answer relevancy metric OpenAI API key not found!

[chank20]

Describe the bug
OpenAI API Key is not found by answer relevancy metric, but works for all other metrics? Environment variable "OPENAI_API_KEY" is set using dotenv.

Ragas version: 0.0.19
Python version: 3.11.3

Code to Reproduce

from ragas.metrics import (
    answer_relevancy,
    faithfulness,
    context_recall,
    context_precision,
)
from ragas.langchain.evalchain import RagasEvaluatorChain
from dotenv import load_dotenv
from pathlib import Path
import os

# Load environment variables (including OpenAI API Key)
dotenv_path = Path("../.env")
load_dotenv(dotenv_path)
oai_key = os.getenv("OPENAI_API_KEY", "no-key")
print(oai_key) #I confirmed that this indeed works

# create evaluation chains
faithfulness_chain = RagasEvaluatorChain(metric=faithfulness)
answer_relevancy_chain = RagasEvaluatorChain(metric=answer_relevancy)
context_precision_chain = RagasEvaluatorChain(metric=context_precision)
context_recall_chain = RagasEvaluatorChain(metric=context_recall)

Error trace

Traceback (most recent call last):
  File "[blah]/src/testing.py", line 20, in <module>
    answer_relevancy_chain = RagasEvaluatorChain(metric=answer_relevancy)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/homebrew/anaconda3/envs/genai-poc/lib/python3.11/site-packages/ragas/langchain/evalchain.py", line 29, in __init__
    self.metric.init_model()
  File "/opt/homebrew/anaconda3/envs/genai-poc/lib/python3.11/site-packages/ragas/metrics/answer_relevance.py", line 71, in init_model
    raise OpenAIKeyNotFound
ragas.exceptions.OpenAIKeyNotFound: OpenAI API key not found! Seems like your trying to use Ragas metrics with OpenAI endpoints. Please set 'OPENAI_API_KEY' environment variable

Expected behavior
OpenAI API Key is confirmed to be loaded as an environment variable using dotenv. RagasEvaluatorChain works with all other metrics besides answer relevancy.

[RoboTums]

Am able to replicate -- i'm getting this issue too. Looked into adding my own LLM as well, and still got the same error:

from langchain.chat_models import ChatOpenAI
from ragas.llms import LangchainLLM
from ragas.metrics import (
    answer_relevancy,
    faithfulness,
    context_recall,
    context_precision,
)
from ragas import evaluate

gpt4 = ChatOpenAI(model_name="gpt-4")
gpt4_wrapper = LangchainLLM(llm=gpt4)


faithfulness.llm = gpt4_wrapper
context_recall.llm = gpt4_wrapper
answer_relevancy.llm = gpt4_wrapper
context_precision.llm = gpt4_wrapper



results = evaluate(dataset,metrics=[answer_relevancy,faithfulness,context_precision])

OpenAIKeyNotFound                         Traceback (most recent call last)
Cell In[9], line 22
     17 answer_relevancy.llm = gpt4_wrapper
     18 context_precision.llm = gpt4_wrapper
---> 22 results = evaluate(dataset,metrics=[answer_relevancy,faithfulness,context_precision])

File ~/Library/Python/3.9/lib/python/site-packages/ragas/evaluation.py:97, in evaluate(dataset, metrics, column_map)
     93 validate_column_dtypes(dataset)
     95 # run the evaluation on dataset with different metrics
     96 # initialize all the models in the metrics
---> 97 [m.init_model() for m in metrics]
     99 scores = []
    100 binary_metrics = []

File ~/Library/Python/3.9/lib/python/site-packages/ragas/evaluation.py:97, in <listcomp>(.0)
     93 validate_column_dtypes(dataset)
     95 # run the evaluation on dataset with different metrics
     96 # initialize all the models in the metrics
---> 97 [m.init_model() for m in metrics]
     99 scores = []
    100 binary_metrics = []

