add support for audio and input name from stdin

This commit is contained in:
Anthony Wu 2024-10-03 00:34:47 -10:00
parent 9bc53fc210
commit bb5d7db5d7
4 changed files with 108 additions and 19 deletions

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@ -25,8 +25,8 @@ pip install mlx-whisper
At its simplest:
```
mlx_whisper audio_file.mp3
```sh
mlx_whisper audio_file.mp3 # output name will re-use basename of audio file path
```
This will make a text file `audio_file.txt` with the results.
@ -35,6 +35,20 @@ Use `-f` to specify the output format and `--model` to specify the model. There
are many other supported command line options. To see them all, run
`mlx_whisper -h`.
Alternatively, you can pipe in the audio content of other programs via stdin,
useful when `mlx_whisper` acts as a composable command line utility.
```sh
# hypothetical demo of audio content via stdin
# default output file name will be content.*
some-process | mlx_whisper
# hypothetical demo of media content via stdin
# use --input-name to name your output artifacts
some-downloader https://some.url/media?id=lecture42 | mlx_whisper --input-name mlx-demo
```
#### API
Transcribe audio with:

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@ -3,7 +3,7 @@
import os
from functools import lru_cache
from subprocess import CalledProcessError, run
from typing import Union
from typing import Optional, Union
import mlx.core as mx
import numpy as np
@ -21,7 +21,7 @@ FRAMES_PER_SECOND = SAMPLE_RATE // HOP_LENGTH # 10ms per audio frame
TOKENS_PER_SECOND = SAMPLE_RATE // N_SAMPLES_PER_TOKEN # 20ms per audio token
def load_audio(file: str, sr: int = SAMPLE_RATE):
def load_audio(file: str = Optional[str], sr: int = SAMPLE_RATE, from_stdin=False):
"""
Open an audio file and read as mono waveform, resampling as necessary
@ -40,18 +40,20 @@ def load_audio(file: str, sr: int = SAMPLE_RATE):
# This launches a subprocess to decode audio while down-mixing
# and resampling as necessary. Requires the ffmpeg CLI in PATH.
if from_stdin:
cmd = ["ffmpeg", "-i", "pipe:0"]
else:
cmd = ["ffmpeg", "-nostdin", "-i", file]
# fmt: off
cmd = [
"ffmpeg",
"-nostdin",
cmd.extend([
"-threads", "0",
"-i", file,
"-f", "s16le",
"-ac", "1",
"-acodec", "pcm_s16le",
"-ar", str(sr),
"-"
]
])
# fmt: on
try:
out = run(cmd, capture_output=True, check=True).stdout

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@ -2,15 +2,17 @@
import argparse
import os
import sys
import traceback
import warnings
from . import audio
from .tokenizer import LANGUAGES, TO_LANGUAGE_CODE
from .transcribe import transcribe
from .writers import get_writer
def build_parser():
def build_parser(is_audio_from_stdin=False):
def optional_int(string):
return None if string == "None" else int(string)
@ -27,15 +29,22 @@ def build_parser():
parser = argparse.ArgumentParser(
formatter_class=argparse.ArgumentDefaultsHelpFormatter
)
parser.add_argument(
"audio", nargs="+", type=str, help="Audio file(s) to transcribe"
)
if not is_audio_from_stdin:
parser.add_argument("audio", nargs="+", help="Audio file(s) to transcribe")
parser.add_argument(
"--model",
default="mlx-community/whisper-tiny",
type=str,
help="The model directory or hugging face repo",
)
parser.add_argument(
"--input-name",
type=str,
default="content",
help="logical name of audio content received via stdin",
)
parser.add_argument(
