(dataset, batch_size, shuffle=True, drop_last=True) +BATCH_DILATION_STEPS = [] +KLD_WARMUP_STEPS = [] + + def training_loop( model: VAE, train_dataloader: DataLoader, valid_dataloader: Optional[DataLoader] = None, lr: float = 1e-4, num_epochs: int = 100, - batch_dilation_steps: list[int] = [], - kld_warmup_steps: list[int] = [], + batch_dilation_steps: list[int] = BATCH_DILATION_STEPS, + kld_warmup_steps: list[int] = KLD_WARMUP_STEPS, early_stopping: bool = False, patience: int = 0, ) -> TrainingLoopOutput: @@ -40,18 +44,26 @@ def training_loop( Args: model (VAE): trained VAE model object - train_dataloader (DataLoader): An object feeding data to the VAE with training data - valid_dataloader (Optional[DataLoader], optional): An object feeding data to the VAE with validation data. Defaults to None. + train_dataloader (DataLoader): An object feeding data to the VAE + with training data + valid_dataloader (Optional[DataLoader], optional): An object feeding data to the + VAE with validation data. Defaults to None. lr (float, optional): learning rate. Defaults to 1e-4. num_epochs (int, optional): number of epochs. Defaults to 100. - batch_dilation_steps (list[int], optional): a list with integers corresponding to epochs when batch size is increased. Defaults to []. - kld_warmup_steps (list[int], optional): a list with integers corresponding to epochs when kld is decreased by the selected rate. Defaults to []. - early_stopping (bool, optional): boolean if use early stopping . Defaults to False. - patience (int, optional): number of epochs to wait before early stop if no progress on the validation set . Defaults to 0. + batch_dilation_steps (list[int], optional): a list with integers corresponding + to epochs when batch size is increased. Defaults to []. + kld_warmup_steps (list[int], optional): a list with integers corresponding to + epochs when kld is decreased by the selected rate. Defaults to []. + early_stopping (bool, optional): boolean if use early stopping. + Defaults to False. + + patience (int, optional): number of epochs to wait before early stop + if no progress on the validation set. Defaults to 0. Returns: (tuple): a tuple containing: - *outputs (*list): lists containing information of epoch loss, BCE loss, SSE loss, KLD loss + *outputs (*list): lists containing information of epoch loss, BCE loss, + SSE loss, KLD loss kld_weight (float): final KLD after dilations during the training """ diff --git a/src/move/visualization/dataset_distributions.py b/src/move/visualization/dataset_distributions.py new file mode 100644 index 00000000..315bf3c0 --- /dev/null +++ b/src/move/visualization/dataset_distributions.py @@ -0,0 +1,333 @@ +__all__ = ["plot_value_distributions"] + +import matplotlib +import matplotlib.figure +import matplotlib.pyplot as plt +import networkx as nx +import numpy as np + +from move.core.typing import FloatArray +from move.visualization.style import ( + DEFAULT_DIVERGING_PALETTE, + DEFAULT_PLOT_STYLE, + style_settings, +) + + +def plot_value_distributions( + feature_values: FloatArray, + style: str = "fast", + nbins: int = 100, + colormap: str = DEFAULT_DIVERGING_PALETTE, +) -> matplotlib.figure.Figure: + """ + Given a certain dataset, plot its distribution of values. + + + Args: + feature_values: + Values of the features, a 2D array (`num_samples` x `num_features`). + style: + Name of style to apply to the plot. + colormap: + Name of colormap to apply to the colorbar. + + Returns: + Figure + """ + vmin, vmax = np.nanmin(feature_values), np.nanmax(feature_values) + with style_settings(style): + fig = plt.figure(layout="constrained", figsize=(7, 7)) + ax = fig.add_subplot(projection="3d") + x_val = np.linspace(vmin, vmax, nbins) + y_val = np.arange(np.shape(feature_values)[1]) + x_val, y_val = np.meshgrid(x_val, y_val) + + histogram = [] + for i in range(np.shape(feature_values)[1]): + feat_i_list = feature_values[:, i] + feat_hist, feat_bin_edges = np.histogram( + feat_i_list, bins=nbins, range=(vmin, vmax) + ) + histogram.append(feat_hist) + + ax.plot_surface(x_val, y_val, np.array(histogram), cmap=colormap) + ax.set_xlabel("Feature value") + ax.set_ylabel("Feature ID number") + ax.set_zlabel("Frequency") + # ax.legend() + return fig + + +def plot_reconstruction_diff( + diff_array: FloatArray, + vmin=None, + vmax=None, + style: str = DEFAULT_PLOT_STYLE, + colormap: str = DEFAULT_DIVERGING_PALETTE, +) -> matplotlib.figure.Figure: + """ + Plot the reconstruction differences as a heatmap. + """ + with style_settings(style): + if vmin is None: + vmin = np.min(diff_array) + elif vmax is None: + vmax = np.max(diff_array) + fig = plt.figure(layout="constrained", figsize=(7, 7)) + plt.imshow(diff_array, cmap=colormap, vmin=vmin, vmax=vmax) + plt.xlabel("Feature") + plt.ylabel("Sample") + plt.colorbar() + + return fig + + +def plot_feature_association_graph( + association_df, output_path, layout="circular", style: str = DEFAULT_PLOT_STYLE +) -> matplotlib.figure.Figure: + """ + This function plots a graph where each node corresponds to a feature and the edges + represent the associations between features. Edge width represents the probability + of said association, not the association's effect size. + + Input: + association_df: pandas dataframe containing the following columns: + - feature_a: source node + - feature_b: target node + - p_value/bayes_score: edge weight + output_path: Path object where the picture will be stored. + + Output: + Feature_association_graph.png: picture of the graph + + """ + + if "p_value" in association_df.columns: + association_df["weight"] = 1 - association_df["p_value"] + + elif "proba" in association_df.columns: + association_df["weight"] = association_df["proba"] + + elif "ks_distance" in association_df.columns: + association_df["weight"] = association_df["ks_distance"] + + with style_settings(style): + fig = plt.figure(figsize=(45, 45)) + G = nx.from_pandas_edgelist( + association_df, + source="feature_a_name", + target="feature_b_name", + edge_attr="weight", + ) + + nodes = list(G.nodes) + + datasets = association_df["feature_b_dataset"].unique() + color_map = { + dataset: (np.random.uniform(), np.random.uniform(), np.random.uniform()) + for dataset in datasets + } + node_dataset_map = { + target_feature: dataset + for (target_feature, dataset) in zip( + association_df["feature_b_name"], association_df["feature_b_dataset"] + ) + } + + if layout == "spring": + pos = nx.spring_layout(G) + with_labels = True + elif layout == "circular": + pos = nx.circular_layout(G) + _ = [ + plt.text( + pos[node][0], + pos[node][1], + nodes[i], + rotation=(i / float(len(nodes))) * 360, + fontsize=10, + horizontalalignment="center", + verticalalignment="center", + ) + for i, node in enumerate(nodes) + ] + with_labels = False + + else: + raise ValueError( + "Graph layout (layout argument) must be either 'circular' or 'spring'." + ) + + nx.draw( + G, + pos=pos, + with_labels=with_labels, + node_size=2000, + node_color=[ + ( + color_map[node_dataset_map[feature]] + if feature in node_dataset_map.keys() + else "white" + ) + for feature in G.nodes + ], + edge_color=list(nx.get_edge_attributes(G, "weight").values()), + font_color="black", + font_size=10, + edge_cmap=matplotlib.colormaps["Purples"], + connectionstyle="arc3, rad=1", + ) + + plt.tight_layout() + fig.savefig( + output_path / f"Feature_association_graph_{layout}.png", format="png" + ) + return fig + + +def plot_feature_mean_median( + array: FloatArray, axis=0, style: str = DEFAULT_PLOT_STYLE +) -> matplotlib.figure.Figure: + """ + Plot feature values together with the mean, median, min and max values + at each array position. + """ + with style_settings(style): + fig = plt.figure(figsize=(15, 3)) + y = np.mean(array, axis=axis) + y_2 = np.median(array, axis=axis) + y_3 = np.max(array, axis=axis) + y_4 = np.min(array, axis=axis) + plt.plot(np.arange(len(y)), y, "bo", label="mean") + plt.plot(np.arange(len(y_2)), y_2, "ro", label="median") + plt.plot(np.arange(len(y_3)), y_3, "go", label="max") + plt.plot(np.arange(len(y_4)), y_4, "yo", label="min") + plt.legend() + plt.xlabel("feature") + plt.ylabel("mean/median/min/max") + + return fig + + +def plot_reconstruction_movement( + baseline_recon: FloatArray, + perturb_recon: FloatArray, + k: int, + style: str = DEFAULT_PLOT_STYLE, +) -> matplotlib.figure.Figure: + """ + Plot, for each sample, the change in value from the unperturbed reconstruction to + the perturbed reconstruction. Blue lines are left/negative shifts, + red lines are right/positive shifts. + + Args: + baseline_recon: baseline reconstruction array with s samples + and k features (s,k). + perturb_recon: perturbed + k: feature index. The shift (movement) of this feature's reconstruction + will be plotted for all samples s. + """ + with style_settings(style): + # Feature changes + fig = plt.figure(figsize=(25, 25)) + for s in range(np.shape(baseline_recon)[0]): + plt.arrow( + baseline_recon[s, k], + s / 100, + perturb_recon[s, k], + 0, + length_includes_head=True, + color=["r" if baseline_recon[s, k] < perturb_recon[s, k] else "b"][0], + ) + plt.ylabel("Sample (e2)", size=40) + plt.xlabel("Feature_value", size=40) + return fig + + +def plot_cumulative_distributions( + edges: FloatArray, + hist_base: FloatArray, + hist_pert: FloatArray, + title: str, + style: str = DEFAULT_PLOT_STYLE, +) -> matplotlib.figure.Figure: + """ + Plot the cumulative distribution of the histograms for the baseline + and perturbed reconstructions. This is useful to visually assess the + magnitude of the shift corresponding to the KS score. + + """ + + with style_settings(style): + # Cumulative distribution: + fig = plt.figure(figsize=(7, 7)) + plt.plot( + (edges[:-1] + edges[1:]) / 2, + np.cumsum(hist_base), + color="blue", + label="baseline", + alpha=0.5, + ) + plt.plot( + (edges[:-1] + edges[1:]) / 2, + np.cumsum(hist_pert), + color="red", + label="Perturbed", + alpha=0.5, + ) + + plt.title(f"{title}.png") + plt.xlabel("Feature value") + plt.ylabel("Cumulative distribution") + plt.legend() + + return fig + + +def plot_correlations( + x: FloatArray, + y: FloatArray, + x_pol: FloatArray, + y_pol: FloatArray, + a2: float, + a1: float, + a: float, + k: int, + style: str = DEFAULT_PLOT_STYLE, +) -> matplotlib.figure.Figure: + """ + Plot y vs x and the corresponding polynomial fit. + """ + with style_settings(style): + # Plot correlations + fig = plt.figure(figsize=(7, 7)) + plt.plot(x, y, marker=".", lw=0, markersize=1, color="red") + plt.plot( + x_pol, + y_pol, + color="blue", + label="{0:.2f}x^2 {1:.2f}x {2:.2f}".format(a2, a1, a), + lw=1, + ) + plt.plot(x_pol, x_pol, lw=1, color="k") + plt.xlabel(f"Feature {k} baseline values ") + plt.ylabel(f"Feature {k} baseline value reconstruction") + plt.legend() + + return fig + + +def get_2nd_order_polynomial(x_array, y_array, n_points=100): + """ + Given a set of x an y values, find the 2nd oder polynomial fitting best the data. + Returns: + x_pol: x coordinates for the polynomial function evaluation. + y_pol: y coordinates for the polynomial function evaluation. + """ + a2, a1, a = np.polyfit(x_array, y_array, deg=2) + + x_pol = np.linspace(np.min(x_array), np.max(x_array), n_points) + y_pol = a2 * x_pol**2 + a1 * x_pol + a + + return x_pol, y_pol, (a2, a1, a) diff --git a/src/move/visualization/feature_importance.py b/src/move/visualization/feature_importance.py index f16cf55f..f80f4b14 100644 --- a/src/move/visualization/feature_importance.py +++ b/src/move/visualization/feature_importance.py @@ -10,11 +10,10 @@ from matplotlib.colors import TwoSlopeNorm from move.core.typing import FloatArray -from move.visualization.style import ( +from move.visualization.style import ( # color_cycle, DEFAULT_DIVERGING_PALETTE, DEFAULT_PLOT_STYLE, DEFAULT_QUALITATIVE_PALETTE, - color_cycle, style_settings, ) @@ -88,7 +87,9 @@ def plot_categorical_feature_importance( ) with style_settings(style): fig, ax = plt.subplots(figsize=figsize) - sns.stripplot(data=data, x="x", y="y", hue="category", size=1, ax=ax, palette=colormap) + sns.stripplot( + data=data, x="x", y="y", hue="category", size=1, ax=ax, palette=colormap + ) ax.set(xlabel="Impact on latent space", ylabel="Feature") # Fix labels in legend legend = ax.get_legend() diff --git a/src/move/visualization/latent_space.py b/src/move/visualization/latent_space.py index b07826b5..a978652b 100644 --- a/src/move/visualization/latent_space.py +++ b/src/move/visualization/latent_space.py @@ -2,11 +2,12 @@ from typing import Any +import matplotlib.cm as cm import matplotlib.figure import matplotlib.pyplot as plt import matplotlib.style import numpy as np -from matplotlib.colors import TwoSlopeNorm +from matplotlib.colors import Normalize, TwoSlopeNorm from move.core.typing import BoolArray, FloatArray from move.visualization.style import ( @@ -104,3 +105,119 @@ def plot_latent_space_with_con( cbar.ax.set(ylabel=feature_name) ax.set(xlabel="dim 0", ylabel="dim 1") return fig + + +def plot_3D_latent_and_displacement( + mu_baseline: FloatArray, + mu_perturbed: FloatArray, + feature_values: FloatArray, + feature_name: str, + show_baseline: bool = True, + show_perturbed: bool = True, + show_arrows: bool = True, + step: int = 1, + altitude: int = 30, + azimuth: int = 45, +) -> matplotlib.figure.Figure: + """ + Plot the movement of the samples in the 3D latent space after perturbing one + input variable. + + Args: + mu_baseline: + ND array with dimensions n_samples x n_latent_nodes containing + the latent representation of each sample + mu_perturbed: + ND array with dimensions n_samples x n_latent_nodes containing + the latent representation of each sample after perturbing the input + feature_values: + 1D array with feature values to map to a colormap ("bwr"). Each sample is + colored according to its value for the feature of interest. + feature_name: + name of the feature mapped to a colormap + show_baseline: + plot orginal location of the samples in the latent space + show_perturbed: + plot final location (after perturbation) of the samples in latent space + show_arrows: + plot arrows from original to final location of each sample + angle: + elevation from dim1-dim2 plane for the visualization of latent space. + + Raises: + ValueError: If latent space is not 3-dimensional (3 hidden nodes). + Returns: + Figure + """ + if [np.shape(mu_baseline)[1], np.shape(mu_perturbed)[1]] != [3, 3]: + raise ValueError( + " The latent space must be 3-dimensional. Redefine num_latent to 3." + ) + + fig = plt.figure(layout="constrained", figsize=(10, 10)) + ax = fig.add_subplot(projection="3d") + ax.view_init(altitude, azimuth) + + if show_baseline: + # vmin, vmax = np.min(feature_values[::step]), np.max(feature_values[::step]) + # abs_max = np.max([abs(vmin), abs(vmax)]) + ax.scatter( + mu_baseline[::step, 0], + mu_baseline[::step, 1], + mu_baseline[::step, 2], + marker=".", + c=feature_values[::step], + s=10, + lw=0, + cmap="seismic", + vmin=-2, + vmax=2, + ) + ax.set_title(feature_name) + fig.colorbar( + cm.ScalarMappable(cmap="seismic", norm=Normalize(-2, 2)), ax=ax + ) # Normalize(min(feature_values[::step]),max(feature_values[::step]))), ax=ax) + if show_perturbed: + ax.scatter( + mu_perturbed[::step, 0], + mu_perturbed[::step, 1], + mu_perturbed[::step, 2], + marker=".", + color="lightblue", + label="perturbed", + lw=0.5, + ) + if show_arrows: + u = mu_perturbed[::step, 0] - mu_baseline[::step, 0] + v = mu_perturbed[::step, 1] - mu_baseline[::step, 1] + w = mu_perturbed[::step, 2] - mu_baseline[::step, 2] + + # module = np.sqrt(u * u + v * v + w * w) + + max_u, max_v, max_w = np.max(abs(u)), np.max(abs(v)), np.max(abs(w)) + # Arrow colors will be weighted contributions of + # red -> dim1, + # green -> dim2, + # and blue-> dim3. + # I.e. purple arrow means movement in dims 1 and 3 + colors = [ + (abs(du) / max_u, abs(dv) / max_v, abs(dw) / max_w, 0.7) + for du, dv, dw in zip(u, v, w) + ] + ax.quiver( + mu_baseline[::step, 0], + mu_baseline[::step, 1], + mu_baseline[::step, 2], + u, + v, + w, + color=colors, + lw=0.8, + ) # alpha=(1-module/np.max(module))**6, arrow_length_ratio=0) + # help(ax.quiver) + ax.set_xlabel("Dim 1") + ax.set_ylabel("Dim 2") + ax.set_zlabel("Dim 3") + # ax.set_axis_off() + + return fig diff --git a/src/move/visualization/style.py b/src/move/visualization/style.py index d414c2ef..63ac3465 100644 --- a/src/move/visualization/style.py +++ b/src/move/visualization/style.py @@ -28,12 +28,12 @@ def color_cycle(colormap: str) -> ContextManager: Returns: Context manager """ - registry: ColormapRegistry = getattr(matplotlib, "colormaps") - colormap = registry[colormap] - if not isinstance(colormap, ListedColormap): - raise ValueError("Only colormaps that are list of colors supported.") - prop_cycle = cycler(color=getattr(colormap, "colors")) - return matplotlib.rc_context({"axes.prop_cycle": prop_cycle}) + registry: ColormapRegistry = matplotlib.colormaps + colormap_ = registry[colormap] + if isinstance(colormap_, ListedColormap): + prop_cycle = cycler(color=colormap_.colors) + return matplotlib.rc_context({"axes.prop_cycle": prop_cycle}) + raise ValueError("Only colormaps that are list of colors supported.") def style_settings(style: str) -> ContextManager: diff --git a/src/move/visualization/vae_visualization.py b/src/move/visualization/vae_visualization.py new file mode 100644 index 00000000..a208ef86 --- /dev/null +++ b/src/move/visualization/vae_visualization.py @@ -0,0 +1,268 @@ +__all__ = ["plot_vae"] + +from pathlib import Path +from typing import Optional + +import matplotlib +import matplotlib.cm as cm +import matplotlib.figure +import matplotlib.pyplot as plt +import networkx as nx +import numpy as np +import torch + + +def plot_vae( + path: Path, + savepath: Path, + filename: str, + title: str, + num_input: int, + num_hidden: int, + num_latent: int, + plot_edges=True, + input_sample: Optional[torch.Tensor] = None, + output_sample: Optional[torch.Tensor] = None, + mu: Optional[torch.Tensor] = None, + logvar: Optional[torch.Tensor] = None, +) -> matplotlib.figure.Figure: + """ + This function is aimed to visualize MOVE's architecture. + + Args: + path: path where the trained model with defined weights is to be found + filename: name of the model + title: title of the figure + num_input: number of input nodes + num_hidden: number of output nodes + num_latent: number of latent nodes + plot_edges: plot edges, i.e. connections with assigned weights between nodes + input_sample: array with input values to fill with a mapped color value + output_sample : " " output " " + mu: " " mean (latent) " " + logvar: " " log variance " " + + Returns: + figure + + Notes: + k: input node index + j: hidden node index + i: latent node index + """ + model_weights = torch.load(path / filename) + G = nx.Graph() + + # Position of the layers: + layer_distance = 10 + node_distance = 550 + latent_node_distance = 550 + latent_sep = 5 * latent_node_distance + + # Adding nodes to the graph ############################## + # Bias nodes + G.add_node( + "input_bias", + pos=(-6 * layer_distance, -3 * node_distance - num_input * node_distance / 2), + color=0.0, + ) + G.add_node( + "mu_bias", + pos=( + -3 * layer_distance, + (num_hidden + 3) * node_distance + - num_hidden * node_distance / 2 + + latent_sep / 2, + ), + color=0.0, + ) + G.add_node( + "var_bias", + pos=( + -3 * layer_distance, + -3 * node_distance - num_hidden * node_distance / 2 - latent_sep / 2, + ), + color=0.0, + ) + G.add_node( + "sam_bias", + pos=( + 0.5 * layer_distance, + -3 * latent_node_distance - num_latent * latent_node_distance / 2, + ), + color=0.0, + ) + G.add_node( + "out_bias", + pos=(3 * layer_distance, -3 * node_distance - num_hidden * node_distance / 2), + color=0.0, + ) + + # Actual nodes + for k in range(num_input): + G.add_node( + f"input_{k}", + pos=( + -6 * layer_distance, + k * node_distance - num_input * node_distance / 2, + ), + color=[input_sample[k] if input_sample is not None else 0.0][0], + ) + G.add_node( + f"output_{k}", + pos=(6 * layer_distance, k * node_distance - num_input * node_distance / 2), + color=[output_sample[k] if output_sample is not None else 0.0][0], + ) + for j in range(num_hidden): + G.add_node( + f"encoder_hidden_{j}", + pos=( + -3 * layer_distance, + j * node_distance - num_hidden * node_distance / 2, + ), + color=0.0, + ) + G.add_node( + f"decoder_hidden_{j}", + pos=( + 3 * layer_distance, + j * node_distance - num_hidden * node_distance / 2, + ), + color=0.0, + ) + for i in range(num_latent): + G.add_node( + f"mu_{i}", + pos=(0 * layer_distance, i * latent_node_distance + latent_sep / 2), + color=[mu[i] if mu is not None else 0.0][0], + ) + G.add_node( + f"var_{i}", + pos=(0 * layer_distance, -i * latent_node_distance - latent_sep / 2), + color=[np.exp(logvar[i] / 2) if logvar is not None else 0.0][0], + ) + G.add_node( + f"sam_{i}", + pos=( + 0.5 * layer_distance, + i * latent_node_distance - num_latent * latent_node_distance / 2, + ), + color=0.0, + ) + + # Adding weights to the graph ######################### + + if plot_edges: + for layer, values in model_weights.items(): + if layer == "encoderlayers.0.weight": + for k in range(values.shape[1]): # input + for j in range(values.shape[0]): # encoder_hidden + G.add_edge( + f"input_{k}", + f"encoder_hidden_{j}", + weight=values.numpy()[j, k], + ) + + elif