From 98f230d8644fe538e54be3527f81f96c646d69bc Mon Sep 17 00:00:00 2001
From: Dan Saunders <danjsaund@gmail.com>
Date: Sat, 30 Aug 2025 00:04:39 -0400
Subject: [PATCH] cleanup

---
 .github/CONTRIBUTING.md                              | 3 ---
 pyproject.toml                                       | 2 +-
 src/axolotl/integrations/cut_cross_entropy/README.md | 4 ++--
 3 files changed, 3 insertions(+), 6 deletions(-)

diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index 56f19fe57..d5d428918 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -31,10 +31,7 @@ PRs are **greatly welcome**!
 
 Please run below to setup env
 ```bash
-# Using uv (recommended)
 uv pip install -e .[dev]
-# OR using pip
-pip3 install -e .[dev]
 
 pre-commit install
 
diff --git a/pyproject.toml b/pyproject.toml
index eb20d32f8..6dd72d205 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -117,7 +117,7 @@ deepspeed = [
 ]
 
 mamba-ssm = [
-    "mamba-ssm>=2.2.0",  # Updated to latest stable version
+    "mamba-ssm>=2.2.0",
     "causal_conv1d>=1.4.0",
 ]
 
diff --git a/src/axolotl/integrations/cut_cross_entropy/README.md b/src/axolotl/integrations/cut_cross_entropy/README.md
index c33d45f00..fe30e3e44 100644
--- a/src/axolotl/integrations/cut_cross_entropy/README.md
+++ b/src/axolotl/integrations/cut_cross_entropy/README.md
@@ -17,9 +17,9 @@ Run the following command to install `cut_cross_entropy[transformers]` if you do
 python scripts/cutcrossentropy_install.py | sh
 ```
 
-- If you are installing from pip
+- If you are installing manually
 ```bash
-pip3 uninstall -y cut-cross-entropy && pip3 install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@147ea28"
+uv pip uninstall -y cut-cross-entropy && uv pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@c6a32c5"
 ```
 
 ## Usage