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2 changes: 1 addition & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
@@ -1,2 +1,2 @@
[build-system]
requires = ["setuptools", "wheel", "google-generativeai", "rank-bm25", "requests", "sentence-transformers", "google-generativeai"]
requires = ["setuptools", "wheel", "google-genai", "rank-bm25", "requests", "sentence-transformers"]
40 changes: 20 additions & 20 deletions rag/llm.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,6 @@
import traceback
from abc import ABC

import google.api_core.exceptions
import google.generativeai as genai
import requests


Expand All @@ -24,43 +22,45 @@ class GeminiLLM(BaseLLM):
def __init__(self, *args, **kwargs):
"""Initialize the Gemini language model.
- api_key: str: The API key for the Gemini API.
- model_name: str: The Gemini model to use.
"""
super().__init__(*args, **kwargs)
GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY") or kwargs.get("api_key")
if not GOOGLE_API_KEY:
from google import genai
from google.genai import types

api_key = os.getenv("GOOGLE_API_KEY") or kwargs.get("api_key")
if not api_key:
raise ValueError(
"Please set GOOGLE_API_KEY environment variable or set api_key."
)
genai.configure(api_key=GOOGLE_API_KEY)
generation_config = genai.GenerationConfig(
temperature=0.0,
)
self.model = genai.GenerativeModel(
"text-davinci-003", generation_config=generation_config
)
self.model_name = kwargs.get("model_name", "gemini-2.0-flash")
self.client = genai.Client(api_key=api_key)
self._generate_config = types.GenerateContentConfig(temperature=0.0)

def generate(self, prompt: str, **kwargs) -> str:
"""Generate text from the model.
- prompt: str: The prompt to generate text from.
- retried: int: The number of times the request has been retried.
"""
from google.genai.errors import ServerError

retried = kwargs.get("retried", 0)
if retried < 0:
raise Exception("Retried too many times.")
try:
response = self.model.generate_content(prompt)
if response.candidates and response.candidates[0].content.parts:
return response.candidates[0].content.parts[0].text
else:
return response.text
except google.api_core.exceptions.InternalServerError:
response = self.client.models.generate_content(
model=kwargs.get("model_name", self.model_name),
contents=prompt,
config=self._generate_config,
)
return response.text or ""
except ServerError:
print("Retrying 500...", retried)
return self.generate(prompt, kwargs=kwargs)
return self.generate(prompt, retried=retried)
except Exception:
print("An error occurred!")
traceback.print_exc()
kwargs["retried"] = retried - 1
return self.generate(prompt, kwargs=kwargs)
return self.generate(prompt, retried=retried - 1)

def chat(self, prompt: str, **kwargs) -> str:
return self.generate(prompt, **kwargs)
Expand Down
2 changes: 1 addition & 1 deletion requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -3,4 +3,4 @@ rank_bm25==0.2.2
requests==2.31.0
sentence_transformers==2.7.0
setuptools==69.0.2
google-generativeai=0.5.2
google-genai>=1.0.0
2 changes: 1 addition & 1 deletion setup.py
Original file line number Diff line number Diff line change
Expand Up @@ -30,7 +30,7 @@
"sentence-transformers",
"transformers",
"requests",
"google-generativeai",
"google-genai",
"rank_bm25",
"pdftotext",
],
Expand Down