unsloth/setup.sh

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#!/usr/bin/env bash
set -euo pipefail
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
# ── Helper: run command quietly, show output only on failure ──
run_quiet() {
local label="$1"
shift
local tmplog
tmplog=$(mktemp)
if "$@" > "$tmplog" 2>&1; then
rm -f "$tmplog"
else
local exit_code=$?
echo "$label failed (exit code $exit_code):"
cat "$tmplog"
rm -f "$tmplog"
exit $exit_code
fi
}
echo "╔══════════════════════════════════════╗"
echo "║ Unsloth Studio Setup Script ║"
echo "╚══════════════════════════════════════╝"
# ── Clean up stale Unsloth compiled caches ──
rm -rf "$SCRIPT_DIR/unsloth_compiled_cache"
rm -rf "$SCRIPT_DIR/studio/backend/unsloth_compiled_cache"
rm -rf "$SCRIPT_DIR/studio/tmp/unsloth_compiled_cache"
# ── Detect Colab (like unsloth does) ──
IS_COLAB=false
keynames=$'\n'$(printenv | cut -d= -f1)
if [[ "$keynames" == *$'\nCOLAB_'* ]]; then
IS_COLAB=true
fi
# ── 1. Check existing Node/npm versions ──
NEED_NODE=true
if command -v node &>/dev/null && command -v npm &>/dev/null; then
NODE_MAJOR=$(node -v | sed 's/v//' | cut -d. -f1)
NPM_MAJOR=$(npm -v | cut -d. -f1)
if [ "$NODE_MAJOR" -ge 20 ] && [ "$NPM_MAJOR" -ge 11 ]; then
echo "✅ Node $(node -v) and npm $(npm -v) already meet requirements. Skipping nvm install."
NEED_NODE=false
else
if [ "$IS_COLAB" = true ]; then
echo "✅ Node $(node -v) and npm $(npm -v) detected in Colab."
# In Colab, just upgrade npm directly - nvm doesn't work well
if [ "$NPM_MAJOR" -lt 11 ]; then
echo " Upgrading npm to latest..."
npm install -g npm@latest > /dev/null 2>&1
fi
NEED_NODE=false
else
echo "⚠️ Node $(node -v) / npm $(npm -v) too old. Installing via nvm..."
fi
fi
else
echo "⚠️ Node/npm not found. Installing via nvm..."
fi
if [ "$NEED_NODE" = true ]; then
# ── 2. Install nvm ──
export NODE_OPTIONS=--dns-result-order=ipv4first # or else fails on colab.
echo "Installing nvm..."
curl -so- https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.1/install.sh | bash > /dev/null 2>&1
# Load nvm (source ~/.bashrc won't work inside a script)
export NVM_DIR="$HOME/.nvm"
set +u
[ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh"
# ── 3. Install Node LTS ──
echo "Installing Node LTS..."
run_quiet "nvm install" nvm install --lts
nvm use --lts > /dev/null 2>&1
set -u
# ── 4. Verify versions ──
NODE_MAJOR=$(node -v | sed 's/v//' | cut -d. -f1)
NPM_MAJOR=$(npm -v | cut -d. -f1)
if [ "$NODE_MAJOR" -lt 20 ]; then
echo "❌ ERROR: Node version must be >= 20 (got $(node -v))"
exit 1
fi
if [ "$NPM_MAJOR" -lt 11 ]; then
echo "⚠️ npm version is $(npm -v), expected >= 11. Updating..."
run_quiet "npm update" npm install -g npm@latest
fi
fi
echo "✅ Node $(node -v) | npm $(npm -v)"
# ── 5. Build frontend ──
echo ""
echo "Building frontend..."
cd "$SCRIPT_DIR/studio/frontend"
run_quiet "npm install" npm install
run_quiet "npm run build" npm run build
cd "$SCRIPT_DIR"
echo "✅ Frontend built to studio/frontend/dist"
# ── 6. Python venv + deps ──
echo ""
echo "Setting up Python environment..."
