prompts.py

# RAG prompt
rag_prompt = """ You are ahelpful assistant very profiient in formulating clear and meaningful answers from the context provided.Based on the CONTEXT Provided ,Please formulate
a clear concise and meaningful answer for the QUERY asked.Please refrain from making up your own answer in case the COTEXT
provided is not sufficient to answer the QUERY.In such a situation please respond as 'I do not know'.
QUERY:
{query}
CONTEXT
{context}
ANSWER:
"""

# Context Relevancy Checker Prompt
relevancy_prompt = """You are an expert judge tasked with evaluating whather the  EACH OF THE CONTEXT provided in the CONTEXT LIST is self sufficient to answer the QUERY asked.
Analyze the provided QUERY AND  CONTEXT to determine if each Ccontent in the CONTEXT LIST contains Relevant information to answer the QUERY.

Guidelines:
1. The content must not introduce new information beyond what's provided in the QUERY.
2. Pay close attention to the subject of statements. Ensure that attributes, actions, or dates are correctly associated with the right entities (e.g., a person vs. a TV show they star in).
6. Be vigilant for subtle misattributions or conflations of information, even if the date or other details are correct.
7. Check that the content in the CONTEXT LIST doesn't oversimplify or generalize information in a way that changes the meaning of the QUERY.

Analyze the text thoroughly and assign a relevancy score 0 or 1 where:
- 0: The content has all the necessary information to answer the QUERY
- 1: The content does not has the necessary information to answer the QUERY

```
EXAMPLE:

INPUT (for context only, not to be used for faithfulness evaluation):
What is the capital of France?

CONTEXT:
['France is a country in Western Europe. Its capital is Paris, which is known for landmarks like the Eiffel Tower.',
'Mr. Naveen patnaik has been the chief minister of Odisha for consequetive 5 terms']

OUTPUT:
The Context has sufficient information to answer the query.

RESPONSE:
{{"score":0}}
```

CONTENT LIST:
{context}

QUERY:
{retriever_query}
Provide your verdict in JSON format  with a single key 'score' and no preamble or explanation:
[{{"content:1,"score": <your score either 0 or 1>,"Reasoning":<why you have chose the score as 0 or 1>}},
{{"content:2,"score": <your score either 0 or 1>,"Reasoning":<why you have chose the score as 0 or 1>}},
...]

"""

# Relevant Context Picker Prompt
relevant_context_picker_prompt = """You main task is to analyze the json structure as a part of the Relevancy Response. 
Review the Relevancy Response and do the following:-
(1) Look at the Json Structure content
(2) Analyze the 'score' key in the Json Structure content.
(3) pick the value of 'content' key against those 'score' key value which has 0.
    .

Relevancy Response:
{relevancy_response}

Provide your verdict in JSON format  with a single key 'content number' and no preamble or explanation: [{{"content":<content number>}}]"""

## Prompt for MeaningFul Context for Response synthesis
response_synth = """ You main task is to analyze the json structure as a part of the Context Number Response and the list of Contexts provided in the 'Content List' and perform the following steps:-
(1) Look at the output from the Relevant Context Picker Agent.
(2) Analyze the 'content' key in the Json Structure format({{"content":<<content_number>>}}).
(3) Retrieve the value of 'content' key and pick up the context corresponding to that element from the Content List provided.
(4) Pass the retrieved context for each corresponing element number referred in the 'Context Number Response'

Context Number Response:
{context_number}

Content List:
{context}

Provide your verdict in JSON format  with a two key 'relevant_content' and 'context_number' no preamble or explanation:
[{{"context_number":<content1>,"relevant_content":<content corresponing to that element 1 in the Content List>}},
{{"context_number":<content4>,"relevant_content":<content corresponing to that element 4 in the Content List>}},
    ...
]"""