Update Dockerfile

Dockerfile

@@ -112,12 +112,9 @@ RUN pip install --no-cache-dir -r requirements.txt
 RUN pip install --index-url https://download.pytorch.org/whl/cu128 \
     torch==2.8.0+cu128 torchvision==0.23.0+cu128 torchaudio==2.8.0+cu128
 
-# ---------------- Toolchain, Triton, FA2 (sem bnb) ----------------
-RUN pip install packaging ninja cmake pybind11 scikit-build cython hf_transfer numpy==1.24.4
 
-# Triton 3.x (sem triton.ops)
 RUN pip uninstall -y triton || true && \
-    pip install -v --no-build-isolation triton==3.1.0
+    pip install -v --no-build-isolation triton==3.4.0
 
 RUN pip install --upgrade bitsandbytes