mirror of
https://github.com/kuhyx/testsAndMisc.git
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git-subtree-dir: linux_configuration git-subtree-mainline:11427631cdgit-subtree-split:0762e3d07b
474 lines
15 KiB
Bash
Executable File
474 lines
15 KiB
Bash
Executable File
#!/usr/bin/env bash
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set -euo pipefail
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# Transcribe an audio file using faster-whisper with automatic setup.
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# - Creates Python venv in .venv
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# - Installs ffmpeg and espeak-ng (best-effort) for test audio generation
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# - Installs faster-whisper (and CUDA stack if NVIDIA is present)
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# - Runs tools/transcribe_fw.py to produce .txt and .srt next to the input
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SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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PROJECT_DIR="$SCRIPT_DIR"
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TOOLS_DIR="$PROJECT_DIR/tools"
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PY_RUNNER="$TOOLS_DIR/transcribe_fw.py"
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PY_HELPERS="$TOOLS_DIR/transcribe_helpers.py"
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VENV_DIR="$PROJECT_DIR/.venv"
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usage() {
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cat << USAGE
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Usage: $(basename "$0") [--online] [--prepare-model NAME --model-dir DIR] [-m model] [-l lang] [-o outdir] [audio_file]
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Options:
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--online Allow network to install deps and/or download models (default: offline)
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--prepare-model NAME Download a model for offline use (implies --online)
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--model-dir DIR Directory to store or load local models (default: ./models)
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-m model Model size or path (tiny, base, small, medium, large-v3, etc.). Default: large-v3
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-l lang Language code (e.g., en). Default: auto-detect
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-o outdir Output directory (default: alongside input)
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[env] FW_DIARIZE=1 Enable diarization (speaker labels). Optional: FW_NUM_SPEAKERS=N. When --online, installs soundfile, speechbrain, and CPU-only torch/torchaudio.
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-h Show help
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USAGE
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}
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log() {
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echo "[$(date +'%H:%M:%S')]" "$@"
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}
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detect_pkg_mgr() {
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if command -v apt-get > /dev/null 2>&1; then
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echo apt
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return
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fi
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if command -v dnf > /dev/null 2>&1; then
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echo dnf
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return
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fi
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if command -v yum > /dev/null 2>&1; then
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echo yum
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return
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fi
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if command -v pacman > /dev/null 2>&1; then
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echo pacman
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return
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fi
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if command -v zypper > /dev/null 2>&1; then
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echo zypper
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return
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fi
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echo none
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}
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has_libcublas12() {
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# Common system locations
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for d in \
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/usr/lib \
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/usr/lib64 \
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/usr/local/cuda/lib64 \
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/usr/local/cuda-12*/lib64 \
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/opt/cuda/lib64 \
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/opt/cuda/targets/x86_64-linux/lib; do
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if [[ -e "$d/libcublas.so.12" ]]; then
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return 0
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fi
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done
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# venv-provided NVIDIA CUDA libs
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if [[ -x "$VENV_DIR/bin/python" ]]; then
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local pyver
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pyver="$("$VENV_DIR"/bin/python "$PY_HELPERS" python-version 2> /dev/null || true)"
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if [[ -n $pyver ]]; then
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for d in "$VENV_DIR/lib/python$pyver/site-packages/nvidia/cublas/lib" \
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"$VENV_DIR/lib/python$pyver/site-packages/nvidia/cudnn/lib" \
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"$VENV_DIR/lib/python$pyver/site-packages/nvidia/cuda_runtime/lib"; do
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if [[ -e "$d/libcublas.so.12" ]]; then
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return 0
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fi
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done
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fi
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fi
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return 1
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}
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ensure_cuda_runtime() {
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local mgr
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mgr="$(detect_pkg_mgr)"
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if [[ $OFFLINE -eq 1 ]]; then
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if has_libcublas12; then return 0; fi
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echo "CUDA runtime (libcublas.so.12) not found and offline mode is enabled. Install CUDA 12 runtime or rerun with --online." >&2
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exit 6
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fi
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if has_libcublas12; then
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return 0
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fi
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if ! command -v sudo > /dev/null 2>&1; then
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log "sudo not found; skipping CUDA runtime install attempt."