layer == "encoderlayers.0.bias": + for j in range(values.shape[0]): # encoder_hidden + G.add_edge( + "input_bias", f"encoder_hidden_{j}", weight=values.numpy()[j] + ) + + elif layer == "mu.weight": + for j in range(values.shape[1]): # encoder hidden + for i in range(values.shape[0]): # mu + G.add_edge( + f"encoder_hidden_{j}", + f"mu_{i}", + weight=values.numpy()[i, j], + ) + + elif layer == "mu.bias": + for i in range(values.shape[0]): # encoder_hidden + G.add_edge("mu_bias", f"mu_{i}", weight=values.numpy()[i]) + + elif layer == "var.weight": + for j in range(values.shape[1]): # encoder hidden + for i in range(values.shape[0]): # var + G.add_edge( + f"encoder_hidden_{j}", + f"var_{i}", + weight=values.numpy()[i, j], + ) + + elif layer == "var.bias": + for i in range(values.shape[0]): # encoder_hidden + G.add_edge("var_bias", f"var_{i}", weight=values.numpy()[i]) + + # Sampled layer from mu and var: + elif layer == "decoderlayers.0.weight": + for i in range(values.shape[1]): # sampled latent + for j in range(values.shape[0]): # decoder_hidden + G.add_edge( + f"sam_{i}", + f"decoder_hidden_{j}", + weight=values.numpy()[j, i], + ) + + # Sampled layer from mu and var: + elif layer == "decoderlayers.0.bias": + for j in range(values.shape[0]): # decoder_hidden + G.add_edge( + "sam_bias", f"decoder_hidden_{j}", weight=values.numpy()[j] + ) + + elif layer == "out.weight": + for j in range(values.shape[1]): # decoder_hidden + for k in range(values.shape[0]): # output + G.add_edge( + f"output_{k}", + f"decoder_hidden_{j}", + weight=values.numpy()[k, j], + ) + + elif layer == "out.bias": + for k in range(values.shape[0]): # output + G.add_edge("out_bias", f"output_{k}", weight=values.numpy()[k]) + + fig = plt.figure(figsize=(60, 60)) + pos = nx.get_node_attributes(G, "pos") + color = list(nx.get_node_attributes(G, "color").values()) + edge_color = list(nx.get_edge_attributes(G, "weight").values()) + edge_width = list(nx.get_edge_attributes(G, "weight").values()) + + edge_cmap = matplotlib.colormaps["seismic"] + node_cmap = matplotlib.colormaps["seismic"] + + abs_max = np.max([abs(np.min(color)), abs(np.max(color))]) + abs_max_edge = np.max([abs(np.min(edge_color)), abs(np.max(edge_color))]) + + _ = cm.ScalarMappable( + cmap=node_cmap, norm=matplotlib.colors.Normalize(vmin=-abs_max, vmax=abs_max) + ) + sm_edge = cm.ScalarMappable( + cmap=edge_cmap, + norm=matplotlib.colors.Normalize(vmin=-abs_max_edge, vmax=abs_max_edge), + ) + + nx.draw( + G, + pos=pos, + with_labels=True, + node_size=100, + node_color=color, + edge_color=edge_color, + width=edge_width, + font_color="black", + font_size=10, + edge_cmap=edge_cmap, + cmap=node_cmap, + vmin=-abs_max, + vmax=abs_max, + ) + + # plt.colorbar(sm_node, label="Node value", shrink = .2) + plt.colorbar(sm_edge, label="Edge value", shrink=0.2) + plt.tight_layout() + fig.savefig(savepath / f"{title}.png", format="png", dpi=200) + return fig diff --git a/supplementary_files/3D_latent_visualization.py b/supplementary_files/3D_latent_visualization.py new file mode 100644 index 00000000..5c122c8c --- /dev/null +++ b/supplementary_files/3D_latent_visualization.py @@ -0,0 +1,154 @@ +""" +This code is meant to 1) compress the latent representation of the data contained in latent_location.npy +with shape (n_samples,n_features,n_perturbations) to 3 UMAP dimensions. +Then, the location of the samples in 3D-UMAP is plotted, color coding by a feature of interest. The movement +of the samples when perturbing said figure is shown using the same UMAP projection as the baseline. + +Args: + -lp or --latent_path: path to latent numpy array of shape (n_samples,n_features,n_perturbations) + -dp or --data_path: path to original datasets, in the example is interim_path + -ds or --dataset: name of the perturbed dataset + -foi or --feature_of_interest: feature that we want to perturb and visualize + +Returns: + figure folder inside latent_path/ with figures and gifs depicting the latent space distribution of + the feature of interest (perturbed_feature.gif) and the movement that samples undergo when perturbing + said feature (arrows.gif) + +Example: + args.latent_path = Path("/Users/_____/Desktop/MOVE/tutorial/results/identify_associations") + args.data_path = Path("/Users/_____/Desktop/MOVE/tutorial/interim_data") + args.dataset = "ibd.mbx" + args.feature_of_interest = "C20 carnitine" + +How to run: + Example: + 1) go to the folder where this file is located: + cd /Users/____/Desktop/MOVE/supplementary_files + 2) type the following substituting the fields for your files + python 3D_latent_visualization.py -lp /Users/____/Desktop/MOVE/tutorial/results/identify_associations \\ + -dp /Users/____/Desktop/MOVE/tutorial/interim_data \\ + -ds ibd.mbx \\ + -foi="C20 carnitine" + +Note: UMAP must be installed, which can be done by running: + pip install umap-learn +""" + +import argparse +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import umap +from PIL import Image + +from move.visualization.latent_space import plot_3D_latent_and_displacement + +parser = argparse.ArgumentParser( + description="Read latent space matrix file to plot it in 3D" +) +parser.add_argument( + "-lp", + "--latent_path", + metavar="lp", + type=Path, + required=True, + help="path to latent numpy array (n_samples,n_features,n_perturbations)", +) +parser.add_argument( + "-dp", + "--data_path", + metavar="dp", + type=Path, + required=True, + help="path to original datasets, interim_path", +) +parser.add_argument( + "-ds", + "--dataset", + metavar="ds", + type=str, + required=True, + help="name of the perturbed dataset", +) +parser.add_argument( + "-foi", + "--feature_of_interest", + metavar="foi", + type=str, + required=True, + help="feature that we want to perturb", +) +args = parser.parse_args() + +figure_path = Path(args.latent_path / "figures") +figure_path.mkdir(exist_ok=True, parents=True) + +perturbed_dataset = np.load(args.data_path / f"{args.dataset}.npy") +perturbed_features = list(np.load(args.latent_path / "perturbed_features_list.npy")) + +latent_matrix = np.load(args.latent_path / "latent_location.npy") +trans = umap.UMAP(random_state=42, n_components=3).fit(latent_matrix[:, :, -1]) +embedding = trans.embedding_ + +if args.feature_of_interest not in perturbed_features: + raise ValueError(" Feature of interest not in perturbed dataset") + +i = perturbed_features.index(args.feature_of_interest) + +new_embedding = trans.transform(latent_matrix[:, :, i]) + +# # Plot latent space: +pic_num = 0 +n_pictures = 100 +for azimuth, altitude in zip( + np.linspace(-45, 45, n_pictures), np.linspace(15, 45, n_pictures) +): + fig = plot_3D_latent_and_displacement( + embedding, + new_embedding, + feature_values=perturbed_dataset[:, i], + feature_name=f"Sample movement", + show_baseline=False, + show_perturbed=False, + show_arrows=True, + step=1, + altitude=altitude, + azimuth=azimuth, + ) + + fig.savefig(figure_path / f"3D_latent_movement_{pic_num}_arrows.png", dpi=100) + plt.close(fig) + + fig = plot_3D_latent_and_displacement( + embedding, + new_embedding, + feature_values=perturbed_dataset[:, i], + feature_name=f"Feature {args.feature_of_interest}", + show_baseline=True, + show_perturbed=False, + show_arrows=False, + altitude=altitude, + azimuth=azimuth, + ) + fig.savefig( + figure_path / f"3D_latent_movement_{pic_num}_perturbed_feature.png", dpi=100 + ) + plt.close(fig) + pic_num += 1 + +for plot_type in ["arrows", "perturbed_feature"]: + frames = [ + Image.open(figure_path / f"3D_latent_movement_{pic_num}_{plot_type}.png") + for pic_num in range(n_pictures) + ] # sorted(glob.glob("*3D_latent*"))] + frames[0].save( + figure_path / f"{plot_type}.gif", + format="GIF", + append_images=frames[1:], + save_all=True, + duration=75, + loop=0, + ) diff --git a/supplementary_files/create_datasets.py b/supplementary_files/create_datasets.py new file mode 100644 index 00000000..69998fee --- /dev/null +++ b/supplementary_files/create_datasets.py @@ -0,0 +1,299 @@ +""" +describe what is in this file +""" + +# %% +import numpy as np +import random as rnd +import pandas as pd +from pathlib import Path +from scipy.stats import pearsonr +import matplotlib.pyplot as plt +from sklearn.datasets import make_sparse_spd_matrix +from move.data.preprocessing import scale + + +########################### Hyperparameters #################################### +PROJECT_NAME = "ffa_sim" +MODE = "linear" # "non-linear" +SEED_1 = 1234 +np.random.seed(SEED_1) +rnd.seed(SEED_1) + +COV_ALPHA = 0.99 +N_SAMPLES = 500 +# SETTINGS = { +# "proteomics": { +# "features": 3000, +# "frequencies": [0.002, 0.01, 0.02], +# "coefficients": [500, 100, 50], +# "phase": 0, +# "offset": 500, +# }, +# "metagenomics": { +# "features": 1000, +# "frequencies": [0.001, 0.05, 0.08], +# "coefficients": [80, 20, 10], +# "phase": np.pi / 2, +# "offset": 400, +# }, +# } + +SETTINGS = { + "LP": { + "features": 900, + "frequencies": [0.002, 0.01, 0.02], + "coefficients": [500, 100, 50], + "phase": 0, + "offset": 500, + }, + "transcriptomics": { + "features": 1000, + "frequencies": [0.001, 0.05, 0.08], + "coefficients": [80, 20, 10], + "phase": np.pi / 2, + "offset": 400, + }, + # "PRS": { + # "features": 15, + # "frequencies": [0.1, 0.5, 0.8], + # "coefficients": [.2, .1, .05], + # "phase": np.pi / 2, + # "offset": 10, + # }, + # "age": { + # "features": 1, + # "frequencies": [0.1, 0.5, 0.8], + # "coefficients": [.1, .05, 0.1], + # "phase": np.pi / 2, + # "offset": 50, + # }, +} + +COR_THRES = 0.02 +PAIRS_OF_INTEREST = [(1, 2), (3, 4)] # ,(77,75),(99,70),(38,2),(67,62)] + +# Path to store output files +outpath = Path("./") / f"dataset_creation_outputs_{PROJECT_NAME}" +outpath.mkdir(exist_ok=True, parents=True) + +################################ Functions #################################### + + +def get_feature_names(settings): + all_feature_names = [ + f"{key}_{i+1}" + for key in settings.keys() + for i in range(settings[key]["features"]) + ] + return all_feature_names + + +def create_mean_profiles(settings): + feature_means = [] + for key in settings.keys(): + mean = settings[key]["offset"] + for freq, coef in zip( + settings[key]["frequencies"], settings[key]["coefficients"] + ): + mean += coef * ( + np.sin( + freq * np.arange(settings[key]["features"]) + settings[key]["phase"] + ) + + 1 + ) + feature_means.extend(list(mean)) + return feature_means + + +def create_ground_truth_correlations_file(correlations): + sort_ids = np.argsort(abs(correlations), axis=None)[::-1] # 1D: N x C + corr = np.take(correlations, sort_ids) # 1D: N x C + sig_ids = sort_ids[abs(corr) > COR_THRES] + sig_ids = np.vstack( + (sig_ids // len(all_feature_names), sig_ids % len(all_feature_names)) + ).T + associations = pd.DataFrame(sig_ids, columns=["feature_a_id", "feature_b_id"]) + a_df = pd.DataFrame(dict(feature_a_name=all_feature_names)) + a_df.index.name = "feature_a_id" + a_df.reset_index(inplace=True) + b_df = pd.DataFrame(dict(feature_b_name=all_feature_names)) + b_df.index.name = "feature_b_id" + b_df.reset_index(inplace=True) + associations = associations.merge(a_df, on="feature_a_id", how="left").merge( + b_df, on="feature_b_id", how="left" + ) + associations["Correlation"] = corr[abs(corr) > COR_THRES] + associations = associations[ + associations.feature_a_id > associations.feature_b_id + ] # Only one half of the matrix + return associations + + +def plot_score_matrix( + array, feature_names, cmap="bwr", vmin=None, vmax=None, label_step=50 +): + if vmin is None: + vmin = np.min(array) + elif vmax is None: + vmax = np.max(array) + # if ax is None: + fig = plt.figure(figsize=(15, 15)) + plt.imshow(array, cmap=cmap, vmin=vmin, vmax=vmax) + plt.xticks( + np.arange(0, len(feature_names), label_step), + feature_names[::label_step], + fontsize=8, + rotation=90, + ) + plt.yticks( + np.arange(0, len(feature_names), label_step), + feature_names[::label_step], + fontsize=8, + ) + plt.tight_layout() + # ax + return fig + + +def plot_feature_profiles(dataset, feature_means): + ## Plot profiles + fig = plt.figure(figsize=(15, 5)) + plt.plot( + np.arange(len(feature_means)), feature_means, lw=1, marker=".", markersize=0 + ) + for sample in dataset: + plt.plot( + np.arange(len(feature_means)), sample, lw=0.1, marker=".", markersize=0 + ) + plt.xlabel("Feature number") + plt.ylabel("Count number") + plt.title("Patient specific profiles") + plt.tight_layout() + + return fig + + +def plot_feature_correlations(dataset, pairs_2_plot): + fig = plt.figure() + for f1, f2 in pairs_2_plot: + plt.plot( + dataset[:, f1], + dataset[:, f2], + lw=0, + marker=".", + markersize=1, + label=f"{correlations[f1,f2]:.2f}", + ) + plt.xlabel("Feature A") + plt.ylabel("Feature B") + plt.legend( + loc="upper center", + bbox_to_anchor=(0.5, -0.1), + fancybox=True, + shadow=True, + ncol=5, + ) + plt.title("Feature correlations") + plt.tight_layout() + + return fig + + +def save_splitted_datasets( + settings: dict, PROJECT_NAME, dataset, all_feature_names, n_samples, outpath +): + # Save index file + index = pd.DataFrame({"ID": list(np.arange(1, n_samples + 1))}) + index.to_csv(outpath / f"random.{PROJECT_NAME}.ids.txt", index=False) + # Save continuous files + df = pd.DataFrame( + dataset, columns=all_feature_names, index=list(np.arange(1, n_samples + 1)) + ) + cum_feat = 0 + for key in settings.keys(): + df_feat = settings[key]["features"] + df_cont = df.iloc[:, cum_feat : cum_feat + df_feat] + df_cont.insert(0, "ID", np.arange(1, n_samples + 1)) + df_cont.to_csv( + outpath / f"random.{PROJECT_NAME}.{key}.tsv", sep="\t", index=False + ) + cum_feat += df_feat + + +################################## Main script ################################## +if __name__ == "__main__": + # %% + # Add all datasets in a single matrix: + all_feature_names = get_feature_names(SETTINGS) + feat_means = create_mean_profiles(SETTINGS) + + # %% + ###### Covariance matrix definition ###### + if MODE == "linear": + covariance_matrix = make_sparse_spd_matrix( + dim=len(all_feature_names), + alpha=COV_ALPHA, + smallest_coef=-30, + largest_coef=30, + norm_diag=False, + random_state=SEED_1, + ) + elif MODE == "non-linear": + covariance_matrix = np.identity(len(all_feature_names)) + + ABS_MAX = np.max(abs(covariance_matrix)) + fig = plot_score_matrix( + covariance_matrix, all_feature_names, vmin=-ABS_MAX, vmax=ABS_MAX + ) + fig.savefig(outpath / f"Covariance_matrix_{PROJECT_NAME}.png") + + # dataset = np.array( + # [ + # list(np.random.multivariate_normal(feat_means, covariance_matrix)) + # for _ in range(N_SAMPLES) + # ] + # ) + + dataset = np.random.multivariate_normal(feat_means, covariance_matrix, N_SAMPLES) + print(dataset.shape) + + # Add non-linearities + if MODE == "non-linear": + for i, j in PAIRS_OF_INTEREST: + freq = np.random.choice([4, 5, 6]) + dataset[:, i] += np.sin(freq * dataset[:, j]) + + scaled_dataset, _ = scale(dataset) + + # Actual correlations: + # correlations = np.empty(np.shape(covariance_matrix)) + # for ifeat in range(len(covariance_matrix)): + # for jfeat in range(len(covariance_matrix)): + # correlations[ifeat, jfeat] = pearsonr(dataset[:, ifeat], dataset[:, jfeat])[ + # 0 + # ] + + correlations = np.corrcoef(dataset, rowvar=False) + fig = plot_score_matrix(correlations, all_feature_names, vmin=-1, vmax=1) + fig.savefig(outpath / f"Correlations_{PROJECT_NAME}.png", dpi=200) + + # Sort correlations by absolute value + associations = create_ground_truth_correlations_file(correlations) + associations.to_csv(outpath / f"changes.{PROJECT_NAME}.txt", sep="\t", index=False) + + # Plot feature profiles per sample + fig = plot_feature_profiles(dataset, feat_means) + fig.savefig(outpath / "Multi-omic_profiles.png") + + ## Plot correlations + fig = plot_feature_correlations(dataset, PAIRS_OF_INTEREST) + fig.savefig(outpath / "Feature_correlations.png") + + fig = plot_feature_correlations(scaled_dataset, PAIRS_OF_INTEREST) + fig.savefig(outpath / "Feature_correlations_scaled.png") + + # Write tsv files with feature values for all samples in both datasets: + save_splitted_datasets( + SETTINGS, PROJECT_NAME, dataset, all_feature_names, N_SAMPLES, outpath + ) diff --git a/supplementary_files/performance_evaluation.py b/supplementary_files/performance_evaluation.py new file mode 100644 index 00000000..6e5007c5 --- /dev/null +++ b/supplementary_files/performance_evaluation.py @@ -0,0 +1,439 @@ +import argparse +import matplotlib.pyplot as plt +import numpy as np +from sklearn.metrics import precision_recall_curve, average_precision_score +from matplotlib_venn import venn2, venn3 + +##################################### Functions ############################################# + + +def plot_confusion_matrix(cm, target_names, cmap=None, normalize=False): + """Function that plots the confusion matrix given cm. Mattias Ohlsson's code extended.""" + + import itertools + + accuracy = np.trace(cm) / float(np.sum(cm)) + misclass = 1 - accuracy + + if cmap is None: + cmap = plt.get_cmap("Blues") + + fig = plt.figure(figsize=(4, 3)) + plt.imshow(cm, interpolation="nearest", cmap=cmap) + plt.colorbar() + + if target_names is not None: + tick_marks = np.arange(len(target_names)) + plt.xticks(tick_marks, target_names, rotation=0, fontsize=12) + plt.yticks(tick_marks, target_names, fontsize=12) + + if normalize: + cm = cm.astype("float") / cm.sum(axis=1)[:, np.newaxis] + + thresh = cm.max() / 1.5 if normalize else cm.max() / 2 + for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])): + if normalize: + plt.text( + j, + i, + "{:0.4f}".format(cm[i, j]), + horizontalalignment="center", + color="white" if cm[i, j] > thresh else "black", + fontsize=14, + ) + else: + plt.text( + j, + i, + "{:,}".format(cm[i, j]), + horizontalalignment="center", + color="white" if cm[i, j] > thresh else "black", + fontsize=14, + ) + + plt.tight_layout() + plt.ylabel("True label", fontsize=14) + plt.xlabel( + "Predicted label\naccuracy={:0.4f}; misclass={:0.4f}".format( + accuracy, misclass + ), + fontsize=14, + ) + + return fig + + +def classify_associations(target_file, assoc_tuples): + self_assoc = 0 # Self associations + found_assoc_dict = {} + false_assoc_dict = {} + tp_fp = np.array([[0, 0]]) + with open(target_file, "r") as f: + for line in f: + if line[0] != "f": + splitline = line.strip().split("\t") + feat_a = splitline[2] + feat_b = splitline[3] + score = abs(float(splitline[5])) + if feat_a == feat_b: # Self associations will not be counted + self_assoc += 1 + else: + if (feat_a, feat_b) in assoc_tuples: + found_assoc_dict[(feat_a, feat_b)] = score + if ( + feat_b, + feat_a, + ) not in found_assoc_dict.keys(): # If we had not found it yet + tp_fp = np.vstack((tp_fp, tp_fp[-1] + [0, 1])) + elif (feat_a, feat_b) not in assoc_tuples: + false_assoc_dict[(feat_a, feat_b)] = score + if (feat_b, feat_a) not in false_assoc_dict.keys(): + tp_fp = np.vstack((tp_fp, tp_fp[-1] + [1, 0])) + + # Remove duplicated associations: + for i, j in list(found_assoc_dict.keys()): + if (j, i) in found_assoc_dict.keys(): + del found_assoc_dict[ + (j, i) + ] # remove the weakest direction for the association + + for i, j in list(false_assoc_dict.keys()): + if (j, i) in false_assoc_dict.keys(): + del false_assoc_dict[(i, j)] + + return self_assoc, found_assoc_dict, false_assoc_dict, tp_fp + + +def create_confusion_matrix(n_feat, associations, real_assoc, false_assoc): + cm = np.empty((2, 2)) + # TN: only counting the upper half matrix (non doubled associations) + cm[0, 0] = (n_feat * n_feat - n_feat) / 2 - ( + associations + false_assoc + ) # Diagonal is discarded + cm[0, 1] = false_assoc + cm[1, 0] = associations - real_assoc + cm[1, 1] = real_assoc + + return cm + + +def get_precision_recall(found_assoc_dict, false_assoc_dict, associations): + y_true = [] + y_pred = [] + + # True Positives + for score in found_assoc_dict.values(): + y_true.append(1) + y_pred.append(score) + # False Positives + for score in false_assoc_dict.values(): + y_true.append(0) + y_pred.append(score) + # False negatives + for _ in range(associations - len(found_assoc_dict)): + y_true.append(1) + y_pred.append(0) + + precision, recall, thr = precision_recall_curve( + y_true, y_pred + ) # thr will tell us score values + avg_prec = average_precision_score(y_true, y_pred) + + return precision, recall, thr, avg_prec + + +def plot_precision_recall(precision, recall, avg_prec, label, ax): + ax.scatter( + recall, + precision, + lw=0, + marker=".", + s=5, + edgecolors="none", + label=f"{label} - APS:{avg_prec:.2f}", + ) + ax.legend() + return ax + + +def plot_thr_recall(thr, recall, label, ax): + ax.scatter(recall[:-1], thr, lw=0, marker=".", s=5, edgecolors="none", label=label) + ax.legend() + return ax + + +def plot_TP_vs_FP(tp_fp, label, ax): + ax.scatter(tp_fp[:, 0], tp_fp[:, 1], s=2, label=label, edgecolors="none") + ax.legend() + return ax + + +def plot_filling_order(order_list, last_rank=None): + + if last_rank is None: + last_rank = len(order_list) + fig = plt.figure() + order_img = np.zeros((np.max(order_list), len(order_list))) + for i, element in enumerate(order_list): + order_img[element - 1, i:] = 1 + + plt.imshow(order_img[:last_rank, :], cmap="binary") + plt.xlabel("Correct prediction number") + plt.ylabel("Association ranking") + plt.plot(np.arange(last_rank), np.arange(last_rank)) + return fig + + +def plot_effect_size_matching( + assoc_tuples_dict, found_assoc_dict, label, ALGORITHM, ax +): + + ground_truth_effects = [ + assoc_tuples_dict[key] for key in list(found_assoc_dict.keys()) + ] + predicted_effects = np.array(list(found_assoc_dict.values())) + + if ALGORITHM == "ttest": + # Eq 15 on https://doi.org/10.1146/annurev-statistics-031017-100307 + predicted_effects = [-np.log10(p) if p != 0 else -1 for p in predicted_effects] + predicted_effects[predicted_effects == -1] = np.max( + predicted_effects + ) # Change zeros for max likelihood, -1 as dummy value + predicted_effects = np.array(predicted_effects) + + max, min = np.max(predicted_effects), np.min(predicted_effects) + standarized_pred_effects = (predicted_effects - min) / (max - min) + ax.scatter( + ground_truth_effects, + standarized_pred_effects, + s=12, + edgecolors="none", + label=label, + ) + ax.legend() + return ax + + +def plot_venn_diagram(venn, ax, mode="all", scale="log"): + sets = [set(venn[key][mode]) for key in list(venn.keys())] + labels = (key for key in list(venn.keys())) + + if len(venn) == 2: + venn2(sets, labels, ax=ax) + elif len(venn) == 3: + venn3(sets, labels, ax=ax) + else: + raise ValueError("Unsupported number of input files.") + + +def plot_upsetplot(venn, assoc_tuples): + from upsetplot import UpSet + import pandas as pd + from matplotlib import cm + + all_assoc = set( + [ + association + for ALGORITHM in venn.keys() + for association in venn[ALGORITHM]["all"] + ] + ) + columns = ["ground truth"] + columns.extend([ALGORITHM for ALGORITHM in list(venn.keys())]) + + df = {} + for association in all_assoc: + df[association] = [] + + if association in assoc_tuples: + df[association].append("TP") + else: + df[association].append("FP") + + for ALGORITHM in list(venn.keys()): + if association in venn[ALGORITHM]["all"]: + df[association].append(1) + else: + df[association].append(0) + + df = pd.DataFrame.from_dict(df, orient="index", columns=columns) + df = df.set_index([pd.Index(df[ALGORITHM] == 1) for ALGORITHM in list(venn.keys())]) + upset = UpSet(df, intersection_plot_elements=0, show_counts=True) + + upset.add_stacked_bars( + by="ground truth", + colors=cm.Pastel1, + title="Count by ground truth value", + elements=10, + ) + + return upset + + +###################################### Main code ################################################ + +parser = argparse.ArgumentParser( + description="Read two files with ground truth associations and predicted associations." +) +parser.add_argument( + "-p", + "--perturbed", + metavar="pert", + type=str, + required=True, + help="perturbed feature names", +) +parser.add_argument( + "-n", + "--features", + metavar="feat", + type=int, + required=True, + help=" total number of features", +) +parser.add_argument( + "-r", + "--reference", + metavar="ref", + type=str, + required=True, + help="path to the ground truth associations file", +) +parser.add_argument( + "-t", + "--targets", + metavar="tar", + type=str, + required=True, + nargs="+", + help="path to the predicted associations files", +) +args = parser.parse_args() + + +# Defining main performance evaluation figures: +fig_0, ax_0 = plt.subplots(figsize=(7, 7)) +fig_1, ax_1 = plt.subplots(figsize=(7, 7)) +fig_2, ax_2 = plt.subplots() +fig_3, ax_3 = plt.subplots() + +assoc_tuples_dict = {} + +# Reading the file with the ground truth changes: +with open(args.reference, "r") as f: + for line in f: + if line[0] != "f" and line[0] != "n": + splitline = line.strip().split("\t") + feat_a = splitline[2] + feat_b = splitline[3] + assoc_strength = abs(float(splitline[4])) + # Only can detect associations with perturbed features + if args.perturbed in feat_a or args.perturbed in feat_b: + assoc_tuples_dict[(feat_a, feat_b)] = assoc_strength + assoc_tuples_dict[(feat_b, feat_a)] = assoc_strength + +associations = int(len(assoc_tuples_dict) / 2) +venn = {} +# Count and save found associations +for target_file in args.targets: + + ALGORITHM = target_file.split("/")[-1].split("_")[3][:-4] + self_assoc, found_assoc_dict, false_assoc_dict, tp_fp = classify_associations( + target_file, list(assoc_tuples_dict.keys()) + ) + real_assoc = len(found_assoc_dict) # True predicted associations + false_assoc = len(false_assoc_dict) # False predicted associations + total_assoc = real_assoc + false_assoc + + venn[ALGORITHM] = {} + venn[ALGORITHM]["correct"] = list(found_assoc_dict.keys()) + venn[ALGORITHM]["all"] = list(found_assoc_dict.keys()) + list( + false_assoc_dict.keys() + ) + + # Assess ranking of associations (they are doubled in assoc_tuples): + order_list = [ + list(assoc_tuples_dict.keys()).index((feat_a, feat_b)) // 2 + for (feat_a, feat_b) in list(found_assoc_dict.keys()) + ] + fig = plot_filling_order(order_list) + fig.savefig(f"Order_image_{ALGORITHM}.png", dpi=200) + + ax_0 = plot_effect_size_matching( + assoc_tuples_dict, found_assoc_dict, ALGORITHM, ALGORITHM, ax_0 + ) + + # Plot confusion matrix: + cm = create_confusion_matrix(args.features, associations, real_assoc, false_assoc) + fig = plot_confusion_matrix( + cm, ["No assoc", "Association"], cmap=None, normalize=False + ) + + fig.savefig(f"Confusion_matrix_{ALGORITHM}.png", dpi=100, bbox_inches="tight") + + # Plot precision-recall and TP-FP curves + precision, recall, thr, avg_prec = get_precision_recall( + found_assoc_dict, false_assoc_dict, associations + ) + + ax_1 = plot_precision_recall(precision, recall, avg_prec, ALGORITHM, ax_1) + ax_2 = plot_TP_vs_FP(tp_fp, ALGORITHM, ax_2) + ax_3 = plot_thr_recall(thr, recall, ALGORITHM, ax_3) + + # Write results: + with open("Performance_evaluation_summary_results.txt", "a") as f: + f.write(f" File: {target_file}\n") + f.write( + f"Ground truth detectable associations (i.e. involving perturbed feature,{args.perturbed}):{associations}\n" + ) + f.write( + f"{total_assoc} unique associations found\n{self_assoc} self-associations were found before filtering\n{real_assoc} were real associations\n{false_assoc} were either false or below the significance threshold\n" + ) + # print("Correct associations:\n", found_assoc_tuples, "\n") + f.write( + f"Sensitivity:{real_assoc}/{associations} = {real_assoc/associations}\n" + ) + f.write(f"Precision:{real_assoc}/{total_assoc} = {(real_assoc)/total_assoc}\n") + f.write(f"Order list:{order_list}\n\n") + f.write("______________________________________________________\n") + + +# Edit figures: layout +ax_0.set_xlabel("Real effect") +ax_0.set_ylabel("Predicted effect") +ax_0.set_ylim((-0.02, 1.02)) +ax_0.set_xlim((0, 1.02)) +ax_0.legend( + loc="upper center", bbox_to_anchor=(0.5, 1.1), ncol=3, fancybox=True, shadow=True +) + +ax_1.set_xlabel("Recall") +ax_1.set_ylabel("Precision") +ax_1.legend() +ax_1.set_ylim((0, 1.05)) +ax_1.set_xlim((0, 1.05)) + +ax_2.set_xlabel("False Positives") +ax_2.set_ylabel("True Positives") +ax_2.set_aspect("equal") + +ax_3.set_ylabel("Threshold") +ax_3.set_xlabel("Recall") + + +# Save main figures: +fig_0.savefig("Effect_size_matchin.png", dpi=200) +fig_1.savefig("Precision_recall.png", dpi=200) +fig_2.savefig("TP_vs_FP.png", dpi=200) +fig_3.savefig("thr_vs_recall.png", dpi=200) + +# Plotting venn diagram: +if len(venn) == 2 or len(venn) == 3: + fig_v, ax_v = plt.subplots() + ax_v = plot_venn_diagram(venn, ax_v, mode="correct") + fig_v.savefig("Venn_diagram.png", dpi=200) + +# Plotting UpSet plot +upset = plot_upsetplot(venn, list(assoc_tuples_dict.keys())) +upset.plot() +plt.savefig("UpSet.png", dpi=200) diff --git a/supplementary_files/visualize_vae.py b/supplementary_files/visualize_vae.py new file mode 100644 index 00000000..23636691 --- /dev/null +++ b/supplementary_files/visualize_vae.py @@ -0,0 +1,97 @@ +""" +This code plots the the trained autoencoder as a graph, where the edges and their color represent the weights. +If you don't know the input size, it is stated in logs/identify_associations as, e.g., 1343 in Model: VAE (1343 ⇄ 720 ⇄ 50). +The rest of the parameters can also be found in the config file for the identify associations task. + +Args: +-mp or --models_path: path to model weight files of the format model___.pt +-op or --output_path: path where the png figure will be saved +-in or --n_input: number of input nodes +-hi or --n_hidden: number of hidden nodes +-la or --n_latent: number of latent nodes +-re or --refit: refit number of the model we want to visualize + +Returns: + Png figure of the VAE's weights for a given refit of the model. + +Example: + + python visualize_vae.py -mp /Users/______/Desktop/MOVE/tutorial/interim_data/models \\ + -op /Users/______/Desktop/MOVE/tutorial/results/identify_associations/figures \\ + -in 1343 \\ + -hi 720 \\ + -la 50 \\ + -re 0 + +""" + +import argparse +from pathlib import Path + +from move.visualization.vae_visualization import plot_vae + +parser = argparse.ArgumentParser( + description="Plot weights and nodes for a trained autoencoder" +) +parser.add_argument( + "-mp", + "--models_path", + metavar="mp", + type=Path, + required=True, + help="path to model weight files of the format model___.pt", +) +parser.add_argument( + "-op", + "--output_path", + metavar="op", + type=Path, + required=True, + help="path where the png figure will be saved", +) +parser.add_argument( + "-in", + "--n_input", + metavar="i", + type=int, + required=True, + help="number of input nodes", +) +parser.add_argument( + "-hi", + "--n_hidden", + metavar="h", + type=int, + required=True, + help="number of hidden nodes", +) +parser.add_argument( + "-la", + "--n_latent", + metavar="l", + type=int, + required=True, + help="number of latent nodes", +) +parser.add_argument( + "-re", + "--refit", + metavar="r", + type=str, + required=True, + help="refit number of the model we want to visualize", +) + +args = parser.parse_args() + + +plot_vae_base = plot_vae( + args.models_path, + args.output_path, + f"model_{args.n_latent}_{args.refit}.pt", + f"Vae's weights for refit {args.refit}", + num_input=args.n_input, + num_hidden=args.n_hidden, + num_latent=args.n_latent, + plot_edges=True, +) diff --git a/tutorial/config/data/random_continuous.yaml b/tutorial/config/data/random_continuous.yaml new file mode 100755 index 00000000..53150799 --- /dev/null +++ b/tutorial/config/data/random_continuous.yaml @@ -0,0 +1,20 @@ +# DO NOT EDIT DEFAULTS + +defaults: + - base_data + +# FEEL FREE TO EDIT BELOW + +raw_data_path: data/ # where raw data is stored +interim_data_path: interim_data_cont/ # where intermediate files will be stored +results_path: results_cont/ # where result files will be placed + +sample_names: + random.continuous.ids # names/IDs of each sample, must appear in the + # other datasets + +categorical_inputs: [] # no categorical inputs + +continuous_inputs: # a list of continuous