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Merge branch 'code_intepreter' of https://gitlab.deepwisdomai.com/agents/data_agents_opt into code_intepreter

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stellahsr 2024-01-31 16:05:40 +08:00
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106
tests/conftest.py
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@ -12,14 +12,19 @@ import logging
import os
import re
import uuid
from typing import Callable
import pytest
from metagpt.config import CONFIG, Config
from metagpt.const import DEFAULT_WORKSPACE_ROOT, TEST_DATA_PATH
from metagpt.context import Context as MetagptContext
from metagpt.llm import LLM
from metagpt.logs import logger
from metagpt.utils.git_repository import GitRepository
from metagpt.utils.project_repo import ProjectRepo
from tests.mock.mock_aiohttp import MockAioResponse
from tests.mock.mock_curl_cffi import MockCurlCffiResponse
from tests.mock.mock_httplib2 import MockHttplib2Response
from tests.mock.mock_llm import MockLLM
RSP_CACHE_NEW = {} # used globally for producing new and useful only response cache
@ -30,7 +35,6 @@ ALLOW_OPENAI_API_CALL = int(
@pytest.fixture(scope="session")
def rsp_cache():
# model_version = CONFIG.openai_api_model
rsp_cache_file_path = TEST_DATA_PATH / "rsp_cache.json" # read repo-provided
new_rsp_cache_file_path = TEST_DATA_PATH / "rsp_cache_new.json" # exporting a new copy
if os.path.exists(rsp_cache_file_path):
@ -76,7 +80,7 @@ def llm_mock(rsp_cache, mocker, request):
class Context:
def __init__(self):
self._llm_ui = None
self._llm_api = LLM(provider=CONFIG.get_default_llm_provider_enum())
self._llm_api = LLM()
@property
def llm_api(self):
@ -90,9 +94,9 @@ class Context:
@pytest.fixture(scope="package")
def llm_api():
logger.info("Setting up the test")
_context = Context()
g_context = Context()
yield _context.llm_api
yield g_context.llm_api
logger.info("Tearing down the test")
@ -125,7 +129,7 @@ def proxy():
server = await asyncio.start_server(handle_client, "127.0.0.1", 0)
return server, "http://{}:{}".format(*server.sockets[0].getsockname())
return proxy_func()
return proxy_func
# see https://github.com/Delgan/loguru/issues/59#issuecomment-466591978
@ -139,23 +143,25 @@ def loguru_caplog(caplog):
yield caplog
# init & dispose git repo
@pytest.fixture(scope="function", autouse=True)
def setup_and_teardown_git_repo(request):
CONFIG.git_repo = GitRepository(local_path=DEFAULT_WORKSPACE_ROOT / f"unittest/{uuid.uuid4().hex}")
CONFIG.git_reinit = True
@pytest.fixture(scope="function")
def context(request):
ctx = MetagptContext()
ctx.git_repo = GitRepository(local_path=DEFAULT_WORKSPACE_ROOT / f"unittest/{uuid.uuid4().hex}")
ctx.repo = ProjectRepo(ctx.git_repo)
# Destroy git repo at the end of the test session.
def fin():
CONFIG.git_repo.delete_repository()
if ctx.git_repo:
ctx.git_repo.delete_repository()
# Register the function for destroying the environment.
request.addfinalizer(fin)
return ctx
@pytest.fixture(scope="session", autouse=True)
def init_config():
Config()
pass
@pytest.fixture(scope="function")
@ -165,39 +171,63 @@ def new_filename(mocker):
yield mocker
@pytest.fixture(scope="session")
def search_rsp_cache():
rsp_cache_file_path = TEST_DATA_PATH / "search_rsp_cache.json" # read repo-provided
if os.path.exists(rsp_cache_file_path):
with open(rsp_cache_file_path, "r") as f1:
rsp_cache_json = json.load(f1)
else:
rsp_cache_json = {}
yield rsp_cache_json
with open(rsp_cache_file_path, "w") as f2:
json.dump(rsp_cache_json, f2, indent=4, ensure_ascii=False)
@pytest.fixture
def aiohttp_mocker(mocker):
class MockAioResponse:
async def json(self, *args, **kwargs):
return self._json
def set_json(self, json):
self._json = json
response = MockAioResponse()
class MockCTXMng:
async def __aenter__(self):
return response
async def __aexit__(self, *args, **kwargs):
pass
def __await__(self):
yield
return response
def mock_request(self, method, url, **kwargs):
return MockCTXMng()
MockResponse = type("MockResponse", (MockAioResponse,), {})
def wrap(method):
def run(self, url, **kwargs):
return mock_request(self, method, url, **kwargs)
return MockResponse(self, method, url, **kwargs)
return run
mocker.patch("aiohttp.ClientSession.request", mock_request)
mocker.patch("aiohttp.ClientSession.request", MockResponse)
for i in ["get", "post", "delete", "patch"]:
mocker.patch(f"aiohttp.ClientSession.{i}", wrap(i))
yield MockResponse
yield response
@pytest.fixture
def curl_cffi_mocker(mocker):
MockResponse = type("MockResponse", (MockCurlCffiResponse,), {})
def request(self, *args, **kwargs):
return MockResponse(self, *args, **kwargs)
mocker.patch("curl_cffi.requests.Session.request", request)
yield MockResponse
@pytest.fixture
def httplib2_mocker(mocker):
MockResponse = type("MockResponse", (MockHttplib2Response,), {})
def request(self, *args, **kwargs):
return MockResponse(self, *args, **kwargs)
mocker.patch("httplib2.Http.request", request)
yield MockResponse
@pytest.fixture
def search_engine_mocker(aiohttp_mocker, curl_cffi_mocker, httplib2_mocker, search_rsp_cache):
# aiohttp_mocker: serpapi/serper
# httplib2_mocker: google
# curl_cffi_mocker: ddg
check_funcs: dict[tuple[str, str], Callable[[dict], str]] = {}
aiohttp_mocker.rsp_cache = httplib2_mocker.rsp_cache = curl_cffi_mocker.rsp_cache = search_rsp_cache
aiohttp_mocker.check_funcs = httplib2_mocker.check_funcs = curl_cffi_mocker.check_funcs = check_funcs
yield check_funcs

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@ -1 +1 @@
{"docs/system_design/20231221155954.json": ["docs/prds/20231221155954.json"], "docs/tasks/20231221155954.json": ["docs/system_design/20231221155954.json"], "game_2048/game.py": ["docs/tasks/20231221155954.json", "docs/system_design/20231221155954.json"], "game_2048/main.py": ["docs/tasks/20231221155954.json", "docs/system_design/20231221155954.json"], "resources/code_summaries/20231221155954.md": ["docs/tasks/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "docs/code_summaries/20231221155954.json": ["docs/tasks/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "tests/test_main.py": ["game_2048/main.py"], "tests/test_game.py": ["game_2048/game.py"], "test_outputs/test_main.py.json": ["game_2048/main.py", "tests/test_main.py"], "test_outputs/test_game.py.json": ["game_2048/game.py", "tests/test_game.py"]}
{"docs/system_design/20231221155954.json": ["docs/prd/20231221155954.json"], "docs/task/20231221155954.json": ["docs/system_design/20231221155954.json"], "game_2048/game.py": ["docs/task/20231221155954.json", "docs/system_design/20231221155954.json"], "game_2048/main.py": ["docs/task/20231221155954.json", "docs/system_design/20231221155954.json"], "resources/code_summary/20231221155954.md": ["docs/task/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "docs/code_summary/20231221155954.json": ["docs/task/20231221155954.json", "game_2048/game.py", "docs/system_design/20231221155954.json", "game_2048/main.py"], "tests/test_main.py": ["game_2048/main.py"], "tests/test_game.py": ["game_2048/game.py"], "test_outputs/test_main.py.json": ["game_2048/main.py", "tests/test_main.py"], "test_outputs/test_game.py.json": ["game_2048/game.py", "tests/test_game.py"]}

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@ -0,0 +1,466 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/01/17
@Author : mannaandpoem
@File : mock.py
"""
NEW_REQUIREMENT_SAMPLE = """
Adding graphical interface functionality to enhance the user experience in the number-guessing game. The existing number-guessing game currently relies on command-line input for numbers. The goal is to introduce a graphical interface to improve the game's usability and visual appeal
"""
PRD_SAMPLE = """
## Language
en_us
## Programming Language
Python
## Original Requirements
Make a simple number guessing game
## Product Goals
- Ensure a user-friendly interface for the game
- Provide a challenging yet enjoyable game experience
- Design the game to be easily extendable for future features
## User Stories
- As a player, I want to guess numbers and receive feedback on whether my guess is too high or too low
- As a player, I want to be able to set the difficulty level by choosing the range of possible numbers
- As a player, I want to see my previous guesses to strategize my next guess
- As a player, I want to know how many attempts it took me to guess the number once I get it right
## Competitive Analysis
- Guess The Number Game A: Basic text interface, no difficulty levels
- Number Master B: Has difficulty levels, but cluttered interface
- Quick Guess C: Sleek design, but lacks performance tracking
- NumGuess D: Good performance tracking, but not mobile-friendly
- GuessIt E: Mobile-friendly, but too many ads
- Perfect Guess F: Offers hints, but the hints are not very helpful
- SmartGuesser G: Has a learning mode, but lacks a competitive edge
## Competitive Quadrant Chart
quadrantChart
title "User Engagement and Game Complexity"
x-axis "Low Complexity" --> "High Complexity"
y-axis "Low Engagement" --> "High Engagement"
quadrant-1 "Too Simple"
quadrant-2 "Niche Appeal"
quadrant-3 "Complex & Unengaging"
quadrant-4 "Sweet Spot"
"Guess The Number Game A": [0.2, 0.4]
"Number Master B": [0.5, 0.3]
"Quick Guess C": [0.6, 0.7]
"NumGuess D": [0.4, 0.6]
"GuessIt E": [0.7, 0.5]
"Perfect Guess F": [0.6, 0.4]
"SmartGuesser G": [0.8, 0.6]
"Our Target Product": [0.5, 0.8]
## Requirement Analysis
The game should be simple yet engaging, allowing players of different skill levels to enjoy it. It should provide immediate feedback and track the player's performance. The game should also be designed with a clean and intuitive interface, and it should be easy to add new features in the future.
