From af5e6b497d22809595a219910a7eefc34a77a723 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:10:24 -0500 Subject: [PATCH 01/35] Update README.md --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index 6b8b3ed..3a88cb8 100644 --- a/README.md +++ b/README.md @@ -35,6 +35,12 @@ tqdm==4.65.0 ** Note: To utilize GPU acceleration, it is necessary to configure your own CUDA environment for PyTorch and PyTorch-Sparse. +## Environment + +Our experiment was conducted on Ubuntu with an RTX 2080, but it also works on an M1 Mac. To use this model, please adjust the requirements to suit your environment, paying special attention to the PyTorch-related libraries. +** Please note that as of October 8, 2023, this model doesn't support GPU on M1 Mac due to compatibility issues with PyTorch Geometric. + + ## Usage ### Quick Start From 654c32255cb4f2380dfad8382778965a460b7b49 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:24:32 -0500 Subject: [PATCH 02/35] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 3a88cb8..4a36d20 100644 --- a/README.md +++ b/README.md @@ -27,9 +27,9 @@ pip install -r requirement.txt numpy==1.23.5 pandas==2.0.3 scikit-learn==1.3.0 -torch==1.13.1 +torch==1.13.1+cu116 torch-geometric==2.3.1 -torch-sparse==0.6.17 +torch-sparse==0.6.17+pt113cu116 tqdm==4.65.0 ``` From d803a4bea5b54e6ee07e56b9a7a01475ab3c9d21 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:26:32 -0500 Subject: [PATCH 03/35] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 4a36d20..9d339b5 100644 --- a/README.md +++ b/README.md @@ -19,6 +19,7 @@ cd scBiGCN conda create --name scBiGCN python=3.10 -y conda activate scBiGCN pip install -r requirement.txt +pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 ``` ## Requirement From c04c7fcd3f975863ca4be7466d700480cdb6b35e Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:26:48 -0500 Subject: [PATCH 04/35] Update requirement.txt --- requirement.txt | 3 --- 1 file changed, 3 deletions(-) diff --git a/requirement.txt b/requirement.txt index b6eb388..1745b44 100644 --- a/requirement.txt +++ b/requirement.txt @@ -1,7 +1,4 @@ numpy==1.23.5 pandas==2.0.3 scikit-learn==1.3.0 -torch==1.13.1 -torch-geometric==2.3.1 -torch-sparse==0.6.17 tqdm==4.65.0 From 7e82f3c7a76e677626e05720fc7d5fa40a69d8aa Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:28:11 -0500 Subject: [PATCH 05/35] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 9d339b5..bdd5165 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,9 @@ cd scBiGCN conda create --name scBiGCN python=3.10 -y conda activate scBiGCN pip install -r requirement.txt +# Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 + ``` ## Requirement From f792ec9ecce80f4cbc30ac44debaa1daf7f43d76 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:31:05 -0500 Subject: [PATCH 06/35] Update README.md --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index bdd5165..8c45bdd 100644 --- a/README.md +++ b/README.md @@ -19,9 +19,10 @@ cd scBiGCN conda create --name scBiGCN python=3.10 -y conda activate scBiGCN pip install -r requirement.txt + # Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 - +pip install pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html ``` ## Requirement From 10a15f4f7992fde2fa3f558afeb8d1324239fd53 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:31:29 -0500 Subject: [PATCH 07/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8c45bdd..af6d2a5 100644 --- a/README.md +++ b/README.md @@ -22,7 +22,7 @@ pip install -r requirement.txt # Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 -pip install pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html +pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html ``` ## Requirement From 5c1756f820047009433ac72a02d28538aa1d6306 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:32:54 -0500 Subject: [PATCH 08/35] Update README.md --- README.md | 27 +++++++++++++-------------- 1 file changed, 13 insertions(+), 14 deletions(-) diff --git a/README.md b/README.md index af6d2a5..15172e3 100644 --- a/README.md +++ b/README.md @@ -11,20 +11,6 @@ scBiGCN has been implemented in Python. To get started immediately, check out our tutorials: - [Tutorial](https://github.com/inoue0426/scBiGCN/blob/main/sample%20notebook.ipynb) -## Installation from GitHub -To clone the repository and install manually, run the following from a terminal: -``` -git clone