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else
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log "CUDA cuBLAS 12 not found; attempting to install CUDA runtime (manager: $mgr)"
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set +e
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case "$mgr" in
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pacman)
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sudo pacman -Sy --noconfirm cuda cudnn || true
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;;
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apt)
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sudo apt-get update -y || true
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sudo apt-get install -y nvidia-cuda-toolkit || true
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;;
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dnf | yum)
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sudo "$mgr" install -y cuda cudnn || true
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;;
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zypper)
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sudo zypper install -y cuda cudnn || true
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;;
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*) log "Unknown package manager; cannot install CUDA automatically." ;;
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esac
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set -e
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fi
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# Re-check
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if ! has_libcublas12; then
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echo "CUDA runtime (libcublas.so.12) not found after attempted install. Please install CUDA 12 toolkit/runtime and re-run." >&2
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exit 6
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fi
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}
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install_system_deps() {
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have_cmd() { command -v "$1" > /dev/null 2>&1; }
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local need_ffmpeg=0 need_espeak=0
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have_cmd ffmpeg || need_ffmpeg=1
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have_cmd espeak-ng || need_espeak=1
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# If diarization requested and online, we may also try to ensure libsndfile
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local need_libsndfile=0
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if [[ ${FW_DIARIZE:-} == "1" ]]; then
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# Heuristic: check common library file
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if [[ ! -e /usr/lib/x86_64-linux-gnu/libsndfile.so && ! -e /usr/lib/libsndfile.so && ! -e /usr/lib64/libsndfile.so ]]; then
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need_libsndfile=1
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fi
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fi
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if [[ $need_ffmpeg -eq 0 && $need_espeak -eq 0 && $need_libsndfile -eq 0 ]]; then
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log "System deps present: ffmpeg, espeak-ng${FW_DIARIZE:+, libsndfile}"
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return 0
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fi
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if [[ $OFFLINE -eq 1 ]]; then
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echo "Missing system dependencies (ffmpeg/espeak-ng) but running in offline mode. Install them or rerun with --online." >&2
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exit 5
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fi
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local mgr
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mgr="$(detect_pkg_mgr)"
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log "Detected package manager: $mgr (installing missing: $([[ $need_ffmpeg -eq 1 ]] && echo ffmpeg)$([[ $need_espeak -eq 1 ]] && echo espeak-ng)$([[ $need_libsndfile -eq 1 ]] && echo libsndfile))"
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if ! command -v sudo > /dev/null 2>&1; then
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log "sudo not found; skipping system package installation attempt."
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return 0
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fi
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# Avoid exiting on install errors; continue best-effort
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set +e
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case "$mgr" in
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apt)
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sudo apt-get update -y || log "apt-get update failed; continuing"
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pkgs=(python3-venv python3-pip)
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[[ $need_ffmpeg -eq 1 ]] && pkgs+=(ffmpeg)
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[[ $need_espeak -eq 1 ]] && pkgs+=(espeak-ng)
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if [[ $need_libsndfile -eq 1 ]]; then
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# Try both names across releases
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pkgs+=(libsndfile1)
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sudo apt-get install -y libsndfile1 || true
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# If that failed, try libsndfile2 (newer distros)
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sudo apt-get install -y libsndfile2 || true
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fi
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sudo apt-get install -y "${pkgs[@]}" || log "apt-get install failed; continuing"
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;;
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dnf)
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pkgs=(python3-venv python3-pip)
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[[ $need_ffmpeg -eq 1 ]] && pkgs+=(ffmpeg)
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[[ $need_espeak -eq 1 ]] && pkgs+=(espeak-ng)
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[[ $need_libsndfile -eq 1 ]] && pkgs+=(libsndfile)
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sudo dnf install -y "${pkgs[@]}" || log "dnf install failed; continuing"
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;;
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yum)
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pkgs=(python3-venv python3-pip)
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[[ $need_ffmpeg -eq 1 ]] && pkgs+=(ffmpeg)