## Requirement Pool
- ['P0', 'Implement the core game logic to randomly select a number and allow the user to guess it']
- ['P0', 'Design a user interface that displays the game status and results clearly']
- ['P1', 'Add difficulty levels by varying the range of possible numbers']
- ['P1', 'Keep track of and display the number of attempts for each game session']
- ['P2', "Store and show the history of the player's guesses during a game session"]
## UI Design draft
The UI will feature a clean and minimalist design with a number input field, submit button, and messages area to provide feedback. There will be options to select the difficulty level and a display showing the number of attempts and history of past guesses.
## Anything UNCLEAR"""
DESIGN_SAMPLE = """
## Implementation approach
We will create a Python-based number guessing game with a simple command-line interface. For the user interface, we will use the built-in 'input' and 'print' functions for interaction. The random library will be used for generating random numbers. We will structure the code to be modular and easily extendable, separating the game logic from the user interface.
## File list
- main.py
- game.py
- ui.py
## Data structures and interfaces
classDiagram
class Game {
-int secret_number
-int min_range
-int max_range
-list attempts
+__init__(difficulty: str)
+start_game()
+check_guess(guess: int) str
+get_attempts() int
+get_history() list
}
class UI {
+start()
+display_message(message: str)
+get_user_input(prompt: str) str
+show_attempts(attempts: int)
+show_history(history: list)
+select_difficulty() str
}
class Main {
+main()
}
Main --> UI
UI --> Game
## Program call flow
sequenceDiagram
participant M as Main
participant UI as UI
participant G as Game
M->>UI: start()
UI->>UI: select_difficulty()
UI-->>G: __init__(difficulty)
G->>G: start_game()
loop Game Loop
UI->>UI: get_user_input("Enter your guess:")
UI-->>G: check_guess(guess)
G->>UI: display_message(feedback)
G->>UI: show_attempts(attempts)
G->>UI: show_history(history)
end
G->>UI: display_message("Correct! Game over.")
UI->>M: main() # Game session ends
## Anything UNCLEAR
The requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game."""
TASKS_SAMPLE = """
## Required Python packages
- random==2.2.1
## Required Other language third-party packages
- No third-party dependencies required
## Logic Analysis
- ['game.py', 'Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number']
- ['ui.py', 'Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class']
- ['main.py', 'Contains Main class with method main that initializes UI class and starts the game loop']
## Task list
- game.py
- ui.py
- main.py
## Full API spec
## Shared Knowledge
`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game.
## Anything UNCLEAR
The requirement analysis suggests the need for a clean and intuitive interface. Since we are using a command-line interface, we need to ensure that the text-based UI is as user-friendly as possible. Further clarification on whether a graphical user interface (GUI) is expected in the future would be helpful for planning the extendability of the game."""
OLD_CODE_SAMPLE = """
--- game.py
```## game.py
import random
class Game:
def __init__(self, difficulty: str = 'medium'):
self.min_range, self.max_range = self._set_difficulty(difficulty)
self.secret_number = random.randint(self.min_range, self.max_range)
self.attempts = []
def _set_difficulty(self, difficulty: str):
difficulties = {
'easy': (1, 10),
'medium': (1, 100),
'hard': (1, 1000)
}
return difficulties.get(difficulty, (1, 100))
def start_game(self):
self.secret_number = random.randint(self.min_range, self.max_range)
self.attempts = []
def check_guess(self, guess: int) -> str:
self.attempts.append(guess)
if guess < self.secret_number:
return "It's higher."
elif guess > self.secret_number:
return "It's lower."
else:
return "Correct! Game over."
def get_attempts(self) -> int:
return len(self.attempts)
def get_history(self) -> list:
return self.attempts```
--- ui.py
```## ui.py
from game import Game
class UI:
def start(self):
difficulty = self.select_difficulty()
game = Game(difficulty)
game.start_game()
self.display_welcome_message(game)
feedback = ""
while feedback != "Correct! Game over.":
guess = self.get_user_input("Enter your guess: ")
if self.is_valid_guess(guess):
feedback = game.check_guess(int(guess))
self.display_message(feedback)
self.show_attempts(game.get_attempts())
self.show_history(game.get_history())
else:
self.display_message("Please enter a valid number.")
def display_welcome_message(self, game):
print("Welcome to the Number Guessing Game!")
print(f"Guess the number between {game.min_range} and {game.max_range}.")
def is_valid_guess(self, guess):
return guess.isdigit()
def display_message(self, message: str):
print(message)
def get_user_input(self, prompt: str) -> str:
return input(prompt)
def show_attempts(self, attempts: int):
print(f"Number of attempts: {attempts}")
def show_history(self, history: list):
print("Guess history:")
for guess in history:
print(guess)
def select_difficulty(self) -> str:
while True:
difficulty = input("Select difficulty (easy, medium, hard): ").lower()
if difficulty in ['easy', 'medium', 'hard']:
return difficulty
else:
self.display_message("Invalid difficulty. Please choose 'easy', 'medium', or 'hard'.")```
--- main.py
```## main.py
from ui import UI
class Main:
def main(self):
user_interface = UI()
user_interface.start()
if __name__ == "__main__":
main_instance = Main()
main_instance.main()```
"""
REFINED_PRD_JSON = {
"Language": "en_us",
"Programming Language": "Python",
"Refined Requirements": "Adding graphical interface functionality to enhance the user experience in the number-guessing game.",
"Project Name": "number_guessing_game",
"Refined Product Goals": [
"Ensure a user-friendly interface for the game with the new graphical interface",
"Provide a challenging yet enjoyable game experience with visual enhancements",
"Design the game to be easily extendable for future features, including graphical elements",
],
"Refined User Stories": [
"As a player, I want to interact with a graphical interface to guess numbers and receive visual feedback on my guesses",
"As a player, I want to easily select the difficulty level through the graphical interface",
"As a player, I want to visually track my previous guesses and the number of attempts in the graphical interface",
"As a player, I want to be congratulated with a visually appealing message when I guess the number correctly",
],
"Competitive Analysis": [
"Guess The Number Game A: Basic text interface, no difficulty levels",
"Number Master B: Has difficulty levels, but cluttered interface",
"Quick Guess C: Sleek design, but lacks performance tracking",
"NumGuess D: Good performance tracking, but not mobile-friendly",
"GuessIt E: Mobile-friendly, but too many ads",
"Perfect Guess F: Offers hints, but the hints are not very helpful",
"SmartGuesser G: Has a learning mode, but lacks a competitive edge",
"Graphical Guess H: Graphical interface, but poor user experience due to complex design",
],
"Competitive Quadrant Chart": 'quadrantChart\n title "User Engagement and Game Complexity with Graphical Interface"\n x-axis "Low Complexity" --> "High Complexity"\n y-axis "Low Engagement" --> "High Engagement"\n quadrant-1 "Too Simple"\n quadrant-2 "Niche Appeal"\n quadrant-3 "Complex & Unengaging"\n quadrant-4 "Sweet Spot"\n "Guess The Number Game A": [0.2, 0.4]\n "Number Master B": [0.5, 0.3]\n "Quick Guess C": [0.6, 0.7]\n "NumGuess D": [0.4, 0.6]\n "GuessIt E": [0.7, 0.5]\n "Perfect Guess F": [0.6, 0.4]\n "SmartGuesser G": [0.8, 0.6]\n "Graphical Guess H": [0.7, 0.3]\n "Our Target Product": [0.5, 0.9]',
"Refined Requirement Analysis": [
"The game should maintain its simplicity while integrating a graphical interface for enhanced engagement.",
"Immediate visual feedback is crucial for user satisfaction in the graphical interface.",
"The interface must be intuitive, allowing for easy navigation and selection of game options.",
"The graphical design should be clean and not detract from the game's core guessing mechanic.",
],
"Refined Requirement Pool": [
["P0", "Implement a graphical user interface (GUI) to replace the command-line interaction"],
[
"P0",
"Design a user interface that displays the game status, results, and feedback clearly with graphical elements",
],
["P1", "Incorporate interactive elements for selecting difficulty levels"],