# ── 6a. Discover best Python >= 3.11 and < 3.14 (i.e. 3.11.x, 3.12.x, or 3.13.x) ──
MIN_PY_MINOR=11 # minimum minor version (>= 3.11)
MAX_PY_MINOR=13 # maximum minor version (< 3.14)
BEST_PY=""
BEST_MAJOR=0
BEST_MINOR=0
# Collect candidate python3 binaries (python3, python3.9, python3.10, …)
for candidate in $(compgen -c python3 2>/dev/null | grep -E '^python3(\.[0-9]+)?$' | sort -u); do
if ! command -v "$candidate" &>/dev/null; then
continue
fi
# Get version string, e.g. "Python 3.12.5"
ver_str=$("$candidate" --version 2>&1 | awk '{print $2}')
py_major=$(echo "$ver_str" | cut -d. -f1)
py_minor=$(echo "$ver_str" | cut -d. -f2)
# Skip anything that isn't Python 3
if [ "$py_major" -ne 3 ] 2>/dev/null; then
continue
fi
# Skip versions below 3.12 (require > 3.11)
if [ "$py_minor" -lt "$MIN_PY_MINOR" ] 2>/dev/null; then
continue
fi
# Skip versions above 3.13 (require < 3.14)
if [ "$py_minor" -gt "$MAX_PY_MINOR" ] 2>/dev/null; then
continue
fi
# Keep the highest qualifying version
if [ "$py_minor" -gt "$BEST_MINOR" ]; then
BEST_PY="$candidate"
BEST_MAJOR="$py_major"
BEST_MINOR="$py_minor"
fi
done
if [ -z "$BEST_PY" ]; then
echo "❌ ERROR: No Python version between 3.${MIN_PY_MINOR} and 3.${MAX_PY_MINOR} found on this system."
echo " Detected Python 3 installations:"
for candidate in $(compgen -c python3 2>/dev/null | grep -E '^python3(\.[0-9]+)?$' | sort -u); do
if command -v "$candidate" &>/dev/null; then
echo " - $candidate ($($candidate --version 2>&1))"
fi
done
echo ""
echo " Please install Python 3.${MIN_PY_MINOR} or 3.${MAX_PY_MINOR}."
echo " For example: sudo apt install python3.12 python3.12-venv"
exit 1
fi
BEST_VER=$("$BEST_PY" --version 2>&1 | awk '{print $2}')
echo "✅ Using $BEST_PY ($BEST_VER) — compatible (3.${MIN_PY_MINOR}.x 3.${MAX_PY_MINOR}.x)"
REQ_ROOT="$SCRIPT_DIR/studio/backend/requirements"
SINGLE_ENV_CONSTRAINTS="$REQ_ROOT/single-env/constraints.txt"
SINGLE_ENV_DATA_DESIGNER="$REQ_ROOT/single-env/data-designer.txt"
SINGLE_ENV_DATA_DESIGNER_DEPS="$REQ_ROOT/single-env/data-designer-deps.txt"
SINGLE_ENV_PATCH="$REQ_ROOT/single-env/patch_metadata.py"
install_python_stack() {
python "$SCRIPT_DIR/install_python_stack.py"
}
if [ "$IS_COLAB" = true ]; then
# Colab: install packages directly without venv
install_python_stack
else
# Local: create venv (always start fresh to preserve correct install order)
rm -rf .venv
rm -rf .venv_overlay # Remove legacy overlay (no longer used)
rm -rf .venv_t5 # Will be rebuilt below
"$BEST_PY" -m venv .venv
source .venv/bin/activate
install_python_stack
# ── 6b. Pre-install transformers 5.x into .venv_t5/ ──
# Models like GLM-4.7-Flash need transformers>=5.2.0. Instead of pip-installing
# at runtime (slow, ~10-15s), we pre-install into a separate directory.
# The training subprocess just prepends .venv_t5/ to sys.path — instant switch.
echo ""
echo " Pre-installing transformers 5.x for newer model support..."
