From 40e2137fd0e1ce131475a145f600f1473943ad44 Mon Sep 17 00:00:00 2001 From: shrjain1312 <36454110+shrjain1312@users.noreply.github.com> Date: Thu, 14 Mar 2024 03:58:44 +0530 Subject: [PATCH] improved tutorial on rca (#628) * improved tutorial on rca * Update tutorial * Update tutorial * minor edits * Fix exampkle --------- Co-authored-by: Dhruv Chawla Co-authored-by: sourabhagr --- docs/tutorials/analyzing-failure-cases.mdx | 529 +++-------- .../rag_with_citation.ipynb | 819 ++++++++---------- 2 files changed, 469 insertions(+), 879 deletions(-) diff --git a/docs/tutorials/analyzing-failure-cases.mdx b/docs/tutorials/analyzing-failure-cases.mdx index 7a1d3138..293e466f 100644 --- a/docs/tutorials/analyzing-failure-cases.mdx +++ b/docs/tutorials/analyzing-failure-cases.mdx @@ -1,463 +1,172 @@ --- -title: Analyzing Failure Cases -description: Helps analyse failure causes in a RAG pipeline. +title: Analyzing RAG Failure Cases +description: Helps analyse failure causes in a RAG pipeline --- -**What is RAG?** RAG is the process of utilising external knowledge to your LLM-based application. +By the end of this tutorial, you will be able to: +- Understand the failure cases in a RAG pipeline +- Perform Root Cause Analysis on your RAG pipeline +- Get actionable insights to improve your RAG pipeline -For example: Imagine you have a knowledge document outlining various scenarios for handling customer refund requests. With an LLM-powered bot at your disposal, the goal is to provide users with accurate responses based on the information in the document. +Let's start by understanding what RAG is and how this tutorial will help you. -You can store your knowledge base (context documents) in a Vector Database such as FAISS, QDrant or Chroma. Further, you can search for a chunk of information relevant to the question being asked from this Vector DB. You can then use this retrieved context to better answer the question. +## What is RAG? -### Overview +RAG is the process of utilising external knowledge in your LLM-based application. -In this tutorial we will walk you through Using UpTrain to perform RCA on your RAG pipeline. +**For example:** Imagine you have a knowledge document outlining various scenarios for handling customer queries (question). With an LLM-powered bot at your disposal, the goal is to provide users with accurate responses based on the information in the knowledge document. -UpTrain uses these 4 parameters to perform RCA on your RAG pipeline: +You can give an LLM relevant chunks of this information (retrieved context) to provide a better answer to user's query. The LLM can utilize certain portion of this retrieved context to generate a response. -- `question`: This is the query asked by your user. -- `context`: This is the context retrieved from your Vector DB -- `response`: The response generated by the LLM -- `cited_context`: The relevant portion of the retrieved context that the LLM cites to generate response. +## How will this tutorial help? -Please note that the `context` mentioned here is the context that you have retrieved from a Vector DB and not the context chunk (as it wouldn't be ideal performing an evaluation on the context chunk in a practical application due to its size). +Let's say you already have a RAG pipeline but you are not satisfied with the quality of responses you are getting. -To further learn about the use of Vector DBs for your RAG pipeline, you can have a look at this [tutorial](https://github.com/uptrain-ai/uptrain/blob/main/examples/integrations/rag/rag_evaluations_uptrain_mistral.ipynb) +Figuring out the root cause of this failure might be a bit difficult as RAG involves multiple steps and you would have to go through each step to figure out what went wrong. -Through this tutorial we will try to walk you through the following failure cases possible in your RAG pipeline: -- **Poor Retrieval**: The context does not have information relevant to the question asked. -- **Poor Citation**: The cited information is not factually correct. -- **Poor Context Utilization**: The cited information is not relevant to the question -- **Hallucinations**: The generated response is not factually correct. +Through this tutorial we will try to walk you an easy way to figure out the failure cases in your RAG pipeline. Let's look at some major failure cases first: -### How to use it? +|Failure Case|Explanation|Example| +|--|--|--| +|**Poor Context Utilization**|The citations from the context are irrelevant to a user's query|The LLM cites information on offers rather than refunds from a context containing information on both refunds and offers, for a question "Can I get a refund?"| +|**Poor Retrieval**|The context given to an LLM does not have information relevant to the question|The user asks "Do you deliver to Bangalore?" but the context does not have any information to deliveries in Bangalore| +|**Hallucinations**|The generated response is not supported by information present in the context|The LLM generates a response "We deliver to Bangalore" when the information present in the context is: "We are going to start delivers in Bangalore soon" | +|**Poor Citation**|The response generated can not be verified with the citation|The LLM cites "We deliver to Delhi" from the context for a response saying "We deliver to Bangalore"| +|**Incomplete Question**|The user's question itself does not make sense|The user asks something like: "When delivery?", "What location?"| + +## How does it Work? +Let's jump to the code ```python - %pip install uptrain -q + %pip install uptrain ``` - - In this example we have created a dataset for a custom use-case in customer support queries. - - Where the `question` is around a specific scenario of refund and the `context` is around different scenarios of refund possible. + + UpTrain uses these 4 parameters to perform RCA on your RAG pipeline: + |Parameter|Explanation| + |--|--| + |question|This is the query asked by your user.| + |context|This is the context that you pass to an LLM (retrieved context)| + |response|The response generated by the LLM| + |cited_context|The relevant portion of the retrieved context that the LLM cites to generate response.| ```python data = [ { - 'question': 'How much refund can I get for a defective product?', - 'context': 'Wrong Item Shipped: replacement. Late Delivery: 10% refund. Else: Talk to customer support agent.', - 'cited_context': 'Late Delivery: 10% refund.', - 'response': 'You are eligible for a 10% refund.' + "question": "Can FedL send a delivery to Bangalore?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "Yes, FedL can send a delivery to Bangalore.", + "cited_context": "FedL was established in 2020.", + }, + { + "question": "Can I send a delivery to my friend living in the USA?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "No, FedL does not operate outside of India.", + "cited_context": "Using FedL you can send deliveries to over 1000+ cities in India", }, { - 'question': 'How much refund can I get for a defective product?', - 'context': 'Defective Product: 100% refund. Wrong Item Shipped: replacement. Late Delivery: 10% refund.', - 'cited_context': 'Defective Product: 10% refund', - 'response': 'You are eligible for a a 10% refund.' + "question": "Can I send a car through FedL?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "No, you can't use FedL to send a car.", + "cited_context": "Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family.", }, { - 'question': 'How much refund can I get for a defective product?', - 'context': 'Defective Product: 100% refund. Wrong Item Shipped: replacement. Late Delivery: 10% refund.', - 'cited_context': 'Wrong Item Shipped: replacement', - 'response': 'You are not eligible for a refund but we can replace your order.' + "question": "Can I use FedL to send my car which weighs 1000kg?