git@github.com:inoue0426/scBiGCN.git -cd scBiGCN -conda create --name scBiGCN python=3.10 -y -conda activate scBiGCN -pip install -r requirement.txt - -# Please make sure to change the version to match the version of your GPU/CPU machine exactly. -pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 -pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html -``` - ## Requirement ``` @@ -44,6 +30,19 @@ tqdm==4.65.0 Our experiment was conducted on Ubuntu with an RTX 2080, but it also works on an M1 Mac. To use this model, please adjust the requirements to suit your environment, paying special attention to the PyTorch-related libraries. ** Please note that as of October 8, 2023, this model doesn't support GPU on M1 Mac due to compatibility issues with PyTorch Geometric. +## Installation from GitHub +To clone the repository and install manually, run the following from a terminal: +``` +git clone git@github.com:inoue0426/scBiGCN.git +cd scBiGCN +conda create --name scBiGCN python=3.10 -y +conda activate scBiGCN +pip install -r requirement.txt + +# Please make sure to change the version to match the version of your GPU/CPU machine exactly. +pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 +pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html +``` ## Usage From 66fd30b002a5cc07f66faf7cb4eef15808a28894 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:39:58 -0500 Subject: [PATCH 09/35] Create environment.yml --- environment.yml | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 environment.yml diff --git a/environment.yml b/environment.yml new file mode 100644 index 0000000..dc67de6 --- /dev/null +++ b/environment.yml @@ -0,0 +1,19 @@ +FROM python:3.9-slim +# install the notebook package +RUN pip install --no-cache --upgrade pip && \ + pip install torch --index-url https://download.pytorch.org/whl/cpu && \ + pip install torch_geometric && \ + pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-2.0.0+cpu.html + +# create user with a home directory +ARG NB_USER +ARG NB_UID +ENV USER ${NB_USER} +ENV HOME /home/${NB_USER} + +RUN adduser --disabled-password \ + --gecos "Default user" \ + --uid ${NB_UID} \ + ${NB_USER} +WORKDIR ${HOME} +USER ${USER} From e75b43a9c9f3f2d85e11981741bfc6829098ab61 Mon Sep 17 00:00:00 2001 From: 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Subject: [PATCH 12/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 15172e3..ce6b061 100644 --- a/README.md +++ b/README.md @@ -4,7 +4,7 @@ This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gen scBiGCN is a method that utilizes two GCNs to reconstruct gene expression matrices based on the similarity matrices of cells and genes. Utilizing each similarity enables the recovery of information lost through Dropout. -Screenshot 2023-09-14 at 15 49 53 +fig1 scBiGCN has been implemented in Python. From 25cb6071103261e763a94d62e157366e097ccca4 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:50:12 -0500 Subject: [PATCH 13/35] Update README.md From e2ee846d61b3e324d8a1bf9fe01351ce5d97e2d7 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:50:34 -0500 Subject: [PATCH 14/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ce6b061..c6d71b6 100644 --- a/README.md +++ b/README.md @@ -4,7 +4,7 @@ This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gen scBiGCN is a method that utilizes two GCNs to reconstruct gene expression matrices based on the similarity matrices of cells and genes. Utilizing each similarity enables the recovery of information lost through Dropout. -fig1 +fig1 scBiGCN has been implemented in Python. From 42a63930163d429655d2374f465c4c8c2819f8e7 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:52:02 -0500 Subject: [PATCH 15/35] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index c6d71b6..55bbe7b 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ # BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/inoue0426/scBiGCN/HEAD?labpath=sample%20notebook.ipynb) + This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks" scBiGCN is a method that utilizes two GCNs to reconstruct gene expression matrices based on the similarity matrices of cells and genes. Utilizing each similarity enables the recovery of information lost through Dropout. From 7300d01516b83532294e91625b24453ec10017a8 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 15:52:41 -0500 Subject: [PATCH 16/35] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 