File ~/Library/Python/3.9/lib/python/site-packages/ragas/metrics/answer_relevance.py:70, in AnswerRelevancy.init_model(self)
     68 if isinstance(self.embeddings, OpenAIEmbeddings):
     69     if self.embeddings.openai_api_key == "no-key":
---> 70         raise OpenAIKeyNotFound

OpenAIKeyNotFound: OpenAI API key not found! Seems like your trying to use Ragas metrics with OpenAI endpoints. Please set 'OPENAI_API_KEY' environment variable

[jjmachan]

@RoboTums @chank20 could you guys update the ragas version to the latest and test? This should be fixed with v0.0.20

but one thing to note is that by default the the metric instances will be instantiated at import time so it checks for env_var at import time . I'll change this so that it also checks and loads at evaluation time

[chank20]

I updated ragas from v0.0.19 --> v0.0.20. This caused "ImportError: cannot import name 'AzureOpenAIEmbeddings' from 'langchain.embeddings'" so I updated langchain from v0.0.324--> v0.0.78.

Now the code errors out one line earlier, and the faithfulness chain doesn't work

Error Trace:

Traceback (most recent call last):
  File "[blah]/src/testing.py", line 19, in <module>
    faithfulness_chain = RagasEvaluatorChain(metric=faithfulness)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/homebrew/anaconda3/envs/genai-poc/lib/python3.11/site-packages/ragas/langchain/evalchain.py", line 29, in __init__
    self.metric.init_model()
  File "/opt/homebrew/anaconda3/envs/genai-poc/lib/python3.11/site-packages/ragas/metrics/base.py", line 121, in init_model
    self.llm.validate_api_key()
  File "/opt/homebrew/anaconda3/envs/genai-poc/lib/python3.11/site-packages/ragas/llms/openai.py", line 119, in validate_api_key
    raise OpenAIKeyNotFound
ragas.exceptions.OpenAIKeyNotFound: OpenAI API key not found! Seems like your trying to use Ragas metrics with OpenAI endpoints. Please set 'OPENAI_API_KEY' environment variable

[stazam]

I am facing the same problem as chank20 (I am using Python 3.10.5)

Version number || error
0.0.20 || OpenAIKeyNotFound: OpenAI API key not found! Seems like your trying to use Ragas metrics with OpenAI endpoints.
0.0.19 || OpenAIKeyNotFound: OpenAI API key not found! Seems like your trying to use Ragas metrics with OpenAI endpoints.
0.0.18 || ModuleNotFoundError: No module named 'llama_index' --> can be solved, simply by installing new version of llama-index

So the newest stable version, that works for me is 0.0.17 (although, by installing llama-index, 0.0.18 works as well).
Thanks a lot for fixing the problem, your library is great!!!

[jenghub]

The evaluate method throws same error for me too, even for just context_precision and context_recall. I have the env variable set. Is there any short-term fix?

llama-index==0.8.69.post1
ragas==0.0.20

[amittos]

I also have the same error with

Python: 3.10.5
ragas: 0.0.20
openai: 1.3.3
langchain: 0.0.337

I would also be keen for a short-term fix.

[joaopcoelho]

See #303 (comment)

[melihkacaman]

I'm currently utilizing the RAGAS metrics in conjunction with an open-source language model (phind-codellama). I've successfully implemented the faithfulness and context_relevancy metrics. However, I'm encountering an issue with the answer_relevancy metric, as it consistently produces the same OpenAIKeyNotFound error despite setting answer_relevancy.llm = llm_wrapper. Any insights or assistance with resolving this matter would be greatly appreciated.

from ragas.metrics import faithfulness, context_relevancy, answer_relevancy
from ragas.langchain import RagasEvaluatorChain
from ragas.metrics.critique import harmfulness


faithfulness.llm = llm_wrapper
context_relevancy.llm = llm_wrapper
harmfulness.llm = llm_wrapper
answer_relevancy.llm = llm_wrapper

eval_chain = RagasEvaluatorChain(metric=answer_relevancy)

How can I solve that problem ?