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "Yes, you can use FedL to deliver your 1000kg car .", + "cited_context": "Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family.", }, { - 'question': 'How much refund can I get for a defective product?', - 'context': 'Defective Product: 100% refund. Wrong Item Shipped: replacement. Late Delivery: 10% refund.', - 'cited_context': '', - 'response': 'We dont provide any refunds' + "question": "Delivery?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "Your question seems incomplete, can you provide some more context about your query.", + "cited_context": "", } ] - ``` +``` + - + + Here we will be using an instance of `EvalLLM` to perform RCA on your RAG pipeline. + You need an OpenAI key to generate evaluations using UpTrain. ```python from uptrain import RcaTemplate, EvalLLM - import json - import nest_asyncio - nest_asyncio.apply() OPENAI_API_KEY = "sk-***********" # Insert your OpenAI API key here - eval_llm = EvalLLM(openai_api_key=OPENAI_API_KEY) + eval_client = EvalLLM(openai_api_key=OPENAI_API_KEY) - res = eval_llm.perform_root_cause_analysis( + res = eval_client.perform_root_cause_analysis( data = data, rca_template = RcaTemplate.RAG_WITH_CITATION ) ``` - - ```python -from pprint import pprint -pprint(res, indent=3) - ``` - - - -### Sample Responses + + Key information present in your results: + |Parameter|Explanation| + |--|--| + |**error_mode**|The specific failure reason identified in your data| + |**error_resolution_suggestion**|Actionable insights to improve your RAG pipeline| -Now that we have completed the RCA using UpTrain, let's look at some of the results: - - 1. **Poor Retrieval**: - - In the following example we can see that the `context` does not have any information on handling refunds where the customer receives a defective product. Reflecting that the quality of retrieved context to be poor and not sufficient to answer the user's query. - ```json - { 'cited_context': 'Late Delivery: 10% refund.', - 'context': 'Wrong Item Shipped: replacement. Late Delivery: 10% refund. ' - 'Else: Talk to customer support agent.', - 'error_mode': 'Poor Retrieval', - 'error_resolution_suggestion': 'Context Retrieval Pipeline needs ' - 'improvement', - 'explanation_cited_context_relevance': '{\n' - ' "Reasoning": "The given context ' - 'can give some relevant answer for ' - "the given query but can't answer it " - 'completely. The context provides ' - 'information about a 10% refund for ' - 'late delivery, but it does not ' - 'specify the refund amount for a ' - 'defective product. Therefore, the ' - 'context only partially addresses ' - 'the query.",\n' - ' "Choice": "B"\n' - '}', - 'explanation_context_relevance': '{\n' - ' "Reasoning": "The given context does ' - 'not contain any specific information ' - 'about the refund for a defective product. ' - 'It only mentions a 10% refund for late ' - 'delivery, but it does not provide any ' - 'information about refunds for defective ' - 'products. Therefore, the context does not ' - 'contain any information to answer the ' - 'given query.",\n' - ' "Choice": "C"\n' - '}', - 'explanation_factual_accuracy': '[\n' - ' {\n' - ' "Fact": "1. You are eligible for a ' - '10% refund.",\n' - ' "Reasoning": "The context mentions ' - 'that a 10% refund is eligible for late ' - "delivery, but it doesn't specify if this " - 'applies to all cases or just late ' - 'delivery. Hence, the fact can not be ' - 'verified by the context.",\n' - ' "Judgement": "unclear"\n' - ' }\n' - ']', - 'explanation_factual_accuracy_wrt_cited': '[\n' - ' {\n' - ' "Fact": "1. You are ' - 'eligible for a 10% refund.",\n' - ' "Reasoning": "The ' - 'context explicitly states that ' - 'there is a 10% refund for late ' - "delivery, but it doesn't mention " - 'eligibility criteria. Hence, the ' - 'fact can not be verified by the ' - 'context.",\n' - ' "Judgement": "no"\n' - ' }\n' - ']', - 'explanation_valid_response': '{\n' - ' "Reasoning": "The response \'You are ' - "eligible for a 10% refund' provides the " - 'specific percentage of refund that can be ' - 'obtained for a defective product. Therefore, ' - 'the response does contain information ' - 'relevant to the question.",\n' - ' "Choice": "A"\n' - '}', - 'question': 'How much refund can I get for a defective product?', - 'response': 'You are eligible for a 10% refund.', - 'score_cited_context_relevance': 0.5, - 'score_context_relevance': 0.0, - 'score_factual_accuracy': 0.5, - 'score_factual_accuracy_wrt_cited': 0.0, - 'score_question_completeness': 1, - 'score_valid_response': 1.0} + Besides this the results also provide scores to different aspects of your data along with reasoning. + You can also look at our [docs](https://docs.uptrain.ai/predefined-evaluations/overview) to know more about these evaluations. + ```python + import json + print(json.dumps(res[0], indent = 3)) ``` - 2. **Poor Citation**: - - In the following example we can see that the `context` does have relevant information on handling refunds but the LLM has cited incorrect information. Reflecting that the citation is poor. - ```json - { 'cited_context': 'Defective Product: 10% refund', - 'context': 'Defective Product: 100% refund. Wrong Item Shipped: ' - 'replacement. Late Delivery: 10% refund.', - 'error_mode': 'Poor citation', - 'error_resolution_suggestion': 'LLM is extracting facts from the context ' - 'which are not cited correctly. Improve the ' - 'citation quality of LLM by adding more ' - 'instructions', - 'explanation_cited_context_relevance': '{\n' - ' "Reasoning": "The given context ' - 'can answer the given question ' - 'completely because it provides ' - 'specific information about the ' - 'refund percentage for a defective ' - 'product. This information directly ' - 'addresses the query and can answer ' - 'it completely. Hence, selected ' - 'choice is A. The extracted context ' - 'can answer the given question ' - 'completely.",\n' - ' "Choice": "A"\n' - '}', - 'explanation_context_relevance': '{\n' - ' "Reasoning": "The given context can ' - 'give some relevant answer for the given ' - "query but can't answer it completely. The " - 'context provides information about the ' - 'refund policy for a defective product, ' - 'stating that a 100% refund is available. ' - 'However, it does not provide information ' - 'about the refund amount for other types ' - 'of defective products or any specific ' - 'details about the process for obtaining a ' - 'refund. Therefore, while it provides some ' - 'relevant information, it does not answer ' - 'the query completely.",\n' - ' "Choice": "B"\n' - '}', - 'explanation_factual_accuracy': '[\n' - ' {\n' - ' "Fact": "1. You are eligible for a ' - '10% refund.",\n' - ' "Reasoning": "The context ' - 'explicitly states that late delivery is ' - 'eligible for a 10% refund. Hence, the fact ' - 'can be verified by the context.",\n' - ' "Judgement": "yes"\n' - ' }\n' - ']', - 'explanation_factual_accuracy_wrt_cited': '[\n' - ' {\n' - ' "Fact": "1. You are ' - 'eligible for a 10% refund.",\n' - ' "Reasoning": "The ' - 'context explicitly states that ' - 'there is a 10% refund for a ' - 'defective product, but it ' - "doesn't mention anything about " - 'eligibility criteria. Hence, the ' - 'fact can not be verified by the ' - 'context.",\n' - ' "Judgement": "no"\n' - ' }\n' - ']', - 'explanation_valid_response': '{\n' - ' "Reasoning": "The response \'You are ' - "eligible for a 10% refund' provides the " - 'specific percentage of refund that can be ' - 'obtained for a defective product. Therefore, ' - 'the response does contain information ' - 'relevant to the