updated requirements
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Dockerfile
38
Dockerfile
@ -1,28 +1,30 @@
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# 1. Test setup:
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# docker run -it --rm --gpus all pytorch/pytorch:2.0.1-cuda11.7-cudnn8-runtime nvidia-smi
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# docker run -it --rm --gpus all pytorch/pytorch:2.4.1-cuda12.4-cudnn9-runtime nvidia-smi
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#
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# If the above does not work, try adding the --privileged flag
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# and changing the command to `sh -c 'ldconfig -v && nvidia-smi'`.
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#
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# 2. Start training:
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# docker build -f Dockerfile -t img . && \
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# docker run -it --rm --gpus all -v $PWD:/workspace -u $(id -u):$(id -g) img \
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# docker run -it --rm --gpus all -v $PWD:/workspace img \
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# sh xvfb_run.sh python3 dreamer.py \
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# --configs dmc_vision --task dmc_walker_walk \
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# --logdir "./logdir/dmc_walker_walk"
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#
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# 3. See results:
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# tensorboard --logdir ~/logdir
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#
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# 4. To set up Atari or Minecraft environments, please check the scripts located in "env/setup_scripts".
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# System
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FROM pytorch/pytorch:2.0.1-cuda11.7-cudnn8-runtime
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FROM pytorch/pytorch:2.4.1-cuda12.4-cudnn9-runtime
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ARG DEBIAN_FRONTEND=noninteractive
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ENV TZ=America/San_Francisco
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ENV PYTHONUNBUFFERED 1
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ENV PIP_DISABLE_PIP_VERSION_CHECK 1
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ENV PIP_NO_CACHE_DIR 1
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RUN apt-get update && apt-get install -y \
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vim libglew2.1 libgl1-mesa-glx libosmesa6 \
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vim libgl1-mesa-glx libosmesa6 \
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wget unrar cmake g++ libgl1-mesa-dev \
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libx11-6 openjdk-8-jdk x11-xserver-utils xvfb \
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&& apt-get clean
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@ -31,28 +33,8 @@ RUN pip3 install --upgrade pip
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# Envs
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ENV NUMBA_CACHE_DIR=/tmp
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# dmc setup
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RUN pip3 install tensorboard
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RUN pip3 install gym==0.19.0
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RUN pip3 install mujoco==2.3.5
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RUN pip3 install dm_control==1.0.9
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RUN pip3 install moviepy
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WORKDIR /workspace
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COPY requirements.txt .
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# crafter setup
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RUN pip3 install crafter==1.8.0
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# atari setup
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RUN pip3 install atari-py==0.2.9
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RUN pip3 install opencv-python==4.7.0.72
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RUN mkdir roms && cd roms
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RUN wget -L -nv http://www.atarimania.com/roms/Roms.rar
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RUN unrar x -o+ Roms.rar
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RUN python3 -m atari_py.import_roms ROMS
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RUN cd .. && rm -rf roms
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# memorymaze setup
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RUN pip3 install memory_maze==1.0.3
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# minecraft setup
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RUN pip3 install minerl==0.4.4
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RUN pip3 install numpy==1.21.0
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# Install requiremqnts
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RUN pip3 install -r requirements.txt
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@ -5,7 +5,7 @@ Pytorch implementation of [Mastering Diverse Domains through World Models](https
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### Method 1: Manual
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Get dependencies with python 3.9:
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Get dependencies with python 3.11:
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```
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pip install -r requirements.txt
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```
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@ -17,6 +17,8 @@ Monitor results:
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```
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tensorboard --logdir ./logdir
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```
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To set up Atari or Minecraft environments, please check the scripts located in [env/setup_scripts](https://github.com/NM512/dreamerv3-torch/tree/main/envs/setup_scripts).
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### Method 2: Docker
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Please refer to the Dockerfile for the instructions, as they are included within.
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10
envs/setup_scripts/atari.sh
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10
envs/setup_scripts/atari.sh
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#!/bin/sh
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# Run this script to install Atari
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pip3 install atari-py==0.2.9
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pip3 install opencv-python==4.7.0.72
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mkdir roms && cd roms
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wget -L -nv http://www.atarimania.com/roms/Roms.rar
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unrar x -o+ Roms.rar
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python3 -m atari_py.import_roms ROMS
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cd .. && rm -rf roms
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16
envs/setup_scripts/minecraft.sh
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16
envs/setup_scripts/minecraft.sh
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#!/bin/sh
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# Install Java 8 before running this script by either of the following methods.
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# 1. Use docker
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# $ apt-get update
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# $ apt-get install -y openjdk-8-jdk
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# 2. Use conda
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# $ conda install -c conda-forge openjdk=8
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pip3 install https://github.com/NM512/minerl/releases/download/v0.4.4-patched/minerl_mirror-0.4.4-cp311-cp311-linux_x86_64.whl
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# Downgrade to install old gym
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pip3 install setuptools==60.0.0
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pip3 install pip==22.0
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pip3 install gym==0.19.0
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pip3 install cloudpickle==2.2.1
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@ -1,22 +1,14 @@
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setuptools==60.0.0
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torch==2.0.0
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torchvision==0.15.1
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pandas==1.2.4
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torch==2.4.1
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matplotlib==3.5.0
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ruamel.yaml==0.17.4
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moviepy==1.0.3
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einops==0.3.0
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protobuf==3.20.0
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gym==0.19.0
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gym==0.22.0
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mujoco==2.3.5
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dm_control==1.0.9
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scipy==1.8.0
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memory_maze==1.0.3
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atari-py==0.2.9
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crafter==1.8.0
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opencv-python==4.7.0.72
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numpy==1.21.0
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tensorboard
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# minerl==0.4.4
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# This was needed for minerl
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# conda install -c conda-forge openjdk=8
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numpy==1.23.5
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tensorboard==2.17.1
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