"--output-dir",
"-o",
@ -192,7 +201,8 @@ def build_parser():
def main():
parser = build_parser()
is_audio_from_stdin = not os.isatty(sys.stdin.fileno())
parser = build_parser(is_audio_from_stdin=is_audio_from_stdin)
args = vars(parser.parse_args())
if args["verbose"] is True:
print(f"Args: {args}")
@ -219,17 +229,27 @@ def main():
warnings.warn("--max-line-count has no effect without --max-line-width")
if writer_args["max_words_per_line"] and writer_args["max_line_width"]:
warnings.warn("--max-words-per-line has no effect with --max-line-width")
for audio_path in args.pop("audio"):
if is_audio_from_stdin:
audio_list = [audio.load_audio(from_stdin=True)]
input_name = args.pop("input_name")
else:
audio_list = args.pop("audio")
args.pop("input_name")
for audio_obj in audio_list:
try:
result = transcribe(
audio_path,
audio_obj,
path_or_hf_repo=path_or_hf_repo,
**args,
)
writer(result, audio_path, **writer_args)
if not is_audio_from_stdin:
input_name = audio_obj
writer(result, input_name, **writer_args)
except Exception as e:
traceback.print_exc()
print(f"Skipping {audio_path} due to {type(e).__name__}: {str(e)}")
print(f"Skipping {audio_obj} due to {type(e).__name__}: {str(e)}")
if __name__ == "__main__":

53
whisper/test_cli.sh Executable file
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@ -0,0 +1,53 @@
#!/bin/zsh -e
set -o err_exit
TEST_AUDIO="mlx_whisper/assets/ls_test.flac"
# when not receiving stdin, check audio arg is required
TEST_1="mlx_whisper requires audio position arg when not provided with stdin"
if mlx_whisper 2>&1 | grep "the following arguments are required: audio" > /dev/null; then
echo "[PASS] $TEST_1"
else
echo "[FAIL] $TEST_1"
fi
TEST_2="mlx_whisper does not require audio position arg when provided with stdin"
if ! (/bin/cat "$TEST_AUDIO" | mlx_whisper --help | /usr/bin/grep "Audio file(s) to transcribe") > /dev/null; then
echo "[PASS] $TEST_2"
else
echo "[FAIL] $TEST_2"
fi
TEST_3="mlx_whisper accepts optional --input-name arg"
if (mlx_whisper --help | /usr/bin/grep "\-\-input-name") > /dev/null; then
echo "[PASS] $TEST_3"
else
echo "[FAIL] $TEST_3"
fi
TEST_OUTPUT_DIR=$(mktemp -d -t mlx_whisper_cli_test)
# the control output - cli called with audio position arg
# expected output file name is ls_test.json
mlx_whisper "$TEST_AUDIO" --output-dir "$TEST_OUTPUT_DIR" --output-format all --temperature 0 --verbose=False
TEST_STDIN_1="mlx_whisper produces identical output whether provided audio arg or stdin of same content"
# method stdin - output file is content.json (default --input-name is content when not provided)
/bin/cat "$TEST_AUDIO" | mlx_whisper --output-dir "$TEST_OUTPUT_DIR" --output-format json --temperature 0 --verbose=False
if diff "${TEST_OUTPUT_DIR}/content.json" "${TEST_OUTPUT_DIR}/ls_test.json"; then
echo "[PASS] $TEST_STDIN_1"
else
echo "[FAIL] $TEST_STDIN_1"
echo "Check unexpected output in ${TEST_OUTPUT_DIR}"
fi
TEST_STDIN_2="mlx_whisper produces identical output when stdin comes via: cmd < file"
mlx_whisper --input-name stdin_test_2 --output-dir "$TEST_OUTPUT_DIR" --output-format tsv --temperature 0 --verbose=False < "$TEST_AUDIO"
if diff "${TEST_OUTPUT_DIR}/stdin_test_2.tsv" "${TEST_OUTPUT_DIR}/ls_test.tsv"; then
echo "[PASS] $TEST_STDIN_2"
else
echo "[FAIL] $TEST_STDIN_2"
echo "Check unexpected output in ${TEST_OUTPUT_DIR}"
fi