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"""Test loading functionality.""" | |
import os | |
from contextlib import contextmanager | |
from pathlib import Path | |
from typing import Iterator | |
from langchain.prompts.few_shot import FewShotPromptTemplate | |
from langchain.prompts.loading import load_prompt | |
from langchain.prompts.prompt import PromptTemplate | |
def change_directory() -> Iterator: | |
"""Change the working directory to the right folder.""" | |
origin = Path().absolute() | |
try: | |
os.chdir("docs/modules/prompts/examples") | |
yield | |
finally: | |
os.chdir(origin) | |
def test_loading_from_YAML() -> None: | |
"""Test loading from yaml file.""" | |
with change_directory(): | |
prompt = load_prompt("simple_prompt.yaml") | |
expected_prompt = PromptTemplate( | |
input_variables=["adjective", "content"], | |
template="Tell me a {adjective} joke about {content}.", | |
) | |
assert prompt == expected_prompt | |
def test_loading_from_JSON() -> None: | |
"""Test loading from json file.""" | |
with change_directory(): | |
prompt = load_prompt("simple_prompt.json") | |
expected_prompt = PromptTemplate( | |
input_variables=["adjective", "content"], | |
template="Tell me a {adjective} joke about {content}.", | |
) | |
assert prompt == expected_prompt | |
def test_saving_loading_round_trip(tmp_path: Path) -> None: | |
"""Test equality when saving and loading a prompt.""" | |
simple_prompt = PromptTemplate( | |
input_variables=["adjective", "content"], | |
template="Tell me a {adjective} joke about {content}.", | |
) | |
simple_prompt.save(file_path=tmp_path / "prompt.yaml") | |
loaded_prompt = load_prompt(tmp_path / "prompt.yaml") | |
assert loaded_prompt == simple_prompt | |
few_shot_prompt = FewShotPromptTemplate( | |
input_variables=["adjective"], | |
prefix="Write antonyms for the following words.", | |
example_prompt=PromptTemplate( | |
input_variables=["input", "output"], | |
template="Input: {input}\nOutput: {output}", | |
), | |
examples=[ | |
{"input": "happy", "output": "sad"}, | |
{"input": "tall", "output": "short"}, | |
], | |
suffix="Input: {adjective}\nOutput:", | |
) | |
few_shot_prompt.save(file_path=tmp_path / "few_shot.yaml") | |
loaded_prompt = load_prompt(tmp_path / "few_shot.yaml") | |
assert loaded_prompt == few_shot_prompt | |
def test_loading_with_template_as_file() -> None: | |
"""Test loading when the template is a file.""" | |
with change_directory(): | |
prompt = load_prompt("simple_prompt_with_template_file.json") | |
expected_prompt = PromptTemplate( | |
input_variables=["adjective", "content"], | |
template="Tell me a {adjective} joke about {content}.", | |
) | |
assert prompt == expected_prompt | |
def test_loading_few_shot_prompt_from_yaml() -> None: | |
"""Test loading few shot prompt from yaml.""" | |
with change_directory(): | |
prompt = load_prompt("few_shot_prompt.yaml") | |
expected_prompt = FewShotPromptTemplate( | |
input_variables=["adjective"], | |
prefix="Write antonyms for the following words.", | |
example_prompt=PromptTemplate( | |
input_variables=["input", "output"], | |
template="Input: {input}\nOutput: {output}", | |
), | |
examples=[ | |
{"input": "happy", "output": "sad"}, | |
{"input": "tall", "output": "short"}, | |
], | |
suffix="Input: {adjective}\nOutput:", | |
) | |
assert prompt == expected_prompt | |
def test_loading_few_shot_prompt_from_json() -> None: | |
"""Test loading few shot prompt from json.""" | |
with change_directory(): | |
prompt = load_prompt("few_shot_prompt.json") | |
expected_prompt = FewShotPromptTemplate( | |
input_variables=["adjective"], | |
prefix="Write antonyms for the following words.", | |
example_prompt=PromptTemplate( | |
input_variables=["input", "output"], | |
template="Input: {input}\nOutput: {output}", | |
), | |
examples=[ | |
{"input": "happy", "output": "sad"}, | |
{"input": "tall", "output": "short"}, | |
], | |
suffix="Input: {adjective}\nOutput:", | |
) | |
assert prompt == expected_prompt | |
def test_loading_few_shot_prompt_when_examples_in_config() -> None: | |
"""Test loading few shot prompt when the examples are in the config.""" | |
with change_directory(): | |
prompt = load_prompt("few_shot_prompt_examples_in.json") | |
expected_prompt = FewShotPromptTemplate( | |
input_variables=["adjective"], | |
prefix="Write antonyms for the following words.", | |
example_prompt=PromptTemplate( | |
input_variables=["input", "output"], | |
template="Input: {input}\nOutput: {output}", | |
), | |
examples=[ | |
{"input": "happy", "output": "sad"}, | |
{"input": "tall", "output": "short"}, | |
], | |
suffix="Input: {adjective}\nOutput:", | |
) | |
assert prompt == expected_prompt | |
def test_loading_few_shot_prompt_example_prompt() -> None: | |
"""Test loading few shot when the example prompt is in its own file.""" | |
with change_directory(): | |
prompt = load_prompt("few_shot_prompt_example_prompt.json") | |
expected_prompt = FewShotPromptTemplate( | |
input_variables=["adjective"], | |
prefix="Write antonyms for the following words.", | |
example_prompt=PromptTemplate( | |
input_variables=["input", "output"], | |
template="Input: {input}\nOutput: {output}", | |
), | |
examples=[ | |
{"input": "happy", "output": "sad"}, | |
{"input": "tall", "output": "short"}, | |
], | |
suffix="Input: {adjective}\nOutput:", | |
) | |
assert prompt == expected_prompt | |