55bbe7b..8707711 100644 --- a/README.md +++ b/README.md @@ -60,5 +60,7 @@ df = pd.read_csv('sample_data/sample_data.csv.gz', index_col=0) bigcn.run_model(df, verbose=True) ``` +You can also try our binder environment. + ## Help If you have any questions or require assistance using MAGIC, please feel free to make a issues on https://github.com/inoue0426/scBiGCN/ From cd50c0938b90ccc7c6701dc5470d879aba5cd285 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 16:04:38 -0500 Subject: [PATCH 17/35] Update Dockerfile --- Dockerfile | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/Dockerfile b/Dockerfile index dc67de6..6353386 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,9 +1,9 @@ FROM python:3.9-slim # install the notebook package RUN pip install --no-cache --upgrade pip && \ - pip install torch --index-url https://download.pytorch.org/whl/cpu && \ - pip install torch_geometric && \ - pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-2.0.0+cpu.html + pip install --no-cache torch --index-url https://download.pytorch.org/whl/cpu && \ + pip install --no-cache torch_geometric && \ + pip install --no-cache pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-2.0.0+cpu.html # create user with a home directory ARG NB_USER From ae164651fb610c78723db528debb693241012fe6 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 16:11:41 -0500 Subject: [PATCH 18/35] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 8707711..98e3278 100644 --- a/README.md +++ b/README.md @@ -43,6 +43,7 @@ pip install -r requirement.txt # Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 +pip install torch_geometric pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html ``` From 8a08963595c9462e6d26597f24939a788a25a821 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 16:13:41 -0500 Subject: [PATCH 19/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 98e3278..08d3abf 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,7 @@ pip install -r requirement.txt # Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 pip install torch_geometric -pip install pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html +pip install pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html ``` ## Usage From 5d9ee7e785a6337547781ae505269adb8d0e6c71 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 16:31:32 -0500 Subject: [PATCH 20/35] Update Dockerfile --- Dockerfile | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/Dockerfile b/Dockerfile index 6353386..728fca9 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,19 +1,8 @@ FROM python:3.9-slim +USER root + # install the notebook package RUN pip install --no-cache --upgrade pip && \ pip install --no-cache torch --index-url https://download.pytorch.org/whl/cpu && \ pip install --no-cache torch_geometric && \ pip install --no-cache pyg_lib torch_sparse -f https://data.pyg.org/whl/torch-2.0.0+cpu.html - -# create user with a home directory -ARG NB_USER -ARG NB_UID -ENV USER ${NB_USER} -ENV HOME /home/${NB_USER} - -RUN adduser --disabled-password \ - --gecos "Default user" \ - --uid ${NB_UID} \ - ${NB_USER} -WORKDIR ${HOME} -USER ${USER} From 4a4490c0a53bc3d0d045fd0b7909bb3f66d38232 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 17:30:50 -0500 Subject: [PATCH 21/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 08d3abf..9e40b67 100644 --- a/README.md +++ b/README.md @@ -42,7 +42,7 @@ conda activate scBiGCN pip install -r requirement.txt # Please make sure to change the version to match the version of your GPU/CPU machine exactly. -pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu116 +pip install torch==1.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116 pip install torch_geometric pip install pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html ``` From 2feafe2bb737208bb54872ea05b9441d577e93b6 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 17:35:32 -0500 Subject: [PATCH 22/35] Update README.md --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 9e40b67..8299a56 100644 --- a/README.md +++ b/README.md @@ -40,11 +40,14 @@ cd scBiGCN conda create --name scBiGCN python=3.10 -y conda activate scBiGCN pip install -r requirement.txt - +pip cache purge # Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install torch==1.