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gemini_chat_example.py
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# 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.
def chat_text_example(project_id: str, location: str) -> str:
# [START aiplatform_gemini_multiturn_chat]
import vertexai
from vertexai.generative_models import GenerativeModel, ChatSession
# TODO(developer): Update and un-comment below lines
# project_id = "PROJECT_ID"
# location = "us-central1"
vertexai.init(project=project_id, location=location)
model = GenerativeModel("gemini-1.0-pro")
chat = model.start_chat()
def get_chat_response(chat: ChatSession, prompt: str) -> str:
response = chat.send_message(prompt)
return response.text
prompt = "Hello."
print(get_chat_response(chat, prompt))
prompt = "What are all the colors in a rainbow?"
print(get_chat_response(chat, prompt))
prompt = "Why does it appear when it rains?"
print(get_chat_response(chat, prompt))
# [END aiplatform_gemini_multiturn_chat]
return get_chat_response(chat, "Hello")
def chat_stream_example(project_id: str, location: str) -> str:
# [START aiplatform_gemini_multiturn_chat_stream]
import vertexai
from vertexai.generative_models import GenerativeModel, ChatSession
# TODO(developer): Update and un-comment below lines
# project_id = "PROJECT_ID"
# location = "us-central1"
vertexai.init(project=project_id, location=location)
model = GenerativeModel("gemini-1.0-pro")
chat = model.start_chat()
def get_chat_response(chat: ChatSession, prompt: str) -> str:
text_response = []
responses = chat.send_message(prompt, stream=True)
for chunk in responses:
text_response.append(chunk.text)
return "".join(text_response)
prompt = "Hello."
print(get_chat_response(chat, prompt))
prompt = "What are all the colors in a rainbow?"
print(get_chat_response(chat, prompt))
prompt = "Why does it appear when it rains?"
print(get_chat_response(chat, prompt))
# [END aiplatform_gemini_multiturn_chat_stream]
return get_chat_response(chat, "Hello")