mycroft-core/mycroft/stt/__init__.py

244 lines
7.4 KiB
Python

# Copyright 2017 Mycroft AI Inc.
#
# 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.
#
import re
import json
from abc import ABCMeta, abstractmethod
from requests import post, put, exceptions
from speech_recognition import Recognizer
from mycroft.api import STTApi
from mycroft.configuration import Configuration
from mycroft.util.log import LOG
class STT(object):
__metaclass__ = ABCMeta
def __init__(self):
config_core = Configuration.get()
self.lang = str(self.init_language(config_core))
config_stt = config_core.get("stt", {})
self.config = config_stt.get(config_stt.get("module"), {})
self.credential = self.config.get("credential", {})
self.recognizer = Recognizer()
@staticmethod
def init_language(config_core):
lang = config_core.get("lang", "en-US")
langs = lang.split("-")
if len(langs) == 2:
return langs[0].lower() + "-" + langs[1].upper()
return lang
@abstractmethod
def execute(self, audio, language=None):
pass
class TokenSTT(STT):
__metaclass__ = ABCMeta
def __init__(self):
super(TokenSTT, self).__init__()
self.token = str(self.credential.get("token"))
class GoogleJsonSTT(STT):
__metaclass__ = ABCMeta
def __init__(self):
super(GoogleJsonSTT, self).__init__()
self.json_credentials = json.dumps(self.credential.get("json"))
class BasicSTT(STT):
__metaclass__ = ABCMeta
def __init__(self):
super(BasicSTT, self).__init__()
self.username = str(self.credential.get("username"))
self.password = str(self.credential.get("password"))
class KeySTT(STT):
__metaclass__ = ABCMeta
def __init__(self):
super(KeySTT, self).__init__()
self.id = str(self.credential.get("client_id"))
self.key = str(self.credential.get("client_key"))
class GoogleSTT(TokenSTT):
def __init__(self):
super(GoogleSTT, self).__init__()
def execute(self, audio, language=None):
self.lang = language or self.lang
return self.recognizer.recognize_google(audio, self.token, self.lang)
class GoogleCloudSTT(GoogleJsonSTT):
def __init__(self):
super(GoogleCloudSTT, self).__init__()
def execute(self, audio, language=None):
self.lang = language or self.lang
return self.recognizer.recognize_google_cloud(audio,
self.json_credentials,
self.lang)
class WITSTT(TokenSTT):
def __init__(self):
super(WITSTT, self).__init__()
def execute(self, audio, language=None):
LOG.warning("WITSTT language should be configured at wit.ai settings.")
return self.recognizer.recognize_wit(audio, self.token)
class IBMSTT(BasicSTT):
def __init__(self):
super(IBMSTT, self).__init__()
def execute(self, audio, language=None):
self.lang = language or self.lang
return self.recognizer.recognize_ibm(audio, self.username,
self.password, self.lang)
class MycroftSTT(STT):
def __init__(self):
super(MycroftSTT, self).__init__()
self.api = STTApi("stt")
def execute(self, audio, language=None):
self.lang = language or self.lang
try:
return self.api.stt(audio.get_flac_data(convert_rate=16000),
self.lang, 1)[0]
except:
return self.api.stt(audio.get_flac_data(), self.lang, 1)[0]
class MycroftDeepSpeechSTT(STT):
"""Mycroft Hosted DeepSpeech"""
def __init__(self):
super(MycroftDeepSpeechSTT, self).__init__()
self.api = STTApi("deepspeech")
def execute(self, audio, language=None):
language = language or self.lang
if not language.startswith("en"):
raise ValueError("Deepspeech is currently english only")
return self.api.stt(audio.get_wav_data(), self.lang, 1)
class DeepSpeechServerSTT(STT):
"""
STT interface for the deepspeech-server:
https://github.com/MainRo/deepspeech-server
use this if you want to host DeepSpeech yourself
"""
def __init__(self):
super(DeepSpeechServerSTT, self).__init__()
def execute(self, audio, language=None):
language = language or self.lang
if not language.startswith("en"):
raise ValueError("Deepspeech is currently english only")
response = post(self.config.get("uri"), data=audio.get_wav_data())
return response.text
class KaldiSTT(STT):
def __init__(self):
super(KaldiSTT, self).__init__()
def execute(self, audio, language=None):
language = language or self.lang
response = post(self.config.get("uri"), data=audio.get_wav_data())
return self.get_response(response)
def get_response(self, response):
try:
hypotheses = response.json()["hypotheses"]
return re.sub(r'\s*\[noise\]\s*', '', hypotheses[0]["utterance"])
except:
return None
class BingSTT(TokenSTT):
def __init__(self):
super(BingSTT, self).__init__()
def execute(self, audio, language=None):
self.lang = language or self.lang
return self.recognizer.recognize_bing(audio, self.token,
self.lang)
class HoundifySTT(KeySTT):
def __init__(self):
super(HoundifySTT, self).__init__()
def execute(self, audio, language=None):
self.lang = language or self.lang
return self.recognizer.recognize_houndify(audio, self.id, self.key)
class GoVivaceSTT(TokenSTT):
def __init__(self):
super(GoVivaceSTT, self).__init__()
self.default_uri = "https://services.govivace.com:49149/telephony"
if not self.lang.startswith("en") and not self.lang.startswith("es"):
LOG.error("GoVivace STT only supports english and spanish")
raise NotImplementedError
def execute(self, audio, language=None):
url = self.config.get("uri", self.default_uri) + "?key=" + \
self.token + "&action=find&format=8K_PCM16&validation_string="
response = put(url,
data=audio.get_wav_data(convert_rate=8000))
return self.get_response(response)
def get_response(self, response):
return response.json()["result"]["hypotheses"][0]["transcript"]
class STTFactory(object):
CLASSES = {
"mycroft": MycroftSTT,
"google": GoogleSTT,
"google_cloud": GoogleCloudSTT,
"wit": WITSTT,
"ibm": IBMSTT,
"kaldi": KaldiSTT,
"bing": BingSTT,
"govivace": GoVivaceSTT,
"houndify": HoundifySTT,
"deepspeech_server": DeepSpeechServerSTT,
"mycroft_deepspeech": MycroftDeepSpeechSTT
}
@staticmethod
def create():
config = Configuration.get().get("stt", {})
module = config.get("module", "mycroft")
clazz = STTFactory.CLASSES.get(module)
return clazz()