Create cuda12install.sh
Browse files- cuda12install.sh +147 -0
cuda12install.sh
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#!/bin/bash
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# setup_musicgen_env.sh
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# Automates the setup of a clean virtual environment for MusicGen script
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# Handles dependency conflicts, installs compatible versions, and verifies setup
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# Designed for Ubuntu homelab (T-1000) with RTX 3060 Ti, CUDA 12, Python 3.10
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set -e # Exit on any error
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| 9 |
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# Define variables
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VENV_DIR="$HOME/ghostai_music_generator/musicgen_env"
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LOG_FILE="$HOME/ghostai_music_generator/setup_musicgen_env_$(date +%Y%m%d_%H%M%S).log"
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PYTHON_VERSION="python3.10"
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PIP="$VENV_DIR/bin/pip"
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PYTHON="$VENV_DIR/bin/python"
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# Create log directory
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mkdir -p "$(dirname "$LOG_FILE")"
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# Function to log messages
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log() {
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echo "[$(date +%Y-%m-%d\ %H:%M:%S)] $1" | tee -a "$LOG_FILE"
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}
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# Function to check command status
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check_status() {
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if [ $? -ne 0 ]; then
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log "ERROR: $1 failed"
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exit 1
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fi
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}
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# Function to check if a package is installed
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check_package() {
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dpkg -l "$1" &>/dev/null
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return $?
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}
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# Start logging
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log "Starting MusicGen environment setup"
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# Install system dependencies
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log "Installing system dependencies..."
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sudo apt-get update >> "$LOG_FILE" 2>&1
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check_status "apt-get update"
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for pkg in build-essential cmake python3.10 python3.10-venv python3.10-dev; do
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if ! check_package "$pkg"; then
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log "Installing $pkg..."
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sudo apt-get install -y "$pkg" >> "$LOG_FILE" 2>&1
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check_status "install $pkg"
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else
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log "$pkg already installed"
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fi
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done
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# Remove existing virtual environment if it exists
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if [ -d "$VENV_DIR" ]; then
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log "Removing existing virtual environment at $VENV_DIR"
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rm -rf "$VENV_DIR"
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check_status "remove virtual environment"
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fi
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# Create and activate virtual environment
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log "Creating virtual environment at $VENV_DIR"
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$PYTHON_VERSION -m venv "$VENV_DIR"
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check_status "create virtual environment"
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source "$VENV_DIR/bin/activate"
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check_status "activate virtual environment"
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# Upgrade pip
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log "Upgrading pip..."
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| 73 |
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$PIP install --upgrade pip >> "$LOG_FILE" 2>&1
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| 74 |
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check_status "upgrade pip"
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| 75 |
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| 76 |
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# Uninstall conflicting packages
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| 77 |
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log "Uninstalling conflicting packages..."
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| 78 |
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$PIP uninstall -y torch torchaudio numpy transformers requests spacy networkx audiocraft pydub gradio typer pydantic laion-clap pydantic-core xformers torchdata torchtext torchvision stable-audio-tools accelerate dctorch >> "$LOG_FILE" 2>&1
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check_status "uninstall conflicting packages"
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| 81 |
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# Install dependencies
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log "Installing dependencies..."
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| 83 |
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$PIP install torch==2.1.0+cu121 torchaudio==2.1.0+cu121 --index-url https://download.pytorch.org/whl/cu121 >> "$LOG_FILE" 2>&1
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| 84 |
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check_status "install torch and torchaudio"
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| 85 |
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$PIP install git+https://github.com/facebookresearch/audiocraft.git@refs/tags/v1.3.0 numpy==1.26.4 transformers==4.40.2 requests==2.31.0 spacy==3.7.2 networkx==2.8.8 pydub==0.25.1 gradio==3.50.2 pydantic==1.10.13 >> "$LOG_FILE" 2>&1
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check_status "install remaining dependencies"
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| 87 |
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| 88 |
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# Verify installation
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| 89 |
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log "Verifying installed packages..."
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| 90 |
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$PIP list | grep -E "torch|torchaudio|numpy|transformers|requests|spacy|networkx|audiocraft|pydub|gradio|typer|pydantic|laion-clap" > "$HOME/ghostai_music_generator/verified_packages.txt"
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| 91 |
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check_status "list installed packages"
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| 92 |
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| 93 |
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# Check CUDA and torch
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| 94 |
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log "Verifying CUDA and torch..."
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| 95 |
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$PYTHON -c "import torch; print(torch.__version__, torch.cuda.is_available(), torch.version.cuda)" >> "$LOG_FILE" 2>&1
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| 96 |
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check_status "verify CUDA and torch"
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| 97 |
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| 98 |
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# Test imports
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| 99 |
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log "Testing imports..."
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| 100 |
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$PYTHON -c "import torch; import torchaudio; import audiocraft; import numpy; import transformers; import requests; import spacy; import networkx; import pydub; import gradio; import pydantic; print('All imports successful')" >> "$LOG_FILE" 2>&1
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| 101 |
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check_status "test imports"
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| 102 |
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| 103 |
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# Check for dependency conflicts
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| 104 |
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log "Checking for dependency conflicts with pipdeptree..."
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| 105 |
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$PIP install pipdeptree >> "$LOG_FILE" 2>&1
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| 106 |
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check_status "install pipdeptree"
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| 107 |
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$PYTHON -m pipdeptree > "$HOME/ghostai_music_generator/pipdeptree_output.txt" 2>> "$LOG_FILE"
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| 108 |
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check_status "run pipdeptree"
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| 109 |
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| 110 |
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# Clean up unnecessary packages
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| 111 |
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log "Cleaning up unnecessary packages..."
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| 112 |
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$PIP uninstall -y stable-audio-tools laion-clap x-transformers accelerate dctorch torchdata torchtext torchvision >> "$LOG_FILE" 2>&1 || true # Ignore errors if not installed
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| 113 |
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| 114 |
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# Final verification
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| 115 |
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log "Final verification of installed packages..."
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| 116 |
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EXPECTED_PACKAGES=(
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| 117 |
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"audiocraft==1.3.0"
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| 118 |
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"gradio==3.50.2"
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| 119 |
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"networkx==2.8.8"
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| 120 |
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"numpy==1.26.4"
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| 121 |
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"pydantic==1.10.13"
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| 122 |
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"pydub==0.25.1"
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| 123 |
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"requests==2.31.0"
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| 124 |
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"spacy==3.7.2"
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| 125 |
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"torch==2.1.0+cu121"
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| 126 |
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"torchaudio==2.1.0+cu121"
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| 127 |
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"transformers==4.40.2"
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| 128 |
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"typer==0.7.0"
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| 129 |
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)
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| 130 |
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for pkg in "${EXPECTED_PACKAGES[@]}"; do
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| 131 |
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if $PIP list | grep -q "$pkg"; then
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| 132 |
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log "$pkg verified"
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| 133 |
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else
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| 134 |
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log "ERROR: $pkg not found"
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| 135 |
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exit 1
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| 136 |
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fi
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| 137 |
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done
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| 138 |
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| 139 |
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log "MusicGen environment setup completed successfully"
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| 140 |
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log "Virtual environment: $VENV_DIR"
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| 141 |
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log "Log file: $LOG_FILE"
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| 142 |
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log "Verified packages: $HOME/ghostai_music_generator/verified_packages.txt"
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| 143 |
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log "Dependency tree: $HOME/ghostai_music_generator/pipdeptree_output.txt"
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| 144 |
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log "To activate: source $VENV_DIR/bin/activate"
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| 145 |
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log "To run script: python musicgen_optimized.py"
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| 146 |
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| 147 |
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exit 0
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