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116 +pip cache purge pip install torch_geometric +pip cache purge pip install pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html +pip cache purge ``` ## Usage From 376f973461c52f93c1a3496e0194eb09febb0037 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 17:41:13 -0500 Subject: [PATCH 23/35] Update README.md --- README.md | 12 ++++-------- 1 file changed, 4 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index 8299a56..969580b 100644 --- a/README.md +++ b/README.md @@ -39,15 +39,11 @@ git clone git@github.com:inoue0426/scBiGCN.git cd scBiGCN conda create --name scBiGCN python=3.10 -y conda activate scBiGCN -pip install -r requirement.txt -pip cache purge +pip install -r --no-cache-dir requirement.txt # Please make sure to change the version to match the version of your GPU/CPU machine exactly. -pip install torch==1.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116 -pip cache purge -pip install torch_geometric -pip cache purge -pip install pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html -pip cache purge +pip install --no-cache-dir torch==1.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116 +pip install --no-cache-dir torch_geometric +pip install --no-cache-dir pyg_lib torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-1.13.1%2Bcu116.html ``` ## Usage From 8c38b64b3d97a1c61b82512ec27c00a4af22b3f7 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 17:42:48 -0500 Subject: [PATCH 24/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 969580b..2985036 100644 --- a/README.md +++ b/README.md @@ -39,7 +39,7 @@ git clone git@github.com:inoue0426/scBiGCN.git cd scBiGCN conda create --name scBiGCN python=3.10 -y conda activate scBiGCN -pip install -r --no-cache-dir requirement.txt +pip install -r requirement.txt # Please make sure to change the version to match the version of your GPU/CPU machine exactly. pip install --no-cache-dir torch==1.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116 pip install --no-cache-dir torch_geometric From a78af8cf53c6e7bb984ebc4a6b202b4dea08db36 Mon Sep 17 00:00:00 2001 From: inoue0426 <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 18:36:12 -0500 Subject: [PATCH 25/35] update kernel --- sample notebook.ipynb | 79 ++++++++++++++++++++++++------------------- 1 file changed, 44 insertions(+), 35 deletions(-) diff --git a/sample notebook.ipynb b/sample notebook.ipynb index 0436466..421f53c 100644 --- a/sample notebook.ipynb +++ b/sample notebook.ipynb @@ -2,10 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "53d47961", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/export/scratch/inoue019/envs/scBiGCN/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -32,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "ede9e8c6", "metadata": { "scrolled": true @@ -395,7 +404,7 @@ "[1000 rows x 5000 columns]" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -415,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "bc4d19df", "metadata": {}, "outputs": [ @@ -789,7 +798,7 @@ "[1000 rows x 5000 columns]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -809,7 +818,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "486ba660", "metadata": {}, "outputs": [ @@ -817,15 +826,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1500/1500 [02:01<00:00, 12.37it/s]" + "100%|██████████| 1500/1500 [02:01<00:00, 12.34it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2min 6s, sys: 3.59 s, total: 2min 10s\n", - "Wall time: 2min 3s\n" + "CPU times: user 2min 6s, sys: 3.54 s, total: 2min 10s\n", + "Wall time: 2min 4s\n" ] }, { @@ -838,22 +847,22 @@ { "data": { "text/plain": [ - "array([[0.02243742, 0. , 0.176742 , ..., 0.11798435, 0. ,\n", - " 0.0194989 ],\n", - " [0.16287151, 0.03038947, 0.12390558, ..., 0.04714939, 0.023552 ,\n", - " 0.25994456],\n", - " [0.04037532, 0.01580523, 0.13696328, ..., 0.13242072, 0. ,\n", - " 0.05790219],\n", + "array([[0.06184705, 0.01784644, 0.1660583 , ..., 0.02843533, 0. ,\n", + " 0.03826597],\n", + " [0.15132436, 0.03581575, 0.1416667 , ..., 0.0666969 , 0.00558404,\n", + " 0.22870545],\n", + " [0. , 0. , 0.17596829, ..., 0.00705822, 0. ,\n", + " 0.00371063],\n", " ...,\n", - " [0.07433029, 0.04123527, 0.10616948, ..., 0.04192581, 0.02231284,\n", - " 0.06234603],\n", - " [0.08945477, 0.05060229, 0.1150779 , ..., 0.05662287, 0.0437512 ,\n", - " 0.07167498],\n", - " [0.06099119, 0. , 0.02700689, ..., 0.06171517, 0.0186478 ,\n", - " 