cleanup

.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
 

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",
 ]
 

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