["P1", "Visualize the history of the player's guesses and the number of attempts within the game session"],
["P2", "Create animations for correct or incorrect guesses to enhance user feedback"],
["P2", "Ensure the GUI is responsive and compatible with various screen sizes"],
["P2", "Store and show the history of the player's guesses during a game session"],
],
"UI Design draft": "The UI will feature a modern and minimalist design with a graphical number input field, a submit button with animations, and a dedicated area for visual feedback. It will include interactive elements to select the difficulty level and a visual display for the number of attempts and history of past guesses.",
"Anything UNCLEAR": "",
}
REFINED_DESIGN_JSON = {
"Refined Implementation Approach": "To accommodate the new graphical user interface (GUI) requirements, we will leverage the Tkinter library, which is included with Python and supports the creation of a user-friendly GUI. The game logic will remain in Python, with Tkinter handling the rendering of the interface. We will ensure that the GUI is responsive and provides immediate visual feedback. The main game loop will be event-driven, responding to user inputs such as button clicks and difficulty selection.",
"Refined File list": ["main.py", "game.py", "ui.py", "gui.py"],
"Refined Data structures and interfaces": "\nclassDiagram\n class Game {\n -int secret_number\n -int min_range\n -int max_range\n -list attempts\n +__init__(difficulty: str)\n +start_game()\n +check_guess(guess: int) str\n +get_attempts() int\n +get_history() list\n }\n class UI {\n +start()\n +display_message(message: str)\n +get_user_input(prompt: str) str\n +show_attempts(attempts: int)\n +show_history(history: list)\n +select_difficulty() str\n }\n class GUI {\n +__init__()\n +setup_window()\n +bind_events()\n +update_feedback(message: str)\n +update_attempts(attempts: int)\n +update_history(history: list)\n +show_difficulty_selector()\n +animate_guess_result(correct: bool)\n }\n class Main {\n +main()\n }\n Main --> UI\n UI --> Game\n UI --> GUI\n GUI --> Game\n",
"Refined Program call flow": '\nsequenceDiagram\n participant M as Main\n participant UI as UI\n participant G as Game\n participant GU as GUI\n M->>UI: start()\n UI->>GU: setup_window()\n GU->>GU: bind_events()\n GU->>UI: select_difficulty()\n UI-->>G: __init__(difficulty)\n G->>G: start_game()\n loop Game Loop\n GU->>GU: show_difficulty_selector()\n GU->>UI: get_user_input("Enter your guess:")\n UI-->>G: check_guess(guess)\n G->>GU: update_feedback(feedback)\n G->>GU: update_attempts(attempts)\n G->>GU: update_history(history)\n GU->>GU: animate_guess_result(correct)\n end\n G->>GU: update_feedback("Correct! Game over.")\n GU->>M: main() # Game session ends\n',
"Anything UNCLEAR": "",
}
REFINED_TASKS_JSON = {
"Required Python packages": ["random==2.2.1", "Tkinter==8.6"],
"Required Other language third-party packages": ["No third-party dependencies required"],
"Refined Logic Analysis": [
[
"game.py",
"Contains Game class with methods __init__, start_game, check_guess, get_attempts, get_history and uses random library for generating secret_number",
],
[
"ui.py",
"Contains UI class with methods start, display_message, get_user_input, show_attempts, show_history, select_difficulty and interacts with Game class",
],
[
"gui.py",
"Contains GUI class with methods __init__, setup_window, bind_events, update_feedback, update_attempts, update_history, show_difficulty_selector, animate_guess_result and interacts with Game class for GUI rendering",
],
[
"main.py",
"Contains Main class with method main that initializes UI class and starts the event-driven game loop",
],
],
"Refined Task list": ["game.py", "ui.py", "gui.py", "main.py"],
"Full API spec": "",
"Refined Shared Knowledge": "`game.py` contains the core game logic and is used by `ui.py` to interact with the user. `main.py` serves as the entry point to start the game. `gui.py` is introduced to handle the graphical user interface using Tkinter, which will interact with both `game.py` and `ui.py` for a responsive and user-friendly experience.",
"Anything UNCLEAR": "",
}
CODE_PLAN_AND_CHANGE_SAMPLE = {
"Code Plan And Change": '\n1. Plan for gui.py: Develop the GUI using Tkinter to replace the command-line interface. Start by setting up the main window and event handling. Then, add widgets for displaying the game status, results, and feedback. Implement interactive elements for difficulty selection and visualize the guess history. Finally, create animations for guess feedback and ensure responsiveness across different screen sizes.\n```python\nclass GUI:\n- pass\n+ def __init__(self):\n+ self.setup_window()\n+\n+ def setup_window(self):\n+ # Initialize the main window using Tkinter\n+ pass\n+\n+ def bind_events(self):\n+ # Bind button clicks and other events\n+ pass\n+\n+ def update_feedback(self, message: str):\n+ # Update the feedback label with the given message\n+ pass\n+\n+ def update_attempts(self, attempts: int):\n+ # Update the attempts label with the number of attempts\n+ pass\n+\n+ def update_history(self, history: list):\n+ # Update the history view with the list of past guesses\n+ pass\n+\n+ def show_difficulty_selector(self):\n+ # Show buttons or a dropdown for difficulty selection\n+ pass\n+\n+ def animate_guess_result(self, correct: bool):\n+ # Trigger an animation for correct or incorrect guesses\n+ pass\n```\n\n2. Plan for main.py: Modify the main.py to initialize the GUI and start the event-driven game loop. Ensure that the GUI is the primary interface for user interaction.\n```python\nclass Main:\n def main(self):\n- user_interface = UI()\n- user_interface.start()\n+ graphical_user_interface = GUI()\n+ graphical_user_interface.setup_window()\n+ graphical_user_interface.bind_events()\n+ # Start the Tkinter main loop\n+ pass\n\n if __name__ == "__main__":\n main_instance = Main()\n main_instance.main()\n```\n\n3. Plan for ui.py: Refactor ui.py to work with the new GUI class. Remove command-line interactions and delegate display and input tasks to the GUI.\n```python\nclass UI:\n- def display_message(self, message: str):\n- print(message)\n+\n+ def display_message(self, message: str):\n+ # This method will now pass the message to the GUI to display\n+ pass\n\n- def get_user_input(self, prompt: str) -> str:\n- return input(prompt)\n+\n+ def get_user_input(self, prompt: str) -> str:\n+ # This method will now trigger the GUI to get user input\n+ pass\n\n- def show_attempts(self, attempts: int):\n- print(f"Number of attempts: {attempts}")\n+\n+ def show_attempts(self, attempts: int):\n+ # This method will now update the GUI with the number of attempts\n+ pass\n\n- def show_history(self, history: list):\n- print("Guess history:")\n- for guess in history:\n- print(guess)\n+\n+ def show_history(self, history: list):\n+ # This method will now update the GUI with the guess history\n+ pass\n```\n\n4. Plan for game.py: Ensure game.py remains mostly unchanged as it contains the core game logic. However, make minor adjustments if necessary to integrate with the new GUI.\n```python\nclass Game:\n # No changes required for now\n```\n'
}
REFINED_CODE_INPUT_SAMPLE = """
-----Now, game.py to be rewritten
```## game.py
import random
class Game:
def __init__(self, difficulty: str = 'medium'):
self.min_range, self.max_range = self._set_difficulty(difficulty)
self.secret_number = random.randint(self.min_range, self.max_range)
self.attempts = []
def _set_difficulty(self, difficulty: str):
difficulties = {
'easy': (1, 10),
'medium': (1, 100),
'hard': (1, 1000)
}
return difficulties.get(difficulty, (1, 100))
def start_game(self):
self.secret_number = random.randint(self.min_range, self.max_range)
self.attempts = []
def check_guess(self, guess: int) -> str:
self.attempts.append(guess)
if guess < self.secret_number:
return "It's higher."
elif guess > self.secret_number:
return "It's lower."
else:
return "Correct! Game over."
def get_attempts(self) -> int:
return len(self.attempts)
def get_history(self) -> list:
return self.attempts```
"""
REFINED_CODE_SAMPLE = """
## game.py
import random
class Game:
def __init__(self, difficulty: str = 'medium'):
# Set the difficulty level with default value 'medium'
self.min_range, self.max_range = self._set_difficulty(difficulty)
# Initialize the secret number based on the difficulty
self.secret_number = random.randint(self.min_range, self.max_range)
# Initialize the list to keep track of attempts
self.attempts = []
def _set_difficulty(self, difficulty: str):
