Created
July 17, 2025 22:48
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import os | |
import weave | |
from langchain_google_genai import ChatGoogleGenerativeAI | |
os.environ["GOOGLE_API_KEY"] = | |
GEMINI_MODEL_NAME = 'gemini-2.5-flash' | |
CUSTOM_MODEL_NAME = 'lc_' + GEMINI_MODEL_NAME | |
weave_client = weave.init("cost-testing") | |
weave_client.add_cost( | |
llm_id=CUSTOM_MODEL_NAME, | |
prompt_token_cost=0.3, | |
completion_token_cost=2.5 | |
) | |
llm = ChatGoogleGenerativeAI( | |
model=GEMINI_MODEL_NAME, | |
) | |
@weave.op | |
def hack_usage(usage): | |
return usage | |
@weave.op | |
def a_great_model(messages): | |
response = llm.invoke(messages) | |
input_tokens = response.usage_metadata["input_tokens"] | |
output_tokens = response.usage_metadata["output_tokens"] | |
hack_usage({"usage": { | |
"prompt_tokens": int(input_tokens), | |
"completion_tokens": int(output_tokens), | |
"total_tokens": int(input_tokens + output_tokens), | |
}, | |
"model": CUSTOM_MODEL_NAME}) | |
return response | |
messages = [ | |
("system", "You love long poems",), | |
("human", "tell me an incredibly short poem about bees."), | |
] | |
a_great_model(messages) |
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