121 Commits

Author SHA1 Message Date
Bel LaPointe
f326f077ce no more rwhisper 2023-12-21 15:07:05 -05:00
Bel LaPointe
3b79024bdd confirmed rwhisper aint gonna cut it seemingly because candle doesnt cut it 2023-12-21 14:40:17 -05:00
Bel LaPointe
de099d9917 but it is soooo sloooow 2023-12-21 14:34:22 -05:00
Bel LaPointe
0d8315550a IT RUNS WITH RWHISPER WOO 2023-12-21 14:20:19 -05:00
Bel LaPointe
a420ef5381 upd8 2023-12-20 23:56:16 -05:00
Bel LaPointe
18bc7f3604 update transcript.sh for rust-whisper-baked 2023-12-20 23:51:13 -05:00
Bel LaPointe
48c0565b1f oop 2023-12-20 23:45:23 -05:00
Bel LaPointe
af1171b228 and change model 2023-12-20 23:43:38 -05:00
Bel LaPointe
e74a5ac0ca fix so each buffer page isnt stream_step from last BUT stream_step of content 2023-12-20 23:43:06 -05:00
Bel LaPointe
6bb29c106f use at least 15k hz for input device config 2023-12-20 23:14:13 -05:00
Bel LaPointe
43e495ac6c still broken looping in lib-rs but marginally better so 2023-12-20 22:58:25 -05:00
Bel LaPointe
1cdefd1eca document learnings 2023-12-20 22:50:12 -05:00
Bel LaPointe
c69f6c5f7f virtual audio device for mac 2 ez 2023-12-20 22:39:06 -05:00
Bel LaPointe
6f1df41d83 fix compilation 2023-12-20 22:14:52 -05:00
Bel LaPointe
5c34112c0c rust-whisper-baked can list input devices 2023-12-20 22:12:35 -05:00
Bel LaPointe
e27a8f8f56 listen-lib accepts device name 2023-12-20 21:54:15 -05:00
Bel LaPointe
f97f746ab9 minor refactor 2023-12-20 14:55:33 -05:00
Bel LaPointe
589c6e65b8 whisper no wasm 2023-12-20 12:58:16 -05:00
Bel LaPointe
3b6ae8801c rust-whisper-baked streams again woo 2023-12-20 09:48:38 -05:00
Bel LaPointe
1e56d44b2f baked-lib to ::wav, ::stream 2023-12-20 09:38:29 -05:00
Bel LaPointe
4f44697ef0 just stream and wav 2023-12-20 09:35:41 -05:00
Bel LaPointe
6e32967067 drop cpal, signal from rust-whisper-lib and accept channel 2023-12-20 09:31:36 -05:00
Bel LaPointe
32d8080251 wippy 2023-12-20 09:28:47 -05:00
Bel LaPointe
a617d2a924 maybe i CAN use whisper... 2023-12-20 09:11:34 -05:00
Bel LaPointe
fd77e19b60 Rename away from whisper 2023-12-20 09:09:48 -05:00
Bel LaPointe
26f3ccad37 make a unittest 2023-12-20 09:01:06 -05:00
Bel LaPointe
27562e6599 wasm dead in the water because no libc 2023-12-20 07:30:27 -05:00
Bel LaPointe
6502402fca wasm-friendly args 2023-12-20 06:47:25 -05:00
Bel LaPointe
da60e92a8b grrrr f wasm 2023-12-19 22:41:40 -05:00
Bel LaPointe
c0bc9a9c76 smaller for dev 2023-12-19 22:33:32 -05:00
Bel LaPointe
218816a9dc swapped rust-whisper-baked to rust-whisper-baked-lib 2023-12-19 22:30:54 -05:00
Bel LaPointe
7a9cdd7e4f wrap rust-whisper-lib as rust-whisper-baked-lib to cook in a model 2023-12-19 22:29:10 -05:00
Bel LaPointe
d1ef3e4085 try the model-baked-in-cli-version 2023-12-19 22:24:55 -05:00
Bel LaPointe
9363975178 un-export 2023-12-19 22:19:18 -05:00
Bel LaPointe
73ed522d49 update docs 2023-12-19 22:18:15 -05:00
Bel LaPointe
0a0827a7b2 fix clap args so cli works 2023-12-19 22:17:37 -05:00
Bel LaPointe
95f638d3d0 accept model_path or model_buffer in flags 2023-12-19 22:14:22 -05:00
Bel LaPointe
82b24cabeb move all into subdirs 2023-12-19 22:01:27 -05:00
Bel LaPointe
2d4451f97a drop original root-level 2023-12-19 22:00:09 -05:00
Bel LaPointe
9055cd4aee cmd imports rust-whisper-lib 2023-12-19 21:59:34 -05:00
Bel LaPointe
cd68435eae stub /rust-whisper as a bin 2023-12-19 21:54:02 -05:00
Bel LaPointe
febe905616 lib-ify as /rust-whisper-lib 2023-12-19 21:53:02 -05:00
Bel LaPointe
2883830dbe get ready to split into package 2023-12-19 21:46:02 -05:00
Bel LaPointe
11b5091872 found the type needed to pass closures with local variables 2023-12-19 21:39:53 -05:00
Bel LaPointe
03370f362e from borrow since a grant is K 2023-12-19 21:20:52 -05:00
Bel LaPointe
ec6a71d38c purge non callback handling 2023-12-19 21:19:37 -05:00
Bel LaPointe
1b96b132e1 dumb callbacks work 2023-12-19 21:18:04 -05:00
Bel LaPointe
839487b99e drop redundant on_success time trimming 2023-12-19 21:11:53 -05:00
Bel LaPointe
a2fee32fbc refactor to whisper_service enqueues, whisper_impl transforms, whisper_engine provides raw 2023-12-19 21:08:59 -05:00
Bel LaPointe
091958e08d moved to a callback BUT costed me a global so lets iterate to someTrait 2023-12-19 20:38:01 -05:00
Bel LaPointe
5f47b2c88b wait i just needed an option? f off 2023-12-19 20:20:24 -05:00
Bel LaPointe
367838ac23 test to show include_bytes! macro supports large symlinks 2023-12-19 16:36:17 -05:00
Bel LaPointe
d05287fa3d update --stream-* defaults 2023-12-19 10:30:10 -05:00
Bel LaPointe
01be2637ca swap order 2023-12-19 10:26:22 -05:00
Bel LaPointe
226bedb80e add --debug to write a file that can be played with cat /tmp/page.rawf32audio | sox -r 16000 -b 32 -t f32 -e floating-point - -d 2023-12-19 10:25:48 -05:00
Bel LaPointe
6b54e500cd i think my recording has gaps 2023-12-19 09:54:21 -05:00
Bel LaPointe
8603f20a24 break into words but keep more stream head/tail tiebreaking 2023-12-19 09:51:11 -05:00
Bel LaPointe
eee0bf5e65 wip... 2023-12-19 09:30:15 -05:00
Bel LaPointe
15a3f8430a WIP trim the head and tail from text output because low confidence 2023-12-19 09:09:38 -05:00
Bel LaPointe
116f3f58c9 no buffer 2023-11-30 12:37:19 -07:00
Bel LaPointe
532ae22908 back to mvp 2023-11-30 12:28:35 -07:00
Bel LaPointe
deffc420ca at least it complies 2023-11-30 12:00:16 -07:00
Bel LaPointe
2391d07994 transcribing results as callbacks 2023-11-30 09:58:28 -07:00
Bel LaPointe
eea4b75bc8 confirmed threaded listen vs transcribe stream is naisu 2023-11-30 09:45:09 -07:00
Bel LaPointe
8982276a90 not infinite buffer 2023-11-30 09:41:12 -07:00
Bel LaPointe
479cfb055f threaded something i guess 2023-11-30 09:39:43 -07:00
Bel LaPointe
0667b5b5c6 large distill too 2023-11-30 09:12:38 -07:00
Bel LaPointe
9e97f8669d fuuuuuuuu lost my models folder oh well 2023-11-30 09:06:26 -07:00
Bel LaPointe
ff0f34f80b move rust to root 2023-11-30 09:02:11 -07:00
Bel LaPointe
bf3dd75074 gitignore 2023-11-30 09:02:02 -07:00
Bel LaPointe
827436d96c drop snowboy 2023-11-30 09:01:50 -07:00
Bel LaPointe
3b4295d026 unnest submodule 2023-11-30 09:01:44 -07:00
Bel LaPointe
2936fec1e4 dont need to choose 1 channel since downsampling should randomly choose from all 2023-11-29 05:33:27 -07:00
Bel LaPointe
1dd631872c from env to flags 2023-11-28 22:31:16 -07:00
Bel LaPointe
72a1420638 wheee 2023-11-28 22:24:10 -07:00
Bel LaPointe
1009c4230e env variable ify 2023-11-28 22:13:05 -07:00
Bel LaPointe
30e5515da1 GOTTEM 2023-11-28 22:03:08 -07:00
Bel LaPointe
b4c9ecb98b successfully confirmed audio is k with sox -r 16000 -t f32 /tmp/transcribed.pcm --default-device 2023-11-28 21:30:24 -07:00
Bel LaPointe
4ef419e6c0 successfully confirmed audio is k with sox -r 44100 -t f32 /tmp/transcribed.pcm --default-device 2023-11-28 21:22:26 -07:00
Bel LaPointe
54964ec59b grrrrr output 2023-11-28 21:03:00 -07:00
Bel LaPointe
62e764436a no warnings but still nothing sane coming out... 2023-11-28 20:36:26 -07:00
Bel LaPointe
d631def834 CLOSER like easily 80 20 range right 2023-11-28 20:32:09 -07:00
Bel LaPointe
3168968cae ok stream les go 2023-11-28 19:23:21 -07:00
Bel LaPointe
437d7cac39 successful refactor 2023-11-28 19:18:05 -07:00
Bel LaPointe
3093a91d84 wip 2023-11-28 19:10:07 -07:00
Bel LaPointe
f58e3a0331 better default err msgs 2023-11-26 17:37:26 -07:00
Bel LaPointe
6dffa401b7 cleaner 2023-11-26 17:21:40 -07:00
Bel LaPointe
f4d9730b5a hm i lost it but i get it back 2023-11-26 17:13:29 -07:00
Bel LaPointe
0c5c1f647c submodule for gitea-whisper-rs 2023-11-26 17:04:16 -07:00
Bel LaPointe
77ad40b61a closer 2023-11-26 17:00:42 -07:00
Bel LaPointe
09894c4fd0 confirmed just needs whisper-rs-sys upgrade for whisper.cpp up 2023-11-26 16:39:42 -07:00
Bel LaPointe
3e2e1e2ff8 wip 2023-11-26 16:23:42 -07:00
Bel LaPointe
50058037eb Revert "try rollback to whisper-rs5 to avoid gpu in whispercpp but no luck"
This reverts commit a483aaf25c.
2023-11-08 11:35:31 -07:00
Bel LaPointe
a483aaf25c try rollback to whisper-rs5 to avoid gpu in whispercpp but no luck 2023-11-08 11:35:29 -07:00
Bel LaPointe
be7d85f85e confirmed whisper.cpp works with distill iff no gpu 2023-11-08 11:29:50 -07:00
Bel LaPointe
60d38c4d5c update distil.sh 2023-11-08 10:58:58 -07:00
Bel LaPointe
e3a7628acf try distil-whisper 2023-11-08 10:22:30 -07:00
Bel LaPointe
91c7791860 up whisper-rs to 0.8.0 2023-11-08 09:25:00 -07:00
bel
247edd2ced more trans 2023-07-15 19:05:00 -06:00
bel
edd94aef72 catch 2023-07-05 22:36:07 -06:00
bel
b4d3e5a27c HOTWORDS yaml @ can have comma delimited and KEYS 2023-04-19 18:24:07 -06:00
bel
a1436e3bd2 revise 2023-04-12 19:37:43 -06:00
bel
410769b8c6 tr 2023-04-12 19:26:03 -06:00
bel
5869016de6 tr 2023-04-12 19:16:07 -06:00
bel
0955f6c0c0 oof 2023-04-12 19:15:32 -06:00
bel
242f4407df script 2023-04-12 18:50:49 -06:00
bel
814a8ae2f3 typo 2023-04-08 22:23:20 -06:00
bel
7c369e72d4 delimiters 2023-04-08 22:22:22 -06:00
bel
0aff4f556b one more 2023-04-08 20:05:03 -06:00
bel
88bf54d022 url replaces hotword,context too 2023-04-02 10:48:41 -06:00
bel
63fe8e7e9e whoops 2023-04-01 11:13:57 -06:00
bel
e26e700a21 reader does finally put and some exception shuffle 2023-04-01 11:12:44 -06:00
bel
fa23e396f1 gr 2023-04-01 10:46:16 -06:00
bel
11789a5c98 with boo 2023-04-01 10:45:00 -06:00
bel
97006d95c8 stack pls 2023-04-01 10:41:22 -06:00
bel
bb578e98f6 retry slower on bad mic things but ultimately segfault still 2023-04-01 10:35:04 -06:00
bel
465193b60d DEBUG stderr 2023-03-31 22:36:30 -06:00
bel
0e6c12a94f oops 2023-03-31 21:35:23 -06:00
bel
599f9079d3 req.txt 2023-03-31 20:52:38 -06:00
bel
0805bb6fd8 prune to only one whisper 2023-03-31 16:42:36 -06:00
bel
b109b0144d move to /rust-whisper.d with a download_models.sh 2023-03-31 16:41:46 -06:00
60 changed files with 5727 additions and 1188 deletions

