main: ggml.o main.o
g++ -o main ggml.o main.o
+ ./main -h
ggml.o: ggml.c ggml.h
gcc -O3 -mavx -mavx2 -mfma -mf16c -c ggml.c
clean:
rm -f *.o main
-# run the program
-run: main
- ./main
-
-# download the following audio samples into folder "./samples":
+# download a few audio samples into folder "./samples":
.PHONY: samples
samples:
@echo "Downloading samples..."
@ffmpeg -loglevel -0 -y -i samples/gb1.ogg -ar 16000 -ac 1 -c:a pcm_s16le samples/gb1.wav
@ffmpeg -loglevel -0 -y -i samples/hp0.ogg -ar 16000 -ac 1 -c:a pcm_s16le samples/hp0.wav
-.PHONY: tiny.en
-tiny.en: main
- @echo "Downloading tiny.en (75 MB just once)"
- @mkdir -p models
- @if [ ! -f models/ggml-tiny.en.bin ]; then \
- wget --quiet --show-progress -O models/ggml-tiny.en.bin https://ggml.ggerganov.com/ggml-model-whisper-tiny.en.bin ; \
- fi
- @echo ""
- @echo "==============================================="
- @echo "Running tiny.en on all samples in ./samples ..."
- @echo "==============================================="
- @echo ""
- @for f in samples/*.wav; do \
- echo "----------------------------------------------" ; \
- echo "[+] Running base.en on $$f ... (run 'ffplay $$f' to listen)" ; \
- echo "----------------------------------------------" ; \
- echo "" ; \
- ./main -m models/ggml-tiny.en.bin -f $$f ; \
- echo "" ; \
- done
-.PHONY: base.en
-base.en: main
- @echo "Downloading base.en (142 MB just once)"
- @mkdir -p models
- @if [ ! -f models/ggml-base.en.bin ]; then \
- wget --quiet --show-progress -O models/ggml-base.en.bin https://ggml.ggerganov.com/ggml-model-whisper-base.en.bin ; \
- fi
- @echo ""
- @echo "==============================================="
- @echo "Running base.en on all samples in ./samples ..."
- @echo "==============================================="
- @echo ""
- @for f in samples/*.wav; do \
- echo "----------------------------------------------" ; \
- echo "[+] Running base.en on $$f ... (run 'ffplay $$f' to listen)" ; \
- echo "----------------------------------------------" ; \
- echo "" ; \
- ./main -m models/ggml-base.en.bin -f $$f ; \
- echo "" ; \
- done
+# if not already downloaded, the following targets download the specified model and
+# runs it on all samples in the folder "./samples":
+.PHONY: tiny.en
+.PHONY: base.en
+.PHONY: medium.en
.PHONY: small.en
-small.en: main
- @echo "Downloading small.en (466 MB just once)"
- @mkdir -p models
- @if [ ! -f models/ggml-small.en.bin ]; then \
- wget --quiet --show-progress -O models/ggml-small.en.bin https://ggml.ggerganov.com/ggml-model-whisper-small.en.bin ; \
- fi
- @echo ""
- @echo "==============================================="
- @echo "Running small.en on all samples in ./samples ..."
- @echo "==============================================="
- @echo ""
- @for f in samples/*.wav; do \
- echo "----------------------------------------------" ; \
- echo "[+] Running base.en on $$f ... (run 'ffplay $$f' to listen)" ; \
- echo "----------------------------------------------" ; \
- echo "" ; \
- ./main -m models/ggml-small.en.bin -f $$f ; \
- echo "" ; \
- done
-.PHONY: medium.en
-medium.en: main
- @echo "Downloading medium.en (1.5 GB just once)"
- @mkdir -p models
- @if [ ! -f models/ggml-medium.en.bin ]; then \
- wget --quiet --show-progress -O models/ggml-medium.en.bin https://ggml.ggerganov.com/ggml-model-whisper-medium.en.bin ; \
- fi
+tiny.en base.en medium.en small.en: main
+ bash ./download-ggml-model.sh $@
@echo ""
@echo "==============================================="
- @echo "Running medium.en on all samples in ./samples ..."
+ @echo "Running $@ on all samples in ./samples ..."
