{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Part I: Preprocessing\n", "\n", "In this tutorial we will demonstrate how `cellarium-ml` can be used to compute mean and variance, identify highly variable genes, and perform dimensionality reduction with PCA." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import lightning.pytorch as pl\n", "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "\n", "from cellarium.ml import CellariumAnnDataDataModule, CellariumModule\n", "from cellarium.ml.data import read_h5ad_file\n", "from cellarium.ml.models import IncrementalPCA, OnePassMeanVarStd\n", "from cellarium.ml.preprocessing import get_highly_variable_genes\n", "from cellarium.ml.transforms import Filter, Log1p, NormalizeTotal, ZScore\n", "from cellarium.ml.utilities.core import resolve_ckpt_dir\n", "from cellarium.ml.utilities.data import AnnDataField, collate_fn, densify\n", "\n", "sc.settings.set_figure_params(dpi=80, facecolor=\"white\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download dataset\n", "\n", "As an example dataset we will use [*A (Balanced) Bone Marrow Reference Map of Hematopoietic Development*](https://cellxgene.cziscience.com/collections/f6c50495-3361-40ed-a819-fb9644396ed9) freely availabe from CELLxGENE." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "adata = read_h5ad_file(\"https://datasets.cellxgene.cziscience.com/8674c375-ae3a-433c-97de-3c56cf8f7304.h5ad\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the mean and variance\n", "\n", "We will calculate the per-gene mean and variance of the normalized and log1p transformed counts. The computation is performed in one-pass by iterating over mini-batches (of size 10,000 cells) and using the [shifted data algorithm](https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance#Computing_shifted_data) to compute the mean and variance. We will use `pl.Trainer` to orchestrate the training which under the hood does the following (pseudocode):\n", "\n", "```py\n", "# instantiate the module\n", "onepass_module = CellariumModule(transforms=..., model=...)\n", "# configure_model creates a CellariumPipeline consisting of the transforms and the model\n", "onepass_module.configure_model()\n", "\n", "# instantiate the datamodule\n", "datamodule = CellariumAnnDataDataModule(dadc=..., batch_keys=..., batch_size=..., ...)\n", "# setup the iterable dataset\n", "datamodule.setup(stage=\"fit\")\n", "\n", "# training loop\n", "# batch dictionary has the same keys as the batch_keys above\n", "for batch_idx, batch in enumerate(datamodule.train_dataloader()):\n", " # batch is passed through the transforms and the model in the pipeline\n", " onepass_module.pipeline(batch)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's instantiate the `CellariumModule` consisting of transforms (`NormalizeTotal` and `Log1p`) and the model (`OnePassMeanVarStd`):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "onepass_module = CellariumModule(\n", " transforms=[\n", " NormalizeTotal(target_count=10_000),\n", " Log1p(),\n", " ],\n", " model=OnePassMeanVarStd(var_names_g=adata.var_names, algorithm=\"shifted_data\"),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once configured by the `pl.Trainer`, `onepass_module.pipeline` will be a `CellariumPipeline` consisting of a list of `NormalizeTotal`, `Log1p`, `OnePassMeanVarStd` sub-modules. Note, that `CellariumPipeline` is a sub-class of `nn.ModuleList` and its sub-modules can be accessed via slicing. Its forward method accepts a batch dictionary from the dataloader as an input and then runs its sub-modules sequentially by giving them correct arguments from the batch dictionary. The pseudocode looks like this:\n", "\n", "```py\n", "# CellariumPipeline forward method\n", "def forward(self, batch: dict) -> dict:\n", " # the first sub-module is NormalizeTotal\n", " out = self[0](x_ng=batch[\"x_ng\"], total_mrna_umis_n=batch[\"total_mrna_umis_n\"])\n", " # overwrite `x_ng` key in the batch with the normalized counts\n", " batch.update(out)\n", "\n", " # the second sub-module is Log1p\n", " out = self[1](x_ng=batch[\"x_ng\"])\n", " # overwrite `x_ng` key in the batch with the log1p transformed counts\n", " batch.update(out)\n", "\n", " # the third sub-module is OnePassMeanVarStd which processes x_ng and updates its internal state\n", " out = self[2](x_ng=batch[\"x_ng\"], var_names_g=batch[\"var_names_g\"])\n", " # this is a no-op because OnePassMeanVarStd returns an empty dictionary\n", " batch.update(out)\n", "\n", " return batch\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will create `CellariumAnnDataDataModule` which is used by the trainer to create the dataloader during training. The `dadc` argument specifies the `AnnData` object