5
.gitignore vendored
View File

@@ -1,6 +1,11 @@
**/*.sw*
/whisper-cpp-2023/rust.d/target
/rust-whisper.d/target
/rust-whisper.d/models
/target/
/models/
snowboy-2022/snowboy
**/*.git.d
**/*.wav
snowboy-2022/Dockerfile
**/target

3
.gitmodules vendored Normal file
View File

@@ -0,0 +1,3 @@
[submodule "rust-whisper.d/gitea-whisper-rs"]
path = gitea-whisper-rs
url = https://gitea.inhome.blapointe.com/bel/whisper-rs.git

View File

@@ -1,29 +0,0 @@
# stt
## listen on linux
https://wiki.archlinux.org/title/PulseAudio/Examples
```
10. ALSA monitor source
To be able to record from a monitor source (a.k.a. "What-U-Hear", "Stereo Mix"), use pactl list to find out the name of the source in PulseAudio (e.g. alsa_output.pci-0000_00_1b.0.analog-stereo.monitor). Then add lines like the following to /etc/asound.conf or ~/.asoundrc:
pcm.pulse_monitor {
type pulse
device alsa_output.pci-0000_00_1b.0.analog-stereo.monitor
}
ctl.pulse_monitor {
type pulse
device alsa_output.pci-0000_00_1b.0.analog-stereo.monitor
}
Now you can select pulse_monitor as a recording source.
Alternatively, you can use pavucontrol to do this: make sure you have set up the display to "All input devices", then select "Monitor of [your sound card]" as the recording source.
```
```bash
$ pactl list | grep -A 50 RUNNING | grep -E 'RUNNING|Name:|Monitor Source:' | grep Monitor.Source | head -n 1 | awk '{print $NF}'
```