datasets + - name: random.continuous.proteomics + - name: random.continuous.metagenomics diff --git a/tutorial/config/data/random_small.yaml b/tutorial/config/data/random_small.yaml index e1cc182d..5f1e8d18 100644 --- a/tutorial/config/data/random_small.yaml +++ b/tutorial/config/data/random_small.yaml @@ -5,16 +5,17 @@ defaults: # FEEL FREE TO EDIT BELOW -raw_data_path: data/ # where raw data is stored -interim_data_path: interim_data/ # where intermediate files will be stored -results_path: results/ # where result files will be placed +raw_data_path: data/ # where raw data is stored +interim_data_path: interim_data/ # where intermediate files will be stored +results_path: results/ # where result files will be placed -sample_names: random.small.ids # names/IDs of each sample, must appear in - # the other datasets +sample_names: + random.small.ids # names/IDs of each sample, must appear in + # the other datasets -categorical_inputs: # a list of categorical datasets +categorical_inputs: # a list of categorical datasets - name: random.small.drugs -continuous_inputs: # a list of continuous datasets +continuous_inputs: # a list of continuous datasets - name: random.small.proteomics - name: random.small.metagenomics diff --git a/tutorial/config/experiment/random_continuous.yaml b/tutorial/config/experiment/random_continuous.yaml new file mode 100644 index 00000000..fb0e7142 --- /dev/null +++ b/tutorial/config/experiment/random_continuous.yaml @@ -0,0 +1,5 @@ +# @package _global_ + +defaults: + - override /data: random_continuous + - override /task: random_continuous__id_assoc_ttest diff --git a/tutorial/config/experiment/random_continuous__tune.yaml b/tutorial/config/experiment/random_continuous__tune.yaml new file mode 100644 index 00000000..bf4d91fc --- /dev/null +++ b/tutorial/config/experiment/random_continuous__tune.yaml @@ -0,0 +1,22 @@ +# @package _global_ + +# Define the default configuration for the data and task (model and training) + +defaults: + - override /data: random_continuous + - override /task: tune_model_reconstruction + +# Configure which hyperarameters to vary +# This will run and log the metrics of 12 models (combination of 3 hyperparams +# with 2-3 levels: 2 * 2 * 3) + +# Any field defined in the task configuration can be configured below. + +hydra: + mode: MULTIRUN + sweeper: + params: + task.batch_size: 10 #10, 20 + task.model.num_hidden: "[250]" + task.model.num_latent: 100, 200, 220 + task.training_loop.num_epochs: 200 diff --git a/tutorial/config/task/random_continuous__id_assoc_bayes.yaml b/tutorial/config/task/random_continuous__id_assoc_bayes.yaml new file mode 100644 index 00000000..6a004992 --- /dev/null +++ b/tutorial/config/task/random_continuous__id_assoc_bayes.yaml @@ -0,0 +1,21 @@ +defaults: + - identify_associations_bayes + +batch_size: 10 + +num_refits: 10 + +target_dataset: random.continuous.proteomics +target_value: plus_std +save_refits: True + +model: + num_hidden: + - 100 + num_latent: 50 + beta: .0001 + dropout: .1 + +training_loop: + lr: 1e-4 + num_epochs: 200 diff --git a/tutorial/config/task/random_continuous__id_assoc_ks.yaml b/tutorial/config/task/random_continuous__id_assoc_ks.yaml new file mode 100644 index 00000000..b046a81d --- /dev/null +++ b/tutorial/config/task/random_continuous__id_assoc_ks.yaml @@ -0,0 +1,27 @@ +defaults: + - identify_associations_ks + +batch_size: 10 + +num_refits: 10 +sig_threshold: 0.05 + +target_dataset: random.continuous.proteomics +target_value: plus_std +save_refits: True + +model: + num_hidden: + - 100 + num_latent: 50 + beta: 0.1 + dropout: 0.1 + +training_loop: + lr: 1e-4 + num_epochs: 200 + +perturbed_feature_names: + - proteomics_3 +target_feature_names: + - metagenomics_9 diff --git a/tutorial/config/task/random_continuous__id_assoc_ttest.yaml b/tutorial/config/task/random_continuous__id_assoc_ttest.yaml new file mode 100644 index 00000000..c5ddb34d --- /dev/null +++ b/tutorial/config/task/random_continuous__id_assoc_ttest.yaml @@ -0,0 +1,24 @@ +defaults: + - identify_associations_ttest + +batch_size: 10 + +num_refits: 10 + +target_dataset: random.continuous.proteomics +target_value: plus_std +save_refits: True + +num_latent: + - 30 + - 40 + - 50 + - 60 + +model: + num_hidden: + - 100 + +training_loop: + lr: 1e-4 + num_epochs: 200 diff --git a/tutorial/config/task/random_continuous__latent.yaml b/tutorial/config/task/random_continuous__latent.yaml new file mode 100644 index 00000000..ccb9badf --- /dev/null +++ b/tutorial/config/task/random_continuous__latent.yaml @@ -0,0 +1,16 @@ +defaults: + - analyze_latent + +batch_size: 10 + +feature_names: + - proteomics_1 + +model: + num_hidden: + - 100 + num_latent: 50 + +training_loop: + lr: 1e-4 + num_epochs: 200 diff --git a/tutorial/config/task/random_small__id_assoc_bayes.yaml b/tutorial/config/task/random_small__id_assoc_bayes.yaml index 05661ec9..ad7e67f7 100644 --- a/tutorial/config/task/random_small__id_assoc_bayes.yaml +++ b/tutorial/config/task/random_small__id_assoc_bayes.yaml @@ -1,4 +1,3 @@ - defaults: - identify_associations_bayes diff --git a/tutorial/config/task/random_small__id_assoc_ttest.yaml b/tutorial/config/task/random_small__id_assoc_ttest.yaml index 6e8a92ec..0a88162e 100644 --- a/tutorial/config/task/random_small__id_assoc_ttest.yaml +++ b/tutorial/config/task/random_small__id_assoc_ttest.yaml @@ -1,19 +1,18 @@ - defaults: - identify_associations_ttest -batch_size: 10 # number of samples per batch in training loop +batch_size: 10 # number of samples per batch in training loop -num_refits: 10 # number of times to refit (retrain) model +num_refits: 10 # number of times to refit (retrain) model -target_dataset: random.small.drugs # dataset to perturb -target_value: 1 # value to change to -save_refits: True # whether to save refits to interim folder +target_dataset: random.small.drugs # dataset to perturb +target_value: 1 # value to change to +save_refits: True # whether to save refits to interim folder -model: # model configuration - num_hidden: # list of units in each hidden layer of the VAE encoder/decoder +model: # model configuration + num_hidden: # list of units in each hidden layer of the VAE encoder/decoder - 1000 -training_loop: # training loop configuration - lr: 1e-4 # learning rate - num_epochs: 40 # number of epochs +training_loop: # training loop configuration + lr: 1e-4 # learning rate + num_epochs: 40 # number of epochs diff --git a/tutorial/data/changes.continuous.txt b/tutorial/data/changes.continuous.txt new file mode 100755 index 00000000..01216cb9 --- /dev/null +++ b/tutorial/data/changes.continuous.txt @@ -0,0 +1,2315 @@ +feature_a_id feature_b_id feature_a_name feature_b_name Correlation +144 137 metagenomics_45 metagenomics_38 0.9984881263682859 +129 74 metagenomics_30 proteomics_75 0.9978774288618397 +57 23 proteomics_58 proteomics_24 0.997104995657567 +131 4 metagenomics_32 proteomics_5 -0.9965623915937531 +98 42 proteomics_99 proteomics_43 -0.9964084671116128 +143 61 metagenomics_44 proteomics_62 -0.9915507263066077 +120 89 metagenomics_21 proteomics_90 -0.9783591335256043 +138 50 metagenomics_39 proteomics_51 0.9695190427738284 +137 125 metagenomics_38 metagenomics_26 0.9686508203683579 +144 125 metagenomics_45 metagenomics_26 0.9672638829493097 +107 64 metagenomics_8 proteomics_65 -0.9575365503289115 +31 29 proteomics_32 proteomics_30 0.9398907690861749 +66 24 proteomics_67 proteomics_25 -0.9171711799125701 +104 73 metagenomics_5 proteomics_74 -0.9054239639865835 +142 54 metagenomics_43 proteomics_55 -0.8643840580662678 +126 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1185.025001258728 1221.0375050904272 1256.9623810807539 1288.3908642765252 1333.437607356606 1379.8591961761858 1421.8999399650615 1468.1418484422013 1451.8460691358441 1453.4910391672138 1458.5346195075708 1477.7492709025205 1436.8065966813588 1383.2361697028475 1346.2737759122615 1323.060428381639 1301.9927476832677 1265.4310748389967 1253.919279518592 1246.4691371094134 1164.7093846293997 1167.6116980308052 1203.8039554753907 1130.4276451149706 1111.0514065908883 1077.7304671783797 1013.6647907340772 1006.194048243031 917.9976497953995 878.3373166411009 889.8232070714416 845.3867215944365 825.9962868354066 830.3264116541172 817.13748072666 888.2909963888113 894.218447590115 854.6273135979144 882.8048889425652 882.5127752035403 892.9390243351432 873.2138514051028 861.1494403824075 756.072247239487 744.8002167921992 701.2032789469596 657.9774482711707 595.883157526043 580.3633447028449 549.6679195774443 527.4822039531361 530.6413530915511 483.87302158917146 450.8960635057916 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1419.6623863035759 1458.1041228072347 1452.2125369114872 1459.2670685578269 1399.4463969038895 1416.5453270608402 1384.9180201883012 1355.1078367976481 1321.0346851886745 1307.8855030831107 1262.6518302290094 1219.1417703834425 1242.5326875612552 1193.145476588197 1207.2660443611046 1219.8619817656745 1143.424661310168 1079.0293543450384 1059.8695208254844 1055.7149746432206 985.0864119363254 946.7887198032031 927.5793556523906 876.8904114968516 825.6468055449998 826.5578237519052 833.7023578942758 820.9284096005098 846.6672291027279 834.8300732931433 895.8494181840972 883.6790971656708 879.5248143299358 876.4066690497314 866.0463161575107 806.8207462531747 863.0877040243851 716.4345632778503 713.7835743949445 656.3501219674406 608.4653465133803 578.7583481698995 550.8227595650086 525.6905860428793 476.1069907518448 531.7226589068007 501.2863486732138 452.0851409279539 425.96781372316667 414.23042927454304 388.4861614056282 296.67226563831167 300.9682615205775 268.24079878836454 245.00801920849642 238.92898346889984 234.88898799964917 248.4077029458106 247.964510218565 315.35568560376277 340.6347735257559 329.5537863275691 454.9693955284806 448.4793116818064 496.9810418602333 472.0342177072464 +1602 870.73855874853 916.2912780969593 980.4216636092073 1058.4600136445054 1077.4094062899321 1162.4638813658248 1117.8609010174355 1148.587659930484 1098.5767827322009 1139.3196141448793 1090.1667084518476 1171.5349026860604 1143.5442915674485 1159.7271991269722 1224.1093454247468 1193.3988406398057 1193.2040004764951 1224.469981433957 1241.260297464762 1196.2229000327643 1238.4486101749958 1265.325104028364 1242.643001944524 1218.343901121935 1207.6123982703987 1237.693585644396 1239.1708846758493 1182.453031335197 1235.32017525543 1260.7321531822024 1298.8318175381269 1334.0647840931456 1372.3278079968638 1450.9270632159307 1435.195416065303 1445.8297724470833 1446.3413656386817 1459.8500319289026 1430.1304770087283 1412.467826972338 1336.3674179722304 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393.3308916086542 