# Define the range of numbers for each difficulty level
difficulties = {
'easy': (1, 10),
'medium': (1, 100),
'hard': (1, 1000)
}
# Return the corresponding range for the selected difficulty, default to 'medium' if not found
return difficulties.get(difficulty, (1, 100))
def start_game(self):
# Reset the secret number and attempts list for a new game
self.secret_number = random.randint(self.min_range, self.max_range)
self.attempts.clear()
def check_guess(self, guess: int) -> str:
# Add the guess to the attempts list
self.attempts.append(guess)
# Provide feedback based on the guess
if guess < self.secret_number:
return "It's higher."
elif guess > self.secret_number:
return "It's lower."
else:
return "Correct! Game over."
def get_attempts(self) -> int:
# Return the number of attempts made
return len(self.attempts)
def get_history(self) -> list:
# Return the list of attempts made
return self.attempts
"""

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# Code archive
This folder contains a compressed package for the test_incremental_dev.py file, which is used to demonstrate the process of incremental development.

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tests/data/ml_datasets/titanic/split_eval.csv Normal file
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@ -0,0 +1,180 @@
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
206,0,3,"Strom, Miss. Telma Matilda",female,2.0,0,1,347054,10.4625,G6,S
45,1,3,"Devaney, Miss. Margaret Delia",female,19.0,0,0,330958,7.8792,,Q
822,1,3,"Lulic, Mr. Nikola",male,27.0,0,0,315098,8.6625,,S
459,1,2,"Toomey, Miss. Ellen",female,50.0,0,0,F.C.C. 13531,10.5,,S
796,0,2,"Otter, Mr. Richard",male,39.0,0,0,28213,13.0,,S
119,0,1,"Baxter, Mr. Quigg Edmond",male,24.0,0,1,PC 17558,247.5208,B58 B60,C
425,0,3,"Rosblom, Mr. Viktor Richard",male,18.0,1,1,370129,20.2125,,S
679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43.0,1,6,CA 2144,46.9,,S
270,1,1,"Bissette, Miss. Amelia",female,35.0,0,0,PC 17760,135.6333,C99,S
230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
690,1,1,"Madill, Miss. Georgette Alexandra",female,15.0,0,1,24160,211.3375,B5,S
321,0,3,"Dennis, Mr. Samuel",male,22.0,0,0,A/5 21172,7.25,,S
406,0,2,"Gale, Mr. Shadrach",male,34.0,1,0,28664,21.0,,S
41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40.0,1,0,7546,9.475,,S
25,0,3,"Palsson, Miss. Torborg Danira",female,8.0,3,1,349909,21.075,,S
554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22.0,0,0,2620,7.225,,C
413,1,1,"Minahan, Miss. Daisy E",female,33.0,1,0,19928,90.0,C78,Q
513,1,1,"McGough, Mr. James Robert",male,36.0,0,0,PC 17473,26.2875,E25,S
756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
392,1,3,"Jansson, Mr. Carl Olof",male,21.0,0,0,350034,7.7958,,S
602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
326,1,1,"Young, Miss. Marie Grice",female,36.0,0,0,PC 17760,135.6333,C32,C
373,0,3,"Beavan, Mr. William Thomas",male,19.0,0,0,323951,8.05,,S
377,1,3,"Landergren, Miss. Aurora Adelia",female,22.0,0,0,C 7077,7.25,,S
201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28.0,0,0,345770,9.5,,S
512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24.0,2,1,243847,27.0,,S
631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80.0,0,0,27042,30.0,A23,S
364,0,3,"Asim, Mr. Adola",male,35.0,0,0,SOTON/O.Q. 3101310,7.05,,S
144,0,3,"Burke, Mr. Jeremiah",male,19.0,0,0,365222,6.75,,Q
202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29.0,1,0,228414,26.0,,S
431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28.0,0,0,110564,26.55,C52,S
419,0,2,"Matthews, Mr. William John",male,30.0,0,0,28228,13.0,,S
782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17.0,1,0,17474,57.0,B20,S
705,0,3,"Hansen, Mr. Henrik Juul",male,26.0,1,0,350025,7.8542,,S
536,1,2,"Hart, Miss. Eva Miriam",female,7.0,0,2,F.C.C. 13529,26.25,,S
335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41.0,0,1,250644,19.5,,S
108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
403,0,3,"Jussila, Miss. Mari Aina",female,21.0,1,0,4137,9.825,,S
307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42.0,1,0,243847,27.0,,S
789,1,3,"Dean, Master. Bertram Vere",male,1.0,1,2,C.A. 2315,20.575,,S
160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
174,0,3,"Sivola, Mr. Antti Wilhelm",male,21.0,0,0,STON/O 2. 3101280,7.925,,S
311,1,1,"Hays, Miss. Margaret Bechstein",female,24.0,0,0,11767,83.1583,C54,C
595,0,2,"Chapman, Mr. John Henry",male,37.0,1,0,SC/AH 29037,26.0,,S
592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52.0,1,0,36947,78.2667,D20,C
164,0,3,"Calic, Mr. Jovo",male,17.0,0,0,315093,8.6625,,S
563,0,2,"Norman, Mr. Robert Douglas",male,28.0,0,0,218629,13.5,,S
172,0,3,"Rice, Master. Arthur",male,4.0,4,1,382652,29.125,,Q
871,0,3,"Balkic, Mr. Cerin",male,26.0,0,0,349248,7.8958,,S
176,0,3,"Klasen, Mr. Klas Albin",male,18.0,1,1,350404,7.8542,,S
434,0,3,"Kallio, Mr. Nikolai Erland",male,17.0,0,0,STON/O 2. 3101274,7.125,,S
462,0,3,"Morley, Mr. William",male,34.0,0,0,364506,8.05,,S
49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
126,1,3,"Nicola-Yarred, Master. Elias",male,12.0,1,0,2651,11.2417,,C
125,0,1,"White, Mr. Percival Wayland",male,54.0,0,1,35281,77.2875,D26,S
266,0,2,"Reeves, Mr. David",male,36.0,0,0,C.A. 17248,10.5,,S
550,1,2,"Davies, Master. John Morgan Jr",male,8.0,1,1,C.A. 33112,36.75,,S
589,0,3,"Gilinski, Mr. Eliezer",male,22.0,0,0,14973,8.05,,S
779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
179,0,2,"Hale, Mr. Reginald",male,30.0,0,0,250653,13.0,,S
107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21.0,0,0,343120,7.65,,S
624,0,3,"Hansen, Mr. Henry Damsgaard",male,21.0,0,0,350029,7.8542,,S
115,0,3,"Attalah, Miss. Malake",female,17.0,0,0,2627,14.4583,,C
42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27.0,1,0,11668,21.0,,S
664,0,3,"Coleff, Mr. Peju",male,36.0,0,0,349210,7.4958,,S
661,1,1,"Frauenthal, Dr. Henry William",male,50.0,2,0,PC 17611,133.65,,S
762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41.0,0,0,SOTON/O2 3101272,7.125,,S
580,1,3,"Jussila, Mr. Eiriik",male,32.0,0,0,STON/O 2. 3101286,7.925,,S
265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
757,0,3,"Carlsson, Mr. August Sigfrid",male,28.0,0,0,350042,7.7958,,S
666,0,2,"Hickman, Mr. Lewis",male,32.0,2,0,S.O.C. 14879,73.5,,S
634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0.0,,S
532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
220,0,2,"Harris, Mr. Walter",male,30.0,0,0,W/C 14208,10.5,,S
150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42.0,0,0,244310,13.0,,S
269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58.0,0,1,PC 17582,153.4625,C125,S
670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52.0,C126,S
578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39.0,1,0,13507,55.9,E44,S
786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25.0,0,0,374887,7.25,,S
82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29.0,0,0,345779,9.5,,S
400,1,2,"Trout, Mrs. William H (Jessie L)",female,28.0,0,0,240929,12.65,,S
135,0,2,"Sobey, Mr. Samuel James Hayden",male,25.0,0,0,C.A. 29178,13.0,,S
223,0,3,"Green, Mr. George Henry",male,51.0,0,0,21440,8.05,,S
693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35.0,1,1,C.A. 2673,20.25,,S
102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
288,0,3,"Naidenoff, Mr. Penko",male,22.0,0,0,349206,7.8958,,S
711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24.0,0,0,PC 17482,49.5042,C90,C
256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29.0,0,2,2650,15.2458,,C
23,1,3,"McGowan, Miss. Anna ""Annie""",female,15.0,0,0,330923,8.0292,,Q
582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39.0,1,1,17421,110.8833,C68,C
564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
405,0,3,"Oreskovic, Miss. Marija",female,20.0,0,0,315096,8.6625,,S
429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
848,0,3,"Markoff, Mr. Marin",male,35.0,0,0,349213,7.8958,,C
726,0,3,"Oreskovic, Mr. Luka",male,20.0,0,0,315094,8.6625,,S
721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6.0,0,1,248727,33.0,,S
637,0,3,"Leinonen, Mr. Antti Gustaf",male,32.0,0,0,STON/O 2. 3101292,7.925,,S
863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48.0,0,0,17466,25.9292,D17,S
615,0,3,"Brocklebank, Mr. William Alfred",male,35.0,0,0,364512,8.05,,S
199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
787,1,3,"Sjoblom, Miss. Anna Sofia",female,18.0,0,0,3101265,7.4958,,S
156,0,1,"Williams, Mr. Charles Duane",male,51.0,0,1,PC 17597,61.3792,,C
190,0,3,"Turcin, Mr. Stjepan",male,36.0,0,0,349247,7.8958,,S