1
gitea-whisper-rs Submodule

Submodule gitea-whisper-rs added at dd62f2b9f6

View File

@@ -47,37 +47,60 @@ class Reader(threading.Thread):
self.name = os.environ.get("MIC_NAME", "pulse_monitor")
if not self.name:
for index, name in enumerate(sr.Microphone.list_microphone_names()):
print("[{0}] Microphone with name \"{1}\" found for `Microphone(device_index={0})`".format(index, name))
log("[{0}] Microphone with name \"{1}\" found for `Microphone(device_index={0})`".format(index, name))
exit()
self.inq = inq
self.outq = outq
def run(self):
log("Reader.run: start")
try:
idx = [
def mic_idx(self):
mics = []
while not mics and not self.should_stop():
log(f'searching for one of {self.name.split(",")} in {sr.Microphone.list_microphone_names()}...')
time.sleep(1)
mics = [
idx for idx,v in enumerate(
sr.Microphone.list_microphone_names(),
) if v in self.name.split(",")
][0]
with sr.Microphone(device_index=idx) as mic:
while not self.should_stop():
]
log("mic#", mics[0])
return mics[0]
def run(self):
try:
self.outq.put(self._run(mic))
log("Reader.run: start")
self._run()
except Exception as e:
if not "timed out" in str(e):
log("Reader.run: error:", e)
except Exception as e:
log("Reader.run panic:", e)
log("microphones:", sr.Microphone.list_microphone_names())
log("Reader:run: exit:", e)
finally:
self.outq.put(None)
log("Reader.run: stop")
def _run(self):
while not self.should_stop():
time.sleep(3)
mic = sr.Microphone(device_index=self.mic_idx())
try:
mic.__enter__()
while not self.should_stop():
try:
self.outq.put(self.read(mic))
except Exception as e:
if not "timed out" in str(e):
raise e
except Exception as e:
import traceback
traceback.print_exception(e)
log("Reader.run: error:", e)
finally:
try:
mic.__exit__(None, None, None)
except Exception as e:
log("Reader.run.catch: error:", e)
def should_stop(self):
return not self.inq.empty()
def _run(self, mic):
def read(self, mic):
mic_timeout = int(os.environ.get("MIC_TIMEOUT", 5))
r = sr.Recognizer()
return r.listen(
@@ -113,13 +136,19 @@ class Parser(threading.Thread):
p = "/tmp/whisper-cpp.wav"
with open("/tmp/whisper-cpp.wav", "wb") as f:
f.write(wav)
proc = subprocess.run(f"MODEL=./models/ggml-{os.environ.get('MODEL','tiny.en')}.bin WAV={p} P=2 rust-whisper", capture_output=True, shell=True)
proc = subprocess.run(f"MODEL=./models/ggml-{os.environ.get('MODEL','tiny.en')}.bin WAV={p} P={os.environ.get('P', '2')} rust-whisper", capture_output=True, shell=True)
result = proc.stdout.decode().strip()
if os.environ.get("DEBUG", None):
log("stderr:", proc.stderr.decode().strip())
log("raw transcript:", result)
result = result.replace(">>", "")
result = "".join([i.split("]")[-1] for i in result.split("[")[0]])
result = "".join([i.split(")")[-1] for i in result.split("(")[0]])
for pair in [
("[", "]"),
("(", ")"),
("<", ">"),
("*", "*"),
]:
result = "".join([i.split(pair[1])[-1] for i in result.split(pair[0])[0]])
if os.environ.get("DEBUG", None):
log("annotation-free transcript:", result)
return result
@@ -156,6 +185,8 @@ def _load_dot_notation(v, items):
else:
result.append(subresult)
return result
elif k == "KEYS":
v = [k for k in v]
else:
if isinstance(v, list):
v = v[int(k)]
@@ -200,8 +231,15 @@ class Reactor(threading.Thread):
def load_hotwords_in_yaml_file():
with open(p.split("@")[0], "r") as f:
v = yaml.safe_load(f)
v = load_dot_notation(v, p.split("@")[-1])
return ["".join(i.strip().lower().split()) for i in v if i]
if os.environ.get("DEBUG", None):
log(f'opened {p.split("@")[0]} and got {v}')
result = []
for to_find in [i for i in p.split("@")[-1].split(",") if i]:
if os.environ.get("DEBUG", None):
log(f'finding {to_find} in {v}')
v2 = load_dot_notation(v, to_find)
result.extend(["".join(i.strip().lower().split()) for i in v2 if i])
return result
load_hotwords_in_yaml_file()
return load_hotwords_in_yaml_file
else:
@@ -230,13 +268,23 @@ class Reactor(threading.Thread):
log("Reactor.run: stop")
def handle(self, text):
try:
self._handle(text)
except Exception:
pass
def _handle(self, text):
hotwords = self.load_hotwords()
if os.environ.get("DEBUG", None):
log(f"seeking {hotwords} in {text}")
log(f"seeking {hotwords} in {text}. $HOTWORDS={os.environ.get('HOTWORDS', None)}")
if not hotwords:
if not os.environ.get("HOTWORDS", None):
print(text)
if os.environ.get("DEBUG", None):
log(f"HOTWORDS is False; {text}")
print(text, flush=True)
else:
if os.environ.get("DEBUG", None):
log(f"HOTWORDS is True; {text}")
log(text)
return
cleantext = "".join([i for i in "".join(text.lower().split()) if i.isalpha()])
@@ -256,7 +304,7 @@ class Actor(threading.Thread):
self.pid = int(environ["SIGUSR2"])
self.handle = self.handle_signal
elif os.environ.get("URL", ""):
self.url = environ["URL"]
self.url = os.environ["URL"]
self.handle = self.handle_url
self.headers = [i.split("=")[:2] for i in os.environ.get("HEADERS", "").split("//") if i]
self.body = os.environ.get("BODY", '{"hotword":"{{hotword}}","context":"{{context}}"}')
@@ -276,7 +324,7 @@ class Actor(threading.Thread):
def handle_stdout(self, hotword, context):
log(context)
print(hotword)
print(hotword, flush=True)
def handle_signal(self, hotword, context):
self.handle_stderr(hotword, context)
@@ -295,9 +343,12 @@ class Actor(threading.Thread):
body = self.body
body = body.replace("{{hotword}}", hotword)
body = body.replace("{{context}}", context)
url = self.url
url = url.replace("{{hotword}}", hotword)
url = url.replace("{{context}}", context)
if os.environ.get("DEBUG", "") :
log("POST", self.url, headers, body)
requests.post(self.url, headers=headers, data=body)
log("POST", url, headers, body)
requests.post(url, headers=headers, data=body)
except Exception as e:
log("Actor.handle_url:", e)

View File

@@ -2,3 +2,4 @@ git+https://github.com/openai/whisper.git
soundfile
PyAudio
SpeechRecognition
PyYAML

19
hotwords/transcript.sh Normal file
View File

@@ -0,0 +1,19 @@
#! /bin/bash
set -euo pipefail
cd "$(dirname "$(realpath "$BASH_SOURCE")")"
if ! which rust-whisper-baked; then
(
set -euo pipefail
cd ../rust-whisper-baked
cargo install --path .
)
fi >&2
cat <<EOF
rust-whisper-baked --stream-device 'BlackHole 2ch' --stream-step 30 --stream-retain 1 --stream-{head,tail}=0.25 --threads 9 2> /dev/null
| tee -a "$HOME/Sync/drawful/DnD/bdoob/__log.d/$(date +%Y.%m.%d).transcript.txt"
| tee -a "$HOME/Sync/drawful/DnD/nessira.d/_log.d/$(date +%Y.%m.%d).transcript.txt"
EOF

939
listen-lib/Cargo.lock generated Normal file
View File

@@ -0,0 +1,939 @@
# This file is automatically @generated by Cargo.
# It is not intended for manual editing.
version = 3
[[package]]
name = "aho-corasick"
version = "1.1.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "b2969dcb958b36655471fc61f7e416fa76033bdd4bfed0678d8fee1e2d07a1f0"
dependencies = [
"memchr",
]
[[package]]
name = "alsa"
version = "0.7.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "e2562ad8dcf0f789f65c6fdaad8a8a9708ed6b488e649da28c01656ad66b8b47"
dependencies = [
"alsa-sys",
"bitflags 1.3.2",
"libc",
"nix",
]
[[package]]
name = "alsa-sys"
version = "0.3.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "db8fee663d06c4e303404ef5f40488a53e062f89ba8bfed81f42325aafad1527"
dependencies = [
"libc",
"pkg-config",
]
[[package]]
name = "autocfg"
version = "1.1.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "d468802bab17cbc0cc575e9b053f41e72aa36bfa6b7f55e3529ffa43161b97fa"
[[package]]
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View File

@@ -1,11 +1,10 @@
[package]
name = "rust-whisper"
name = "listen-lib"
version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
whisper-rs = "0.5"
wav = "1"
tokio = "1.27"
signal-hook = "0.3.17"
cpal = "0.15.2"

135
listen-lib/src/lib.rs Normal file
View File

@@ -0,0 +1,135 @@
use cpal::traits::{HostTrait, DeviceTrait, StreamTrait};
use signal_hook::{iterator::Signals, consts::signal::SIGINT};
use std::thread;
pub fn main(callback: impl FnMut(Vec<f32>)) {
new_listener(None).unwrap().listen(callback);
}
pub fn main_with(callback: impl FnMut(Vec<f32>), device_name: String) {
new_listener(Some(device_name)).unwrap().listen(callback);
}
pub fn devices() -> Vec<String> {
match _devices() {
Ok(devices) => devices.
iter().
map(|device| device.name()).
filter(|device_name| device_name.is_ok()).
map(|device_name| device_name.unwrap()).
collect(),
Err(_) => vec![],
}
}
fn _devices() -> Result<Vec<cpal::Device>, String> {
match cpal::default_host().devices() {
Ok(devices) => Ok(devices.filter(|device| {
device.supported_input_configs().unwrap().count() > 0
}).collect()),
Err(msg) => Err(format!("failed to get devices: {}", msg)),
}
}
struct Listener {
device_name: String,
}
fn new_listener(device_name: Option<String>) -> Result<Listener, String> {
let device_name = match device_name {
Some(device_name) => {
let devices: Vec<_> = _devices()?.
iter().
map(|device| device.name()).
filter(|device_name| device_name.is_ok()).
map(|device_name| device_name.unwrap()).
filter(|a_device_name| *a_device_name == device_name).
collect();
match devices.first() {
Some(_) => Ok(device_name),
None => Err(format!("device like {} not found", device_name)),
}
},
None => {
let host = cpal::default_host();
match host.default_input_device() {
Some(device) => {
match device.name() {
Ok(device_name) => Ok(device_name),
Err(msg) => Err(format!("failed to get default input device name: {}", msg)),
}
},
None => Err(format!("failed to get any input device")),
}
},
};
match device_name {
Ok(device_name) => Ok(Listener{device_name: device_name}),
Err(msg) => Err(msg),
}
}
impl Listener {
fn listen(self, mut cb: impl FnMut(Vec<f32>)) {
let (send, recv) = std::sync::mpsc::sync_channel(100);
thread::spawn(move || { self._listen(send); });
let mut signals = Signals::new(&[SIGINT]).unwrap();
loop {
match recv.recv_timeout(std::time::Duration::new(1, 0)) {
Ok(msg) => cb(msg),
Err(_) => {
if signals.pending().count() > 0 {
break;
}
},
};
}
}
fn _listen(self, send: std::sync::mpsc::SyncSender<Vec<f32>>) {
let devices = _devices().unwrap();
let devices = devices.iter().
filter(|device| device.name().unwrap() == self.device_name).
collect::<Vec<_>>();
let device = devices.first().unwrap();
let cfg = device.supported_input_configs()
.unwrap()
.filter(|x| x.sample_format() == cpal::SampleFormat::F32)
.filter(|x| x.min_sample_rate() >= cpal::SampleRate(15_500))
.nth(0)
.unwrap()
.with_max_sample_rate();
let downsample_ratio = cfg.channels() as f32 * (cfg.sample_rate().0 as f32 / 16_000.0);
let stream = device.build_input_stream(
&cfg.clone().into(),
move |data: &[f32], _: &cpal::InputCallbackInfo| {
let mut downsampled_data = vec![];
for i in 0..(data.len() as f32 / downsample_ratio) as usize {
let mut upsampled = i as f32 * downsample_ratio;
if upsampled > (data.len()-1) as f32 {
upsampled = (data.len()-1) as f32
}
downsampled_data.push(data[upsampled as usize]);
}
match send.try_send(downsampled_data) {
Ok(_) => (),
Err(msg) => eprintln!("failed to ingest audio: {}", msg),
};
},
move |err| {
eprintln!("input error: {}", err)
},
None,
).unwrap();
stream.play().unwrap();
eprintln!("listening on {}", device.name().unwrap());
let mut signals = Signals::new(&[SIGINT]).unwrap();
for sig in signals.forever() {
eprintln!("sig {}", sig);
break;
}
let _ = stream.pause();
}
}