482.170473469698 485.2098717731441 466.9763154529784 +1603 851.2379516326145 927.0472487562151 975.6829130445911 972.2618592644274 1079.9746219627261 1128.708504918595 1132.3520537476786 1133.6512888838827 1151.640876160424 1139.441805236524 1101.8392133661764 1151.2123327647173 1126.6888738608 1159.3986731970865 1183.4213058686764 1197.128158620865 1212.6459265318044 1224.4009492025227 1268.0854424117226 1264.2919496083616 1244.1774085903346 1247.0280988203986 1223.1607766553532 1218.5737746931518 1209.040365955625 1179.1256754182807 1227.9636467137907 1250.1764209443593 1243.5817124331825 1248.511154746431 1310.0771185416143 1332.4017127110073 1363.7471452356253 1394.8443005485885 1436.4917603898868 1461.7299384757987 1490.054975398771 1459.1149707325274 1426.7254663921183 1403.4343697179002 1425.8557717248614 1359.7437465687613 1323.235450265737 1302.7063537079327 1266.3136528464045 1247.351586640706 1231.0427684832791 1156.2725813411905 1183.7338897927364 1243.9683810873853 1125.7612227573372 1137.5270925439136 1081.1274419515157 1050.103752778832 990.2776892169485 973.091276230062 883.9398191478305 872.1351012997121 814.3321637722755 826.2436236131363 847.1326700347237 848.2940510159159 869.03193310794 885.4427454149325 856.1399730376673 876.0907372531501 867.9408004004222 878.1024387244328 853.3319755233263 788.1162612573183 803.2432403261264 680.0810316187952 709.800674496993 651.2814828735206 607.0123890838997 579.2652408463665 548.6013775875607 524.365009694756 528.6198310440394 466.1092806029511 482.1084681380623 455.66181120352303 425.4867667265392 394.07883239459767 354.99775023958415 289.6732370860585 343.21462979717097 283.14192740059184 280.73060903453927 236.86561269546172 236.96576858239388 248.1647711510676 305.63942374900734 295.23455296097825 339.77887941925667 354.2614033937264 444.8012798485496 455.9867552414566 471.3097328692068 484.26692336788506 +1604 837.0538984531094 939.6522844397857 975.3927612331786 1010.6414017263025 1079.7882740678865 1104.1832119631877 1095.631352723293 1137.1800869165827 1162.926213023254 1130.151139586905 1130.1202325709573 1223.0983494325264 1159.2217610989178 1160.6920804757242 1245.3585445507729 1191.8841031945158 1186.829277344561 1225.0021994267584 1224.3079426670974 1279.6490876453465 1242.4114255605205 1177.2022543305293 1239.0558151955588 1218.5226489216316 1208.9051985038507 1168.1481000192368 1188.8343548213015 1211.4929749163896 1221.4658444272072 1261.7654368614733 1297.4508725900032 1333.584214861383 1371.8513099770837 1395.4147416764324 1446.642053091644 1476.1377813662004 1450.7999325544822 1459.1211591919764 1437.975937462991 1450.868431655714 1374.580030829012 1349.6386737308442 1322.9504326476513 1263.7239166850682 1265.2529971830347 1264.47947524503 1228.3050794954886 1188.590570735236 1194.6215354019478 1156.1113736081604 1132.4039362287756 1105.1432362628282 1084.4444724631176 1066.9663060374503 987.0381034415037 947.2588354297886 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809.6823477043588 749.1573105726488 680.5934666927858 655.3589765906904 623.2204588440618 580.1193091066864 550.3605941129485 525.6624310997964 511.18892703958414 473.6806644673809 478.2432626447303 452.75560445439686 426.8395952556598 373.948454534378 337.97482296933566 325.75621662059456 325.67609396535727 270.8364973071693 287.7358349440381 237.0929708755056 238.3399424474771 248.19806769585733 258.9135852036029 352.7740148066991 339.3743001409752 386.6846331562637 417.67608911899725 416.08390899474335 482.03805414597554 484.2133993840341 +3406 838.1717199404006 902.3351178992509 972.4747856506198 1039.2306305732552 1056.089768741574 1133.1531016508602 1121.212581227187 1140.0687789579165 1110.6487866670877 1116.0223867551001 1191.6675238522714 1103.3884671508847 1143.4110302345352 1159.3017788397676 1138.411977174603 1198.23507134762 1229.5733648090568 1226.4645037211092 1190.297686035911 1243.206294279589 1243.3818304792958 1310.1477714568105 1254.3436863359054 1218.2057688273783 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506.465727211883 +3625 836.8645103160909 919.9485155593161 975.6806050299978 1014.4508548429318 1071.9411582964688 1103.9662485110189 1052.6359016282736 1140.3163897762602 1147.750252271058 1156.6237558677983 1291.529947763797 1114.3640914463308 1135.6957488103735 1160.4757919023689 1179.034351667709 1190.4290500691814 1260.7393760174637 1225.0921935148099 1212.3652897889338 1271.6933050307987 1257.5967101942126 1273.9267105296044 1224.547047903881 1217.7321992471545 1205.5341203601758 1236.910979603585 1203.1873220208852 1219.0352920210635 1218.5098398272912 1255.216568634273 1316.5844017026757 1333.4104673141157 1386.4385267218213 1407.6606404974336 1447.539311150007 1508.3895721236177 1435.8148805646053 1459.1979596563363 1426.9955830457427 1409.0852183339055 1387.9520563170001 1335.502772754763 1324.8120374299638 1328.892804407823 1267.1726587441958 1225.0980351045098 1215.4859507644787 1242.5851323639235 1209.9764337134254 1153.06877514538 1145.8758072741707 1034.6437260474133 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501.5246984872122 457.3779299373606 526.9139149992783 451.28735892528715 426.0651808368171 382.9475093470173 319.9035913410464 280.50521632365155 313.1814407499727 279.153069710335 194.5195337984627 236.0027965243534 237.8046033269727 246.3406623081042 278.40803333800665 276.3197586934077 339.6558342082319 377.7333181887066 404.84047070918916 402.7396383185867 459.42276076374765 500.01008034658815 +7496 876.0437765389383 918.8170883777577 972.7119532942686 1035.6418933946704 1064.2549234749679 1145.0276328779673 1126.1300845115725 1119.036318573972 1121.707196496467 1168.3240250385063 1189.052080485187 1125.6953816855414 1177.5870332422026 1158.9527392734694 1223.321519132157 1187.777661610984 1253.8713263843008 1225.3465303697437 1232.9470198630654 1214.4025395626857 1245.648027028061 1244.8594531085073 1229.48423859542 1219.0275971452497 1206.5295845965697 1208.5192567317195 1215.8884238602072 1212.2024562693678 1229.9891927341937 1260.1266253243475 1290.06344060145 1333.5699453363925 1377.9066101661854 1415.7673684414538 1438.6643569874886 1458.9296261882291 1452.2980459033429 1460.348193658381 1434.1407762806305 1429.3500213196644 1351.4525959792952 1355.2646690204967 1323.9990005177908 1312.6355138791967 1266.321819140344 1278.2711078575367 1211.519805901973 1219.2327767183738 1183.7586716576457 1165.4636484558985 1142.2665971161036 1097.6660892903333 1058.801513289537 1034.9683204185278 955.2127768796946 940.5684782959768 895.9584881252407 877.3711390146249 853.4736423545831 826.4918807949381 828.988462915693 820.7973630408175 778.7131175655705 823.1820713148531 859.9778354626445 878.3193459427997 888.8964550382013 925.8565861878242 843.2735167697375 838.8795603935124 793.9004690969116 747.1539555780604 710.7830785516993 659.736090662174 629.4924646218898 578.6053880635884 550.9056983418735 527.1229208275396 502.09644531257646 487.5045899977048 466.31145571409655 445.44566971167063 426.60687587327277 383.0617081456328 358.2532774122359 313.6809327331666 305.81403769191417 243.4500296473775 223.33385391397388 237.90813968520416 233.5146916161814 248.45484306317172 252.397350197457 305.2844082198504 339.4600358626894 376.1938827237401 393.29307341039225 446.7752561237994 460.63617395882346 512.380119636096 +7497 838.226309007442 912.0848022226157 979.1663072152812 1049.0504655199725 1066.911298227376 1094.2607877744258 1156.3244472797514 1130.7873152137292 1136.4731035669531 1165.4218149005653 1133.758001185311 1144.2192740114062 1220.9244248540258 1160.0972549402331 1160.6439593249181 1189.2714024830652 1198.6454004192283 1226.0324525709675 1222.4493762563475 1291.3122937115845 1235.802349706419 1254.666623668751 1244.2360119039715 1216.6323532565355 1207.3374462568704 1247.7959042006964 1200.507466037655 1204.1854019448813 1251.3057006500585 1264.4338383751071 1232.3071276028911 1333.7778712673062 1378.0512007418122 1347.7751678038726 1413.0098008696496 1413.501711596374 1461.71098070565 1458.4117555786559 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256.6861070478049 306.0907199152647 339.9937813278427 328.29380276294444 405.5890749410707 429.67097728138316 472.99961910129736 470.1885122767519 +7498 875.7635886436311 904.3802832750857 971.0916305202514 1046.8784422678802 1089.9283216386616 1093.249524609925 1116.948505645824 1142.4642598738035 1145.2597941234644 1114.8750895208532 1230.7402539607613 1133.3132622946016 1111.3525133651556 1160.4730612844526 1188.6939217176462 1181.4532347453073 1160.246906072686 1225.2201139667982 1224.7894845939497 1330.786179884197 1237.007178672817 1228.5172257039333 1193.6925274774203 1219.309345955105 1208.5050819194125 1224.0769918043907 1184.5044421761004 1209.8167697055108 1239.281783996864 1258.2301721937863 1249.8919288182624 1333.5919150481507 1381.401239331862 1412.922862919741 1383.9986732923328 1383.5062811355024 1443.331407142321 1460.5202527643396 1478.9260101682644 1424.8971496512431 1360.5888288323556 1377.838222025347 1321.4399967439203 1265.8632567681755 1266.2868018442311 1230.456678603892 1251.2987568846431 1176.7604998028655 1194.6859354609521 1137.0784414223633 1131.9694775564883 1052.6706237469216 1068.8331018082129 1040.8472052406505 956.7742832156655 913.7437369170212 892.541283576745 877.5850497949004 868.4984209194803 824.6767760628643 826.2412215187994 835.9913921809105 808.8359175279043 809.3925676233548 902.9281471319136 973.1983294574305 870.869016208139 876.3171867845338 864.1205017048198 783.1583150138766 753.6877922647247 739.7189014884594 693.3014108553671 652.4878103377624 609.9559165802449 579.7202066631737 551.129489925897 526.4726217417247 502.38875614606866 485.0287827168376 473.86975816179955 473.06543363122256 426.0824417958406 404.1681318595328 325.7721764360639 347.5742239861598 346.9994658213383 329.1534950221371 271.5454371887392 238.93589084850925 236.95955159523763 247.76587232903105 266.6278281608585 313.1949689381508 340.52889204049984 390.15137944908764 450.6611355725601 422.0119363935663 492.9953041539977 495.33415085992124 +7499 851.3002465011725 927.5679851241179 970.6674508705083 1020.2204696254486 1097.9014296040884 1128.5908952413438 1058.2559320104804 1138.9962563972101 1165.151322499213 1144.9745013664678 1046.9205975015166 1164.79531288172 1172.7798310879746 1158.5807674028422 1129.3488356135783 1184.9572545320734 1221.8882573250394 1223.592131299594 1260.3609023895344 1216.1143370915831 1252.5003049595882 1223.506018269205 1217.383301758314 1218.6817190426625 1208.4922558961541 1184.7773705487489 1223.3083823485645 1171.7390971348782 