0.11376322]], dtype=float32)" + " [0.07470302, 0.02687185, 0.14962952, ..., 0.05768366, 0.01138911,\n", + " 0.03132814],\n", + " [0.08545761, 0.03409339, 0.1452198 , ..., 0.06482822, 0.01634106,\n", + " 0.07690162],\n", + " [0.08783356, 0.00831476, 0.03660469, ..., 0.03977096, 0.0350069 ,\n", + " 0.10716291]], dtype=float32)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -890,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "bca9f626", "metadata": { "scrolled": true @@ -1253,7 +1262,7 @@ "[1000 rows x 5000 columns]" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1273,7 +1282,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "92139141", "metadata": {}, "outputs": [ @@ -1647,7 +1656,7 @@ "[995 rows x 4744 columns]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1672,7 +1681,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "4fb7ab66", "metadata": {}, "outputs": [ @@ -1680,15 +1689,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:03<00:00, 25.88it/s]" + "100%|██████████| 100/100 [00:03<00:00, 26.11it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 8.35 s, sys: 2.53 s, total: 10.9 s\n", - "Wall time: 4.9 s\n" + "CPU times: user 8.22 s, sys: 2.67 s, total: 10.9 s\n", + "Wall time: 4.87 s\n" ] }, { @@ -1716,7 +1725,7 @@ " -1.1651450e-02, -1.5314183e-02, -2.4916604e-03]], dtype=float32)" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1738,9 +1747,9 @@ ], "metadata": { "kernelspec": { - "display_name": "gpu1", + "display_name": "scBiGCN", "language": "python", - "name": "gpu1" + "name": "scbigcn" }, "language_info": { "codemirror_mode": { @@ -1752,7 +1761,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.10.13" } }, "nbformat": 4, From b20b6f4dd3112a1cc9b5da70adba98d9577403ca Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 18:36:40 -0500 Subject: [PATCH 26/35] Update README.md --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index 2985036..77e3785 100644 --- a/README.md +++ b/README.md @@ -6,8 +6,6 @@ This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gen scBiGCN is a method that utilizes two GCNs to reconstruct gene expression matrices based on the similarity matrices of cells and genes. Utilizing each similarity enables the recovery of information lost through Dropout. -fig1 - scBiGCN has been implemented in Python. To get started immediately, check out our tutorials: From beb7efb0bdbda3febefee104eaa8d7aea250cd62 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Sun, 8 Oct 2023 18:37:37 -0500 Subject: [PATCH 27/35] Update bigcn.py --- bigcn.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/bigcn.py b/bigcn.py index 791a213..9a7e35f 100644 --- a/bigcn.py +++ b/bigcn.py @@ -84,7 +84,7 @@ def forward(self, data, x, adj, x_t, adj_t, clustering): return res -def run_model(input_data, params=None, clustering=False, verbose=False): +def run_model(input_data, params=None, clustering=False, verbose=False, device=False): """Run model input_data: gene expression matrix @@ -114,8 +114,8 @@ def run_model(input_data, params=None, clustering=False, verbose=False): "optimizer": "Adam", "clustering": True, } - - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + if device: + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") x, adj = get_data(input_data) x_t, adj_t = get_data(input_data.T) From bd63376f7b440786103656102e9a14be357a6ea2 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Mon, 9 Oct 2023 13:42:17 -0500 Subject: [PATCH 28/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 77e3785..7704ac2 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks -[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/inoue0426/scBiGCN/HEAD?labpath=sample%20notebook.ipynb) +![](fog1.png) This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks" From 9a11fa15c190c0f7984c3560d71f4bd980148edb Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Mon, 9 Oct 2023 13:42:34 -0500 Subject: [PATCH 29/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7704ac2..1cd3647 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks -![](fog1.png) +![](fig1.png) This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks" From 92a73f6c5313e307c2045cb96a613e171315de5e Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Wed, 18 Oct 2023 21:25:15 -0500 Subject: [PATCH 30/35] Update README.md --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index 1cd3647..b41a426 100644 --- a/README.md +++ b/README.md @@ -58,7 +58,5 @@ df = pd.read_csv('sample_data/sample_data.csv.gz', index_col=0) bigcn.run_model(df, verbose=True) ``` -You can also try our binder environment. - ## Help If you have any questions or require assistance using MAGIC, please feel free to make a issues on https://github.com/inoue0426/scBiGCN/ From 5db0a62127a274f5082833387b8b7dde3e4f46a2 Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Thu, 7 Mar 2024 12:03:09 -0600 Subject: [PATCH 31/35] Update README.md --- README.