13
models/download_models.sh Executable file
View File

@@ -0,0 +1,13 @@
#!/bin/bash
src="https://huggingface.co/ggerganov/whisper.cpp/resolve/main/ggml"
cd "$(dirname "$(realpath "$BASH_SOURCE")")"
# Whisper models
for model in "tiny.en" "base.en" "small.en" "medium.en" "large-v2"; do
test -f ./ggml-$model.bin || wget --quiet --show-progress -O ./ggml-$model.bin "$src-$model.bin"
done
test -f ./ggml-distil-medium.en.bin || wget https://huggingface.co/distil-whisper/distil-medium.en/resolve/main/ggml-medium-32-2.en.bin?download=true -O ./ggml-distil-medium.en.bin
test -f ./ggml-distil-large-v2.bin || wget https://huggingface.co/distil-whisper/distil-large-v2/resolve/main/ggml-large-32-2.en.bin?download=true -O ./ggml-distil-large-v2.bin

7
models/testme/Cargo.lock generated Normal file
View File

@@ -0,0 +1,7 @@
# This file is automatically @generated by Cargo.
# It is not intended for manual editing.
version = 3
[[package]]
name = "testme"
version = "0.1.0"

8
models/testme/Cargo.toml Normal file
View File

@@ -0,0 +1,8 @@
[package]
name = "testme"
version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]

View File

@@ -0,0 +1,4 @@
fn main() {
let bytes = include_bytes!("./test.txt");
println!("{}", String::from_utf8_lossy(bytes));
}

1
models/testme/src/test.txt Symbolic link
View File

@@ -0,0 +1 @@
../../ggml-tiny.en.bin

857
rust-whisper-baked-lib-wasm/Cargo.lock generated Normal file
View File

@@ -0,0 +1,857 @@
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View File

@@ -0,0 +1,12 @@
[package]
name = "rust-whisper-baked-lib-wasm"
version = "0.1.0"
edition = "2021"
[lib]
crate-type = ["cdylib"]
[dependencies]
rust-whisper-lib = { path = "../rust-whisper-lib" }
rust-whisper-baked-lib = { path = "../rust-whisper-baked-lib" }
wasm-bindgen = "0.2.89"

View File

@@ -0,0 +1,5 @@
#! /bin/bash
echo https://developer.mozilla.org/en-US/docs/WebAssembly/Rust_to_Wasm
cargo install wasm-pack
wasm-pack build --target web

View File

@@ -0,0 +1,43 @@
use wasm_bindgen::prelude::*;
use rust_whisper_lib;
use rust_whisper_baked_lib;
#[wasm_bindgen]
extern {
pub fn whisper_data() -> Vec<f32>;
pub fn whisper_on_success(s: String);
pub fn whisper_on_error(s: String);
}
#[wasm_bindgen]
pub fn new_transcriber(
stream_step: Option<u64>,
stream_retain: Option<f32>,
stream_head: Option<f32>,
stream_tail: Option<f32>,
) {
let flags = rust_whisper_lib::Flags {
model_path: None,
model_buffer: None,
threads: 4,
stream_step: stream_step.unwrap_or(5),
stream_retain: stream_retain.unwrap_or(1.0),
stream_head: stream_head.unwrap_or(0.5),
stream_tail: stream_tail.unwrap_or(0.5),
wav: None,
debug: false,
stream_device: None,
};
let (send, recv) = std::sync::mpsc::sync_channel(100);
rust_whisper_baked_lib::channel(flags, |result| {
match result {
Ok(msg) => whisper_on_success(msg.to_string()),
Err(msg) => whisper_on_error(msg),
};
}, recv);
loop {
let data = whisper_data();
send.send(data).unwrap();
}
}

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View File

@@ -0,0 +1,9 @@
[package]
name = "rust-whisper-baked-lib"
version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
rust-whisper-lib = { path = "../rust-whisper-lib" }

View File

@@ -0,0 +1,21 @@
use rust_whisper_lib;
pub fn channel<F>(
mut flags: rust_whisper_lib::Flags,
handler_fn: F,
stream: std::sync::mpsc::Receiver<Vec<f32>>,
) where F: FnMut(Result<rust_whisper_lib::Transcribed, String>) + Send + 'static {
flags.model_path = None;
flags.model_buffer = Some(include_bytes!("../../models/ggml-small.en.bin").to_vec());
rust_whisper_lib::channel(flags.clone(), handler_fn, stream);
}
pub fn wav<F>(
mut flags: rust_whisper_lib::Flags,
handler_fn: F
) where F: FnMut(Result<rust_whisper_lib::Transcribed, String>) + Send + 'static {
flags.model_path = None;
flags.model_buffer = Some(include_bytes!("../../models/ggml-distil-medium.en.bin").to_vec());
rust_whisper_lib::wav(flags.clone(), handler_fn, flags.wav.unwrap());
}

1425
rust-whisper-baked/Cargo.lock generated Normal file

File diff suppressed because it is too large Load Diff

View File

@@ -0,0 +1,12 @@
[package]
name = "rust-whisper-baked"
version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
rust-whisper-lib = { path = "../rust-whisper-lib" }
rust-whisper-baked-lib = { path = "../rust-whisper-baked-lib" }
listen-lib = { path = "../listen-lib" }
clap = { version = "4.4.10", features = ["derive"] }

View File

@@ -0,0 +1,15 @@
#! /bin/bash
#RUSTFLAGS="-Clink-args=-lstd++" \
echo 0. brew install blackhole-2ch / https://github.com/ExistentialAudio/BlackHole
echo 1. Audio Midi Setup / https://existential.audio/howto/StreamFromGarageBandToZoom.php
echo 2. Multi-Output Device / primary External Headphones, Drift Correction for BlackHole 2ch
echo 3. Aggregate Device / clock MacBook Pro Microphone, Drift Correction BlackHole 2ch
echo 4. Discord outputs to Multi-Output Device
echo 5. apps read Aggregate Device
export C_INCLUDE_PATH="$C_INCLUDE_PATH:$PWD/.."
export LIBRARY_PATH="$LIBRARY_PATH:$PWD/.."
cargo "$@"

View File

@@ -0,0 +1,46 @@
use rust_whisper_lib;
use rust_whisper_baked_lib;
use clap::Parser;
use listen_lib;
use std::thread;
fn main() {
let flags = rust_whisper_lib::Flags::parse();
let (send, recv) = std::sync::mpsc::sync_channel(100);
eprintln!("rust whisper baked lib channel...");
thread::spawn(move || {
rust_whisper_baked_lib::channel(
flags.clone(),
|result: Result<rust_whisper_lib::Transcribed, String>| {
match result {
Ok(transcribed) => { println!("{}", transcribed.to_string()); },
Err(msg) => { eprintln!("error: {}", msg); },
};
},
recv,
);
});
eprintln!("listen lib main...");
let flags = rust_whisper_lib::Flags::parse();
match flags.stream_device {
Some(device_name) => {
if device_name == "" {
for device in listen_lib::devices() {
eprintln!("{}", device);
}
} else {
listen_lib::main_with(|data| {
send.send(data).unwrap();
}, device_name);
}
},
None => {
listen_lib::main(|data| {
send.send(data).unwrap();
});
}
}
eprintln!("/listen lib main...");
}

841
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version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
whisper-rs = { path = "../gitea-whisper-rs", version = "0.8.0" }
wav = "1"
tokio = "1.27"
byteorder = "1.5.0"
chrono = "0.4.31"
clap = { version = "4.4.10", features = ["derive"] }