@echo "==============================================="
@echo ""
@for f in samples/*.wav; do \
echo "[+] Running base.en on $$f ... (run 'ffplay $$f' to listen)" ; \
echo "----------------------------------------------" ; \
echo "" ; \
- ./main -m models/ggml-medium.en.bin -f $$f ; \
+ ./main -m models/ggml-$@.bin -f $$f ; \
echo "" ; \
done
## Usage
+To build the main program, run `make`. You can then transribe a `.wav` file like this:
+
+```bash
+$ ./main -f input.wav
+```
+
+Before running the program, make sure to download one of the ggml Whisper models. For example:
+
+```bash
+bash ./download-ggml-model.sh base.en
+```
+
+---
+
For a quick demo, simply run `make base.en`:
```bash
## Memory usage
-| Model | Mem |
-| --- | --- |
-| tiny.en | ~600 MB |
-| base.en | ~800 MB |
-| small.en | ~1.6 GB |
-| medium.en | ~3.5 GB |
+| Model | Disk | Mem |
+| --- | --- | --- |
+| tiny.en | 75 MB | ~600 MB |
+| base.en | 142 MB | ~800 MB |
+| small.en | 466 MB | ~1.6 GB |
+| medium.en | 1.5 GB | ~3.5 GB |
## ggml format
- vocabulary
- weights
+You can download the converted models using the [download-ggml-model.sh](download-ggml-model.sh) script.
+
For more details, see the conversion script [convert-pt-to-ggml.py](convert-pt-to-ggml.py)
--- /dev/null
+#!/bin/bash
+
+# This script downloads Whisper model files that have already been converted to ggml format.
+# This way you don't have to convert them yourself.
+
+ggml_path=$(dirname $(realpath $0))
+
+# Whisper models
+models=( "tiny.en" "base.en" "small.en" "medium.en" )
+
+# list available models
+function list_models {
+ printf "\n"
+ printf " Available models:"
+ for model in "${models[@]}"; do
+ printf " $model"
+ done
+ printf "\n\n"
+}
+
+if [ "$#" -ne 1 ]; then
+ printf "Usage: $0 <model>\n"
+ list_models
+
+ exit 1
+fi
+
+model=$1
+
+if [[ ! " ${models[@]} " =~ " ${model} " ]]; then
+ printf "Invalid model: $model\n"
+ list_models
+
+ exit 1
+fi
+
+# download ggml model
+
+printf "Downloading ggml model $model ...\n"
+
+mkdir -p models
+
+if [ -f "models/ggml-$model.bin" ]; then
+ printf "Model $model already exists. Skipping download.\n"
+ exit 0
+fi
+
+wget --quiet --show-progress -O models/ggml-$model.bin https://ggml.ggerganov.com/ggml-model-whisper-$model.bin
+
+if [ $? -ne 0 ]; then
+ printf "Failed to download ggml model $model \n"
+ printf "Please try again later or download the original Whisper model files and convert them yourself.\n"
+ exit 1
+fi
+
+printf "Done! Model '$model' saved in 'models/ggml-$model.bin'\n"
+printf "You can now use it like this:\n\n"
+printf " $ ./main -m models/ggml-$model.bin -f samples/jfk.wav\n"
+printf "\n"
bool verbose = false;
bool print_special_tokens = false;
- std::string model = "models/whisper-tiny.en/ggml-model.bin"; // model path
+ std::string model = "models/ggml-base.en.bin"; // model path
- std::string fname_inp = "default.wav";
+ std::string fname_inp = "samples/jfk.wav";
};
void whisper_print_usage(int argc, char ** argv, const whisper_params & params);
}
void whisper_print_usage(int argc, char ** argv, const whisper_params & params) {
+ fprintf(stderr, "\n");
fprintf(stderr, "usage: %s [options]\n", argv[0]);
fprintf(stderr, "\n");
fprintf(stderr, "options:\n");
const int64_t t_main_start_us = ggml_time_us();
whisper_params params;
- params.model = "models/whisper-tiny.en/ggml-model.bin";
if (whisper_params_parse(argc, argv, params) == false) {
return 1;
if (!whisper_model_load(params.model, model, vocab)) {
fprintf(stderr, "%s: failed to load model from '%s'\n", __func__, params.model.c_str());
+ whisper_print_usage(argc, argv, {});
return 1;
}
drwav wav;
if (!drwav_init_file(&wav, params.fname_inp.c_str(), NULL)) {
fprintf(stderr, "%s: failed to open WAV file '%s' - check your input\n", argv[0], params.fname_inp.c_str());
+ whisper_print_usage(argc, argv, {});
return 2;
}