From ae31a9d51ed0d3b37713eae5d54cb95609511b17 Mon Sep 17 00:00:00 2001
From: William Anderson <53445030+andersonw1@users.noreply.github.com>
Date: Thu, 6 Nov 2025 10:26:13 -0800
Subject: [PATCH 1/4] Revise README for Tuolumne installation instructions

Updated installation instructions for LLNL LC Tuolumne users and removed references to Lassen.
---
 README.md | 13 ++++---------
 1 file changed, 4 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index abfdb2a..b19d5e8 100644
--- a/README.md
+++ b/README.md
@@ -21,10 +21,6 @@ make
 make install
 ```
 
-## For LLNL LC Lassen users
-
-Please install [OpenCE-1.1.2](https://lc.llnl.gov/confluence/pages/viewpage.action?pageId=678892406) -->
-
 ## Dependencies and Installation
 
 Users can install the repository as a python package:
@@ -43,16 +39,15 @@ This python package requires updated prerequistes:
 "h5py"
 ```
 
-### For LLNL LC Lassen users
+### For LLNL LC Tuolumne users
 
-The work-in-progress python package is compatiable with [OpenCE-1.9.1](https://lc.llnl.gov/confluence/pages/viewpage.action?pageId=785286611).
-For installing GPLasDI on opence environment:
+The work-in-progress python package is compatiable with Tuolumne. Users must make sure to install ROCm for compatability with AMD GPUs.
+For installing GPLasDI on your conda environment environment:
 ```
 source /your/anaconda
 conda activate /your/opence/environment
 
-conda install scikit-learn
-pip install argparse
+pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.3
 
 pip install .
 ```

From 8476385c012b6721853af85d632b80cdbb4cef9b Mon Sep 17 00:00:00 2001
From: William Anderson <53445030+andersonw1@users.noreply.github.com>
Date: Thu, 6 Nov 2025 10:29:37 -0800
Subject: [PATCH 2/4] Fix typos and enhance installation instructions

Corrected typos and improved instructions for conda environment setup.
---
 README.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index b19d5e8..e8a7b82 100644
--- a/README.md
+++ b/README.md
@@ -20,6 +20,7 @@ autoreconf -i
 make
 make install
 ```
+-->
 
 ## Dependencies and Installation
 
@@ -42,10 +43,10 @@ This python package requires updated prerequistes:
 ### For LLNL LC Tuolumne users
 
 The work-in-progress python package is compatiable with Tuolumne. Users must make sure to install ROCm for compatability with AMD GPUs.
-For installing GPLasDI on your conda environment environment:
+For installing GPLasDI on your conda environment:
 ```
 source /your/anaconda
-conda activate /your/opence/environment
+conda activate /your/environment
 
 pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.3
 

From 3470c673601599fb0ac44a996fb6d95f7a281dbc Mon Sep 17 00:00:00 2001
From: William Anderson <53445030+andersonw1@users.noreply.github.com>
Date: Thu, 6 Nov 2025 10:45:56 -0800
Subject: [PATCH 3/4] Update PyTorch installation command in README

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e8a7b82..605555f 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,7 @@ For installing GPLasDI on your conda environment:
 source /your/anaconda
 conda activate /your/environment
 
-pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.3
+pip3 install torch torchvision --index-url https://download.pytorch.org/whl/rocm6.4
 
 pip install .
 ```

From b8682693d4319d028d524b5b7747aa2695267228 Mon Sep 17 00:00:00 2001
From: William Anderson <53445030+andersonw1@users.noreply.github.com>
Date: Thu, 6 Nov 2025 10:49:42 -0800
Subject: [PATCH 4/4] Add references for PyTorch documentation

Added references to PyTorch resources in the README.
---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index 605555f..2341851 100644
--- a/README.md
+++ b/README.md
@@ -52,6 +52,10 @@ pip3 install torch torchvision --index-url https://download.pytorch.org/whl/rocm
 
 pip install .
 ```
+#### References
+[PyTorch in LC](https://lc.llnl.gov/confluence/spaces/LC/pages/633377957/PyTorch+in+LC)
+
+[Distributed PyTorch on CORAL 2 Systems](https://lc.llnl.gov/confluence/spaces/LC/pages/753186548/Distributed+PyTorch+on+CORAL+2+systems)
 
 ## Examples