358
rust-whisper-lib/src/lib.rs Normal file
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@@ -0,0 +1,358 @@
use whisper_rs::{WhisperContext, FullParams, SamplingStrategy, WhisperError};
use clap::Parser;
use std::thread;
use std::fs::File;
use std::io::Write;
#[derive(Parser, Debug, Clone)]
pub struct Flags {
#[arg(long, default_value = "../models/ggml-tiny.en.bin")]
pub model_path: Option<String>,
#[arg(long, default_value = None)]
pub model_buffer: Option<Vec<u8>>,
#[arg(long, default_value = "8")]
pub threads: i32,
#[arg(long, default_value = "5")]
pub stream_step: u64,
#[arg(long, default_value = "0.6")]
pub stream_retain: f32,
#[arg(long, default_value = "0.3")]
pub stream_head: f32,
#[arg(long, default_value = "0.3")]
pub stream_tail: f32,
#[arg(long, default_value = "false")]
pub debug: bool,
#[arg(long, default_value = None)]
pub wav: Option<String>,
#[arg(long, default_value = None)]
pub stream_device: Option<String>,
}
pub fn wav<F>(flags: Flags, handler_fn: F, wav_path: String) where F: FnMut(Result<Transcribed, String>) + Send + 'static {
let w = new_service(
flags.model_path,
flags.model_buffer,
flags.threads,
flags.stream_head,
flags.stream_tail,
handler_fn,
).unwrap();
w.transcribe(&f32_from_wav_file(&wav_path).unwrap())
}
fn f32_from_wav_file(path: &String) -> Result<Vec<f32>, String> {
let f = std::fs::File::open(path);
if let Some(err) = f.as_ref().err() {
return Err(format!("failed to open wav file: {}", err));
}
let wav_read = wav::read(&mut f.unwrap());
if let Some(err) = wav_read.as_ref().err() {
return Err(format!("failed to parse wav file: {}", err));
}
let (header, data) = wav_read.unwrap();
if header.channel_count != 1 {
return Err("!= 1 channel".to_string());
}
if header.sampling_rate != 16_000 {
return Err("!= 16_000 hz".to_string());
}
match data.as_sixteen() {
Some(data16) => Ok(whisper_rs::convert_integer_to_float_audio(&data16)),
None => Err(format!("couldnt translate wav to 16s")),
}
}
pub fn channel<F>(flags: Flags, handler_fn: F, stream: std::sync::mpsc::Receiver<Vec<f32>>) where F: FnMut(Result<Transcribed, String>) + Send + 'static {
let w = new_service(
flags.model_path,
flags.model_buffer,
flags.threads,
flags.stream_head,
flags.stream_tail,
handler_fn,
).unwrap();
let stream_retain = (flags.stream_retain * 16_000.0) as usize;
match &flags.debug {
true => { File::create("/tmp/page.rawf32audio").unwrap(); },
false => {},
};
let mut buffer = vec![];
for data in stream.iter() {
data.iter().for_each(|x| buffer.push(*x));
if buffer.len() >= (flags.stream_step * 16_000) as usize {
w.transcribe_async(&buffer).unwrap();
match &flags.debug {
true => {
let mut f = File::options().append(true).open("/tmp/page.rawf32audio").unwrap();
let mut wav_data = vec![];
for i in buffer.iter() {
for j in i.to_le_bytes() {
wav_data.push(j);
}
}
f.write_all(wav_data.as_slice()).unwrap();
},
false => {},
};
for i in 0..stream_retain {
buffer[i] = buffer[buffer.len() - stream_retain + i];
}
buffer.truncate(stream_retain);
}
}
}
struct Service {
jobs: std::sync::mpsc::SyncSender<ATranscribe>,
}
fn new_service<F>(model_path: Option<String>, model_buffer: Option<Vec<u8>>, threads: i32, stream_head: f32, stream_tail: f32, handler_fn: F) -> Result<Service, String> where F: FnMut(Result<Transcribed, String>) + Send + 'static {
match new_engine(model_path, model_buffer, threads) {
Ok(engine) => {
let mut whisper = new_whisper_impl(engine, stream_head, stream_tail, handler_fn);
let (send, recv) = std::sync::mpsc::sync_channel(100);
thread::spawn(move || { whisper.transcribe_asyncs(recv); });
Ok(Service{jobs: send})
},
Err(msg) => Err(format!("failed to initialize engine: {}", msg)),
}
}
impl Service {
fn transcribe(&self, data: &Vec<f32>) {
let (send, recv) = std::sync::mpsc::sync_channel(0);
self._transcribe_async(data, Some(send)).unwrap();
recv.recv().unwrap();
}
fn transcribe_async(&self, data: &Vec<f32>) -> Result<(), String> {
self._transcribe_async(data, None)
}
fn _transcribe_async(&self, data: &Vec<f32>, ack: Option<std::sync::mpsc::SyncSender<bool>>) -> Result<(), String> {
match self.jobs.try_send(ATranscribe{
data: data.clone().to_vec(),
ack: ack,
}) {
Ok(_) => Ok(()),
Err(msg) => Err(format!("failed to enqueue transcription: {}", msg)),
}
}
}
struct Impl {
engine: Engine,
stream_head: f32,
stream_tail: f32,
handler_fn: Option<Box<dyn FnMut(Result<Transcribed, String>) + Send + 'static>>
}
fn new_whisper_impl<F>(engine: Engine, stream_head: f32, stream_tail: f32, handler_fn: F) -> Impl where F: FnMut(Result<Transcribed, String>) + Send + 'static {
Impl {
engine: engine,
stream_head: stream_head,
stream_tail: stream_tail,
handler_fn: Some(Box::new(handler_fn)),
}
}
impl Impl {
fn transcribe_asyncs(&mut self, recv: std::sync::mpsc::Receiver<ATranscribe>) {
loop {
match recv.recv() {
Ok(job) => {
let result = self.transcribe(&job).is_ok();
match job.ack {
Some(ack) => {
ack.send(result).unwrap();
},
None => (),
};
}
Err(_) => return,
};
}
}
fn transcribe(&mut self, a_whisper: &ATranscribe) -> Result<(), ()> {
match self.engine.transcribe(&a_whisper.data) {
Ok(result) => {
self.on_success(&result);
Ok(())
},
Err(msg) => {
self.on_error(msg.to_string());
Err(())
},
}
}
fn on_success(&mut self, whispered: &Transcribed) {
let result = whispered
.after(&(self.stream_head * 100.0))
.before(&(self.stream_tail * 100.0));
(self.handler_fn.as_mut().unwrap())(Ok(result));
}
fn on_error(&mut self, msg: String) {
(self.handler_fn.as_mut().unwrap())(Err(format!("failed to transcribe: {}", &msg)));
}
}
struct Engine {
ctx: WhisperContext,
threads: i32,
}
fn new_engine(model_path: Option<String>, model_buffer: Option<Vec<u8>>, threads: i32) -> Result<Engine, String> {
let whisper_context_result = match model_path {
Some(model_path) => WhisperContext::new(&model_path),
None => WhisperContext::new_from_buffer(&model_buffer.unwrap()),
};
match whisper_context_result {
Ok(ctx) => Ok(Engine{ctx: ctx, threads: threads}),
Err(msg) => Err(format!("failed to load model: {}", msg)),
}
}
impl Engine {
fn transcribe(&self, data: &Vec<f32>) -> Result<Transcribed, String> {
match self._transcribe(data) {
Ok(transcribed) => Ok(transcribed),
Err(msg) => Err(format!("{}", msg)),
}
}
fn _transcribe(&self, data: &Vec<f32>) -> Result<Transcribed, WhisperError> {
let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 0 });
params.set_no_context(true);
params.set_n_threads(self.threads);
params.set_translate(false);
params.set_detect_language(false);
params.set_language(Some("en"));
params.set_print_special(false);
params.set_print_progress(false);
params.set_print_realtime(false);
params.set_print_timestamps(false);
let mut state = self.ctx.create_state()?;
state.full(params, &data[..])?;
let mut result = new_whispered();
let num_segments = state.full_n_segments()?;
for i in 0..num_segments {
let data = state.full_get_segment_text(i)?;
let start = state.full_get_segment_t0(i)?;
let stop = state.full_get_segment_t1(i)?;
result.push(data, start, stop);
}
Ok(result)
}
}
struct ATranscribe {
data: Vec<f32>,
ack: Option<std::sync::mpsc::SyncSender<bool>>,
}
#[derive(Clone, Debug)]
pub struct Transcribed {
data: Vec<ATranscribed>,
}
#[derive(Clone, Debug)]
struct ATranscribed {
pub data: String,
pub offset: i64,
pub length: i64,
}
fn new_whispered() -> Transcribed {
Transcribed{data: vec![]}
}
fn new_a_whispered(data: String, start: i64, stop: i64) -> ATranscribed {
ATranscribed{
data: data,
offset: start.clone(),
length: stop - start,
}
}
impl Transcribed {
pub fn to_string(&self) -> String {
let mut result = "".to_string();
for i in 0..self.data.len() {
result = format!("{} {}", result, &self.data[i].data);
}
result
}
fn after(&self, t: &f32) -> Transcribed {
let mut result = new_whispered();
self.data
.iter()
.filter(|x| x.offset as f32 >= *t)
.for_each(|x| result.data.push(x.clone()));
result
}
fn before(&self, t: &f32) -> Transcribed {
let mut result = new_whispered();
let end = match self.data.iter().map(|x| x.offset + x.length).max() {
Some(x) => x,
None => 1,
};
let t = (end as f32) - *t;
self.data
.iter()
.filter(|x| ((x.offset) as f32) <= t)
.for_each(|x| result.data.push(x.clone()));
result
}
fn push(&mut self, data: String, start: i64, stop: i64) {
let words: Vec<_> = data.split_whitespace().collect();
let per_word = (stop - start) / (words.len() as i64);
for i in 0..words.len() {
let start = (i as i64) * per_word;
let stop = start.clone() + per_word;
self.data.push(new_a_whispered(words[i].to_string(), start, stop));
}
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_transcribe_tiny_jfk_wav_whisper_rs() {
wav(
Flags {
model_path: None,
model_buffer: Some(include_bytes!("../../models/ggml-tiny.en.bin").to_vec()),
threads: 8,
stream_step: 0,
stream_retain: 0.0,
stream_head: 0.0,
stream_tail: 0.0,
wav: Some("../gitea-whisper-rs/sys/whisper.cpp/bindings/go/samples/jfk.wav".to_string()),
debug: false,
stream_device: None,
},
| result | {
assert!(result.is_ok());
assert_eq!(result.unwrap().to_string(), " And so my fellow Americans ask not what your country can do for you ask what you can do for your country.");
},
"../gitea-whisper-rs/sys/whisper.cpp/bindings/go/samples/jfk.wav".to_string(),
);
}
}

