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| 1 | +# Copyright 2025 Google LLC |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +# you may not use this file except in compliance with the License. |
| 5 | +# You may obtain a copy of the License at |
| 6 | +# |
| 7 | +# https://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +# See the License for the specific language governing permissions and |
| 13 | +# limitations under the License. |
| 14 | + |
| 15 | +import asyncio |
| 16 | +import os |
| 17 | +import subprocess |
| 18 | + |
| 19 | + |
| 20 | +def get_bearer_token(): |
| 21 | + command = "gcloud auth application-default print-access-token" |
| 22 | + result = subprocess.check_output(command, shell=True, text=True) |
| 23 | + return result.strip() |
| 24 | + |
| 25 | + |
| 26 | +# get bearer token |
| 27 | +BEARER_TOKEN = get_bearer_token() |
| 28 | + |
| 29 | + |
| 30 | +async def generate_content() -> str: |
| 31 | + """ |
| 32 | + Connects to the Gemini API via WebSocket, sends a text prompt, |
| 33 | + and returns the aggregated text response. |
| 34 | + """ |
| 35 | + # [START googlegenaisdk_live_websocket_textgen_with_audio] |
| 36 | + import base64 |
| 37 | + import json |
| 38 | + |
| 39 | + from websockets.asyncio.client import connect |
| 40 | + from scipy.io import wavfile |
| 41 | + |
| 42 | + |
| 43 | + def read_wavefile(filepath): |
| 44 | + # Read the .wav file. |
| 45 | + rate, data = wavfile.read(filepath) |
| 46 | + # Convert the NumPy array of audio samples back to raw bytes |
| 47 | + raw_audio_bytes = data.tobytes() |
| 48 | + # Encode the raw bytes to a base64 string. |
| 49 | + # The result needs to be decoded from bytes to a UTF-8 string |
| 50 | + base64_encoded_data = base64.b64encode(raw_audio_bytes).decode('ascii') |
| 51 | + mime_type = f"audio/pcm;rate={rate}" |
| 52 | + return base64_encoded_data, mime_type |
| 53 | + |
| 54 | + # Configuration Constants |
| 55 | + PROJECT_ID = os.getenv("GOOGLE_SAMPLES_PROJECT") |
| 56 | + LOCATION = "us-central1" |
| 57 | + GEMINI_MODEL_NAME = "gemini-2.0-flash-live-preview-04-09" |
| 58 | + # To generate a bearer token, use: |
| 59 | + # $ gcloud auth application-default print-access-token |
| 60 | + # It's recommended to fetch this token dynamically rather than hardcoding. |
| 61 | + # BEARER_TOKEN = "ya29.a0AW4XtxhRb1s51TxLPnj..." |
| 62 | + |
| 63 | + # Websocket Configuration |
| 64 | + WEBSOCKET_HOST = "us-central1-aiplatform.googleapis.com" |
| 65 | + WEBSOCKET_SERVICE_URL = ( |
| 66 | + f"wss://{WEBSOCKET_HOST}/ws/google.cloud.aiplatform.v1.LlmBidiService/BidiGenerateContent" |
| 67 | + ) |
| 68 | + |
| 69 | + # Websocket Authentication |
| 70 | + headers = { |
| 71 | + "Content-Type": "application/json", |
| 72 | + "Authorization": f"Bearer {BEARER_TOKEN}", |
| 73 | + } |
| 74 | + |
| 75 | + # Model Configuration |
| 76 | + model_path = ( |
| 77 | + f"projects/{PROJECT_ID}/locations/{LOCATION}/publishers/google/models/{GEMINI_MODEL_NAME}" |
| 78 | + ) |
| 79 | + model_generation_config = {"response_modalities": ["TEXT"]} |
| 80 | + |
| 81 | + async with connect(WEBSOCKET_SERVICE_URL, additional_headers=headers) as websocket_session: |
| 82 | + # 1. Send setup configuration |
| 83 | + websocket_config = { |
| 84 | + "setup": { |
| 85 | + "model": model_path, |
| 86 | + "generation_config": model_generation_config, |
| 87 | + } |
| 88 | + } |
| 89 | + await websocket_session.send(json.dumps(websocket_config)) |
| 90 | + |
| 91 | + # 2. Receive setup response |
| 92 | + raw_setup_response = await websocket_session.recv() |
| 93 | + setup_response = json.loads( |
| 94 | + raw_setup_response.decode("utf-8") |
| 95 | + if isinstance(raw_setup_response, bytes) |
| 96 | + else raw_setup_response |
| 97 | + ) |
| 98 | + print(f"Setup Response: {setup_response}") |
| 99 | + # Example response: {'setupComplete': {}} |
| 100 | + if "setupComplete" not in setup_response: |
| 101 | + print(f"Setup failed: {setup_response}") |
| 102 | + return "Error: WebSocket setup failed." |
| 103 | + |
| 104 | + # 3. Send audio message |
| 105 | + encoded_audio_message, mime_type = read_wavefile("hello_gemini_are_you_there.wav") |
| 106 | + # Example audio message: "Hello? Gemini are you there?" |
| 107 | + |
| 108 | + user_message = { |
| 109 | + "client_content": { |
| 110 | + "turns": [ |
| 111 | + { |
| 112 | + "role": "user", |
| 113 | + "parts": [ |
| 114 | + { |
| 115 | + "inlineData": { |
| 116 | + "mimeType": mime_type, # Example value: "audio/pcm;rate=24000" |
| 117 | + "data": encoded_audio_message, # Example value: "AQD//wAAAAAAA....." |
| 118 | + } |
| 119 | + } |
| 120 | + ], |
| 121 | + } |
| 122 | + ], |
| 123 | + "turn_complete": True, |
| 124 | + } |
| 125 | + } |
| 126 | + await websocket_session.send(json.dumps(user_message)) |
| 127 | + |
| 128 | + # 4. Receive model response |
| 129 | + aggregated_response_parts = [] |
| 130 | + async for raw_response_chunk in websocket_session: |
| 131 | + response_chunk = json.loads(raw_response_chunk.decode("utf-8")) |
| 132 | + |
| 133 | + server_content = response_chunk.get("serverContent") |
| 134 | + if not server_content: |
| 135 | + # This might indicate an error or an unexpected message format |
| 136 | + print(f"Received non-serverContent message or empty content: {response_chunk}") |
| 137 | + break |
| 138 | + |
| 139 | + # Collect text responses |
| 140 | + model_turn = server_content.get("modelTurn") |
| 141 | + if model_turn and "parts" in model_turn and model_turn["parts"]: |
| 142 | + aggregated_response_parts.append(model_turn["parts"][0].get("text", "")) |
| 143 | + |
| 144 | + # End of response |
| 145 | + if server_content.get("turnComplete"): |
| 146 | + break |
| 147 | + |
| 148 | + final_response_text = "".join(aggregated_response_parts) |
| 149 | + print(f"Response: {final_response_text}") |
| 150 | + # Example response: |
| 151 | + # Setup Response: {'setupComplete': {}} |
| 152 | + # Response: Hey there. What's on your mind today? |
| 153 | + # [END googlegenaisdk_live_websocket_textgen_with_audio] |
| 154 | + return final_response_text |
| 155 | + |
| 156 | + |
| 157 | +if __name__ == "__main__": |
| 158 | + asyncio.run(generate_content()) |
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