1217.8525896597062 1260.011708509276 1327.3701121981826 1333.446735472015 1366.9012281147077 1439.3236079334283 1507.3566958807046 1493.0644545860187 1478.6433083892007 1459.929490020178 1480.1399772136515 1410.377715173083 1346.8558798601366 1380.097691012107 1323.816976080509 1273.2325495146122 1265.4395566485023 1223.7743697646213 1221.6927126868957 1211.76204147535 1196.8324247838877 1222.2586092361742 1144.9007600299476 1097.166918007214 1073.6933591505058 995.6649962100137 981.2108099439788 960.5166470682168 895.0602591004049 871.640201181375 842.7009202706993 826.93654968979 818.6907630642119 853.0568990373017 846.1474620591332 871.4391390514586 858.3847126524321 868.7514790882198 868.5777893203943 927.2117572081536 841.0946753274769 830.7700511184219 816.6960062715558 735.4277250022948 725.592335431485 657.1091219106688 600.0462373941261 581.2364355069574 549.1219501835512 525.0923198391976 501.0662999711003 470.06956289867014 475.44386324680096 431.6402095422315 425.80793159632094 413.3207095270781 333.23872854918864 324.49320466963206 306.9231710390113 228.4559740945359 254.70405675869918 236.24250776619735 236.6692216278176 247.4795119895943 228.48415736893784 297.12122821369485 338.99692069076167 357.38905348397026 430.9356440938478 471.3255981182328 463.15566620007195 514.0877668083286 +7500 880.7962037367583 927.6890343235592 981.4860747039415 1020.825735278505 1067.980968857574 1096.6065593659146 1149.7956477189218 1131.4616721862924 1118.2206112829472 1157.6119246197848 1154.2026915426463 1127.1747129622033 1165.4156254900604 1160.6407649168702 1244.5337872751002 1197.379129524727 1197.459869555544 1223.520907545044 1239.4304896362098 1228.579566628944 1243.1860586181335 1269.4025264361444 1225.3236926357977 1218.0959646115045 1207.4550628573613 1208.960395919324 1174.7858447250426 1225.0442769618435 1234.359224370998 1254.0109637938542 1269.3606222837293 1332.464633595677 1370.6288865964907 1428.1452391948908 1412.1210077577684 1458.1062427143374 1453.3605599417822 1460.7499754352052 1425.4133892249342 1438.8361703834382 1428.6988902808002 1370.950169456715 1322.9835180169237 1289.6856280011027 1264.9029371206013 1203.670641234733 1243.6801656792495 1171.9288045604378 1186.2613018976258 1228.939203486908 1149.4475500692893 1171.1107642072595 1080.0081867035635 1014.0822306664484 1003.0334695080196 907.1857301547724 892.8340091771151 863.1224941213095 870.3975895194313 824.7931277131091 812.8094024972678 814.3236682185728 867.6901449301669 848.8297442281967 882.6951163233441 884.7357474799661 881.1299928251516 892.6346862284382 820.2950462576702 810.1548672648014 766.2443529192285 748.323915617032 689.3617329943812 656.9176028593595 643.572864451226 579.7165128853883 550.8421978235209 526.3077907052243 515.283752974275 515.4955014996397 444.07388433568474 450.81290280191183 425.154532016614 386.09872303636377 355.10367876825745 351.4510863975307 262.2542151709731 249.95445556391311 260.3064995669176 236.84174430407185 236.47277976890916 247.4269579367057 273.70066963336427 300.18900215464043 341.65652775129814 390.26001530496416 433.9857684607048 447.367697311937 473.1613388730944 480.20408538154174 diff --git a/tutorial/maize/maize_dataset.py b/tutorial/maize/maize_dataset.py index 44865bc0..1c6575c4 100644 --- a/tutorial/maize/maize_dataset.py +++ b/tutorial/maize/maize_dataset.py @@ -78,7 +78,7 @@ def fetch(dataset_name: DATASET_NAME, destination: Path) -> Path: def prepare_data(savedir: Path) -> None: """Downloads the maize datasets and formats them for MOVE. - + Args: savedir: directory to save the data in """ diff --git a/tutorial/notebooks/01 Encoding data.ipynb b/tutorial/notebooks/01 Encoding data.ipynb index 894ec047..090636fb 100644 --- a/tutorial/notebooks/01 Encoding data.ipynb +++ b/tutorial/notebooks/01 Encoding data.ipynb @@ -153,7 +153,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "Python 3.10.8 ('move')", "language": "python", "name": "python3" }, @@ -167,12 +167,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" + "hash": "fe194b1d27fbcd7437bf5eb8413313a2683e7f0cd626c1458cb32c6954f64d40" } } }, diff --git a/tutorial/notebooks/02 Tune model.ipynb b/tutorial/notebooks/02 Tune model.ipynb index afe1e46f..5629a567 100644 --- a/tutorial/notebooks/02 Tune model.ipynb +++ b/tutorial/notebooks/02 Tune model.ipynb @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +118,7 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", - "results = pd.read_csv(\"results/tune_model/reconstruction_stats.tsv\", sep=\"\\t\")" + "results = pd.read_csv(\"../results_cont/tune_model/reconstruction_stats.tsv\", sep=\"\\t\")" ] }, { @@ -131,24 +131,59 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " job_num task.batch_size task.model.num_hidden task.model.num_latent \\\n", + "0 1 10 [200] 50 \n", + "4 2 10 [200] 50 \n", + "8 3 10 [200] 50 \n", + "12 4 10 [200] 50 \n", + "16 5 10 [200] 50 \n", + "\n", + " task.training_loop.num_epochs metric \\\n", + "0 25 cosine_similarity \n", + "4 50 cosine_similarity \n", + "8 100 cosine_similarity \n", + "12 150 cosine_similarity \n", + "16 200 cosine_similarity \n", + "\n", + " dataset split mean iqr cilo \\\n", + "0 random.continuous.proteomics train 0.161545 0.106002 0.156860 \n", + "4 random.continuous.proteomics train 0.302291 0.099174 0.295956 \n", + "8 random.continuous.proteomics train 0.466694 0.089305 0.460503 \n", + "12 random.continuous.proteomics train 0.545425 0.081110 0.539777 \n", + "16 random.continuous.proteomics train 0.588686 0.075715 0.582501 \n", + "\n", + " cihi whishi whislo q1 med q3 \n", + "0 0.172550 0.359235 -0.045874 0.107166 0.164705 0.213168 \n", + "4 0.310636 0.498537 0.113735 0.252703 0.303296 0.351878 \n", + "8 0.473723 0.638312 0.302871 0.423551 0.467113 0.512856 \n", + "12 0.551783 0.705347 0.412736 0.504762 0.545780 0.585873 \n", + "16 0.593708 0.737480 0.439687 0.550847 0.588105 0.626562 \n" + ] + } + ], "source": [ - "plot_data = results[lambda df: df[\"task.model.num_hidden\"] == \"[500]\"]\n", + "plot_data = results[lambda df: (df[\"task.batch_size\"] == 10)] # & (df[\"task.training_loop.num_epochs\"] == 150) ]\n", "\n", - "prot_g1 = plot_data[lambda df: (df[\"task.batch_size\"] == 10) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"train\")]\n", + "prot_g1 = plot_data[lambda df: (df[\"task.model.num_hidden\"] == \"[200]\") & (df[\"dataset\"] == \"random.continuous.proteomics\") & (df[\"split\"] == \"train\") ]\n", "prot_g1_stats = prot_g1.to_dict(orient=\"records\")\n", "\n", - "prot_g2 = plot_data[lambda df: (df[\"task.batch_size\"] == 10) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"test\")]\n", + "prot_g2 = plot_data[lambda df: (df[\"task.model.num_hidden\"] == \"[200]\") & (df[\"dataset\"] == \"random.continuous.proteomics\") & (df[\"split\"] == \"test\") ]\n", "prot_g2_stats = prot_g2.to_dict(orient=\"records\")\n", "\n", - "prot_g3 = plot_data[lambda df: (df[\"task.batch_size\"] == 50) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"train\")]\n", + "prot_g3 = plot_data[lambda df: (df[\"task.model.num_hidden\"] ==\"[200]\") & (df[\"dataset\"] == \"random.continuous.metagenomics\") & (df[\"split\"] == \"train\")]\n", "prot_g3_stats = prot_g3.to_dict(orient=\"records\")\n", "\n", - "prot_g4 = plot_data[lambda df: (df[\"task.batch_size\"] == 50) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"test\")]\n", + "prot_g4 = plot_data[lambda df: (df[\"task.model.num_hidden\"] == \"[200]\") & (df[\"dataset\"] == \"random.continuous.metagenomics\") & (df[\"split\"] == \"test\")]\n", "prot_g4_stats = prot_g4.to_dict(orient=\"records\")\n", "\n", + "print(prot_g1)\n", "# matplotlib complains if fliers are unset\n", "for bxp_stats in chain(prot_g1_stats, prot_g2_stats, prot_g3_stats, prot_g4_stats):\n", " bxp_stats[\"fliers\"] = []" @@ -156,38 +191,36 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 88, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "fig, axs = plt.subplots(ncols=2, sharey=True, figsize=(8, 4))\n", + "fig, axs = plt.subplots(ncols=2, sharey=True, figsize=(10, 4))\n", "\n", - "coll1 = axs[0].bxp(prot_g1_stats, positions=[*range(0, 6, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True)\n", - "coll2 = axs[0].bxp(prot_g2_stats, positions=[*range(1, 6, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True)\n", + "coll1 = axs[0].bxp(prot_g1_stats, positions=[*range(0, 10, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True)\n", + "coll2 = axs[0].bxp(prot_g2_stats, positions=[*range(1, 10, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True)\n", "\n", - "axs[1].bxp(prot_g3_stats, positions=[*range(0, 6, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True)\n", - "axs[1].bxp(prot_g4_stats, positions=[*range(1, 6, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True)\n", + "axs[1].bxp(prot_g3_stats, positions=[*range(0, 10, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True)\n", + "axs[1].bxp(prot_g4_stats, positions=[*range(1, 10, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True)\n", "\n", "axs[0].set(\n", - " xticks=np.arange(0.5, 6, 2), xticklabels=[40, 60, 100], ylim=(0, 1),\n", - " xlabel=\"# epochs\", ylabel=\"cosine similarity\", title=\"batch size = 10\",\n", + " xticks=np.arange(0.5, 10, 2), xticklabels=[25, 50, 100, 150, 200], ylim=(0, 1),\n", + " xlabel=\"# epochs\", ylabel=\"cosine similarity\", title=\"Fixed hidden 200 latent 50 proteomics\",\n", ")\n", "axs[1].set(\n", - " xticks=np.arange(0.5, 6, 2), xticklabels=[40, 60, 100],\n", - " xlabel=\"# epochs\", title=\"batch size = 50\"\n", + " xticks=np.arange(0.5, 10, 2), xticklabels=[25, 50, 100, 150, 200],\n", + " xlabel=\"# epochs\", title=\"Fixed hidden 200 latent 50 metagenomics\"\n", ")\n", "\n", "axs[1].legend([coll1[\"boxes\"][0], coll2[\"boxes\"][0]], [\"train\", \"test\"], title=\"split\")\n", @@ -211,7 +244,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "Python 3.10.8 ('move')", "language": "python", "name": "python3" }, @@ -225,12 +258,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" + "hash": "fe194b1d27fbcd7437bf5eb8413313a2683e7f0cd626c1458cb32c6954f64d40" } } }, diff --git a/tutorial/notebooks/04 Latent space analysis.ipynb b/tutorial/notebooks/04 Latent space analysis.ipynb index 88a43db2..4e152164 100644 --- a/tutorial/notebooks/04 Latent space analysis.ipynb +++ b/tutorial/notebooks/04 Latent space analysis.ipynb @@ -330,7 +330,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "Python 3.10.8 ('move')", "language": "python", "name": "python3" }, @@ -344,12 +344,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" + "hash": "fe194b1d27fbcd7437bf5eb8413313a2683e7f0cd626c1458cb32c6954f64d40" } } },