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window.SIDEBAR_ITEMS = {"fn":["channel","wav"],"struct":["Flags","Transcribed"]};

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@@ -1,99 +0,0 @@
#! /bin/bash
echo https://github.com/seasalt-ai/snowboy
cd "$(dirname "$(realpath "$BASH_SOURCE")")"
set -e
set -o pipefail
if [ ! -d ./snowboy.git.d ]; then
git clone https://github.com/seasalt-ai/snowboy snowboy.git.d
fi
timeout 2 docker version &> /dev/null
if ! docker images | grep snowboy-pmdl.*latest &> /dev/null; then
pushd snowboy.git.d
docker build -t snowboy-pmdl:latest .
popd
fi
export HOTWORD="${HOTWORD:-${TRAIN:-default_hotword}}"
if [ -n "$TRAIN" ] || [ ! -d ./model ] || [ ! -f ./model/$HOTWORD.pmdl ]; then
mkdir -p model
pushd model
rm -f ./record{1,2,3}.wav || true
echo "record 3 instances of '$HOTWORD'" >&2
for i in 1 2 3; do
read -p "[$i/3] ready? you get 3 seconds."
(
timeout 3 rec \
-r 16000 \
-c 1 \
-b 16 \
-e signed-integer \
-t wav \
record$i.wav
) || true
ls record$i.wav
done
popd
docker run \
--rm \
-it \
-v "$(realpath ./model)":/snowboy-master/examples/Python/model \
snowboy-pmdl:latest
mv ./model/hotword.pmdl ./model/$HOTWORD.pmdl
if [ -n "$TRAIN" ]; then
exit 0
fi
fi
if false; then
if ! which swig; then
brew install swig
fi
pip3 install pyaudio
pushd snowboy.git.d/swig/Python3/
make
popd
cd snowboy.git.d/examples/Python3/
echo '
import snowboydecoder
import datetime
detected_callback = lambda *args: print(datetime.datetime.now(), "GOTCHA")
d = snowboydecoder.HotwordDetector("../../../model/'"$HOTWORD"'.pmdl", sensitivity=0.5, audio_gain=1)
d.start(detected_callback)
' > breel.py
echo GO
cleanup() {
echo OK IM DONE NOW
}
trap cleanup EXIT
python3 ./breel.py
else
resources="$(realpath snowboy.git.d/resources/common.res)"
hotword="$(realpath ./model/$HOTWORD.pmdl)"
GOPROXY= go build -o snowboy
if [ -z "$PUSH" ]; then
./snowboy \
-ms "$hotword/$HOTWORD" \
-r "$resources" \
-s 0.5 \
"$@"
else
echo '
FROM registry-app.eng.qops.net:5001/imported/alpine:3.16
WORKDIR /main/
COPY ./snowboy.git.d/resources/common.res ./
COPY ./model/hotword.pmdl ./
COPY ./snowboy ./
ENTRYPOINT ["sh", "-c", "true; echo copying /main/ to /mnt/; cp /main/* /mnt/"]
CMD []
' > Dockerfile
docker build -t registry-app.eng.qops.net:5001/breel/snowboy:latest .
docker push registry-app.eng.qops.net:5001/breel/snowboy:latest
fi
fi

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@@ -1,13 +0,0 @@
module snowboy
go 1.19
require (
github.com/brentnd/go-snowboy v0.0.0-20190301212623-e19133c572af
github.com/gordonklaus/portaudio v0.0.0-20221027163845-7c3b689db3cc
)
require (
github.com/Kitt-AI/snowboy v1.3.0 // indirect
github.com/stretchr/testify v1.8.1 // indirect
)

View File

@@ -1,22 +0,0 @@
github.com/Kitt-AI/snowboy v1.3.0 h1:PjBVN84M/9tAzDBQXILAKMoJMxt/fT0nhJ1rhKtVRUc=
github.com/Kitt-AI/snowboy v1.3.0/go.mod h1:sDzzMXFQ1wFkXkZaX/ant0xJsizGVq/9hyKb7ZB3cNI=
github.com/brentnd/go-snowboy v0.0.0-20190301212623-e19133c572af h1:ijY5OHNQs3CdzTN2XT+zByIsR1QVyXTvOUSkQcBm6pw=
github.com/brentnd/go-snowboy v0.0.0-20190301212623-e19133c572af/go.mod h1:XcT4k8Tn9hrM5SLVvu5hNQbAC6GojXM0MXz1Rt8CL68=
github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/gordonklaus/portaudio v0.0.0-20221027163845-7c3b689db3cc h1:yYLpN7bJxKYILKnk20oczGQOQd2h3/7z7/cxdD9Se/I=
github.com/gordonklaus/portaudio v0.0.0-20221027163845-7c3b689db3cc/go.mod h1:WY8R6YKlI2ZI3UyzFk7P6yGSuS+hFwNtEzrexRyD7Es=
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/objx v0.4.0/go.mod h1:YvHI0jy2hoMjB+UWwv71VJQ9isScKT/TqJzVSSt89Yw=
github.com/stretchr/objx v0.5.0/go.mod h1:Yh+to48EsGEfYuaHDzXPcE3xhTkx73EhmCGUpEOglKo=
github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
github.com/stretchr/testify v1.8.1 h1:w7B6lhMri9wdJUVmEZPGGhZzrYTPvgJArz7wNPgYKsk=
github.com/stretchr/testify v1.8.1/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o6fzry7u4=
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

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@@ -1,122 +0,0 @@
// This example streams the microphone thru Snowboy to listen for the hotword,
// by using the PortAudio interface.
//
// HOW TO USE:
// go run examples/Go/listen/main.go [path to snowboy resource file] [path to snowboy hotword file]
//
package main
import (
"bytes"
"encoding/binary"
"flag"
"fmt"
"log"
"path"
"strings"
"time"
"github.com/brentnd/go-snowboy"
"github.com/gordonklaus/portaudio"
)
// Sound represents a sound stream implementing the io.Reader interface
// that provides the microphone data.
type Sound struct {
stream *portaudio.Stream
data []int16
}
// Init initializes the Sound's PortAudio stream.
func (s *Sound) Init() {
inputChannels := 1
outputChannels := 0
sampleRate := 16000
s.data = make([]int16, 1024)
// initialize the audio recording interface
err := portaudio.Initialize()
if err != nil {
fmt.Errorf("Error initialize audio interface: %s", err)
return
}
// open the sound input stream for the microphone
stream, err := portaudio.OpenDefaultStream(inputChannels, outputChannels, float64(sampleRate), len(s.data), s.data)
if err != nil {
fmt.Errorf("Error open default audio stream: %s", err)
return
}
err = stream.Start()
if err != nil {
fmt.Errorf("Error on stream start: %s", err)
return
}
s.stream = stream
}
// Close closes down the Sound's PortAudio connection.
func (s *Sound) Close() {
s.stream.Close()
portaudio.Terminate()
}
// Read is the Sound's implementation of the io.Reader interface.
func (s *Sound) Read(p []byte) (int, error) {
s.stream.Read()
buf := &bytes.Buffer{}
for _, v := range s.data {
binary.Write(buf, binary.LittleEndian, v)
}
copy(p, buf.Bytes())
return len(p), nil
}
func main() {
resources := flag.String("r", "", "path to the .res file")
models := flag.String("ms", "", "comma delimited path to the .?mdl file/output")
sensitivity := flag.Float64("s", 0.45, "0..1")
quiet := flag.Bool("q", false, "emit '1' on detect else silent")
flag.Parse()
if *resources == "" || *models == "" {
panic("all flags must be set")
}
// open the mic
mic := &Sound{}
mic.Init()
defer mic.Close()
// open the snowboy detector
d := snowboy.NewDetector(*resources)
defer d.Close()
// set the handlers
for _, modelStrC := range strings.Split(*models, ",") {
modelStr := modelStrC
d.HandleFunc(snowboy.NewHotword(path.Dir(modelStr), float32(*sensitivity)), func(string) {
if !*quiet {
log.Println(path.Base(modelStr))
}
fmt.Println(path.Base(modelStr))
})
}
d.HandleSilenceFunc(1*time.Second, func(string) {
if !*quiet {
log.Println("...")
}
})
// display the detector's expected audio format
sr, nc, bd := d.AudioFormat()
log.Printf("sample rate=%d, num channels=%d, bit depth=%d\n", sr, nc, bd)
// start detecting using the microphone
d.ReadAndDetect(mic)
}