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[[ $need_espeak -eq 1 ]] && pkgs+=(espeak-ng)
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[[ $need_libsndfile -eq 1 ]] && pkgs+=(libsndfile)
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sudo yum install -y "${pkgs[@]}" || log "yum install failed; continuing"
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;;
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pacman)
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pkgs=(python-virtualenv python-pip)
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[[ $need_ffmpeg -eq 1 ]] && pkgs+=(ffmpeg)
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[[ $need_espeak -eq 1 ]] && pkgs+=(espeak-ng)
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[[ $need_libsndfile -eq 1 ]] && pkgs+=(libsndfile)
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sudo pacman -Sy --noconfirm "${pkgs[@]}" || log "pacman install failed; continuing"
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;;
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zypper)
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pkgs=(python311-virtualenv python311-pip)
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[[ $need_ffmpeg -eq 1 ]] && pkgs+=(ffmpeg)
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[[ $need_espeak -eq 1 ]] && pkgs+=(espeak-ng)
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[[ $need_libsndfile -eq 1 ]] && pkgs+=(libsndfile1)
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sudo zypper install -y "${pkgs[@]}" || log "zypper install failed; continuing"
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;;
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*)
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log "Unknown package manager; please ensure ffmpeg and espeak-ng are installed."
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;;
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esac
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set -e
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}
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setup_venv() {
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if [[ ! -d $VENV_DIR ]]; then
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log "Creating venv at $VENV_DIR"
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python3 -m venv "$VENV_DIR"
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fi
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# shellcheck disable=SC1091
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source "$VENV_DIR/bin/activate"
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if [[ $OFFLINE -eq 0 ]]; then
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python -m pip install --upgrade pip wheel setuptools
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fi
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}
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install_python_deps() {
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# Install deps; if NVIDIA GPU is present, prefer CUDA-capable stack (cu12)
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local has_nvidia_flag="${1:-0}"
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log "Installing faster-whisper and dependencies"
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export PIP_DISABLE_PIP_VERSION_CHECK=1
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export PIP_DEFAULT_TIMEOUT=${PIP_DEFAULT_TIMEOUT:-20}
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if [[ $OFFLINE -eq 1 ]]; then
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# Offline: do not install, just verify modules
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if ! python "$PY_HELPERS" check-faster-whisper; then
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exit 7
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fi
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# If diarization requested offline, check for its deps too (warn-only)
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if [[ ${FW_DIARIZE:-} == "1" ]]; then
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python "$PY_HELPERS" check-diarization || true
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fi
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return 0
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fi
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if [[ $has_nvidia_flag -eq 1 ]]; then
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# If ctranslate2 is not installed, attempt CUDA-enabled wheel (with fallback)
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if ! "$VENV_DIR/bin/python" "$PY_HELPERS" check-ctranslate2 2> /dev/null; then
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log "Installing CUDA-enabled CTranslate2 (cu12 wheel)"
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python -m pip install --progress-bar on --retries 1 --upgrade "ctranslate2<5,>=4.0" --extra-index-url https://download.opennmt.net/ctranslate2/cu12 ||
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log "Warning: could not reach cu12 wheel index; will proceed with available ctranslate2"
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fi
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# Ensure NVIDIA CUDA 12 runtime libs are available inside the venv
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python -m pip install --progress-bar on --retries 1 --upgrade nvidia-cublas-cu12 nvidia-cuda-runtime-cu12 nvidia-cudnn-cu12 ||
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log "Warning: failed to install NVIDIA cu12 runtime libs via pip"
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fi
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python -m pip install --progress-bar on --retries 1 --upgrade faster-whisper ffmpeg-python
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# If diarization requested and online, install its Python deps best-effort
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if [[ ${FW_DIARIZE:-} == "1" ]]; then
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python -m pip install --progress-bar on --retries 1 --upgrade soundfile speechbrain ||
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log "Warning: failed to install soundfile/speechbrain"
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# Torch and torchaudio CPU wheels (force to avoid mismatched CUDA builds)
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python -m pip install --progress-bar on --retries 1 --upgrade --force-reinstall --index-url https://download.pytorch.org/whl/cpu torch torchaudio ||
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log "Warning: failed to install torch/torchaudio CPU wheels"
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fi
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python "$PY_HELPERS" deps-installed
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}
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ensure_runner() {
