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Check in some experimental whisper programs
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// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*- | ||
// vi: set et ft=cpp ts=4 sts=4 sw=4 fenc=utf-8 :vi | ||
// | ||
// Copyright 2024 Mozilla Foundation | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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#include "color.h" | ||
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#include <ctl/ostringstream.h> | ||
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#define SQR(X) ((X) * (X)) | ||
#define UNCUBE(x) x < 48 ? 0 : x < 115 ? 1 : (x - 35) / 40 | ||
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// quantizes 24-bit rgb to xterm256 code range [16,256) | ||
static int rgb2xterm256(int r, int g, int b) { | ||
unsigned char cube[] = {0, 0137, 0207, 0257, 0327, 0377}; | ||
int av, ir, ig, ib, il, qr, qg, qb, ql; | ||
av = r * .299 + g * .587 + b * .114 + .5; | ||
ql = (il = av > 238 ? 23 : (av - 3) / 10) * 10 + 8; | ||
qr = cube[(ir = UNCUBE(r))]; | ||
qg = cube[(ig = UNCUBE(g))]; | ||
qb = cube[(ib = UNCUBE(b))]; | ||
if (SQR(qr - r) + SQR(qg - g) + SQR(qb - b) <= | ||
SQR(ql - r) + SQR(ql - g) + SQR(ql - b)) | ||
return ir * 36 + ig * 6 + ib + 020; | ||
return il + 0350; | ||
} | ||
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static ctl::string set_xterm256_foreground(int r, int g, int b) { | ||
int x = rgb2xterm256(r, g, b); | ||
ctl::ostringstream oss; | ||
oss << "\033[38;5;" << x << "m"; | ||
return oss.str(); | ||
} | ||
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// Lowest is red, middle is yellow, highest is green. Color scheme from | ||
// Paul Tol; it is colorblind friendly https://personal.sron.nl/~pault/ | ||
const ctl::vector<ctl::string> kRedToGreenXterm256 = { | ||
set_xterm256_foreground(220, 5, 12), | ||
set_xterm256_foreground(232, 96, 28), | ||
set_xterm256_foreground(241, 147, 45), | ||
set_xterm256_foreground(246, 193, 65), | ||
set_xterm256_foreground(247, 240, 86), | ||
set_xterm256_foreground(144, 201, 135), | ||
set_xterm256_foreground( 78, 178, 101), | ||
}; |
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#pragma once | ||
#include <ctl/vector.h> | ||
#include <ctl/string.h> | ||
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extern const ctl::vector<ctl::string> kRedToGreenXterm256; |
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// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*- | ||
// vi: set et ft=cpp ts=4 sts=4 sw=4 fenc=utf-8 :vi | ||
// | ||
// Copyright 2024 Mozilla Foundation | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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#include "color.h" | ||
#include "whisper.h" | ||
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#include <math.h> | ||
#include <cosmo.h> | ||
#include <stdio.h> | ||
#include <stdlib.h> | ||
#include <assert.h> | ||
#include <signal.h> | ||
#include <unistd.h> | ||
#include <pthread.h> | ||
#include <ctl/min.h> | ||
#include <ctl/max.h> | ||
#include <sys/stat.h> | ||
#include <ctl/vector.h> | ||
#include <cosmoaudio.h> | ||
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#define FRAMES_PER_SECOND 30 | ||
#define CHUNK_FRAMES (WHISPER_SAMPLE_RATE / FRAMES_PER_SECOND) | ||
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const char *g_model; | ||
volatile sig_atomic_t g_done; | ||
struct whisper_context *g_ctx; | ||
struct whisper_context_params g_cparams; | ||
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static void onsig(int sig) { | ||
g_done = 1; | ||
} | ||
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static void *load_model(void *arg) { | ||
g_ctx = whisper_init_from_file_with_params(g_model, g_cparams); | ||