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@@ -1,82 +0,0 @@
#! /bin/bash
main() {
cleanup() {
killall -9 $(jobs -p)
killall snowboy
}
trap cleanup EXIT
if [ ! -e /tmp/stt.fifo ]; then
mkfifo /tmp/stt.fifo
fi
echo starting in
for ((i=2; i>0; i--)); do
echo "...$i..."
sleep 1
done
local models=($(
cat pyautogui.yaml \
| gojq -r -c --yaml-input '
to_entries[] | "model/"+.key+".pmdl/"+.key
' \
| tr '\n' ',' \
| sed 's/,$//'
))
echo models=$models
./snowboy -r resources.res -ms $models "$@" > /tmp/stt.fifo &
python3 -c '
import pyautogui
import time
keys = set()
def toggle(key):
global keys
if key in keys:
release(key)
else:
hold(key)
def hold(key):
global keys
for keyin in [todrop for todrop in keys]:
if keyin != key:
release(keyin)
keys = set()
keys.add(key)
print()
print("pressing", key)
print()
pyautogui.keyDown(key)
def release(key):
print()
print("releasing", key)
print()
pyautogui.keyUp(key)
def main():
with open("/tmp/stt.fifo", "r") as q:
for line in q:
handle(line.strip())
import yaml
mapping = yaml.safe_load(open("./pyautogui.yaml", "r"))
print(mapping)
def handle(cmd):
global mapping
hold(mapping.get(cmd))
main()
'
}
if [ "$0" == "$BASH_SOURCE" ]; then
main "$@"
fi

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@@ -1,5 +0,0 @@
up: w
down: s
left: a
right: d
jump: w

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@@ -1,304 +0,0 @@
import speech_recognition as sr
import time
import threading
import queue
import signal
import sys
import os
import requests
import yaml
def log(*args):
print(">", *args, file=sys.stderr)
class Piper(threading.Thread):
def __init__(self, inq, outq):
threading.Thread.__init__(self)
self.inq = inq
self.outq = outq
def run(self):
while True:
got = self.inq.get()
if got is None:
break
self._run(got)
self.outq.put(None)
class Manager(threading.Thread):
def __init__(self, outq):
threading.Thread.__init__(self)
self.outq = outq
inq = queue.Queue()
def catcher(sig, frame):
inq.put(None)
self.inq = inq
signal.signal(signal.SIGINT, catcher)
def run(self):
log("Manager.run: start")
self.inq.get()
self.outq.put(None)
log("Manager.run: stop")
class Reader(threading.Thread):
def __init__(self, inq, outq):
threading.Thread.__init__(self)
self.name = os.environ.get("MIC_NAME", "pulse_monitor")
if not self.name:
for index, name in enumerate(sr.Microphone.list_microphone_names()):
print("[{0}] Microphone with name \"{1}\" found for `Microphone(device_index={0})`".format(index, name))
exit()
self.inq = inq
self.outq = outq
def run(self):
log("Reader.run: start")
try:
idx = [
idx for idx,v in enumerate(
sr.Microphone.list_microphone_names(),
) if v in self.name.split(",")
][0]
with sr.Microphone(device_index=idx) as mic:
while not self.should_stop():
try:
self.outq.put(self._run(mic))
except Exception as e:
if not "timed out" in str(e):
log("Reader.run: error:", e)
except Exception as e:
log("Reader.run panic:", e)
log("microphones:", sr.Microphone.list_microphone_names())
finally:
self.outq.put(None)
log("Reader.run: stop")
def should_stop(self):
return not self.inq.empty()
def _run(self, mic):
mic_timeout = int(os.environ.get("MIC_TIMEOUT", 5))
r = sr.Recognizer()
return r.listen(
mic,
timeout=mic_timeout,
phrase_time_limit=mic_timeout,
)
class Parser(threading.Thread):
def __init__(self, inq, outq):
threading.Thread.__init__(self)
self.inq = inq
self.outq = outq
def run(self):
log("Parser.run: start")
while True:
try:
clip = self.inq.get()
backlog = self.inq.qsize()
if backlog:
log("Parser.run backlog", backlog)
if clip is None:
break
self.outq.put(self._run(clip).strip())
except Exception as e:
log("Parser.run: error:", e)
self.outq.put(None)
log("Parser.run: stop")
def _run(self, clip):
r = sr.Recognizer()
return r.recognize_whisper(clip, language="english", model=os.environ.get("MODEL", "small.en")) # tiny.en=32x, base.en=16x, small.en=6x, medium.en=x2
def load_dot_notation(v, s):
items = s.replace("[]", ".[]").split(".")
return _load_dot_notation(v, items)
def _load_dot_notation(v, items):
for i in range(len(items)):
k = items[i]
if not k:
continue
if k == "[]":
if isinstance(v, list):
result = []
for j in v:
subresult = _load_dot_notation(j, items[i+1:])
if isinstance(subresult, list):
result.extend(subresult)
else:
result.append(subresult)
return result
else:
result = []
for j in v.values():
subresult = _load_dot_notation(j, items[i+1:])
if isinstance(subresult, list):
result.extend(subresult)
else:
result.append(subresult)
return result
else:
if isinstance(v, list):
v = v[int(k)]
else:
v = v[k]
return v
def test_load_dot_notation():
for i in [
"a" == load_dot_notation("a", "."),
["a"] == load_dot_notation(["a"], "."),
"b" == load_dot_notation({"a":"b"}, ".a"),
"c" == load_dot_notation({"a":{"b":"c"}}, ".a.b"),
"c" == load_dot_notation({"a":{"b":["c"]}}, ".a.b.0"),
["c","d"] == load_dot_notation({"a":{"b":"c"}, "a2":{"b":"d"}}, ".[].b"),
["c","d"] == load_dot_notation({"a":{"b":["c"], "b2":["d"]}}, ".a.[].0"),
["c","d"] == load_dot_notation({"a":{"b":["c"], "b2":["d"]}}, ".a[].0"),
["c","d"] == load_dot_notation(["c", "d"], "."),
["c","d"] == load_dot_notation(["c", "d"], "[]"),
]:
if not i:
raise Exception(i)
test_load_dot_notation()
class Reactor(threading.Thread):
def __init__(self, inq, outq):
threading.Thread.__init__(self)
self.inq = inq
self.outq = outq
self.load_hotwords = Reactor.new_load_hotwords()
log(f"hotwords: {self.load_hotwords()}")
def new_load_hotwords():
p = os.environ.get("HOTWORDS", None)
if not p:
def load_nothing():
return []
return load_nothing
try:
if "@" in p:
def load_hotwords_in_yaml_file():
with open(p.split("@")[0], "r") as f:
v = yaml.safe_load(f)
v = load_dot_notation(v, p.split("@")[-1])
return ["".join(i.strip().lower().split()) for i in v if i]
load_hotwords_in_yaml_file()
return load_hotwords_in_yaml_file
else:
def load_hotwords_in_file():
with open(p, "r") as f:
return ["".join(i.strip().lower().split()) for i in f.readlines()]
load_hotwords_in_file()
return load_hotwords_in_file
except Exception as e:
log(f"$HOTWORDS {p} is not a file: {e}")
hotwords = ["".join(i.lower().strip().split()) for i in p.split("\/\/")]
log(f'$HOTWORDS: {hotwords}')
def load_hotwords_as_literal():
return hotwords
return load_hotwords_as_literal
def run(self):
log("Reactor.run: start")
while True:
text = self.inq.get()
if text is None:
break
self.handle(text)
self.outq.put(None)
log("Reactor.run: stop")
def handle(self, text):
hotwords = self.load_hotwords()
if os.environ.get("DEBUG", None):
log(f"seeking {hotwords} in {text}")
if not hotwords:
if not os.environ.get("HOTWORDS", None):
print(text)
else:
log(text)
return
cleantext = "".join([i for i in "".join(text.lower().split()) if i.isalpha()])
for i in hotwords:
if i in cleantext:
#log(f"Reactor.handle: found hotword '{i}' in '{text}' as '{cleantext}'")
self.outq.put((i, text))
class Actor(threading.Thread):
def __init__(self, inq):
threading.Thread.__init__(self)
self.inq = inq
self.handle = self.handle_stderr
if os.environ.get("STDOUT", "") == "true":
self.handle = self.handle_stdout
elif os.environ.get("SIGUSR2", ""):
self.pid = int(environ["SIGUSR2"])
self.handle = self.handle_signal
elif os.environ.get("URL", ""):
self.url = environ["URL"]
self.handle = self.handle_url
self.headers = [i.split("=")[:2] for i in os.environ.get("HEADERS", "").split("//") if i]
self.body = os.environ.get("BODY", '{"hotword":"{{hotword}}","context":"{{context}}"}')
log(self.headers)
def run(self):
log("Actor.run: start")
while True:
got = self.inq.get()
if got is None:
break
self.handle(got[0], got[1])
log("Actor.run: stop")
def handle_stderr(self, hotword, context):
log(f"'{hotword}' in '{context}'")
def handle_stdout(self, hotword, context):
log(context)
print(hotword)
def handle_signal(self, hotword, context):
self.handle_stderr(hotword, context)
os.kill(self.pid, signal.SIGUSR2)
def handle_url(self, hotword, context):
self.handle_stderr(hotword, context)
try:
headers = {}
for i in self.headers:
key = i[0]
value = i[1]
value = value.replace("{{hotword}}", hotword)
value = value.replace("{{context}}", context)
headers[key] = value
body = self.body
body = body.replace("{{hotword}}", hotword)
body = body.replace("{{context}}", context)
if os.environ.get("DEBUG", "") :
log("POST", self.url, headers, body)
requests.post(self.url, headers=headers, data=body)
except Exception as e:
log("Actor.handle_url:", e)
def main():
managerToParserQ = queue.Queue(maxsize=1)
readerToParserQ = queue.Queue(maxsize=10)
parserToReactorQ = queue.Queue(maxsize=10)
reactorToActorQ = queue.Queue(maxsize=10)
threads = [
Manager(managerToParserQ),
Reader(managerToParserQ, readerToParserQ),
Parser(readerToParserQ, parserToReactorQ),
Reactor(parserToReactorQ, reactorToActorQ),
Actor(reactorToActorQ),
]
[t.start() for t in threads]
[t.join() for t in threads]
if __name__ == "__main__":
main()