question.",\n' - ' "Choice": "A"\n' - '}', - 'question': 'How much refund can I get for a defective product?', - 'response': 'You are eligible for a a 10% refund.', - 'score_cited_context_relevance': 1.0, - 'score_context_relevance': 0.5, - 'score_factual_accuracy': 1.0, - 'score_factual_accuracy_wrt_cited': 0.0, - 'score_question_completeness': 1, - 'score_valid_response': 1.0} -``` - 3. **Poor Context Utilization**: - - In the following example we can see that the `context` does have relevant information on handling refunds but the LLM has cited information with some other case which is not relevant to the user's query. Reflecting that the LLM has not utilized the retrieved context properly. - - ```json - { 'cited_context': 'Wrong Item Shipped: replacement', - 'context': 'Defective Product: 100% refund. Wrong Item Shipped: ' - 'replacement. Late Delivery: 10% refund.', - 'error_mode': 'Poor Context Utilization', - 'error_resolution_suggestion': 'Add intermediary steps so as the LLM can ' - 'better understand context and generate a ' - 'complete response', - 'explanation_cited_context_relevance': '{\n' - ' "Reasoning": "The given context ' - 'does not contain any information ' - 'about the refund amount for a ' - 'defective product. It only mentions ' - 'that a wrong item was shipped and a ' - 'replacement is needed. This does ' - 'not provide any relevant ' - 'information to answer the query ' - 'about the refund amount.",\n' - ' "Choice": "C"\n' - '}', - 'explanation_context_relevance': '{\n' - ' "Reasoning": "The given context can ' - 'give some relevant answer for the given ' - "query but can't answer it completely. The " - 'context provides information about the ' - 'refund policy for a defective product, ' - 'stating that a 100% refund is available. ' - 'However, it does not provide information ' - 'about the refund amount for other types ' - 'of defects or products. Therefore, while ' - 'it gives some relevant information, it ' - 'does not answer the query completely.",\n' - ' "Choice": "B"\n' - '}', - 'explanation_factual_accuracy': '[\n' - ' {\n' - ' "Fact": "1. You are not eligible ' - 'for a refund.",\n' - ' "Reasoning": "The context mentions ' - 'different scenarios where refunds are ' - "applicable, but it doesn't explicitly " - 'state that you are not eligible for a ' - 'refund in general. Hence, the fact can not ' - 'be verified by the context.",\n' - ' "Judgement": "no"\n' - ' },\n' - ' {\n' - ' "Fact": "2. They can replace your ' - 'order.",\n' - ' "Reasoning": "The context mentions ' - 'that wrong item shipped can be replaced, ' - 'so it supports the fact that they can ' - 'replace your order.",\n' - ' "Judgement": "yes"\n' - ' }\n' - ']', - 'explanation_factual_accuracy_wrt_cited': '[\n' - ' {\n' - ' "Fact": "1. You are not ' - 'eligible for a refund.",\n' - ' "Reasoning": "The ' - 'context mentions that the wrong ' - 'item was shipped and a ' - 'replacement is available, but it ' - "doesn't explicitly state " - 'anything about eligibility for a ' - 'refund.",\n' - ' "Judgement": "unclear"\n' - ' },\n' - ' {\n' - ' "Fact": "2. They can ' - 'replace your order.",\n' - ' "Reasoning": "The ' - 'context explicitly states that a ' - 'replacement is available for the ' - 'wrong item shipped, so the fact ' - 'can be verified by the ' - 'context.",\n' - ' "Judgement": "yes"\n' - ' }\n' - ']', - 'explanation_valid_response': '{\n' - ' "Reasoning": "The response \'You are not ' - 'eligible for a refund but we can replace ' - "your order' provides information about the " - 'eligibility for a refund and the option to ' - 'replace the order. Therefore, the response ' - 'does contain information relevant to the ' - 'question.",\n' - ' "Choice": "A"\n' - '}', - 'question': 'How much refund can I get for a defective product?', - 'response': 'You are not eligible for a refund but we can replace your ' - 'order.', - 'score_cited_context_relevance': 0.0, - 'score_context_relevance': 0.5, - 'score_factual_accuracy': 0.5, - 'score_factual_accuracy_wrt_cited': 0.75, - 'score_question_completeness': 1, - 'score_valid_response': 1.0} - ``` - 4. **Hallucinations**: - - In the following example we can see that the `context` does have relevant information on handling refunds but the LLM has generated a response which is not grounded by this context. Reflecting that the LLM is generating hallucinated responses. - ```json - { 'cited_context': '', - 'context': 'Defective Product: 100% refund. Wrong Item Shipped: ' - 'replacement. Late Delivery: 10% refund.', - 'error_mode': 'Hallucinations', - 'error_resolution_suggestion': 'Add instructions to your LLM to adher to ' - 'the context provide - Try tipping', - 'explanation_cited_context_relevance': '{\n' - ' "Reasoning": "The given context ' - 'does not contain any information ' - 'about the refund policy for ' - 'defective products. It does not ' - 'provide any details about the ' - "company's return or refund " - 'policies. Hence, the extracted ' - "context doesn't contain any " - 'information to answer the given ' - 'query.",\n' - ' "Choice": "C"\n' - '}', - 'explanation_context_relevance': '{\n' - ' "Reasoning": "The given context can ' - 'give some relevant answer for the given ' - "query but can't answer it completely. The " - 'context provides information about the ' - 'refund policy for a defective product, ' - 'stating that a 100% refund is available. ' - 'However, it does not provide information ' - 'about the refund amount for other types ' - 'of issues or products. Therefore, while ' - 'it gives some relevant information, it ' - 'does not answer the query completely.",\n' - ' "Choice": "B"\n' - '}', - 'explanation_factual_accuracy': '[\n' - ' {\n' - ' "Fact": "1. We don\'t provide any ' - 'refunds.",\n' - ' "Reasoning": "The context clearly ' - 'states the different scenarios in which ' - 'refunds are provided, but it does not ' - 'mention that no refunds are provided under ' - 'any circumstances. Hence, the fact can not ' - 'be verified by the context.",\n' - ' "Judgement": "no"\n' - ' }\n' - ']', - 'explanation_factual_accuracy_wrt_cited': '[\n' - ' {\n' - ' "Fact": "1. We don\'t ' - 'provide any refunds.",\n' - ' "Reasoning": "The ' - 'context does not mention ' - 'anything about refunds or refund ' - 'policy, so the fact cannot be ' - 'verified by the context.",\n' - ' "Judgement": "no"\n' - ' }\n' - ']', - 'explanation_valid_response': '{\n' - ' "Reasoning": "The response \'We dont ' - "provide any refunds' directly addresses the " - 'question by stating that no refunds are ' - 'provided. Therefore, the response does ' - 'contain information relevant to the ' - 'question.",\n' - ' "Choice": "A"\n' - '}', - 'question': 'How much refund can I get for a defective product?', - 'response': 'We dont provide any refunds', - 'score_cited_context_relevance': 0.0, - 'score_context_relevance': 0.5, - 'score_factual_accuracy': 0.0, - 'score_factual_accuracy_wrt_cited': 0.0, - 'score_question_completeness': 1, - 'score_valid_response': 1.0} + Here's a sample response: + ```json + { + "question": "Can FedL send a delivery to Bangalore?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "Yes, FedL can send a delivery to Bangalore.", + "cited_context": "FedL was established in 2020.", + "error_mode": "Poor Context Utilization", + "error_resolution_suggestion": "Add intermediary steps so as the LLM can better understand context and generate a complete response", + "score_question_completeness": 1, + "score_valid_response": 1.0, + "explanation_valid_response": "The response \"Yes, FedL can send a delivery to Bangalore\" contains information that directly addresses the question. It confirms that FedL can indeed send a delivery to Bangalore. Therefore, the selected choice is A.