if (!g_ctx) { | ||
fprintf(stderr, "error: failed to initialize whisper context\n"); | ||
exit(2); | ||
} | ||
return 0; | ||
} | ||
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int main(int argc, char *argv[]) { | ||
FLAG_gpu = LLAMAFILE_GPU_DISABLE; | ||
FLAG_log_disable = true; | ||
llamafile_check_cpu(); | ||
ShowCrashReports(); | ||
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// get argument | ||
if (argc != 2) { | ||
fprintf(stderr, "usage: %s MODEL\n", argv[0]); | ||
return 1; | ||
} | ||
struct stat st; | ||
g_model = argv[1]; | ||
if (stat(g_model, &st)) { | ||
perror(g_model); | ||
return 1; | ||
} | ||
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// detect teletypewriters | ||
bool should_print_color = isatty(1) && isatty(2); | ||
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// connect to microphone | ||
int status; | ||
struct CosmoAudio *mic; | ||
struct CosmoAudioOpenOptions cao = {}; | ||
cao.sizeofThis = sizeof(struct CosmoAudioOpenOptions); | ||
cao.deviceType = kCosmoAudioDeviceTypeCapture; | ||
cao.sampleRate = WHISPER_SAMPLE_RATE; | ||
cao.bufferFrames = CHUNK_FRAMES * 2; | ||
cao.channels = 1; | ||
if ((status = cosmoaudio_open(&mic, &cao)) != COSMOAUDIO_SUCCESS) { | ||
fprintf(stderr, "error: failed to open microphone: %d\n", status); | ||
return 1; | ||
} | ||
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// load model | ||
pthread_t model_loader; | ||
g_cparams = whisper_context_default_params(); | ||
unassert(!pthread_create(&model_loader, 0, load_model, 0)); | ||
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// setup signals | ||
struct sigaction sa; | ||
sa.sa_flags = 0; | ||
sa.sa_handler = onsig; | ||
sigemptyset(&sa.sa_mask); | ||
sigaction(SIGINT, &sa, 0); | ||
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// record audio until ctrl-c is pressed | ||
ctl::vector<float> samples; | ||
while (!g_done) { | ||
size_t n = samples.size(); | ||
samples.resize(n + CHUNK_FRAMES); | ||
cosmoaudio_poll(mic, (int[]){CHUNK_FRAMES}, 0); | ||
cosmoaudio_read(mic, &samples[n], CHUNK_FRAMES); | ||
fprintf(stderr, "\rcaptured %f seconds of audio... (press ctrl-c when done)", | ||
(double)samples.size() / WHISPER_SAMPLE_RATE); | ||
fflush(stderr); | ||
} | ||
fprintf(stderr, "\n"); | ||
cosmoaudio_close(mic); | ||
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// transcribe audio | ||
unassert(!pthread_join(model_loader, 0)); | ||
whisper_full_params wparams = | ||
whisper_full_default_params(WHISPER_SAMPLING_BEAM_SEARCH); | ||
wparams.no_timestamps = true; | ||
wparams.suppress_non_speech_tokens = true; | ||
wparams.greedy.best_of = 8; | ||
wparams.beam_search.beam_size = 8; | ||
wparams.initial_prompt = nullptr; | ||
if ((status = whisper_full(g_ctx, wparams, samples.data(), samples.size()))) { | ||
fprintf(stderr, "error: whisper failed with %d\n", status); | ||
return 3; | ||
} | ||
int n_segments = whisper_full_n_segments(g_ctx); | ||
for (int i = 0; i < n_segments; ++i) { | ||
int n_tokens = whisper_full_n_tokens(g_ctx, i); | ||
for (int j = 0; j < n_tokens; ++j) { | ||
const whisper_token id = whisper_full_get_token_id(g_ctx, i, j); | ||
const char *text = whisper_full_get_token_text(g_ctx, i, j); | ||
float p = whisper_full_get_token_p(g_ctx, i, j); | ||
if (should_print_color) { | ||
int colorcount = kRedToGreenXterm256.size(); | ||
int colorindex = powf(p, 2.5) * colorcount; | ||
colorindex = ctl::max(0, ctl::min(colorcount - 1, colorindex)); | ||
fprintf(stderr, "%s", kRedToGreenXterm256[colorindex].c_str()); | ||
fflush(stderr); | ||
} | ||
printf("%12f %8d %-`'20s\n", id, text, p); | ||
fflush(stdout); | ||
} | ||
} | ||
if (should_print_color) | ||
fprintf(stderr, "\033[0m"); | ||
whisper_free(g_ctx); | ||
} |
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