View File

@@ -1,7 +0,0 @@
#! /bin/bash
sudo apt install portaudio19-dev python3-pyaudio
python3 -m pip install git+https://github.com/openai/whisper.git soundfile PyAudio SpeechRecognition
#sudo apt-get install python3 python3-all-dev python3-pip build-essential swig git libpulse-dev libasound2-dev
#python3 -m pip install pocketsphinx

View File

@@ -1,20 +0,0 @@
FROM debian:buster as builder
RUN apt -y update && apt -y install build-essential wget ffmpeg
WORKDIR /tmp/whisper-cpp.git.d
RUN wget https://github.com/ggerganov/whisper.cpp/archive/refs/tags/v1.2.1.tar.gz \
&& tar -xf ./*.tar.gz \
&& mv ./whisper*/ ./git.d
WORKDIR /tmp/whisper-cpp.git.d/git.d
RUN make && make samples
FROM debian:buster
RUN apt -y update && apt -y install curl
COPY --from=builder /tmp/whisper-cpp.git.d/git.d/ /whisper-cpp.git.d/
WORKDIR /whisper.d
RUN bash /whisper-cpp.git.d/models/download-ggml-model.sh tiny.en
ENTRYPOINT []
CMD /whisper-cpp.git.d/main -m /whisper-cpp.git.d/models/ggml-tiny.en.bin -f /whisper-cpp.git.d/samples/gb1.wav -t 4

View File

@@ -1 +0,0 @@
git.d/main

View File

@@ -1,14 +0,0 @@
# git.d/samples/mm0.wav (30s)
| model | threads | rust | c |
| ----- | ------- | ------------- | ----------- |
| tiny | 1 | 4.4s@122% | 4.9s@125% |
| tiny | 2 | 2.7s@210% | 3.3s@190% |
| tiny | 4 | 2.0s@- | 2.9s@400% |
| tiny | 8 | 2.0s@- | 3.1s@700% |
| small | 1 | 23.9s@175% | 28.5s@205% |
| small | 2 | 14.9s@347% | 19.2s@330% |
| small | 4 | 12.3s@515% | 22.1s@530% |
| base | 1 | 8.7s@150% | 10.2s@155% |
| base | 2 | 5.1s@240% | 7.1s@270% |
| base | 4 | 3.8s@370% | 6.0s@430% |

View File

@@ -1,7 +0,0 @@
export P=${1:-1}
export MODEL=${2:-models/ggml-tiny.en.bin}
export WAV=${3:-git.d/samples/jfk.wav}
echo === RUST
time rust-whisper 2>&1 | grep -v ^whisper_ | grep ..
echo === C
time ./c-whisper -m $MODEL -f $WAV -t $P 2>&1 | grep -v ^whisper_ | grep -v ^system_info | grep -v ^main: | grep ..

Submodule whisper-cpp-2023/git.d deleted from 0a2d1210bc

View File

@@ -1 +0,0 @@
git.d/libwhisper.a

View File

@@ -1 +0,0 @@
git.d/models

View File

@@ -1,24 +0,0 @@
#! /bin/bash
if [ ! -d ./git.d/.git ]; then
git clone https://github.com/ggerganov/whisper.cpp.git git.d
fi
cd ./git.d
if [ ! -f ./samples/gb1.wav ]; then
make samples
fi
if [ ! -f ./main ]; then
make
fi
if [ ! -f ./stream ]; then
make stream
fi
if [ ! -f ./models/ggml-${MODEL:-tiny.en}.bin ]; then
bash ./models/download-ggml-model.sh ${MODEL:-tiny.en}
fi
if [ -n "$STREAM" ]; then
./stream -m ./models/ggml-${MODEL:-tiny.en}.bin -t 8 --step 500 --length ${MIC_TIMEOUT:-2}000 $(test -n "$MIC_ID" && echo -c "$MIC_ID")
else
time ./main -m ./models/ggml-${MODEL:-tiny.en}.bin -f ./samples/gb1.wav -t 4
fi

View File

@@ -1,366 +0,0 @@
# This file is automatically @generated by Cargo.
# It is not intended for manual editing.
version = 3
[[package]]
name = "autocfg"
version = "1.1.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "d468802bab17cbc0cc575e9b053f41e72aa36bfa6b7f55e3529ffa43161b97fa"
[[package]]
name = "bindgen"
version = "0.64.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "c4243e6031260db77ede97ad86c27e501d646a27ab57b59a574f725d98ab1fb4"
dependencies = [
"bitflags",
"cexpr",
"clang-sys",
"lazy_static",
"lazycell",
"log",
"peeking_take_while",
"proc-macro2",
"quote",
"regex",
"rustc-hash",
"shlex",
"syn",
"which",
]
[[package]]
name = "bitflags"
version = "1.3.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
[[package]]
name = "cexpr"
version = "0.6.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "6fac387a98bb7c37292057cffc56d62ecb629900026402633ae9160df93a8766"
dependencies = [
"nom",
]
[[package]]
name = "cfg-if"
version = "1.0.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "baf1de4339761588bc0619e3cbc0120ee582ebb74b53b4efbf79117bd2da40fd"
[[package]]
name = "clang-sys"
version = "1.6.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "c688fc74432808e3eb684cae8830a86be1d66a2bd58e1f248ed0960a590baf6f"
dependencies = [
"glob",
"libc",
"libloading",
]
[[package]]
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View File

@@ -1,37 +0,0 @@
use whisper_rs::{WhisperContext, FullParams, SamplingStrategy};
fn main() {
let mut ctx = WhisperContext::new(
&std::env::var("MODEL").unwrap_or(String::from("../models/ggml-tiny.en.bin"))
).expect("failed to load model");
// create a params object
let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 0 });
params.set_n_threads(
std::env::var("P").unwrap_or(String::from("1")).parse::<i32>().expect("$P must be a number")
);
params.set_translate(false);
params.set_language(Some("en"));
params.set_print_special(false);
params.set_print_progress(false);
params.set_print_realtime(false);
params.set_print_timestamps(false);
let (header, data) = wav::read(&mut std::fs::File::open(
&std::env::var("WAV").unwrap_or(String::from("../git.d/samples/jfk.wav"))
).expect("failed to open .wav")).expect("failed to decode .wav");
assert!(header.channel_count == 1);
assert!(header.sampling_rate == 16000);
let data16 = data.as_sixteen().expect("wav is not 32bit floats");
let audio_data = &whisper_rs::convert_integer_to_float_audio(&data16);
ctx.full(params, &audio_data[..])
.expect("failed to run model");
let num_segments = ctx.full_n_segments();
for i in 0..num_segments {
let segment = ctx.full_get_segment_text(i).expect("failed to get segment");
print!("{} ", segment);
}
println!("");
}

View File

@@ -1 +0,0 @@
git.d/whisper.h