556,0,1,"Wright, Mr. George",male,62.0,0,0,113807,26.55,,S
890,1,1,"Behr, Mr. Karl Howell",male,26.0,0,0,111369,30.0,C148,C
827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
834,0,3,"Augustsson, Mr. Albert",male,23.0,0,0,347468,7.8542,,S
279,0,3,"Rice, Master. Eric",male,7.0,4,1,382652,29.125,,Q
189,0,3,"Bourke, Mr. John",male,40.0,1,1,364849,15.5,,Q
561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
375,0,3,"Palsson, Miss. Stina Viola",female,3.0,3,1,349909,21.075,,S
322,0,3,"Danoff, Mr. Yoto",male,27.0,0,0,349219,7.8958,,S
158,0,3,"Corn, Mr. Harry",male,30.0,0,0,SOTON/OQ 392090,8.05,,S
524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44.0,0,1,111361,57.9792,B18,C
175,0,1,"Smith, Mr. James Clinch",male,56.0,0,0,17764,30.6958,A7,C
117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33.0,1,0,113806,53.1,E8,S
472,0,3,"Cacic, Mr. Luka",male,38.0,0,0,315089,8.6625,,S
228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
330,1,1,"Hippach, Miss. Jean Gertrude",female,16.0,0,1,111361,57.9792,B18,C
147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27.0,0,0,350043,7.7958,,S
98,1,1,"Greenfield, Mr. William Bertram",male,23.0,0,1,PC 17759,63.3583,D10 D12,C
493,0,1,"Molson, Mr. Harry Markland",male,55.0,0,0,113787,30.5,C30,S
73,0,2,"Hood, Mr. Ambrose Jr",male,21.0,0,0,S.O.C. 14879,73.5,,S
645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
303,0,3,"Johnson, Mr. William Cahoone Jr",male,19.0,0,0,LINE,0.0,,S
699,0,1,"Thayer, Mr. John Borland",male,49.0,1,1,17421,110.8833,C68,C
704,0,3,"Gallagher, Mr. Martin",male,25.0,0,0,36864,7.7417,,Q
639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41.0,0,5,3101295,39.6875,,S
99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34.0,0,1,231919,23.0,,S
74,0,3,"Chronopoulos, Mr. Apostolos",male,26.0,1,0,2680,14.4542,,C
157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16.0,0,0,35851,7.7333,,Q
475,0,3,"Strandberg, Miss. Ida Sofia",female,22.0,0,0,7553,9.8375,,S
240,0,2,"Hunt, Mr. George Henry",male,33.0,0,0,SCO/W 1585,12.275,,S
801,0,2,"Ponesell, Mr. Martin",male,34.0,0,0,250647,13.0,,S
829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
208,1,3,"Albimona, Mr. Nassef Cassem",male,26.0,0,0,2699,18.7875,,C
29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
616,1,2,"Herman, Miss. Alice",female,24.0,1,2,220845,65.0,,S
309,0,2,"Abelson, Mr. Samuel",male,30.0,1,0,P/PP 3381,24.0,,C
382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1.0,0,2,2653,15.7417,,C
703,0,3,"Barbara, Miss. Saiide",female,18.0,0,1,2691,14.4542,,C
623,1,3,"Nakid, Mr. Sahid",male,20.0,1,1,2653,15.7417,,C
26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38.0,1,5,347077,31.3875,,S
519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36.0,1,0,226875,26.0,,S
638,0,2,"Collyer, Mr. Harvey",male,31.0,1,1,C.A. 31921,26.25,,S
360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
101,0,3,"Petranec, Miss. Matilda",female,28.0,0,0,349245,7.8958,,S
165,0,3,"Panula, Master. Eino Viljami",male,1.0,4,1,3101295,39.6875,,S
591,0,3,"Rintamaki, Mr. Matti",male,35.0,0,0,STON/O 2. 3101273,7.125,,S
11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4.0,1,1,PP 9549,16.7,G6,S
217,1,3,"Honkanen, Miss. Eliina",female,27.0,0,0,STON/O2. 3101283,7.925,,S
734,0,2,"Berriman, Mr. William John",male,23.0,0,0,28425,13.0,,S
385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
854,1,1,"Lines, Miss. Mary Conover",female,16.0,0,1,PC 17592,39.4,D28,S
860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
448,1,1,"Seward, Mr. Frederic Kimber",male,34.0,0,0,113794,26.55,,S
214,0,2,"Givard, Mr. Hans Kristensen",male,30.0,0,0,250646,13.0,,S
652,1,2,"Doling, Miss. Elsie",female,18.0,0,1,231919,23.0,,S
192,0,2,"Carbines, Mr. William",male,19.0,0,0,28424,13.0,,S
57,1,2,"Rugg, Miss. Emily",female,21.0,0,0,C.A. 31026,10.5,,S
868,0,1,"Roebling, Mr. Washington Augustus II",male,31.0,0,0,PC 17590,50.4958,A24,S
531,1,2,"Quick, Miss. Phyllis May",female,2.0,1,1,26360,26.0,,S
248,1,2,"Hamalainen, Mrs. William (Anna)",female,24.0,0,2,250649,14.5,,S
260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50.0,0,1,230433,26.0,,S
354,0,3,"Arnold-Franchi, Mr. Josef",male,25.0,1,0,349237,17.8,,S
784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
853,0,3,"Boulos, Miss. Nourelain",female,9.0,1,1,2678,15.2458,,C
1 PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
2 206 0 3 Strom, Miss. Telma Matilda female 2.0 0 1 347054 10.4625 G6 S
3 45 1 3 Devaney, Miss. Margaret Delia female 19.0 0 0 330958 7.8792 Q
4 822 1 3 Lulic, Mr. Nikola male 27.0 0 0 315098 8.6625 S
5 459 1 2 Toomey, Miss. Ellen female 50.0 0 0 F.C.C. 13531 10.5 S
6 796 0 2 Otter, Mr. Richard male 39.0 0 0 28213 13.0 S
7 119 0 1 Baxter, Mr. Quigg Edmond male 24.0 0 1 PC 17558 247.5208 B58 B60 C
8 425 0 3 Rosblom, Mr. Viktor Richard male 18.0 1 1 370129 20.2125 S
9 679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.0 1 6 CA 2144 46.9 S
10 270 1 1 Bissette, Miss. Amelia female 35.0 0 0 PC 17760 135.6333 C99 S
11 230 0 3 Lefebre, Miss. Mathilde female 3 1 4133 25.4667 S
12 690 1 1 Madill, Miss. Georgette Alexandra female 15.0 0 1 24160 211.3375 B5 S
13 321 0 3 Dennis, Mr. Samuel male 22.0 0 0 A/5 21172 7.25 S
14 406 0 2 Gale, Mr. Shadrach male 34.0 1 0 28664 21.0 S
15 41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.0 1 0 7546 9.475 S
16 25 0 3 Palsson, Miss. Torborg Danira female 8.0 3 1 349909 21.075 S
17 554 1 3 Leeni, Mr. Fahim ("Philip Zenni") male 22.0 0 0 2620 7.225 C
18 413 1 1 Minahan, Miss. Daisy E female 33.0 1 0 19928 90.0 C78 Q
19 513 1 1 McGough, Mr. James Robert male 36.0 0 0 PC 17473 26.2875 E25 S
20 756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5 S
21 392 1 3 Jansson, Mr. Carl Olof male 21.0 0 0 350034 7.7958 S
22 602 0 3 Slabenoff, Mr. Petco male 0 0 349214 7.8958 S
23 326 1 1 Young, Miss. Marie Grice female 36.0 0 0 PC 17760 135.6333 C32 C
24 373 0 3 Beavan, Mr. William Thomas male 19.0 0 0 323951 8.05 S
25 377 1 3 Landergren, Miss. Aurora Adelia female 22.0 0 0 C 7077 7.25 S
26 201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.0 0 0 345770 9.5 S
27 512 0 3 Webber, Mr. James male 0 0 SOTON/OQ 3101316 8.05 S
28 601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.0 2 1 243847 27.0 S
29 631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.0 0 0 27042 30.0 A23 S
30 364 0 3 Asim, Mr. Adola male 35.0 0 0 SOTON/O.Q. 3101310 7.05 S
31 144 0 3 Burke, Mr. Jeremiah male 19.0 0 0 365222 6.75 Q
32 202 0 3 Sage, Mr. Frederick male 8 2 CA. 2343 69.55 S
33 134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.0 1 0 228414 26.0 S
34 431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.0 0 0 110564 26.55 C52 S
35 419 0 2 Matthews, Mr. William John male 30.0 0 0 28228 13.0 S
36 782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.0 1 0 17474 57.0 B20 S
37 705 0 3 Hansen, Mr. Henrik Juul male 26.0 1 0 350025 7.8542 S
38 536 1 2 Hart, Miss. Eva Miriam female 7.0 0 2 F.C.C. 13529 26.25 S
39 335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female 1 0 PC 17611 133.65 S
40 273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.0 0 1 250644 19.5 S
41 108 1 3 Moss, Mr. Albert Johan male 0 0 312991 7.775 S
42 403 0 3 Jussila, Miss. Mari Aina female 21.0 1 0 4137 9.825 S
43 307 1 1 Fleming, Miss. Margaret female 0 0 17421 110.8833 C
44 218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.0 1 0 243847 27.0 S
45 789 1 3 Dean, Master. Bertram Vere male 1.0 1 2 C.A. 2315 20.575 S
46 160 0 3 Sage, Master. Thomas Henry male 8 2 CA. 2343 69.55 S
47 20 1 3 Masselmani, Mrs. Fatima female 0 0 2649 7.225 C
48 174 0 3 Sivola, Mr. Antti Wilhelm male 21.0 0 0 STON/O 2. 3101280 7.925 S
49 311 1 1 Hays, Miss. Margaret Bechstein female 24.0 0 0 11767 83.1583 C54 C
50 595 0 2 Chapman, Mr. John Henry male 37.0 1 0 SC/AH 29037 26.0 S
51 592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.0 1 0 36947 78.2667 D20 C
52 164 0 3 Calic, Mr. Jovo male 17.0 0 0 315093 8.6625 S
53 563 0 2 Norman, Mr. Robert Douglas male 28.0 0 0 218629 13.5 S
54 172 0 3 Rice, Master. Arthur male 4.0 4 1 382652 29.125 Q
55 871 0 3 Balkic, Mr. Cerin male 26.0 0 0 349248 7.8958 S
56 176 0 3 Klasen, Mr. Klas Albin male 18.0 1 1 350404 7.8542 S
57 434 0 3 Kallio, Mr. Nikolai Erland male 17.0 0 0 STON/O 2. 3101274 7.125 S
58 462 0 3 Morley, Mr. William male 34.0 0 0 364506 8.05 S
59 49 0 3 Samaan, Mr. Youssef male 2 0 2662 21.6792 C
60 126 1 3 Nicola-Yarred, Master. Elias male 12.0 1 0 2651 11.2417 C
61 125 0 1 White, Mr. Percival Wayland male 54.0 0 1 35281 77.2875 D26 S