\n\n[Choice]: A", + "score_context_relevance": 1.0, + "explanation_context_relevance": "['The extracted context can answer the given user query completely, as it explicitly states that using FedL, deliveries can be sent to over 1000+ cities in India, including major cities like Bangalore, Mumbai, and Delhi. Therefore, it confirms that FedL can send a delivery to Bangalore, fulfilling the user query completely.']", + "score_factual_accuracy": 1.0, + "explanation_factual_accuracy": "1. FedL can send a delivery to Bangalore.\nReasoning for yes: The context explicitly states that using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore.\nReasoning for no: No arguments.\nJudgement: yes. as the context explicitly supports the fact.\n\n", + "score_cited_context_relevance": 0.0, + "explanation_cited_context_relevance": " \"The extracted context doesn't contain any information about FedL's delivery services or their coverage area. Therefore, it is impossible to determine whether FedL can send a delivery to Bangalore based on the given context alone.\"\n", + "score_factual_accuracy_wrt_cited": 0.5, + "explanation_factual_accuracy_wrt_cited": "1. FedL can send a delivery to Bangalore.\nReasoning for yes: The context does not explicitly mention whether FedL can send a delivery to Bangalore or not.\nReasoning for no: The context only provides information about the establishment of FedL and does not mention anything about its delivery services to Bangalore.\nJudgement: unclear. as the fact cannot be explicity supported or contradicted by the context.\n\n" + } + ``` + This is the example of response generated on the the datapoint: + ``` + { + "question": "Can FedL send a delivery to Bangalore?", + "context": "FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.", + "response": "Yes, FedL can send a delivery to Bangalore.", + "cited_context": "FedL was established in 2020.", + } + ``` + Here we can see that the user is asking about a specific delivery location but the LLM has cited irrelevant information on when FedL was established. + + Hence the failure case is **Poor Context Utilization** + + - ``` - + + + Read our blog on failure cases in RAG pipeline + RAG with Citation" + "

Failure Cases in a RAG Pipeline

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" - } - }, "cell_type": "markdown", "metadata": {}, "source": [ - "**What is RAG?** RAG is the process of utilising external knowledge to your LLM-based application. \n", + "By the end of this tutorial, you will be able to:\n", + "- Understand different failure modes of an RAG pipeline\n", + "- Learn how to use UpTrain to perform Root Cause Analysis and assign error mode for each of the failure cases.\n", + "- Get actionable insights to resolve those failures and improve your RAG pipeline\n", + "\n", + "Let's start by understanding what RAG is and how this tutorial will help you.\n", "\n", - "For example: Imagine you have a knowledge document outlining various scenarios for handling customer refund requests. With an LLM-powered bot at your disposal, the goal is to provide users with accurate responses based on the information in the document.\n", + "## What is RAG?\n", "\n", - "You can store your knowledge base (context documents) in a Vector Database such as FAISS, QDrant or Chroma. Further, you can search for a chunk of information relevant to the question being asked from this Vector DB. You can then use this retrieved context to better answer the question. \n", + "RAG is the process of utilising external knowledge in your LLM-based application. \n", "\n", - "![image.png](attachment:image.png)" + "**For example:** Imagine an LLM-powered chatbot that answers users' queries by leveraging a set of FAQs and knowledge documents outlining the company's customer support policies.\n", + "\n", + "The LLM consumes the user query along with relevant information (context retrieved by vector database) and produces a response to solve the user query along with citations of the different sources which were actually utilized by the LLM for generating the response." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Overview\n", - "\n", - "In this tutorial we will walk you through Using UpTrain to perform RCA on your RAG pipeline.\n", + "## How will this tutorial help?\n", "\n", - "UpTrain uses these 4 parameters to perform RCA on your RAG pipeline:\n", + "So you have built an RAG application. The next step is to test it, find failure cases, and fix them. However, debugging these failure cases is not straightforward. There could be multiple reasons for failure—maybe the retrieval failed, the LLM is not able to utilize the retrieved context to generate a good response, it hallucinated, or even the user query itself was not clear.\n", "\n", - "- `question`: This is the query asked by your user.\n", - "- `context`: This is the context retrieved from your Vector DB\n", - "- `response`: The response generated by the LLM\n", - "- `cited_context`: The relevant portion of the retrieved context that the LLM cites to generate response.\n", + "To aide with this, UpTrain provides root cause analysis tools to figure out what exactly is going wrong with each failure case. RAG_WITH_CITATION is one such RCA template that helps in debugging RAG applications that output cited responses.\n", "\n", - "Please note that the `context` mentioned here is the context that you have retrieved from a Vector DB and not the context chunk (as it wouldn't be ideal performing an evaluation on the context chunk in a practical application due to its size). \n", - "\n", - "To further learn about the use of Vector DBs for your RAG pipeline, you can have a look at this [tutorial](https://github.com/uptrain-ai/uptrain/blob/main/examples/integrations/rag/rag_evaluations_uptrain_mistral.ipynb)\n", - "\n", - "Through this tutorial we will try to walk you through the following failure cases possible in your RAG pipeline:\n", - "- *Poor Retrieval*: The context does not have information relevant to the question asked.\n", - "- *Poor Citation*: The cited information is not factually correct.\n", - "- *Poor Context Utilization*: The cited information is not relevant to the question\n", - "- *Hallucinations*: The generated response is not factually correct." + "|Failure Case|Explanation|Example|\n", + "|--|--|--|\n", + "|**Poor Context Utilization**|The LLM is not able to utilize all the information present in the context|The user asks \"Do you offer same-day delivery?\" The LLM replies, \"I am not sure\", even if the retrieved context has information that same-day delivery is not possible|\n", + "|**Poor Retrieval**|The context given to an LLM does not have information relevant to the question|The user asks \"Do you deliver to Bangalore?\" but the context does not have any information to deliveries in Bangalore|\n", + "|**Hallucinations**|The generated response is not supported by information present in the context|The LLM generates a response \"We deliver to Bangalore\" when the information present in the context is: \"We are going to start delivers in Bangalore soon\" |\n", + "|**Incorrect Citation**|While the response is correct, it's not correctly cited, eroding users' trust|The LLM cites \"We deliver to Delhi\" from the context for a response saying \"We deliver to Bangalore\"|\n", + "|**Incomplete Question**|The user's question itself is unclear or does not make sense|The user asks something like: \"delivery?\", \"What location?\", \"ajdjwsp\"|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " If you face any difficulties, need some help with using UpTrain or want to brainstorm on custom evaluations for your use-case, [speak to the maintainers of UpTrain here](https://calendly.com/uptrain-sourabh/30min)." + "## How does it Work?