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index b41a426..20d6561 100644 --- a/README.md +++ b/README.md @@ -4,7 +4,7 @@ This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks" -scBiGCN is a method that utilizes two GCNs to reconstruct gene expression matrices based on the similarity matrices of cells and genes. Utilizing each similarity enables the recovery of information lost through Dropout. +scBiGCN is a method that utilizes two GCNs to reconstruct gene expression matrices based on the similarity matrices of cells and genes. Using each similarity enables the recovery of information lost through Dropout. scBiGCN has been implemented in Python. @@ -27,8 +27,7 @@ tqdm==4.65.0 ## Environment -Our experiment was conducted on Ubuntu with an RTX 2080, but it also works on an M1 Mac. To use this model, please adjust the requirements to suit your environment, paying special attention to the PyTorch-related libraries. -** Please note that as of October 8, 2023, this model doesn't support GPU on M1 Mac due to compatibility issues with PyTorch Geometric. +Our experiment was conducted on Ubuntu with an RTX 2080 and Nvidia A100. To use this model, please adjust the requirements to suit your environment, paying special attention to the PyTorch-related libraries. ## Installation from GitHub To clone the repository and install manually, run the following from a terminal: @@ -59,4 +58,4 @@ bigcn.run_model(df, verbose=True) ``` ## Help -If you have any questions or require assistance using MAGIC, please feel free to make a issues on https://github.com/inoue0426/scBiGCN/ +If you have any questions or require assistance using MAGIC, please feel free to make an issue on https://github.com/inoue0426/scBiGCN/ From fc161baa588d62d61918247fdd0741bc606dd7df Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Thu, 7 Mar 2024 12:06:55 -0600 Subject: [PATCH 32/35] Add files via upload --- overview.png | Bin 0 -> 226877 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 overview.png diff --git a/overview.png b/overview.png new file mode 100644 index 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Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Thu, 7 Mar 2024 12:07:11 -0600 Subject: [PATCH 33/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 20d6561..ec5d519 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks -![](fig1.png) +![](overview.png) This is an official implementation of the paper, "BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional Networks" From 6d296ae85d32316c539f26f1e2527f839e60198c Mon Sep 17 00:00:00 2001 From: Yoshitaka Inoue <8393063+inoue0426@users.noreply.github.com> Date: Thu, 7 Mar 2024 12:07:43 -0600 Subject: [PATCH 34/35] Delete fig1.png --- fig1.png | Bin 214562 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 fig1.png diff --git a/fig1.png 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-0500 Subject: [PATCH 35/35] Create python-format.yml --- .github/workflows/python-format.yml | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 .github/workflows/python-format.yml diff --git a/.github/workflows/python-format.yml b/.github/workflows/python-format.yml new file mode 100644 index 0000000..9f11ad3 --- /dev/null +++ b/.github/workflows/python-format.yml @@ -0,0 +1,27 @@ +name: Python Formatting + +on: [push] + +jobs: + format-code: + runs-on: ubuntu-latest + + permissions: + # Give the default GITHUB_TOKEN write permission to commit and push the + # added or changed files to the repository. + contents: write + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.10' + - name: Install black + run: python -m pip install black + - name: Format code + run: black . + - name: Commit changes + uses: stefanzweifel/git-auto-commit-action@v5 + with: + commit_message: Apply auto-formatting + branch: ${{ github.head_ref }}

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