62 266 0 2 Reeves, Mr. David male 36.0 0 0 C.A. 17248 10.5 S
63 550 1 2 Davies, Master. John Morgan Jr male 8.0 1 1 C.A. 33112 36.75 S
64 589 0 3 Gilinski, Mr. Eliezer male 22.0 0 0 14973 8.05 S
65 779 0 3 Kilgannon, Mr. Thomas J male 0 0 36865 7.7375 Q
66 179 0 2 Hale, Mr. Reginald male 30.0 0 0 250653 13.0 S
67 107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.0 0 0 343120 7.65 S
68 624 0 3 Hansen, Mr. Henry Damsgaard male 21.0 0 0 350029 7.8542 S
69 115 0 3 Attalah, Miss. Malake female 17.0 0 0 2627 14.4583 C
70 42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.0 1 0 11668 21.0 S
71 664 0 3 Coleff, Mr. Peju male 36.0 0 0 349210 7.4958 S
72 661 1 1 Frauenthal, Dr. Henry William male 50.0 2 0 PC 17611 133.65 S
73 762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.0 0 0 SOTON/O2 3101272 7.125 S
74 580 1 3 Jussila, Mr. Eiriik male 32.0 0 0 STON/O 2. 3101286 7.925 S
75 265 0 3 Henry, Miss. Delia female 0 0 382649 7.75 Q
76 757 0 3 Carlsson, Mr. August Sigfrid male 28.0 0 0 350042 7.7958 S
77 666 0 2 Hickman, Mr. Lewis male 32.0 2 0 S.O.C. 14879 73.5 S
78 634 0 1 Parr, Mr. William Henry Marsh male 0 0 112052 0.0 S
79 532 0 3 Toufik, Mr. Nakli male 0 0 2641 7.2292 C
80 640 0 3 Thorneycroft, Mr. Percival male 1 0 376564 16.1 S
81 599 0 3 Boulos, Mr. Hanna male 0 0 2664 7.225 C
82 220 0 2 Harris, Mr. Walter male 30.0 0 0 W/C 14208 10.5 S
83 150 0 2 Byles, Rev. Thomas Roussel Davids male 42.0 0 0 244310 13.0 S
84 269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.0 0 1 PC 17582 153.4625 C125 S
85 670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female 1 0 19996 52.0 C126 S
86 578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.0 1 0 13507 55.9 E44 S
87 786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.0 0 0 374887 7.25 S
88 82 1 3 Sheerlinck, Mr. Jan Baptist male 29.0 0 0 345779 9.5 S
89 400 1 2 Trout, Mrs. William H (Jessie L) female 28.0 0 0 240929 12.65 S
90 135 0 2 Sobey, Mr. Samuel James Hayden male 25.0 0 0 C.A. 29178 13.0 S
91 223 0 3 Green, Mr. George Henry male 51.0 0 0 21440 8.05 S
92 693 1 3 Lam, Mr. Ali male 0 0 1601 56.4958 S
93 280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.0 1 1 C.A. 2673 20.25 S
94 102 0 3 Petroff, Mr. Pastcho ("Pentcho") male 0 0 349215 7.8958 S
95 288 0 3 Naidenoff, Mr. Penko male 22.0 0 0 349206 7.8958 S
96 711 1 1 Mayne, Mlle. Berthe Antonine ("Mrs de Villiers") female 24.0 0 0 PC 17482 49.5042 C90 C
97 256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.0 0 2 2650 15.2458 C
98 23 1 3 McGowan, Miss. Anna "Annie" female 15.0 0 0 330923 8.0292 Q
99 582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.0 1 1 17421 110.8833 C68 C
100 564 0 3 Simmons, Mr. John male 0 0 SOTON/OQ 392082 8.05 S
101 405 0 3 Oreskovic, Miss. Marija female 20.0 0 0 315096 8.6625 S
102 429 0 3 Flynn, Mr. James male 0 0 364851 7.75 Q
103 848 0 3 Markoff, Mr. Marin male 35.0 0 0 349213 7.8958 C
104 726 0 3 Oreskovic, Mr. Luka male 20.0 0 0 315094 8.6625 S
105 721 1 2 Harper, Miss. Annie Jessie "Nina" female 6.0 0 1 248727 33.0 S
106 637 0 3 Leinonen, Mr. Antti Gustaf male 32.0 0 0 STON/O 2. 3101292 7.925 S
107 863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.0 0 0 17466 25.9292 D17 S
108 615 0 3 Brocklebank, Mr. William Alfred male 35.0 0 0 364512 8.05 S
109 199 1 3 Madigan, Miss. Margaret "Maggie" female 0 0 370370 7.75 Q
110 787 1 3 Sjoblom, Miss. Anna Sofia female 18.0 0 0 3101265 7.4958 S
111 156 0 1 Williams, Mr. Charles Duane male 51.0 0 1 PC 17597 61.3792 C
112 190 0 3 Turcin, Mr. Stjepan male 36.0 0 0 349247 7.8958 S
113 556 0 1 Wright, Mr. George male 62.0 0 0 113807 26.55 S
114 890 1 1 Behr, Mr. Karl Howell male 26.0 0 0 111369 30.0 C148 C
115 827 0 3 Lam, Mr. Len male 0 0 1601 56.4958 S
116 534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female 0 2 2668 22.3583 C
117 834 0 3 Augustsson, Mr. Albert male 23.0 0 0 347468 7.8542 S
118 279 0 3 Rice, Master. Eric male 7.0 4 1 382652 29.125 Q
119 189 0 3 Bourke, Mr. John male 40.0 1 1 364849 15.5 Q
120 561 0 3 Morrow, Mr. Thomas Rowan male 0 0 372622 7.75 Q
121 375 0 3 Palsson, Miss. Stina Viola female 3.0 3 1 349909 21.075 S
122 322 0 3 Danoff, Mr. Yoto male 27.0 0 0 349219 7.8958 S
123 158 0 3 Corn, Mr. Harry male 30.0 0 0 SOTON/OQ 392090 8.05 S
124 524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.0 0 1 111361 57.9792 B18 C
125 175 0 1 Smith, Mr. James Clinch male 56.0 0 0 17764 30.6958 A7 C
126 117 0 3 Connors, Mr. Patrick male 70.5 0 0 370369 7.75 Q
127 810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.0 1 0 113806 53.1 E8 S
128 472 0 3 Cacic, Mr. Luka male 38.0 0 0 315089 8.6625 S
129 228 0 3 Lovell, Mr. John Hall ("Henry") male 20.5 0 0 A/5 21173 7.25 S
130 330 1 1 Hippach, Miss. Jean Gertrude female 16.0 0 1 111361 57.9792 B18 C
131 147 1 3 Andersson, Mr. August Edvard ("Wennerstrom") male 27.0 0 0 350043 7.7958 S
132 98 1 1 Greenfield, Mr. William Bertram male 23.0 0 1 PC 17759 63.3583 D10 D12 C
133 493 0 1 Molson, Mr. Harry Markland male 55.0 0 0 113787 30.5 C30 S
134 73 0 2 Hood, Mr. Ambrose Jr male 21.0 0 0 S.O.C. 14879 73.5 S
135 645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C
136 303 0 3 Johnson, Mr. William Cahoone Jr male 19.0 0 0 LINE 0.0 S
137 699 0 1 Thayer, Mr. John Borland male 49.0 1 1 17421 110.8833 C68 C
138 704 0 3 Gallagher, Mr. Martin male 25.0 0 0 36864 7.7417 Q
139 639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.0 0 5 3101295 39.6875 S
140 99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.0 0 1 231919 23.0 S
141 74 0 3 Chronopoulos, Mr. Apostolos male 26.0 1 0 2680 14.4542 C
142 157 1 3 Gilnagh, Miss. Katherine "Katie" female 16.0 0 0 35851 7.7333 Q
143 475 0 3 Strandberg, Miss. Ida Sofia female 22.0 0 0 7553 9.8375 S
144 240 0 2 Hunt, Mr. George Henry male 33.0 0 0 SCO/W 1585 12.275 S
145 801 0 2 Ponesell, Mr. Martin male 34.0 0 0 250647 13.0 S
146 829 1 3 McCormack, Mr. Thomas Joseph male 0 0 367228 7.75 Q
147 208 1 3 Albimona, Mr. Nassef Cassem male 26.0 0 0 2699 18.7875 C
148 29 1 3 O'Dwyer, Miss. Ellen "Nellie" female 0 0 330959 7.8792 Q
149 616 1 2 Herman, Miss. Alice female 24.0 1 2 220845 65.0 S
150 309 0 2 Abelson, Mr. Samuel male 30.0 1 0 P/PP 3381 24.0 C
151 382 1 3 Nakid, Miss. Maria ("Mary") female 1.0 0 2 2653 15.7417 C
152 703 0 3 Barbara, Miss. Saiide female 18.0 0 1 2691 14.4542 C
153 623 1 3 Nakid, Mr. Sahid male 20.0 1 1 2653 15.7417 C
154 26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.0 1 5 347077 31.3875 S
155 519 1 2 Angle, Mrs. William A (Florence "Mary" Agnes Hughes) female 36.0 1 0 226875 26.0 S
156 638 0 2 Collyer, Mr. Harvey male 31.0 1 1 C.A. 31921 26.25 S
157 360 1 3 Mockler, Miss. Helen Mary "Ellie" female 0 0 330980 7.8792 Q
158 736 0 3 Williams, Mr. Leslie male 28.5 0 0 54636 16.1 S
159 101 0 3 Petranec, Miss. Matilda female 28.0 0 0 349245 7.8958 S
160 165 0 3 Panula, Master. Eino Viljami male 1.0 4 1 3101295 39.6875 S
161 591 0 3 Rintamaki, Mr. Matti male 35.0 0 0 STON/O 2. 3101273 7.125 S
162 11 1 3 Sandstrom, Miss. Marguerite Rut female 4.0 1 1 PP 9549 16.7 G6 S
163 217 1 3 Honkanen, Miss. Eliina female 27.0 0 0 STON/O2. 3101283 7.925 S
164 734 0 2 Berriman, Mr. William John male 23.0 0 0 28425 13.0 S
165 385 0 3 Plotcharsky, Mr. Vasil male 0 0 349227 7.8958 S
166 854 1 1 Lines, Miss. Mary Conover female 16.0 0 1 PC 17592 39.4 D28 S
167 860 0 3 Razi, Mr. Raihed male 0 0 2629 7.2292 C
168 359 1 3 McGovern, Miss. Mary female 0 0 330931 7.8792 Q
169 448 1 1 Seward, Mr. Frederic Kimber male 34.0 0 0 113794 26.55 S
170 214 0 2 Givard, Mr. Hans Kristensen male 30.0 0 0 250646 13.0 S
171 652 1 2 Doling, Miss. Elsie female 18.0 0 1 231919 23.0 S
172 192 0 2 Carbines, Mr. William male 19.0 0 0 28424 13.0 S
173 57 1 2 Rugg, Miss. Emily female 21.0 0 0 C.A. 31026 10.5 S
174 868 0 1 Roebling, Mr. Washington Augustus II male 31.0 0 0 PC 17590 50.4958 A24 S
175 531 1 2 Quick, Miss. Phyllis May female 2.0 1 1 26360 26.0 S
176 248 1 2 Hamalainen, Mrs. William (Anna) female 24.0 0 2 250649 14.5 S
177 260 1 2 Parrish, Mrs. (Lutie Davis) female 50.0 0 1 230433 26.0 S
178 354 0 3 Arnold-Franchi, Mr. Josef male 25.0 1 0 349237 17.8 S
179 784 0 3 Johnston, Mr. Andrew G male 1 2 W./C. 6607 23.45 S
180 853 0 3 Boulos, Miss. Nourelain female 9.0 1 1 2678 15.2458 C

713
tests/data/ml_datasets/titanic/split_train.csv Normal file
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@ -0,0 +1,713 @@
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21.0,0,0,312992,7.775,,S
481,0,3,"Goodwin, Master. Harold Victor",male,9.0,5,2,CA 2144,46.9,,S