\n", + "Let's jump to the code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 1: Install UpTrain" + "### Step 1: Install UpTrain\n", + "You can use UpTrain's open source offering to find failure cases in your RAG pipeline.\n", + "\n", + "Also, everything works locally on your system, which helps you maintain confidentiality of your data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], + "outputs": [], "source": [ - "%pip install uptrain -qU" + "%pip install uptrain" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 2: Let's define our dataset to run evaluations upon" + "### Step 2: Let's define a sample dataset to run evaluations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In this example we have created a dataset for a custom use-case in customer support queries.\n", + "UpTrain uses these 4 parameters to perform RCA on your RAG pipeline:\n", "\n", - "Where the `question` is around a specific scenario of refund and the `context` is around different scenarios of refund possible." + "|Parameter|Explanation|\n", + "|--|--|\n", + "|question|This is the query asked by your user.|\n", + "|context|This is the context that you pass to an LLM (retrieved-context)|\n", + "|response|The response generated by the LLM|\n", + "|cited_context|The relevant portion of the retrieved context that the LLM cites along with the response.|" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data = [\n", " {\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'context': 'Wrong Item Shipped: replacement. Late Delivery: 10% refund. Else: Talk to customer support agent.',\n", - " 'cited_context': 'Late Delivery: 10% refund.',\n", - " 'response': 'You are eligible for a 10% refund.' \n", + " \"question\": \"Can FedL deliver electronic devices?\",\n", + " \"context\": \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " \"response\": \"FedL offers deliveries to over 1000+ cities.\",\n", + " \"cited_context\": \"Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi.\", \n", + " },\n", + " {\n", + " \"question\": \"Can I send a delivery to my friend living in the USA?\",\n", + " \"context\": \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " \"response\": \"No, FedL does not operate outside of India.\",\n", + " \"cited_context\": \"Using FedL you can send deliveries to over 1000+ cities in India\", \n", " },\n", " {\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'context': 'Defective Product: 100% refund. Wrong Item Shipped: replacement. Late Delivery: 10% refund.',\n", - " 'cited_context': 'Defective Product: 10% refund',\n", - " 'response': 'You are eligible for a a 10% refund.' \n", + " \"question\": \"Can I send a car through FedL?\",\n", + " \"context\": \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " \"response\": \"No, you can't use FedL to send a car.\",\n", + " \"cited_context\": \"Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family.\", \n", " },\n", " {\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'context': 'Defective Product: 100% refund. Wrong Item Shipped: replacement. Late Delivery: 10% refund.',\n", - " 'cited_context': 'Wrong Item Shipped: replacement',\n", - " 'response': 'You are not eligible for a refund but we can replace your order.' \n", + " \"question\": \"Can I use FedL to send my car which weighs 1000kg?\",\n", + " \"context\": \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " \"response\": \"Yes, you can use FedL to deliver your 1000kg car .\",\n", + " \"cited_context\": \"Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family.\", \n", " },\n", " {\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'context': 'Defective Product: 100% refund. Wrong Item Shipped: replacement. Late Delivery: 10% refund.',\n", - " 'cited_context': '',\n", - " 'response': 'We dont provide any refunds' \n", + " \"question\": \"Delivery?\",\n", + " \"context\": \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " \"response\": \"Your question seems incomplete, can you provide some more context about your query.\",\n", + " \"cited_context\": \"\", \n", " }\n", "]" ] @@ -161,103 +163,162 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3: Perform RCA using UpTrain" + "### Step 3: Perform failure analysis using UpTrain\n", + "\n", + "Here we will be using an instance of `EvalLLM` to perform RCA on your RAG pipeline. \n", + "\n", + "You need an OpenAI key to generate evaluations using UpTrain." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Name: uptrain\n", - "Version: 0.6.7.post1\n", - "Summary: UpTrain - tool to evaluate LLM applications on aspects like factual accuracy, response quality, retrieval quality, tonality, etc.\n", - "Home-page: \n", - "Author: \n", - "Author-email: \n", - "License: Apache-2.0\n", - "Location: /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages\n", - "Requires: aiolimiter, fsspec, httpx, lazy-loader, loguru, networkx, numpy, openai, pandas, plotly, polars, pydantic, pydantic-settings\n", - "Required-by: \n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], + "outputs": [], + "source": [ + "from uptrain import RcaTemplate, EvalLLM\n", + "import json\n", + "\n", + "OPENAI_API_KEY = \"sk-***********\" # Insert your OpenAI API key here\n", + "\n", + "eval_client = EvalLLM(openai_api_key=OPENAI_API_KEY)\n", + "\n", + "res = eval_client.perform_root_cause_analysis(\n", + " data = data,\n", + " rca_template = RcaTemplate.RAG_WITH_CITATION\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "%pip show uptrain" + "### Step 4: Let's look at the results\n", + "Key information present in your results:\n", + "|Parameter|Explanation|\n", + "|--|--|\n", + "|**error_mode**|The specific failure reason identified in your data|\n", + "|**error_resolution_suggestion**|Actionable insights to improve your RAG pipeline|\n", + "\n", + "Besides this the results also provide scores to different aspects of your data along with reasoning.\n", + "\n", + "You can also look at our [docs](https://docs.uptrain.ai/predefined-evaluations/overview) to know more about these evaluations." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/lazy_loader/__init__.py:185: RuntimeWarning: subpackages can technically be lazily loaded, but it causes the package to be eagerly loaded even if it is already lazily loaded.So, you probably shouldn't use subpackages with this lazy feature.\n", - " warnings.warn(msg, RuntimeWarning)\n", - "100%|██████████| 4/4 [00:01<00:00, 3.18it/s]\n", - "100%|██████████| 4/4 [00:01<00:00, 2.66it/s]\n", - "100%|██████████| 4/4 [00:00<00:00, 5.13it/s]\n", - "100%|██████████| 4/4 [00:01<00:00, 2.11it/s]\n", - "100%|██████████| 4/4 [00:01<00:00, 3.17it/s]\n", - "100%|██████████| 4/4 [00:01<00:00, 3.25it/s]\n", - "100%|██████████| 4/4 [00:01<00:00, 2.26it/s]\n" + "{\n", + " \"question\": \"Can FedL send a delivery to Bangalore?\",\n", + " \"context\": \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " \"response\": \"FedL offers deliveries to over 1000+ cities.\",\n", + " \"cited_context\": \"Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi.\",\n", + " \"error_mode\": \"Poor Context Utilization\",\n", + " \"error_resolution_suggestion\": \"Add intermediary steps so as the LLM can better understand context and generate a complete response\",\n", + " \"score_question_completeness\": 1,\n", + " \"score_valid_response\": 1.0,\n", + " \"explanation_valid_response\": \"The response \\\"Yes, FedL can send a delivery to Bangalore\\\" contains information that directly addresses the question. It confirms that FedL can indeed send a delivery to Bangalore. Therefore, the selected choice is A.