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if [[ ! -f $PY_RUNNER ]]; then
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echo "Runner not found: $PY_RUNNER" >&2
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exit 3
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fi
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}
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generate_test_audio() {
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local tmpwav
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tmpwav="${PROJECT_DIR}/test_fw.wav"
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if command -v espeak-ng > /dev/null 2>&1; then
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log "Generating test audio via espeak-ng -> $tmpwav" >&2
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espeak-ng -w "$tmpwav" "This is a quick test of faster whisper transcription." > /dev/null 2>&1 || true
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fi
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# If espeak-ng failed or not present, try espeak
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if [[ ! -s $tmpwav ]] && command -v espeak > /dev/null 2>&1; then
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log "espeak-ng unavailable or failed; trying espeak -> $tmpwav" >&2
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espeak -w "$tmpwav" "This is a quick test of faster whisper transcription." > /dev/null 2>&1 || true
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fi
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# Fallback: generate tone via Python stdlib (no external deps)
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if [[ ! -s $tmpwav ]]; then
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log "Generating 3s 1kHz WAV via Python stdlib -> $tmpwav" >&2
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python3 "$PY_HELPERS" generate-wav --file "$tmpwav" || true
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fi
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# Final fallback: tone via ffmpeg
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if [[ ! -s $tmpwav ]]; then
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log "Creating a 3s sine tone WAV via ffmpeg -> $tmpwav" >&2
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ffmpeg -f lavfi -i sine=frequency=1000:duration=3 -ar 16000 -ac 1 -f wav -y "$tmpwav" > /dev/null 2>&1 || true
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fi
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echo "$tmpwav"
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}
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prepare_model() {
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# Download a model for offline use into MODEL_DIR
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local name="$1"
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mkdir -p "$MODEL_DIR"
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# shellcheck disable=SC1091
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source "$VENV_DIR/bin/activate"
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log "Preparing model '$name' into $MODEL_DIR"
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python "$PY_HELPERS" prepare-model --model "$name" --model-dir "$MODEL_DIR"
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}
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main() {
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# Defaults
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OFFLINE=1
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PREPARE_MODEL=""
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MODEL_DIR="$PROJECT_DIR/models"
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MODEL="large-v3"
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LANGUAGE=""
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OUTDIR=""
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INPUT_FILE=""
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# Parse args
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PARSED=$(getopt -o m:l:o:h -l online,prepare-model:,model-dir: -- "$@") || {
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usage
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exit 2
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}
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eval set -- "$PARSED"
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while true; do
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case "$1" in
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-m)
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MODEL="$2"
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shift 2
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;;
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-l)
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LANGUAGE="$2"
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shift 2
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;;
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-o)
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OUTDIR="$2"
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shift 2
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;;
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-h)
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usage
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exit 0
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;;
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--online)
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OFFLINE=0
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shift
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;;
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--prepare-model)
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PREPARE_MODEL="$2"
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OFFLINE=0
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shift 2
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;;
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--model-dir)
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MODEL_DIR="$2"
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shift 2
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;;
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--)
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shift
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break
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;;
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*) break ;;
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esac
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done
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INPUT_FILE="${1:-}"
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if [[ $OFFLINE -eq 1 ]]; then
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export HF_HUB_OFFLINE=1
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export TRANSFORMERS_OFFLINE=1