VENV_T5_DIR="$SCRIPT_DIR/.venv_t5"
mkdir -p "$VENV_T5_DIR"
run_quiet "pip install transformers 5.x" pip install --target "$VENV_T5_DIR" --no-deps "transformers==5.2.0"
run_quiet "pip install huggingface_hub for t5" pip install --target "$VENV_T5_DIR" --no-deps "huggingface_hub==1.3.0"
echo "✅ Transformers 5.x pre-installed to .venv_t5/"
# ── 7. WSL: pre-install GGUF build dependencies ──
# On WSL, sudo requires a password and can't be entered during GGUF export
# (runs in a non-interactive subprocess). Install build deps here instead.
if grep -qi microsoft /proc/version 2>/dev/null; then
echo ""
echo "⚠️ WSL detected — installing build dependencies for GGUF export..."
echo " You may be prompted for your password."
sudo apt-get update -y
sudo apt-get install -y build-essential cmake curl git libcurl4-openssl-dev
echo "✅ GGUF build dependencies installed"
fi
fi
# ── 8. Build llama.cpp binaries for GGUF inference + export ──
# Builds at ~/.unsloth/llama.cpp — a single shared location under the user's
# home directory. This is used by both the inference server and the GGUF
# export pipeline (unsloth-zoo).
# - llama-server: for GGUF model inference
# - llama-quantize: for GGUF export quantization (symlinked to root for check_llama_cpp())
UNSLOTH_HOME="$HOME/.unsloth"
mkdir -p "$UNSLOTH_HOME"
LLAMA_CPP_DIR="$UNSLOTH_HOME/llama.cpp"
LLAMA_SERVER_BIN="$LLAMA_CPP_DIR/build/bin/llama-server"
rm -rf "$LLAMA_CPP_DIR"
{
# Check prerequisites
if ! command -v cmake &>/dev/null; then
echo ""
echo "⚠️ cmake not found — skipping llama-server build (GGUF inference won't be available)"
echo " Install cmake and re-run setup.sh to enable GGUF inference."
elif ! command -v git &>/dev/null; then
echo ""
echo "⚠️ git not found — skipping llama-server build (GGUF inference won't be available)"
else
echo ""
echo "Building llama-server for GGUF inference..."
BUILD_OK=true
run_quiet "clone llama.cpp" git clone --depth 1 https://github.com/ggml-org/llama.cpp.git "$LLAMA_CPP_DIR" || BUILD_OK=false
if [ "$BUILD_OK" = true ]; then
CMAKE_ARGS=""
# Detect CUDA: check nvcc on PATH, then common install locations
NVCC_PATH=""
if command -v nvcc &>/dev/null; then
NVCC_PATH="$(command -v nvcc)"
elif [ -x /usr/local/cuda/bin/nvcc ]; then
NVCC_PATH="/usr/local/cuda/bin/nvcc"
export PATH="/usr/local/cuda/bin:$PATH"
elif ls /usr/local/cuda-*/bin/nvcc &>/dev/null 2>&1; then
# Pick the newest cuda-XX.X directory
NVCC_PATH="$(ls -d /usr/local/cuda-*/bin/nvcc 2>/dev/null | sort -V | tail -1)"
export PATH="$(dirname "$NVCC_PATH"):$PATH"
fi
if [ -n "$NVCC_PATH" ]; then
echo " Building with CUDA support (nvcc: $NVCC_PATH)..."
CMAKE_ARGS="-DGGML_CUDA=ON"
elif [ -d /usr/local/cuda ] || nvidia-smi &>/dev/null; then
echo " CUDA driver detected but nvcc not found — building CPU-only"
echo " To enable GPU: install cuda-toolkit or add nvcc to PATH"
else
echo " Building CPU-only (no CUDA detected)..."