to iterate over. However, note that when working with multiple anndata files `DistributedAnnDataCollection` object can also be used. Next, the `batch_keys` dictionary specifies the content of the generated batches. Its keys must match the names of the arguments of the transforms and the model as we have seen above. Namely, in this case it should contain `x_ng`, `total_mrna_umis_n`, and `var_names_g` keys. Its values are `AnnDataField` objects that the datamodule uses to retrieve batch arguments from the anndata object. For example, `x_ng` is obtained by accesing the `raw.X` attribute of an anndata object and then densifying it by using the `cellarium.ml.utilities.data.densify` function. Next, the `batch_size` can be set to a high number since `OnePassMeanVarStd` model is very fast and is not memory intensive. Finally, the `num_workers` should also be set to a high number to ensure that the dataloader doesn't become a bottleneck during training." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "datamodule = CellariumAnnDataDataModule(\n", " dadc=adata,\n", " batch_keys={\n", " \"x_ng\": AnnDataField(attr=\"raw.X\", convert_fn=densify),\n", " \"var_names_g\": AnnDataField(attr=\"var_names\"),\n", " \"total_mrna_umis_n\": AnnDataField(attr=\"obs\", key=\"nCount_RNA\"),\n", " },\n", " batch_size=10_000,\n", " num_workers=8,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, initialize `pl.Trainer` by specifying it to use 1 `gpu` accelerator, iterate over entire dataset once, and the directory where to save the checkpoint. Lastly, run the computation by invoking the `fit` method of the trainer." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yordabay/anaconda3/envs/cellarium/lib/python3.10/site-packages/lightning/fabric/plugins/environments/slurm.py:204: The `srun` command is available on your system but is not used. HINT: If your intention is to run Lightning on SLURM, prepend your python command with `srun` like so: srun python /home/yordabay/anaconda3/envs/cellarium/lib/python3. ...\n", "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n", "/home/yordabay/anaconda3/envs/cellarium/lib/python3.10/site-packages/lightning/pytorch/core/optimizer.py:182: `LightningModule.configure_optimizers` returned `None`, this fit will run with no optimizer\n", "\n", " | Name | Type | Params | Mode \n", "-------------------------------------------------------\n", "0 | pipeline | CellariumPipeline | 1 | train\n", "-------------------------------------------------------\n", "1 Trainable params\n", "0 Non-trainable params\n", "1 Total params\n", "0.000 Total estimated model params size (MB)\n", "4 Modules in train mode\n", "0 Modules in eval mode\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2fbbc346ebcc4016bad58355b95c9900", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Sanity Checking: | | 0/? [00:00 1), `__len__` could be inaccurate if each worker is not configured independently to avoid having duplicate data.\n", "/home/yordabay/anaconda3/envs/cellarium/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (27) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "29155c2b51164b22b5361efa07442f3a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: | | 0/? [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meanvariancen_samples
ENSG000001777570.0004740.000702263159.0
ENSG000002258800.0187530.027754263159.0
ENSG000001876340.0016440.002092263159.0
ENSG000001889760.2677630.335251263159.0
ENSG000001879610.0052260.008233263159.0
\n", "" ], "text/plain": [ " mean variance n_samples\n", "ENSG00000177757 0.000474 0.000702 263159.0\n", "ENSG00000225880 0.018753 0.027754 263159.0\n", "ENSG00000187634 0.001644 0.002092 263159.0\n", "ENSG00000188976 0.267763 0.335251 263159.0\n", "ENSG00000187961 0.005226 0.008233 263159.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "onepass_df = pd.DataFrame(\n", " data={\n", " \"mean\": onepass_module.model.mean_g.numpy(),\n", " \"variance\": onepass_module.model.var_g.numpy(),\n", " \"n_samples\": onepass_module.model.x_size.numpy(),\n", " },\n", " index=onepass_module.model.var_names_g,\n", ")\n", "onepass_df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 307, "width": 339 } }, "output_type": "display_data" } ], "source": [ "onepass_df.plot(x=\"mean\", y=\"variance\", kind=\"scatter\", s=1, alpha=0.1, logx=True, logy=True, figsize=(4, 4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to load the saved checkpoint?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's quickly show how to find the saved checkpoint file by using the `resolve_ckpt_dir` helper function." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checkpoints directory: runs/onepass/lightning_logs/version_0/checkpoints\n", "List of saved checkpoints: ['epoch=0-step=27.ckpt']\n" ] } ], "source": [ "onepass_ckpt_dir = resolve_ckpt_dir(trainer)\n", "print(\"Checkpoints directory: \", onepass_ckpt_dir)\n", "print(\"List of saved checkpoints: \", os.listdir(onepass_ckpt_dir))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to load the checkpoint use `load_from_checkpoint` method:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "onepass_ckpt_path = os.path.join(onepass_ckpt_dir, \"epoch=0-step=27.ckpt\")\n", "loaded_onepass_module = CellariumModule.load_from_checkpoint(onepass_ckpt_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identify highly-variable genes\n", "\n", "`get_highly_variable_genes` from `cellarium.ml` implements the `seurat` flavor of highly-variable gene selection." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "hvg_df = get_highly_variable_genes(\n", " gene_names=onepass_module.model.var_names_g,\n", " mean=onepass_module.model.mean_g,\n", " var=onepass_module.model.var_g,\n", " min_disp=0.5,\n", " min_mean=0.0125,\n", " max_mean=3,\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "adata.uns[\"hvg\"] = {\"flavor\": \"seurat\"}\n", "adata.var = pd.concat([adata.var, hvg_df], axis=1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 300, "width": 579 } }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal component analysis\n", "\n", "We will reduce the dimensionality of the data by running incremental PCA to reveal the main axis of variation. Before applying PCA, we will select highly-variable genes and scale the normalized and log1p transformed data to unit variance. Note, that it is more efficient to filter the genes on the CPU by the dataloader workers before the count matrix is moved to the GPU." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1704862/1805180937.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " mean_g=onepass_module.model.mean_g[adata.var[\"highly_variable\"]],\n", "/tmp/ipykernel_1704862/1805180937.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " std_g=onepass_module.model.std_g[adata.var[\"highly_variable\"]],\n" ] } ], "source": [ "pca_module = CellariumModule(\n", " cpu_transforms=[\n", " Filter(filter_list=adata.var_names[adata.var[\"highly_variable\"]]),\n", " ],\n", " transforms=[\n", " NormalizeTotal(target_count=10_000),\n", " Log1p(),\n", " ZScore(\n", " mean_g=onepass_module.model.mean_g[adata.var[\"highly_variable\"]],\n", " std_g=onepass_module.model.std_g[adata.var[\"highly_variable\"]],\n", " var_names_g=onepass_module.model.var_names_g[adata.var[\"highly_variable\"]],\n", " ),\n", " ],\n", " model=IncrementalPCA(\n", " var_names_g=adata.var_names[adata.var[\"highly_variable\"]],\n", " n_components=256,\n", " perform_mean_correction=True,\n", " ),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will fit the PCA model to the data." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yordabay/anaconda3/envs/cellarium/lib/python3.10/site-packages/lightning/fabric/plugins/environments/slurm.py:204: The `srun` command is available on your system but is not used. HINT: If your intention is to run Lightning on SLURM, prepend your python command with `srun` like so: srun python /home/yordabay/anaconda3/envs/cellarium/lib/python3. ...\n", "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n", "/home/yordabay/anaconda3/envs/cellarium/lib/python3.10/site-packages/lightning/pytorch/core/optimizer.py:182: `LightningModule.configure_optimizers` returned `None`, this fit will run with no optimizer\n", "\n", " | Name | Type | Params | Mode \n", "-------------------------------------------------------\n", "0 | pipeline | CellariumPipeline | 1 | train\n", "-------------------------------------------------------\n", "1 Trainable params\n", "0 Non-trainable params\n", "1 Total params\n", "0.000 Total estimated model params size (MB)\n", "6 Modules in train mode\n", "0 Modules in eval mode\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7aca1b7f5d1842ce9c8ae710f4ecae60", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Sanity Checking: | | 0/? [00:00 1), `__len__` could be inaccurate if each worker is not configured independently to avoid having duplicate data.\n", "/home/yordabay/anaconda3/envs/cellarium/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:298: The number of training batches (27) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "423acec9ba444b469ee2e037e67a317f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: | | 0/? [00:00" ] }, "metadata": { "image/png": { "height": 345, "width": 855 } }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(adata, color=\"donor_id\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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