\\n\\n[Choice]: A\",\n", + " \"score_context_relevance\": 1.0,\n", + " \"explanation_context_relevance\": \"['The extracted context can answer the given user query completely, as it explicitly states that using FedL, deliveries can be sent to over 1000+ cities in India, including major cities like Bangalore, Mumbai, and Delhi. Therefore, it confirms that FedL can send a delivery to Bangalore, fulfilling the user query completely.']\",\n", + " \"score_factual_accuracy\": 1.0,\n", + " \"explanation_factual_accuracy\": \"1. FedL can send a delivery to Bangalore.\\nReasoning for yes: The context explicitly states that using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore.\\nReasoning for no: No arguments.\\nJudgement: yes. as the context explicitly supports the fact.\\n\\n\",\n", + " \"score_cited_context_relevance\": 0.0,\n", + " \"explanation_cited_context_relevance\": \" \\\"The extracted context doesn't contain any information about FedL's delivery services or their coverage area. Therefore, it is impossible to determine whether FedL can send a delivery to Bangalore based on the given context alone.\\\"\\n\",\n", + " \"score_factual_accuracy_wrt_cited\": 0.5,\n", + " \"explanation_factual_accuracy_wrt_cited\": \"1. FedL can send a delivery to Bangalore.\\nReasoning for yes: The context does not explicitly mention whether FedL can send a delivery to Bangalore or not.\\nReasoning for no: The context only provides information about the establishment of FedL and does not mention anything about its delivery services to Bangalore.\\nJudgement: unclear. as the fact cannot be explicity supported or contradicted by the context.\\n\\n\"\n", + "}\n" ] } ], "source": [ - "from uptrain import RcaTemplate, EvalLLM\n", "import json\n", - "import nest_asyncio\n", - "nest_asyncio.apply()\n", - "\n", - "OPENAI_API_KEY = \"sk-***********\" # Insert your OpenAI API key here\n", - "\n", - "eval_llm = EvalLLM(openai_api_key=OPENAI_API_KEY)\n", + "print(json.dumps(res[0], indent = 3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's verify these results\n", "\n", - "res = eval_llm.perform_root_cause_analysis(\n", - " data = data,\n", - " rca_template = RcaTemplate.RAG_WITH_CITATION\n", - ")" + "For your ease here are is the complete information mentioned in the context we have used:\n", + "1. FedL was established in 2020. \n", + "2. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. \n", + "3. Recently we crossed a milestone by completing 1 million deliveries. \n", + "4. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. \n", + "5. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 4: Let's look at some of the results " + "### Poor Context Utilization\n", + "**When the LLM is not able to utilize all the information present in the context**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'question': 'Can FedL deliver electronic devices?',\n", + " 'context': \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " 'response': 'FedL offers deliveries to over 1000+ cities.',\n", + " 'cited_context': 'Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi.'}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "First Lets import pprint (for better formatting of outputs)" + "Here we can see that the user whether FedL can deliver electronic devices or not. Even though the context clearly states that it is not possible, the LLM is not able to utilize it and returns an irrelevant response. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Poor Context Utilization'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "from pprint import pprint" + "res[0]['error_mode']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Sample with Poor Retrieval Example\n", - "\n", - "In the following example we can see that the `context` does not have any information on handling refunds where the customer receives a defective product. Reflecting that the quality of retrieved context to be poor and not sufficient to answer the user's query. " + "### Poor Retrieval\n", + "**When the context given to the LLM doesn't have information related to the question**" ] }, { @@ -266,98 +327,30 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ 'cited_context': 'Late Delivery: 10% refund.',\n", - " 'context': 'Wrong Item Shipped: replacement. Late Delivery: 10% refund. '\n", - " 'Else: Talk to customer support agent.',\n", - " 'error_mode': 'Poor Retrieval',\n", - " 'error_resolution_suggestion': 'Context Retrieval Pipeline needs '\n", - " 'improvement',\n", - " 'explanation_cited_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context '\n", - " 'can give some relevant answer for '\n", - " \"the given query but can't answer it \"\n", - " 'completely. The context provides '\n", - " 'information about a 10% refund for '\n", - " 'late delivery, but it does not '\n", - " 'specify the refund amount for a '\n", - " 'defective product. Therefore, the '\n", - " 'context only partially addresses '\n", - " 'the query.\",\\n'\n", - " ' \"Choice\": \"B\"\\n'\n", - " '}',\n", - " 'explanation_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context does '\n", - " 'not contain any specific information '\n", - " 'about the refund for a defective product. '\n", - " 'It only mentions a 10% refund for late '\n", - " 'delivery, but it does not provide any '\n", - " 'information about refunds for defective '\n", - " 'products. Therefore, the context does not '\n", - " 'contain any information to answer the '\n", - " 'given query.\",\\n'\n", - " ' \"Choice\": \"C\"\\n'\n", - " '}',\n", - " 'explanation_factual_accuracy': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. You are eligible for a '\n", - " '10% refund.\",\\n'\n", - " ' \"Reasoning\": \"The context mentions '\n", - " 'that a 10% refund is eligible for late '\n", - " \"delivery, but it doesn't specify if this \"\n", - " 'applies to all cases or just late '\n", - " 'delivery. Hence, the fact can not be '\n", - " 'verified by the context.\",\\n'\n", - " ' \"Judgement\": \"unclear\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_factual_accuracy_wrt_cited': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. You are '\n", - " 'eligible for a 10% refund.\",\\n'\n", - " ' \"Reasoning\": \"The '\n", - " 'context explicitly states that '\n", - " 'there is a 10% refund for late '\n", - " \"delivery, but it doesn't mention \"\n", - " 'eligibility criteria. Hence, the '\n", - " 'fact can not be verified by the '\n", - " 'context.\",\\n'\n", - " ' \"Judgement\": \"no\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_valid_response': '{\\n'\n", - " ' \"Reasoning\": \"The response \\'You are '\n", - " \"eligible for a 10% refund' provides the \"\n", - " 'specific percentage of refund that can be '\n", - " 'obtained for a defective product. Therefore, '\n", - " 'the response does contain information '\n", - " 'relevant to the question.\",\\n'\n", - " ' \"Choice\": \"A\"\\n'\n", - " '}',\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'response': 'You are eligible for a 10% refund.',\n", - " 'score_cited_context_relevance': 0.5,\n", - " 'score_context_relevance': 0.0,\n", - " 'score_factual_accuracy': 0.5,\n", - " 'score_factual_accuracy_wrt_cited': 0.0,\n", - " 'score_question_completeness': 1,\n", - " 'score_valid_response': 1.0}\n" - ] + "data": { + "text/plain": [ + "{'question': 'Can I send a delivery to my friend living in the USA?',\n", + " 'context': \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " 'response': 'No, FedL does not operate outside of India.',\n", + " 'cited_context': 'Using FedL you can send deliveries to over 1000+ cities in India'}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "pprint(res[0], indent=3)" + "data[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Sample with Poor Citation Example\n", + "Here we can see that the user is asking about overseas deliveries.