Update versions.

README.md

@@ -9,7 +9,7 @@ Auto Code Improvement by Metrics Optimization.
 Autocode selects the best values for optimized metrics. The variable value types could be bool, int, float, and choice (including
 but not limited to code). This project utilizes a Large Language Model and Mixed-Variable Many-Objective Optimization.
 Based on our research/literature review, this project hypothetically can contribute to the economic performance of
-companies.
+companies.  
 
 ## Features
 

benchmark/Dockerfile

@@ -3,25 +3,30 @@ FROM muazhari/cuda-torch-tensorflow:latest
 
 # Setup workdir.
 ENV WORKDIR=/workdir
-
 WORKDIR $WORKDIR
 
-# SSH server setup.
-RUN apt update -y
-
-RUN yes | DEBIAN_FRONTEND=noninteractive apt install -y \
+# Install apt dependencies.
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
+  --mount=type=cache,target=/var/lib/apt,sharing=locked \
+    apt-fast update -y \
+    && \
+    yes | apt-fast install -y \
     openssh-server \
     git
 
+# Setup sshd.
 RUN mkdir /var/run/sshd
-
 RUN echo 'root:root' | chpasswd
-
 RUN echo "PermitRootLogin yes" >> /etc/ssh/sshd_config
 
-# Setup dependencies.
-COPY requirements.txt .
-
-RUN pip3 install -r requirements.txt --use-feature=fast-deps --break-system-packages
-
-RUN pip3 install ray[default,tune] --use-feature=fast-deps --break-system-packages
+# Copy the requirements.txt file to the working directory.
+COPY ./requirements.txt ./requirements.txt
+
+# Install python dependencies from requirements.txt.
+RUN --mount=type=cache,target=/root/.cache/pip \
+    --mount=type=cache,target=/root/.cache/uv \
+    uv pip install --system \
+    ray[default,tune] \
+    -r requirements.txt \
+    --break-system-packages \
+    --no-build-isolation

benchmark/requirements.txt

@@ -6,25 +6,27 @@ pytest-asyncio
 pytest-xdist
 pytest-cov
 
+gpy>=1.13.2
+pandas
 numba
 rexmex
 optuna
-pymoo
+pymoo @git+https://github.com/anyoptimization/pymoo@main
 pysamoo
 hebo
 ax-platform
 pydantic_settings
 fastapi
-dependency-injector>=4.42.0b1
+dependency-injector
 ray
 fastapi
-matplotlib<3.9.0
+matplotlib
 sqlmodel
 dill
 streamlit
-numpy>=1.26.4,<2
+numpy
 python-on-whales
 uvicorn
 langchain
-langchain-openai>=0.1.21rc1
+langchain-openai
 langgraph

setup.py

@@ -7,7 +7,7 @@
 
 setup(
     name='autocode-py',
-    version='0.0.1.post9',
+    version='0.0.1.post10',
     author='muazhari',
     url='https://github.com/muazhari/autocode',
     description='autocode: Auto Code Improvement by Metrics Optimization.',
@@ -25,21 +25,22 @@
         'Topic :: Scientific/Engineering',
     ],
     install_requires=[
-        'pymoo@git+https://github.com/anyoptimization/pymoo.git',
+        'pymoo @ git+ssh://git@github.com/anyoptimization/pymoo.git',
         'pydantic_settings',
         'fastapi',
-        'dependency-injector>=4.42.0b1',
+        'pandas',
+        'dependency-injector',
         'ray',
         'fastapi',
-        'matplotlib<3.9.0',
+        'matplotlib',
         'sqlmodel',
         'dill',
         'streamlit',
-        'numpy>=1.26.4,<2',
+        'numpy',
         'python-on-whales',
         'uvicorn',
         'langchain',
-        'langchain-openai>=0.1.21rc1',
+        'langchain-openai',
         'langgraph',
     ],
 )