fi
NCPU=$(nproc 2>/dev/null || sysctl -n hw.ncpu 2>/dev/null || echo 4)
run_quiet "cmake llama.cpp" cmake -S "$LLAMA_CPP_DIR" -B "$LLAMA_CPP_DIR/build" $CMAKE_ARGS || BUILD_OK=false
fi
if [ "$BUILD_OK" = true ]; then
run_quiet "build llama-server" cmake --build "$LLAMA_CPP_DIR/build" --config Release --target llama-server -j"$NCPU" || BUILD_OK=false
fi
# Also build llama-quantize (needed by unsloth-zoo's GGUF export pipeline)
if [ "$BUILD_OK" = true ]; then
run_quiet "build llama-quantize" cmake --build "$LLAMA_CPP_DIR/build" --config Release --target llama-quantize -j"$NCPU" || true
# Symlink to llama.cpp root — check_llama_cpp() looks for the binary there
QUANTIZE_BIN="$LLAMA_CPP_DIR/build/bin/llama-quantize"
if [ -f "$QUANTIZE_BIN" ]; then
ln -sf build/bin/llama-quantize "$LLAMA_CPP_DIR/llama-quantize"
fi
fi
if [ "$BUILD_OK" = true ]; then
if [ -f "$LLAMA_SERVER_BIN" ]; then
echo "✅ llama-server built at $LLAMA_SERVER_BIN"
else
echo "⚠️ llama-server binary not found after build — GGUF inference won't be available"
fi
if [ -f "$LLAMA_CPP_DIR/llama-quantize" ]; then
echo "✅ llama-quantize available for GGUF export"
fi
else
echo "⚠️ llama-server build failed — GGUF inference won't be available, but everything else works"
fi
fi
}
# ── 9. Add shell alias (skip in Colab) ──
# Note: venv activation does NOT persist across terminal sessions.
# This alias hardcodes the venv python path so users don't need to activate.
if [ "$IS_COLAB" = false ]; then
echo ""
REPO_DIR="$SCRIPT_DIR"
# Detect the user's default shell and pick the right rc file
USER_SHELL="$(basename "${SHELL:-/bin/bash}")"
case "$USER_SHELL" in
zsh)
SHELL_RC="$HOME/.zshrc"
ALIAS_BLOCK="alias unsloth-studio='${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'
alias unsloth-ui='${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'"
;;
fish)
SHELL_RC="$HOME/.config/fish/config.fish"
# fish uses 'abbr' or 'function'; a simple alias works via 'alias' in config.fish
ALIAS_BLOCK="alias unsloth-studio '${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'
alias unsloth-ui '${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'"
;;
ksh)
SHELL_RC="$HOME/.kshrc"
ALIAS_BLOCK="alias unsloth-studio='${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'
alias unsloth-ui='${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'"
;;
*)
# Default to bash for bash and any other POSIX-compatible shell
SHELL_RC="$HOME/.bashrc"
ALIAS_BLOCK="alias unsloth-studio='${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'
alias unsloth-ui='${REPO_DIR}/.venv/bin/python ${REPO_DIR}/cli.py studio -f ${REPO_DIR}/studio/frontend/dist'"
;;
esac
echo " Detected shell: $USER_SHELL$SHELL_RC"
ALIAS_ADDED=false
if ! grep -qF "unsloth-studio" "$SHELL_RC" 2>/dev/null; then
mkdir -p "$(dirname "$SHELL_RC")" # needed for fish's nested config path
cat >> "$SHELL_RC" <<UNSLOTH_EOF
# Unsloth Studio launcher
$ALIAS_BLOCK
UNSLOTH_EOF
echo "✅ Aliases 'unsloth-studio' and 'unsloth-ui' added to $SHELL_RC"
ALIAS_ADDED=true
else
echo "✅ Aliases 'unsloth-studio' and 'unsloth-ui' already exist in $SHELL_RC"
fi
fi # End of "if not Colab" for shell alias setup
echo ""
if [ "$IS_COLAB" = true ]; then
echo "╔══════════════════════════════════════╗"
echo "║ Setup Complete! ║"
echo "╠══════════════════════════════════════╣"
echo "║ Unsloth Studio is ready to start ║"
echo "║ in your Colab notebook! ║"
echo "╚══════════════════════════════════════╝"
else
echo "╔══════════════════════════════════════╗"
echo "║ Setup Complete! ║"
echo "╠══════════════════════════════════════╣"
if [ "$ALIAS_ADDED" = true ]; then
echo "║ Run 'source $SHELL_RC'"
echo "║ or open a new terminal, then: ║"
else
echo "║ Launch with: ║"
fi
echo "║ ║"
echo "║ unsloth-studio -H 0.0.0.0 -p 8000 ║"
echo "╚══════════════════════════════════════╝"
fi