\n", "\n", - "In the following example we can see that the `context` does have relevant information on handling refunds but the LLM has cited incorrect information. Reflecting that the citation is poor. " + "The context has information about deliveries in India but it doesn't state anything about overseas deliveries." ] }, { @@ -366,104 +359,26 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ 'cited_context': 'Defective Product: 10% refund',\n", - " 'context': 'Defective Product: 100% refund. Wrong Item Shipped: '\n", - " 'replacement. Late Delivery: 10% refund.',\n", - " 'error_mode': 'Poor citation',\n", - " 'error_resolution_suggestion': 'LLM is extracting facts from the context '\n", - " 'which are not cited correctly. Improve the '\n", - " 'citation quality of LLM by adding more '\n", - " 'instructions',\n", - " 'explanation_cited_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context '\n", - " 'can answer the given question '\n", - " 'completely because it provides '\n", - " 'specific information about the '\n", - " 'refund percentage for a defective '\n", - " 'product. This information directly '\n", - " 'addresses the query and can answer '\n", - " 'it completely. Hence, selected '\n", - " 'choice is A. The extracted context '\n", - " 'can answer the given question '\n", - " 'completely.\",\\n'\n", - " ' \"Choice\": \"A\"\\n'\n", - " '}',\n", - " 'explanation_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context can '\n", - " 'give some relevant answer for the given '\n", - " \"query but can't answer it completely. The \"\n", - " 'context provides information about the '\n", - " 'refund policy for a defective product, '\n", - " 'stating that a 100% refund is available. '\n", - " 'However, it does not provide information '\n", - " 'about the refund amount for other types '\n", - " 'of defective products or any specific '\n", - " 'details about the process for obtaining a '\n", - " 'refund. Therefore, while it provides some '\n", - " 'relevant information, it does not answer '\n", - " 'the query completely.\",\\n'\n", - " ' \"Choice\": \"B\"\\n'\n", - " '}',\n", - " 'explanation_factual_accuracy': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. You are eligible for a '\n", - " '10% refund.\",\\n'\n", - " ' \"Reasoning\": \"The context '\n", - " 'explicitly states that late delivery is '\n", - " 'eligible for a 10% refund. Hence, the fact '\n", - " 'can be verified by the context.\",\\n'\n", - " ' \"Judgement\": \"yes\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_factual_accuracy_wrt_cited': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. You are '\n", - " 'eligible for a 10% refund.\",\\n'\n", - " ' \"Reasoning\": \"The '\n", - " 'context explicitly states that '\n", - " 'there is a 10% refund for a '\n", - " 'defective product, but it '\n", - " \"doesn't mention anything about \"\n", - " 'eligibility criteria. Hence, the '\n", - " 'fact can not be verified by the '\n", - " 'context.\",\\n'\n", - " ' \"Judgement\": \"no\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_valid_response': '{\\n'\n", - " ' \"Reasoning\": \"The response \\'You are '\n", - " \"eligible for a 10% refund' provides the \"\n", - " 'specific percentage of refund that can be '\n", - " 'obtained for a defective product. Therefore, '\n", - " 'the response does contain information '\n", - " 'relevant to the question.\",\\n'\n", - " ' \"Choice\": \"A\"\\n'\n", - " '}',\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'response': 'You are eligible for a a 10% refund.',\n", - " 'score_cited_context_relevance': 1.0,\n", - " 'score_context_relevance': 0.5,\n", - " 'score_factual_accuracy': 1.0,\n", - " 'score_factual_accuracy_wrt_cited': 0.0,\n", - " 'score_question_completeness': 1,\n", - " 'score_valid_response': 1.0}\n" - ] + "data": { + "text/plain": [ + "'Poor Retrieval'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "pprint(res[1], indent=3)" + "res[1]['error_mode']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Sample with Poor Context Utilization Example\n", - "\n", - "In the following example we can see that the `context` does have relevant information on handling refunds but the LLM has cited information with some other case which is not relevant to the user's query. Reflecting that the LLM has not utilized the retrieved context properly. " + "### Hallucinations\n", + "**When the context given to the LLM can't verify the facts mentioned in the generated response**" ] }, { @@ -472,122 +387,30 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ 'cited_context': 'Wrong Item Shipped: replacement',\n", - " 'context': 'Defective Product: 100% refund. Wrong Item Shipped: '\n", - " 'replacement. Late Delivery: 10% refund.',\n", - " 'error_mode': 'Poor Context Utilization',\n", - " 'error_resolution_suggestion': 'Add intermediary steps so as the LLM can '\n", - " 'better understand context and generate a '\n", - " 'complete response',\n", - " 'explanation_cited_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context '\n", - " 'does not contain any information '\n", - " 'about the refund amount for a '\n", - " 'defective product. It only mentions '\n", - " 'that a wrong item was shipped and a '\n", - " 'replacement is needed. This does '\n", - " 'not provide any relevant '\n", - " 'information to answer the query '\n", - " 'about the refund amount.\",\\n'\n", - " ' \"Choice\": \"C\"\\n'\n", - " '}',\n", - " 'explanation_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context can '\n", - " 'give some relevant answer for the given '\n", - " \"query but can't answer it completely. The \"\n", - " 'context provides information about the '\n", - " 'refund policy for a defective product, '\n", - " 'stating that a 100% refund is available. '\n", - " 'However, it does not provide information '\n", - " 'about the refund amount for other types '\n", - " 'of defects or products. Therefore, while '\n", - " 'it gives some relevant information, it '\n", - " 'does not answer the query completely.\",\\n'\n", - " ' \"Choice\": \"B\"\\n'\n", - " '}',\n", - " 'explanation_factual_accuracy': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. You are not eligible '\n", - " 'for a refund.\",\\n'\n", - " ' \"Reasoning\": \"The context mentions '\n", - " 'different scenarios where refunds are '\n", - " \"applicable, but it doesn't explicitly \"\n", - " 'state that you are not eligible for a '\n", - " 'refund in general. Hence, the fact can not '\n", - " 'be verified by the context.\",\\n'\n", - " ' \"Judgement\": \"no\"\\n'\n", - " ' },\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"2. They can replace your '\n", - " 'order.\",\\n'\n", - " ' \"Reasoning\": \"The context mentions '\n", - " 'that wrong item shipped can be replaced, '\n", - " 'so it supports the fact that they can '\n", - " 'replace your order.\",\\n'\n", - " ' \"Judgement\": \"yes\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_factual_accuracy_wrt_cited': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. You are not '\n", - " 'eligible for a refund.\",\\n'\n", - " ' \"Reasoning\": \"The '\n", - " 'context mentions that the wrong '\n", - " 'item was shipped and a '\n", - " 'replacement is available, but it '\n", - " \"doesn't explicitly state \"\n", - " 'anything about eligibility for a '\n", - " 'refund.\",\\n'\n", - " ' \"Judgement\": \"unclear\"\\n'\n", - " ' },\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"2. They can '\n", - " 'replace your order.\",\\n'\n", - " ' \"Reasoning\": \"The '\n", - " 'context explicitly states that a '\n", - " 'replacement is available for the '\n", - " 'wrong item shipped, so the fact '\n", - " 'can be verified by the '\n", - " 'context.