dialogflow-cx/detect_intent_stream.py (92 lines of code) (raw):
#!/usr/bin/env python
# Copyright 2023 Google LLC
#
# 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
#
# https://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.
"""DialogFlow API Detect Intent Python sample with audio files processed as an audio stream.
Examples:
python detect_intent_stream.py -h
python detect_intent_stream.py --agent AGENT \
--session-id SESSION_ID --audio-file-path resources/hello.wav
"""
import argparse
import uuid
from google.cloud.dialogflowcx_v3beta1.services.agents import AgentsClient
from google.cloud.dialogflowcx_v3beta1.services.sessions import SessionsClient
from google.cloud.dialogflowcx_v3beta1.types import audio_config
from google.cloud.dialogflowcx_v3beta1.types import session
# [START dialogflow_detect_intent_stream]
def run_sample():
# TODO(developer): Replace these values when running the function
project_id = "YOUR-PROJECT-ID"
# For more information about regionalization see https://cloud.google.com/dialogflow/cx/docs/how/region
location_id = "YOUR-LOCATION-ID"
# For more info on agents see https://cloud.google.com/dialogflow/cx/docs/concept/agent
agent_id = "YOUR-AGENT-ID"
agent = f"projects/{project_id}/locations/{location_id}/agents/{agent_id}"
# For more information on sessions see https://cloud.google.com/dialogflow/cx/docs/concept/session
session_id = uuid.uuid4()
audio_file_path = "YOUR-AUDIO-FILE-PATH"
# For more supported languages see https://cloud.google.com/dialogflow/es/docs/reference/language
language_code = "en-us"
detect_intent_stream(agent, session_id, audio_file_path, language_code)
def detect_intent_stream(agent, session_id, audio_file_path, language_code):
"""Returns the result of detect intent with streaming audio as input.
Using the same `session_id` between requests allows continuation
of the conversation."""
session_path = f"{agent}/sessions/{session_id}"
print(f"Session path: {session_path}\n")
client_options = None
agent_components = AgentsClient.parse_agent_path(agent)
location_id = agent_components["location"]
if location_id != "global":
api_endpoint = f"{location_id}-dialogflow.googleapis.com:443"
print(f"API Endpoint: {api_endpoint}\n")
client_options = {"api_endpoint": api_endpoint}
session_client = SessionsClient(client_options=client_options)
input_audio_config = audio_config.InputAudioConfig(
audio_encoding=audio_config.AudioEncoding.AUDIO_ENCODING_LINEAR_16,
sample_rate_hertz=24000,
)
def request_generator():
audio_input = session.AudioInput(config=input_audio_config)
query_input = session.QueryInput(audio=audio_input, language_code=language_code)
voice_selection = audio_config.VoiceSelectionParams()
synthesize_speech_config = audio_config.SynthesizeSpeechConfig()
output_audio_config = audio_config.OutputAudioConfig()
# Sets the voice name and gender
voice_selection.name = "en-GB-Standard-A"
voice_selection.ssml_gender = (
audio_config.SsmlVoiceGender.SSML_VOICE_GENDER_FEMALE
)
synthesize_speech_config.voice = voice_selection
# Sets the audio encoding
output_audio_config.audio_encoding = (
audio_config.OutputAudioEncoding.OUTPUT_AUDIO_ENCODING_UNSPECIFIED
)
output_audio_config.synthesize_speech_config = synthesize_speech_config
# The first request contains the configuration.
yield session.StreamingDetectIntentRequest(
session=session_path,
query_input=query_input,
output_audio_config=output_audio_config,
)
# Here we are reading small chunks of audio data from a local
# audio file. In practice these chunks should come from
# an audio input device.
with open(audio_file_path, "rb") as audio_file:
while True:
chunk = audio_file.read(4096)
if not chunk:
break
# The later requests contains audio data.
audio_input = session.AudioInput(audio=chunk)
query_input = session.QueryInput(audio=audio_input)
yield session.StreamingDetectIntentRequest(query_input=query_input)
responses = session_client.streaming_detect_intent(requests=request_generator())
print("=" * 20)
for response in responses:
print(f'Intermediate transcript: "{response.recognition_result.transcript}".')
# Note: The result from the last response is the final transcript along
# with the detected content.
response = response.detect_intent_response
print(f"Query text: {response.query_result.transcript}")
response_messages = [
" ".join(msg.text.text) for msg in response.query_result.response_messages
]
print(f"Response text: {' '.join(response_messages)}\n")
# [END dialogflow_detect_intent_stream]
if __name__ == "__main__":
parser = argparse.ArgumentParser(
description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter
)
parser.add_argument(
"--agent", help="Agent resource name. Required.", required=True
)
parser.add_argument(
"--session-id",
help="Identifier of the DetectIntent session. " "Defaults to a random UUID.",
default=str(uuid.uuid4()),
)
parser.add_argument(
"--language-code",
help='Language code of the query. Defaults to "en-US".',
default="en-US",
)
parser.add_argument(
"--audio-file-path", help="Path to the audio file.", required=True
)
args = parser.parse_args()
detect_intent_stream(
args.agent, args.session_id, args.audio_file_path, args.language_code
)