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fi
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install_system_deps
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setup_venv
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# If asked to prepare a model, do that and exit
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if [[ -n $PREPARE_MODEL ]]; then
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if [[ $OFFLINE -eq 1 ]]; then
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echo "--prepare-model requires network; rerun with --online." >&2
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exit 2
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fi
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install_python_deps 0
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prepare_model "$PREPARE_MODEL"
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log "Model '$PREPARE_MODEL' downloaded to $MODEL_DIR"
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exit 0
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fi
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# Detect NVIDIA GPU and enforce CUDA if present
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has_nvidia=0
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if command -v nvidia-smi > /dev/null 2>&1 && nvidia-smi -L > /dev/null 2>&1; then
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has_nvidia=1
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fi
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install_python_deps "$has_nvidia"
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ensure_runner
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local input="$INPUT_FILE"
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if [[ -z $input ]]; then
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input="$(generate_test_audio)"
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if [[ ! -s $input ]]; then
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echo "Failed to generate test audio. Please provide an audio file." >&2
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exit 4
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fi
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fi
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if [[ ! -f $input ]]; then
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echo "Input file not found: $input" >&2
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exit 2
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fi
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local args=("$input" "--model" "$MODEL")
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[[ -n $LANGUAGE ]] && args+=("--language" "$LANGUAGE")
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[[ -n $OUTDIR ]] && args+=("--outdir" "$OUTDIR")
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# Pass diarization via env if requested
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if [[ ${FW_DIARIZE:-} == "1" ]]; then
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args+=("--diarize")
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if [[ -n ${FW_NUM_SPEAKERS:-} ]]; then
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args+=("--num-speakers" "${FW_NUM_SPEAKERS}")
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fi
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fi
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if [[ $has_nvidia -eq 1 ]]; then
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ensure_cuda_runtime
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# Export common CUDA paths in case the env lacks them
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export CUDA_HOME="${CUDA_HOME:-/usr/local/cuda}"
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# Include system and possible venv-provided CUDA libs
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local pyver venv_cuda_paths=""
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if [[ -x "$VENV_DIR/bin/python" ]]; then
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pyver="$("$VENV_DIR"/bin/python "$PY_HELPERS" python-version 2> /dev/null || true)"
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if [[ -n $pyver ]]; then
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venv_cuda_paths="$VENV_DIR/lib/python$pyver/site-packages/nvidia/cublas/lib:$VENV_DIR/lib/python$pyver/site-packages/nvidia/cudnn/lib:$VENV_DIR/lib/python$pyver/site-packages/nvidia/cuda_runtime/lib"
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fi
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fi
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export LD_LIBRARY_PATH="${LD_LIBRARY_PATH:-}:${CUDA_HOME}/lib64:/usr/lib/x86_64-linux-gnu:/opt/cuda/lib64:/opt/cuda/targets/x86_64-linux/lib:${venv_cuda_paths}"
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export PATH="${PATH}:${CUDA_HOME}/bin"
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# shellcheck disable=SC1091
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source "$VENV_DIR/bin/activate"
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python "$PY_HELPERS" test-cuda || {
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echo "CUDA environment check failed. Aborting as requested." >&2
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exit 6
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}
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args+=("--device" "cuda")
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fi
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log "Transcribing: $input"
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# shellcheck disable=SC1091
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source "$VENV_DIR/bin/activate"
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if [[ $has_nvidia -eq 1 ]]; then
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if ! python "$PY_RUNNER" "${args[@]}"; then
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echo "CUDA execution requested due to detected NVIDIA GPU, but it failed. Aborting as requested (no CPU fallback)." >&2
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exit 6
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fi
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else
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# Offline: prefer local directory if present; otherwise use cache without network
|
|
if [[ $OFFLINE -eq 1 ]]; then
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|
local local_model_path=""
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|
if [[ -d $MODEL ]]; then
|
|
local_model_path="$MODEL"
|
|
elif [[ -d "$MODEL_DIR/$MODEL" ]]; then
|
|
local_model_path="$MODEL_DIR/$MODEL"
|
|
fi
|
|
if [[ -n $local_model_path ]]; then
|
|
args=("$input" "--model" "$local_model_path")
|
|
[[ -n $LANGUAGE ]] && args+=("--language" "$LANGUAGE")
|
|
[[ -n $OUTDIR ]] && args+=("--outdir" "$OUTDIR")
|
|
fi
|
|
fi
|
|
python "$PY_RUNNER" "${args[@]}"
|
|
fi
|
|
}
|
|
|
|
main "$@"
|