\",\\n'\n", - " ' \"Judgement\": \"yes\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_valid_response': '{\\n'\n", - " ' \"Reasoning\": \"The response \\'You are not '\n", - " 'eligible for a refund but we can replace '\n", - " \"your order' provides information about the \"\n", - " 'eligibility for a refund and the option to '\n", - " 'replace the order. Therefore, the response '\n", - " 'does contain information relevant to the '\n", - " 'question.\",\\n'\n", - " ' \"Choice\": \"A\"\\n'\n", - " '}',\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'response': 'You are not eligible for a refund but we can replace your '\n", - " 'order.',\n", - " 'score_cited_context_relevance': 0.0,\n", - " 'score_context_relevance': 0.5,\n", - " 'score_factual_accuracy': 0.5,\n", - " 'score_factual_accuracy_wrt_cited': 0.75,\n", - " 'score_question_completeness': 1,\n", - " 'score_valid_response': 1.0}\n" - ] + "data": { + "text/plain": [ + "{'question': 'Can I send a car through FedL?',\n", + " 'context': \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " 'response': \"No, you can't use FedL to send a car.\",\n", + " 'cited_context': 'Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family.'}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "pprint(res[2], indent=3)" + "data[2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Sample with Hallucinations Example\n", + "Here we can see that the generated responses states that FedL can't deliver cars.\n", "\n", - "In the following example we can see that the `context` does have relevant information on handling refunds but the LLM has generated a response which is not grounded by this context. Reflecting that the LLM is generating hallucinated responses. " + "While the context explicitly states that FedL can deliver cars." ] }, { @@ -596,95 +419,153 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ 'cited_context': '',\n", - " 'context': 'Defective Product: 100% refund. Wrong Item Shipped: '\n", - " 'replacement. Late Delivery: 10% refund.',\n", - " 'error_mode': 'Hallucinations',\n", - " 'error_resolution_suggestion': 'Add instructions to your LLM to adher to '\n", - " 'the context provide - Try tipping',\n", - " 'explanation_cited_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context '\n", - " 'does not contain any information '\n", - " 'about the refund policy for '\n", - " 'defective products. It does not '\n", - " 'provide any details about the '\n", - " \"company's return or refund \"\n", - " 'policies. Hence, the extracted '\n", - " \"context doesn't contain any \"\n", - " 'information to answer the given '\n", - " 'query.\",\\n'\n", - " ' \"Choice\": \"C\"\\n'\n", - " '}',\n", - " 'explanation_context_relevance': '{\\n'\n", - " ' \"Reasoning\": \"The given context can '\n", - " 'give some relevant answer for the given '\n", - " \"query but can't answer it completely. The \"\n", - " 'context provides information about the '\n", - " 'refund policy for a defective product, '\n", - " 'stating that a 100% refund is available. '\n", - " 'However, it does not provide information '\n", - " 'about the refund amount for other types '\n", - " 'of issues or products. Therefore, while '\n", - " 'it gives some relevant information, it '\n", - " 'does not answer the query completely.\",\\n'\n", - " ' \"Choice\": \"B\"\\n'\n", - " '}',\n", - " 'explanation_factual_accuracy': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. We don\\'t provide any '\n", - " 'refunds.\",\\n'\n", - " ' \"Reasoning\": \"The context clearly '\n", - " 'states the different scenarios in which '\n", - " 'refunds are provided, but it does not '\n", - " 'mention that no refunds are provided under '\n", - " 'any circumstances. Hence, the fact can not '\n", - " 'be verified by the context.\",\\n'\n", - " ' \"Judgement\": \"no\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_factual_accuracy_wrt_cited': '[\\n'\n", - " ' {\\n'\n", - " ' \"Fact\": \"1. We don\\'t '\n", - " 'provide any refunds.\",\\n'\n", - " ' \"Reasoning\": \"The '\n", - " 'context does not mention '\n", - " 'anything about refunds or refund '\n", - " 'policy, so the fact cannot be '\n", - " 'verified by the context.\",\\n'\n", - " ' \"Judgement\": \"no\"\\n'\n", - " ' }\\n'\n", - " ']',\n", - " 'explanation_valid_response': '{\\n'\n", - " ' \"Reasoning\": \"The response \\'We dont '\n", - " \"provide any refunds' directly addresses the \"\n", - " 'question by stating that no refunds are '\n", - " 'provided. Therefore, the response does '\n", - " 'contain information relevant to the '\n", - " 'question.\",\\n'\n", - " ' \"Choice\": \"A\"\\n'\n", - " '}',\n", - " 'question': 'How much refund can I get for a defective product?',\n", - " 'response': 'We dont provide any refunds',\n", - " 'score_cited_context_relevance': 0.0,\n", - " 'score_context_relevance': 0.5,\n", - " 'score_factual_accuracy': 0.0,\n", - " 'score_factual_accuracy_wrt_cited': 0.0,\n", - " 'score_question_completeness': 1,\n", - " 'score_valid_response': 1.0}\n" - ] + "data": { + "text/plain": [ + "'Hallucinations'" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[2]['error_mode']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Incorrect Citations\n", + "**When the generated citations can't verify the facts mentioned in the LLM generated response**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'question': 'Can I use FedL to send my car which weighs 1000kg?',\n", + " 'context': \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " 'response': 'Yes, you can use FedL to deliver your 1000kg car .',\n", + " 'cited_context': 'Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family.'}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[3]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we can see that the generated responses states that FedL can deliver a 1000kg car.\n", + "\n", + "But, the citation explicitly states that FedL can't deliver orders above 1000kg.\n", + "\n", + "Rather the actual citation should be \"You can also use FedL to deliver a car.\"." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Poor citation'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[3]['error_mode']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Incomplete Question\n", + "**When the user's query itself doesn't make sense**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'question': 'Delivery?',\n", + " 'context': \"FedL was established in 2020. Using FedL you can send deliveries to over 1000+ cities in India including major cities like Bangalore, Mumbai and Delhi. Recently we crossed a milestone by completing 1 million deliveries. Using FedL you can deliver any goods under 10kg(not more than that) to anyone whether it be your friends or family. P.S.: We can't deliver electronic devices. You can also use FedL to deliver a car.\",\n", + " 'response': 'Your question seems incomplete, can you provide some more context about your query.',\n", + " 'cited_context': ''}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "pprint(res[3], indent=3)" + "data[4]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we can see that the user query itself is incomplete and more information is needed from the user." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Incomplete Question'" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[4]['error_mode']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Need Help? \n", + "\n", + "If you need any help using UpTrain or have any suggestions to make it better, you can directly [book a call](https://calendly.com/uptrain-sourabh/30min) with Sourabh (our CEO) and the maintainer of UpTrain." ] } ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -698,9 +579,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }