add LLMBashChain to experimental (#11305)

Add LLMBashChain to experimental
This commit is contained in:
Eugene Yurtsev
2023-10-02 16:00:14 -04:00
committed by GitHub
parent 29b9a890d4
commit 5e2d5047af
6 changed files with 585 additions and 0 deletions

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"""Test the bash utility."""
import re
import subprocess
import sys
from pathlib import Path
import pytest
from langchain_experimental.llm_bash.bash import BashProcess
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_pwd_command() -> None:
"""Test correct functionality."""
session = BashProcess()
commands = ["pwd"]
output = session.run(commands)
assert output == subprocess.check_output("pwd", shell=True).decode()
@pytest.mark.skip(reason="flaky on GHA, TODO to fix")
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_pwd_command_persistent() -> None:
"""Test correct functionality when the bash process is persistent."""
session = BashProcess(persistent=True, strip_newlines=True)
commands = ["pwd"]
output = session.run(commands)
assert subprocess.check_output("pwd", shell=True).decode().strip() in output
session.run(["cd .."])
new_output = session.run(["pwd"])
# Assert that the new_output is a parent of the old output
assert Path(output).parent == Path(new_output)
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_incorrect_command() -> None:
"""Test handling of incorrect command."""
session = BashProcess()
output = session.run(["invalid_command"])
assert output == "Command 'invalid_command' returned non-zero exit status 127."
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_incorrect_command_return_err_output() -> None:
"""Test optional returning of shell output on incorrect command."""
session = BashProcess(return_err_output=True)
output = session.run(["invalid_command"])
assert re.match(
r"^/bin/sh:.*invalid_command.*(?:not found|Permission denied).*$", output
)
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_create_directory_and_files(tmp_path: Path) -> None:
"""Test creation of a directory and files in a temporary directory."""
session = BashProcess(strip_newlines=True)
# create a subdirectory in the temporary directory
temp_dir = tmp_path / "test_dir"
temp_dir.mkdir()
# run the commands in the temporary directory
commands = [
f"touch {temp_dir}/file1.txt",
f"touch {temp_dir}/file2.txt",
f"echo 'hello world' > {temp_dir}/file2.txt",
f"cat {temp_dir}/file2.txt",
]
output = session.run(commands)
assert output == "hello world"
# check that the files were created in the temporary directory
output = session.run([f"ls {temp_dir}"])
assert output == "file1.txt\nfile2.txt"
@pytest.mark.skip(reason="flaky on GHA, TODO to fix")
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_create_bash_persistent() -> None:
"""Test the pexpect persistent bash terminal"""
session = BashProcess(persistent=True)
response = session.run("echo hello")
response += session.run("echo world")
assert "hello" in response
assert "world" in response

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"""Test LLM Bash functionality."""
import sys
import pytest
from langchain.schema import OutputParserException
from langchain_experimental.llm_bash.base import LLMBashChain
from langchain_experimental.llm_bash.prompt import _PROMPT_TEMPLATE, BashOutputParser
from tests.unit_tests.fake_llm import FakeLLM
_SAMPLE_CODE = """
Unrelated text
```bash
echo hello
```
Unrelated text
"""
_SAMPLE_CODE_2_LINES = """
Unrelated text
```bash
echo hello
echo world
```
Unrelated text
"""
@pytest.fixture
def output_parser() -> BashOutputParser:
"""Output parser for testing."""
return BashOutputParser()
@pytest.mark.skipif(
sys.platform.startswith("win"), reason="Test not supported on Windows"
)
def test_simple_question() -> None:
"""Test simple question that should not need python."""
question = "Please write a bash script that prints 'Hello World' to the console."
prompt = _PROMPT_TEMPLATE.format(question=question)
queries = {prompt: "```bash\nexpr 1 + 1\n```"}
fake_llm = FakeLLM(queries=queries)
fake_llm_bash_chain = LLMBashChain.from_llm(fake_llm, input_key="q", output_key="a")
output = fake_llm_bash_chain.run(question)
assert output == "2\n"
def test_get_code(output_parser: BashOutputParser) -> None:
"""Test the parser."""
code_lines = output_parser.parse(_SAMPLE_CODE)
code = [c for c in code_lines if c.strip()]
assert code == code_lines
assert code == ["echo hello"]
code_lines = output_parser.parse(_SAMPLE_CODE + _SAMPLE_CODE_2_LINES)
assert code_lines == ["echo hello", "echo hello", "echo world"]
def test_parsing_error() -> None:
"""Test that LLM Output without a bash block raises an exce"""
question = "Please echo 'hello world' to the terminal."
prompt = _PROMPT_TEMPLATE.format(question=question)
queries = {
prompt: """
```text
echo 'hello world'
```
"""
}
fake_llm = FakeLLM(queries=queries)
fake_llm_bash_chain = LLMBashChain.from_llm(fake_llm, input_key="q", output_key="a")
with pytest.raises(OutputParserException):
fake_llm_bash_chain.run(question)
def test_get_code_lines_mixed_blocks(output_parser: BashOutputParser) -> None:
text = """
Unrelated text
```bash
echo hello
ls && pwd && ls
```
```python
print("hello")
```
```bash
echo goodbye
```
"""
code_lines = output_parser.parse(text)
assert code_lines == ["echo hello", "ls && pwd && ls", "echo goodbye"]
def test_get_code_lines_simple_nested_ticks(output_parser: BashOutputParser) -> None:
"""Test that backticks w/o a newline are ignored."""
text = """
Unrelated text
```bash
echo hello
echo "```bash is in this string```"
```
"""
code_lines = output_parser.parse(text)
assert code_lines == ["echo hello", 'echo "```bash is in this string```"']