2022-10-24 21:51:15 +00:00
|
|
|
"""Integration test for self ask with search."""
|
2022-11-22 14:16:26 +00:00
|
|
|
from langchain.agents.self_ask_with_search.base import SelfAskWithSearchChain
|
2022-10-24 21:51:15 +00:00
|
|
|
from langchain.llms.openai import OpenAI
|
Google Search API integration with serper.dev (wrapper, tests, docs, … (#909)
Adds Google Search integration with [Serper](https://serper.dev) a
low-cost alternative to SerpAPI (10x cheaper + generous free tier).
Includes documentation, tests and examples. Hopefully I am not missing
anything.
Developers can sign up for a free account at
[serper.dev](https://serper.dev) and obtain an api key.
## Usage
```python
from langchain.utilities import GoogleSerperAPIWrapper
from langchain.llms.openai import OpenAI
from langchain.agents import initialize_agent, Tool
import os
os.environ["SERPER_API_KEY"] = ""
os.environ['OPENAI_API_KEY'] = ""
llm = OpenAI(temperature=0)
search = GoogleSerperAPIWrapper()
tools = [
Tool(
name="Intermediate Answer",
func=search.run
)
]
self_ask_with_search = initialize_agent(tools, llm, agent="self-ask-with-search", verbose=True)
self_ask_with_search.run("What is the hometown of the reigning men's U.S. Open champion?")
```
### Output
```
Entering new AgentExecutor chain...
Yes.
Follow up: Who is the reigning men's U.S. Open champion?
Intermediate answer: Current champions Carlos Alcaraz, 2022 men's singles champion.
Follow up: Where is Carlos Alcaraz from?
Intermediate answer: El Palmar, Spain
So the final answer is: El Palmar, Spain
> Finished chain.
'El Palmar, Spain'
```
2023-02-16 06:47:17 +00:00
|
|
|
from langchain.utilities.google_serper import GoogleSerperAPIWrapper
|
2022-10-24 21:51:15 +00:00
|
|
|
|
|
|
|
|
|
|
|
def test_self_ask_with_search() -> None:
|
|
|
|
"""Test functionality on a prompt."""
|
|
|
|
question = "What is the hometown of the reigning men's U.S. Open champion?"
|
|
|
|
chain = SelfAskWithSearchChain(
|
|
|
|
llm=OpenAI(temperature=0),
|
Google Search API integration with serper.dev (wrapper, tests, docs, … (#909)
Adds Google Search integration with [Serper](https://serper.dev) a
low-cost alternative to SerpAPI (10x cheaper + generous free tier).
Includes documentation, tests and examples. Hopefully I am not missing
anything.
Developers can sign up for a free account at
[serper.dev](https://serper.dev) and obtain an api key.
## Usage
```python
from langchain.utilities import GoogleSerperAPIWrapper
from langchain.llms.openai import OpenAI
from langchain.agents import initialize_agent, Tool
import os
os.environ["SERPER_API_KEY"] = ""
os.environ['OPENAI_API_KEY'] = ""
llm = OpenAI(temperature=0)
search = GoogleSerperAPIWrapper()
tools = [
Tool(
name="Intermediate Answer",
func=search.run
)
]
self_ask_with_search = initialize_agent(tools, llm, agent="self-ask-with-search", verbose=True)
self_ask_with_search.run("What is the hometown of the reigning men's U.S. Open champion?")
```
### Output
```
Entering new AgentExecutor chain...
Yes.
Follow up: Who is the reigning men's U.S. Open champion?
Intermediate answer: Current champions Carlos Alcaraz, 2022 men's singles champion.
Follow up: Where is Carlos Alcaraz from?
Intermediate answer: El Palmar, Spain
So the final answer is: El Palmar, Spain
> Finished chain.
'El Palmar, Spain'
```
2023-02-16 06:47:17 +00:00
|
|
|
search_chain=GoogleSerperAPIWrapper(),
|
2022-10-24 21:51:15 +00:00
|
|
|
input_key="q",
|
|
|
|
output_key="a",
|
|
|
|
)
|
|
|
|
answer = chain.run(question)
|
|
|
|
final_answer = answer.split("\n")[-1]
|
2022-12-19 02:51:23 +00:00
|
|
|
assert final_answer == "El Palmar, Spain"
|