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# Copyright 2023 Google Inc. All rights reserved. | ||
# | ||
# 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 hook for google.generativeai in Colab. | ||
This will enable the IP geolocation restrictions for the PaLM and Gemini | ||
APIs to be based on the location of the user instead of the runtime VM. | ||
""" | ||
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import imp # pylint: disable=deprecated-module | ||
import logging | ||
import os | ||
import sys | ||
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class _GenerativeAIImportHook: | ||
"""Enables the PaLM and Gemini API clients libraries to be customized upon import.""" | ||
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def find_module(self, fullname, path=None): | ||
if fullname not in ['google.generativeai']: | ||
return None | ||
self.module_info = imp.find_module( | ||
fullname.split('.')[-1], list(path) if path else None | ||
) | ||
return self | ||
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def load_module(self, fullname): | ||
"""Loads google.generativeai normally and runs pre-initialization code. | ||
It runs a background server that intercepts API requests and then proxies | ||
the requests via the browser. | ||
Args: | ||
fullname: fullname of the module | ||
Returns: | ||
A modified google.generativeai module. | ||
""" | ||
previously_loaded = fullname in sys.modules | ||
generativeai_module = imp.load_module(fullname, *self.module_info) | ||
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if not previously_loaded: | ||
try: | ||
import functools # pylint:disable=g-import-not-at-top | ||
import json # pylint:disable=g-import-not-at-top | ||
from google.colab import output # pylint:disable=g-import-not-at-top | ||
from google.colab.html import _background_server # pylint:disable=g-import-not-at-top | ||
import portpicker # pylint:disable=g-import-not-at-top | ||
import tornado.web # pylint:disable=g-import-not-at-top | ||
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def fetch(request): | ||
path = request.path | ||
method = request.method | ||
headers = json.dumps(dict(request.headers)) | ||
body = repr(request.body.decode('utf-8')) if request.body else 'null' | ||
return output.eval_js(""" | ||
(async () => {{ | ||
const response = await fetch(new URL('{path}', 'https://generativelanguage.googleapis.com'), {{ | ||
method: '{method}', | ||
headers: {headers}, | ||
body: {body} | ||
}}); | ||
const json = await response.json(); | ||
return json; | ||
}})() | ||
""".format(path=path, method=method, headers=headers, body=body)) | ||
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class _Redirector(tornado.web.RequestHandler): | ||
"""Redirects API requests to the browser.""" | ||
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async def get(self): | ||
await self._handle_request() | ||
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async def post(self): | ||
await self._handle_request() | ||
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async def _handle_request(self): | ||
try: | ||
result = fetch(self.request) | ||
if isinstance(result, dict) and 'error' in result: | ||
self.set_status(int(result['error']['code'])) | ||
self.write(result['error']['message']) | ||
return | ||
self.write(result) | ||
except Exception as e: # pylint:disable=broad-except | ||
self.set_status(500) | ||
self.write(str(e)) | ||
Check warning Code scanning / CodeQL Information exposure through an exception Medium Stack trace information Error loading related location Loading |
||
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class _Proxy(_background_server._BackgroundServer): # pylint: disable=protected-access | ||
"""Background server that intercepts API requests and then proxies the requests via the browser.""" | ||
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def __init__(self): | ||
app = tornado.web.Application([ | ||
(r'.*', _Redirector), | ||
]) | ||
super(_Proxy, self).__init__(app) | ||
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def create(self, port): | ||
if self._server_thread is None: | ||
self.start(port=port) | ||
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port = portpicker.pick_unused_port() | ||
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@functools.cache | ||
def start(): | ||
p = _Proxy() | ||
p.create(port=port) | ||
return p | ||
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start() | ||
orig_configure = generativeai_module.configure | ||
generativeai_module.configure = functools.partial( | ||
orig_configure, | ||
transport='rest', | ||
client_options={'api_endpoint': f'http://localhost:{port}'}, | ||
) | ||
except: # pylint: disable=bare-except | ||
logging.exception('Error customizing google.generativeai.') | ||
os.environ['COLAB_GENERATIVEAI_IMPORT_HOOK_EXCEPTION'] = '1' | ||
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return generativeai_module | ||
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def _register_hook(): | ||
sys.meta_path = [_GenerativeAIImportHook()] + sys.meta_path |