511,1,3,"Daly, Mr. Eugene Patrick",male,29.0,0,0,382651,7.75,,Q
610,1,1,"Shutes, Miss. Elizabeth W",female,40.0,0,0,PC 17582,153.4625,C125,S
548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
494,0,1,"Artagaveytia, Mr. Ramon",male,71.0,0,0,PC 17609,49.5042,,C
393,0,3,"Gustafsson, Mr. Johan Birger",male,28.0,2,0,3101277,7.925,,S
824,1,3,"Moor, Mrs. (Beila)",female,27.0,0,1,392096,12.475,E121,S
577,1,2,"Garside, Miss. Ethel",female,34.0,0,0,243880,13.0,,S
773,0,2,"Mack, Mrs. (Mary)",female,57.0,0,0,S.O./P.P. 3,10.5,E77,S
745,1,3,"Stranden, Mr. Juho",male,31.0,0,0,STON/O 2. 3101288,7.925,,S
328,1,2,"Ball, Mrs. (Ada E Hall)",female,36.0,0,0,28551,13.0,D,S
460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
222,0,2,"Bracken, Mr. James H",male,27.0,0,0,220367,13.0,,S
851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4.0,4,2,347082,31.275,,S
558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
449,1,3,"Baclini, Miss. Marie Catherine",female,5.0,2,1,2666,19.2583,,C
371,1,1,"Harder, Mr. George Achilles",male,25.0,1,0,11765,55.4417,E50,C
196,1,1,"Lurette, Miss. Elise",female,58.0,0,0,PC 17569,146.5208,B80,C
761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65.0,0,1,113509,61.9792,B30,C
573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36.0,0,0,PC 17474,26.3875,E25,S
379,0,3,"Betros, Mr. Tannous",male,20.0,0,0,2648,4.0125,,C
198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42.0,0,1,4579,8.4042,,S
396,0,3,"Johansson, Mr. Erik",male,22.0,0,0,350052,7.7958,,S
111,0,1,"Porter, Mr. Walter Chamberlain",male,47.0,0,0,110465,52.0,C110,S
138,0,1,"Futrelle, Mr. Jacques Heath",male,37.0,1,0,113803,53.1,C123,S
312,1,1,"Ryerson, Miss. Emily Borie",female,18.0,2,2,PC 17608,262.375,B57 B59 B63 B66,C
391,1,1,"Carter, Mr. William Ernest",male,36.0,1,2,113760,120.0,B96 B98,S
24,1,1,"Sloper, Mr. William Thompson",male,28.0,0,0,113788,35.5,A6,S
818,0,2,"Mallet, Mr. Albert",male,31.0,1,1,S.C./PARIS 2079,37.0042,,C
110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
104,0,3,"Johansson, Mr. Gustaf Joel",male,33.0,0,0,7540,8.6542,,S
875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28.0,1,0,P/PP 3381,24.0,,C
62,1,1,"Icard, Miss. Amelie",female,38.0,0,0,113572,80.0,B28,
154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
289,1,2,"Hosono, Mr. Masabumi",male,42.0,0,0,237798,13.0,,S
245,0,3,"Attalah, Mr. Sleiman",male,30.0,0,0,2694,7.225,,C
681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
797,1,1,"Leader, Dr. Alice (Farnham)",female,49.0,0,0,17465,25.9292,D17,S
226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22.0,0,0,PP 4348,9.35,,S
857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45.0,1,1,36928,164.8667,,S
621,0,3,"Yasbeck, Mr. Antoni",male,27.0,1,0,2659,14.4542,,C
451,0,2,"West, Mr. Edwy Arthur",male,36.0,1,2,C.A. 34651,27.75,,S
424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28.0,1,1,347080,14.4,,S
450,1,1,"Peuchen, Major. Arthur Godfrey",male,52.0,0,0,113786,30.5,C104,S
161,0,3,"Cribb, Mr. John Hatfield",male,44.0,0,1,371362,16.1,,S
743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21.0,2,2,PC 17608,262.375,B57 B59 B63 B66,C
651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
250,0,2,"Carter, Rev. Ernest Courtenay",male,54.0,1,0,244252,26.0,,S
540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22.0,0,2,13568,49.5,B39,C
414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0.0,,S
207,0,3,"Backstrom, Mr. Karl Alfred",male,32.0,1,0,3101278,15.85,,S
828,1,2,"Mallet, Master. Andre",male,1.0,0,2,S.C./PARIS 2079,37.0042,,C
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488,0,1,"Kent, Mr. Edward Austin",male,58.0,0,0,11771,29.7,B37,C
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799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30.0,0,0,2685,7.2292,,C
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383,0,3,"Tikkanen, Mr. Juho",male,32.0,0,0,STON/O 2. 3101293,7.925,,S
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579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29.0,1,0,2926,26.0,,S
867,1,2,"Duran y More, Miss. Asuncion",female,27.0,1,0,SC/PARIS 2149,13.8583,,C
351,0,3,"Odahl, Mr. Nils Martin",male,23.0,0,0,7267,9.225,,S
80,1,3,"Dowdell, Miss. Elizabeth",female,30.0,0,0,364516,12.475,,S
856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18.0,0,1,392091,9.35,,S
872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47.0,1,1,11751,52.5542,D35,S
836,1,1,"Compton, Miss. Sara Rebecca",female,39.0,1,1,PC 17756,83.1583,E49,C
793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
521,1,1,"Perreault, Miss. Anne",female,30.0,0,0,12749,93.5,B73,S
1 PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
2 409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.0 0 0 312992 7.775 S
3 481 0 3 Goodwin, Master. Harold Victor male 9.0 5 2 CA 2144 46.9 S
4 511 1 3 Daly, Mr. Eugene Patrick male 29.0 0 0 382651 7.75 Q
5 610 1 1 Shutes, Miss. Elizabeth W female 40.0 0 0 PC 17582 153.4625 C125 S
6 548 1 2 Padro y Manent, Mr. Julian male 0 0 SC/PARIS 2146 13.8625 C
7 710 1 3 Moubarek, Master. Halim Gonios ("William George") male 1 1 2661 15.2458 C
8 153 0 3 Meo, Mr. Alfonzo male 55.5 0 0 A.5. 11206 8.05 S
9 494 0 1 Artagaveytia, Mr. Ramon male 71.0 0 0 PC 17609 49.5042 C
10 393 0 3 Gustafsson, Mr. Johan Birger male 28.0 2 0 3101277 7.925 S
11 824 1 3 Moor, Mrs. (Beila) female 27.0 0 1 392096 12.475 E121 S
12 577 1 2 Garside, Miss. Ethel female 34.0 0 0 243880 13.0 S
13 773 0 2 Mack, Mrs. (Mary) female 57.0 0 0 S.O./P.P. 3 10.5 E77 S
14 745 1 3 Stranden, Mr. Juho male 31.0 0 0 STON/O 2. 3101288 7.925 S
15 328 1 2 Ball, Mrs. (Ada E Hall) female 36.0 0 0 28551 13.0 D S
16 460 0 3 O'Connor, Mr. Maurice male 0 0 371060 7.75 Q
17 222 0 2 Bracken, Mr. James H male 27.0 0 0 220367 13.0 S
18 851 0 3 Andersson, Master. Sigvard Harald Elias male 4.0 4 2 347082 31.275 S
19 558 0 1 Robbins, Mr. Victor male 0 0 PC 17757 227.525 C
20 47 0 3 Lennon, Mr. Denis male 1 0 370371 15.5 Q
21 449 1 3 Baclini, Miss. Marie Catherine female 5.0 2 1 2666 19.2583 C
22 371 1 1 Harder, Mr. George Achilles male 25.0 1 0 11765 55.4417 E50 C
23 196 1 1 Lurette, Miss. Elise female 58.0 0 0 PC 17569 146.5208 B80 C
24 761 0 3 Garfirth, Mr. John male 0 0 358585 14.5 S
25 55 0 1 Ostby, Mr. Engelhart Cornelius male 65.0 0 1 113509 61.9792 B30 C
26 573 1 1 Flynn, Mr. John Irwin ("Irving") male 36.0 0 0 PC 17474 26.3875 E25 S
27 379 0 3 Betros, Mr. Tannous male 20.0 0 0 2648 4.0125 C
28 198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.0 0 1 4579 8.4042 S
29 396 0 3 Johansson, Mr. Erik male 22.0 0 0 350052 7.7958 S
30 111 0 1 Porter, Mr. Walter Chamberlain male 47.0 0 0 110465 52.0 C110 S
31 138 0 1 Futrelle, Mr. Jacques Heath male 37.0 1 0 113803 53.1 C123 S
32 312 1 1 Ryerson, Miss. Emily Borie female 18.0 2 2 PC 17608 262.375 B57 B59 B63 B66 C
33 391 1 1 Carter, Mr. William Ernest male 36.0 1 2 113760 120.0 B96 B98 S
34 24 1 1 Sloper, Mr. William Thompson male 28.0 0 0 113788 35.5 A6 S
35 818 0 2 Mallet, Mr. Albert male 31.0 1 1 S.C./PARIS 2079 37.0042 C
36 110 1 3 Moran, Miss. Bertha female 1 0 371110 24.15 Q
37 302 1 3 McCoy, Mr. Bernard male 2 0 367226 23.25 Q
38 104 0 3 Johansson, Mr. Gustaf Joel male 33.0 0 0 7540 8.6542 S
39 875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.0 1 0 P/PP 3381 24.0 C
40 62 1 1 Icard, Miss. Amelie female 38.0 0 0 113572 80.0 B28
41 154 0 3 van Billiard, Mr. Austin Blyler male 40.5 0 2 A/5. 851 14.5 S
42 289 1 2 Hosono, Mr. Masabumi male 42.0 0 0 237798 13.0 S
43 245 0 3 Attalah, Mr. Sleiman male 30.0 0 0 2694 7.225 C
44 681 0 3 Peters, Miss. Katie female 0 0 330935 8.1375 Q
45 797 1 1 Leader, Dr. Alice (Farnham) female 49.0 0 0 17465 25.9292 D17 S
46 226 0 3 Berglund, Mr. Karl Ivar Sven male 22.0 0 0 PP 4348 9.35 S
47 857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.0 1 1 36928 164.8667 S
48 621 0 3 Yasbeck, Mr. Antoni male 27.0 1 0 2659 14.4542 C
49 451 0 2 West, Mr. Edwy Arthur male 36.0 1 2 C.A. 34651 27.75 S
50 424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.0 1 1 347080 14.4 S
51 450 1 1 Peuchen, Major. Arthur Godfrey male 52.0 0 0 113786 30.5 C104 S
52 161 0 3 Cribb, Mr. John Hatfield male 44.0 0 1 371362 16.1 S
53 743 1 1 Ryerson, Miss. Susan Parker "Suzette" female 21.0 2 2 PC 17608 262.375 B57 B59 B63 B66 C
54 651 0 3 Mitkoff, Mr. Mito male 0 0 349221 7.8958 S
55 250 0 2 Carter, Rev. Ernest Courtenay male 54.0 1 0 244252 26.0 S
56 540 1 1 Frolicher, Miss. Hedwig Margaritha female 22.0 0 2 13568 49.5 B39 C
57 414 0 2 Cunningham, Mr. Alfred Fleming male 0 0 239853 0.0 S
58 207 0 3 Backstrom, Mr. Karl Alfred male 32.0 1 0 3101278 15.85 S
59 828 1 2 Mallet, Master. Andre male 1.0 0 2 S.C./PARIS 2079 37.0042 C
60 484 1 3 Turkula, Mrs. (Hedwig) female 63.0 0 0 4134 9.5875 S
61 607 0 3 Karaic, Mr. Milan male 30.0 0 0 349246 7.8958 S
62 185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.0 0 2 315153 22.025 S
63 683 0 3 Olsvigen, Mr. Thor Anderson male 20.0 0 0 6563 9.225 S
64 794 0 1 Hoyt, Mr. William Fisher male 0 0 PC 17600 30.6958 C
65 13 0 3 Saundercock, Mr. William Henry male 20.0 0 0 A/5. 2151 8.05 S
66 118 0 2 Turpin, Mr. William John Robert male 29.0 1 0 11668 21.0 S
67 483 0 3 Rouse, Mr. Richard Henry male 50.0 0 0 A/5 3594 8.05 S
68 421 0 3 Gheorgheff, Mr. Stanio male 0 0 349254 7.8958 C
69 543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.0 4 2 347082 31.275 S
70 884 0 2 Banfield, Mr. Frederick James male 28.0 0 0 C.A./SOTON 34068 10.5 S
71 877 0 3 Gustafsson, Mr. Alfred Ossian male 20.0 0 0 7534 9.8458 S
72 109 0 3 Rekic, Mr. Tido male 38.0 0 0 349249 7.8958 S
73 603 0 1 Harrington, Mr. Charles H male 0 0 113796 42.4 S
74 575 0 3 Rush, Mr. Alfred George John male 16.0 0 0 A/4. 20589 8.05 S
75 253 0 1 Stead, Mr. William Thomas male 62.0 0 0 113514 26.55 C87 S
76 712 0 1 Klaber, Mr. Herman male 0 0 113028 26.55 C124 S
77 397 0 3 Olsson, Miss. Elina female 31.0 0 0 350407 7.8542 S
78 194 1 2 Navratil, Master. Michel M male 3.0 1 1 230080 26.0 F2 S
79 567 0 3 Stoytcheff, Mr. Ilia male 19.0 0 0 349205 7.8958 S
80 204 0 3 Youseff, Mr. Gerious male 45.5 0 0 2628 7.225 C
81 491 0 3 Hagland, Mr. Konrad Mathias Reiersen male 1 0 65304 19.9667 S
82 815 0 3 Tomlin, Mr. Ernest Portage male 30.5 0 0 364499 8.05 S
83 219 1 1 Bazzani, Miss. Albina female 32.0 0 0 11813 76.2917 D15 C
84 446 1 1 Dodge, Master. Washington male 4.0 0 2 33638 81.8583 A34 S
85 490 1 3 Coutts, Master. Eden Leslie "Neville" male 9.0 1 1 C.A. 37671 15.9 S
86 112 0 3 Zabour, Miss. Hileni female 14.5 1 0 2665 14.4542 C
87 731 1 1 Allen, Miss. Elisabeth Walton female 29.0 0 0 24160 211.3375 B5 S
88 106 0 3 Mionoff, Mr. Stoytcho male 28.0 0 0 349207 7.8958 S
89 480 1 3 Hirvonen, Miss. Hildur E female 2.0 0 1 3101298 12.2875 S
90 278 0 2 Parkes, Mr. Francis "Frank" male 0 0 239853 0.0 S
91 70 0 3 Kink, Mr. Vincenz male 26.0 2 0 315151 8.6625 S
92 86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.0 3 0 3101278 15.85 S
93 795 0 3 Dantcheff, Mr. Ristiu male 25.0 0 0 349203 7.8958 S
94 162 1 2 Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne) female 40.0 0 0 C.A. 33595 15.75 S
95 816 0 1 Fry, Mr. Richard male 0 0 112058 0.0 B102 S
96 517 1 2 Lemore, Mrs. (Amelia Milley) female 34.0 0 0 C.A. 34260 10.5 F33 S
97 300 1 1 Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.0 0 1 PC 17558 247.5208 B58 B60 C
98 455 0 3 Peduzzi, Mr. Joseph male 0 0 A/5 2817 8.05 S
99 60 0 3 Goodwin, Master. William Frederick male 11.0 5 2 CA 2144 46.9 S
100 880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.0 0 1 11767 83.1583 C50 C
101 43 0 3 Kraeff, Mr. Theodor male 0 0 349253 7.8958 C
102 500 0 3 Svensson, Mr. Olof male 24.0 0 0 350035 7.7958 S
103 236 0 3 Harknett, Miss. Alice Phoebe female 0 0 W./C. 6609 7.55 S
104 255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.0 0 2 370129 20.2125 S
105 346 1 2 Brown, Miss. Amelia "Mildred" female 24.0 0 0 248733 13.0 F33 S
106 105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.0 2 0 3101276 7.925 S
107 316 1 3 Nilsson, Miss. Helmina Josefina female 26.0 0 0 347470 7.8542 S
108 873 0 1 Carlsson, Mr. Frans Olof male 33.0 0 0 695 5.0 B51 B53 B55 S
109 4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 0 113803 53.1 C123 S
110 805 1 3 Hedman, Mr. Oskar Arvid male 27.0 0 0 347089 6.975 S
111 225 1 1 Hoyt, Mr. Frederick Maxfield male 38.0 1 0 19943 90.0 C93 S
112 772 0 3 Jensen, Mr. Niels Peder male 48.0 0 0 350047 7.8542 S
113 539 0 3 Risien, Mr. Samuel Beard male 0 0 364498 14.5 S
114 249 1 1 Beckwith, Mr. Richard Leonard male 37.0 1 1 11751 52.5542 D35 S
115 32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female 1 0 PC 17569 146.5208 B78 C
116 268 1 3 Persson, Mr. Ernst Ulrik male 25.0 1 0 347083 7.775 S
117 544 1 2 Beane, Mr. Edward male 32.0 1 0 2908 26.0 S
118 685 0 2 Brown, Mr. Thomas William Solomon male 60.0 1 1 29750 39.0 S
119 608 1 1 Daniel, Mr. Robert Williams male 27.0 0 0 113804 30.5 S
120 749 0 1 Marvin, Mr. Daniel Warner male 19.0 1 0 113773 53.1 D30 S
121 234 1 3 Asplund, Miss. Lillian Gertrud female 5.0 4 2 347077 31.3875 S
122 641 0 3 Jensen, Mr. Hans Peder male 20.0 0 0 350050 7.8542 S
123 707 1 2 Kelly, Mrs. Florence "Fannie" female 45.0 0 0 223596 13.5 S
124 611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.0 1 5 347082 31.275 S
125 647 0 3 Cor, Mr. Liudevit male 19.0 0 0 349231 7.8958 S
126 148 0 3 Ford, Miss. Robina Maggie "Ruby" female 9.0 2 2 W./C. 6608 34.375 S
127 574 1 3 Kelly, Miss. Mary female 0 0 14312 7.75 Q
128 809 0 2 Meyer, Mr. August male 39.0 0 0 248723 13.0 S
129 535 0 3 Cacic, Miss. Marija female 30.0 0 0 315084 8.6625 S
130 588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60.0 1 1 13567 79.2 B41 C
131 331 1 3 McCoy, Miss. Agnes female 2 0 367226 23.25 Q
132 569 0 3 Doharr, Mr. Tannous male 0 0 2686 7.2292 C
133 725 1 1 Chambers, Mr. Norman Campbell male 27.0 1 0 113806 53.1 E8 S
134 100 0 2 Kantor, Mr. Sinai male 34.0 1 0 244367 26.0 S
135 708 1 1 Calderhead, Mr. Edward Pennington male 42.0 0 0 PC 17476 26.2875 E24 S
136 277 0 3 Lindblom, Miss. Augusta Charlotta female 45.0 0 0 347073 7.75 S
137 418 1 2 Silven, Miss. Lyyli Karoliina female 18.0 0 2 250652 13.0 S
138 463 0 1 Gee, Mr. Arthur H male 47.0 0 0 111320 38.5 E63 S
139 665 1 3 Lindqvist, Mr. Eino William male 20.0 1 0 STON/O 2. 3101285 7.925 S
140 718 1 2 Troutt, Miss. Edwina Celia "Winnie" female 27.0 0 0 34218 10.5 E101 S
141 850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female 1 0 17453 89.1042 C92 C
142 516 0 1 Walker, Mr. William Anderson male 47.0 0 0 36967 34.0208 D46 S
143 633 1 1 Stahelin-Maeglin, Dr. Max male 32.0 0 0 13214 30.5 B50 C
144 538 1 1 LeRoy, Miss. Bertha female 30.0 0 0 PC 17761 106.425 C
145 151 0 2 Bateman, Rev. Robert James male 51.0 0 0 S.O.P. 1166 12.525 S
146 79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0 S
147 10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.0 1 0 237736 30.0708 C
148 143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.0 1 0 STON/O2. 3101279 15.85 S
149 76 0 3 Moen, Mr. Sigurd Hansen male 25.0 0 0 348123 7.65 F G73 S
150 254 0 3 Lobb, Mr. William Arthur male 30.0 1 0 A/5. 3336 16.1 S
151 30 0 3 Todoroff, Mr. Lalio male 0 0 349216 7.8958 S
152 170 0 3 Ling, Mr. Lee male 28.0 0 0 1601 56.4958 S
153 747 0 3 Abbott, Mr. Rossmore Edward male 16.0 1 1 C.A. 2673 20.25 S
154 212 1 2 Cameron, Miss. Clear Annie female 35.0 0 0 F.C.C. 13528 21.0 S
155 636 1 2 Davis, Miss. Mary female 28.0 0 0 237668 13.0 S
156 689 0 3 Fischer, Mr. Eberhard Thelander male 18.0 0 0 350036 7.7958 S
157 600 1 1 Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan") male 49.0 1 0 PC 17485 56.9292 A20 C
158 423 0 3 Zimmerman, Mr. Leo male 29.0 0 0 315082 7.875 S
159 59 1 2 West, Miss. Constance Mirium female 5.0 1 2 C.A. 34651 27.75 S
160 504 0 3 Laitinen, Miss. Kristina Sofia female 37.0 0 0 4135 9.5875 S
161 352 0 1 Williams-Lambert, Mr. Fletcher Fellows male 0 0 113510 35.0 C128 S
162 542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.0 4 2 347082 31.275 S
163 89 1 1 Fortune, Miss. Mabel Helen female 23.0 3 2 19950 263.0 C23 C25 C27 S
164 433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.0 1 0 SC/AH 3085 26.0 S
165 566 0 3 Davies, Mr. Alfred J male 24.0 2 0 A/4 48871 24.15 S
166 502 0 3 Canavan, Miss. Mary female 21.0 0 0 364846 7.75 Q
167 128 1 3 Madsen, Mr. Fridtjof Arne male 24.0 0 0 C 17369 7.1417 S
168 688 0 3 Dakic, Mr. Branko male 19.0 0 0 349228 10.1708 S
169 329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.0 1 1 363291 20.525 S
170 845 0 3 Culumovic, Mr. Jeso male 17.0 0 0 315090 8.6625 S
171 886 0 3 Rice, Mrs. William (Margaret Norton) female 39.0 0 5 382652 29.125 Q
172 581 1 2 Christy, Miss. Julie Rachel female 25.0 1 1 237789 30.0 S
173 568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.0 0 4 349909 21.075 S
174 152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.0 1 0 113776 66.6 C2 S
175 342 1 1 Fortune, Miss. Alice Elizabeth female 24.0 3 2 19950 263.0 C23 C25 C27 S
176 272 1 3 Tornquist, Mr. William Henry male 25.0 0 0 LINE 0.0 S
177 737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.0 1 3 W./C. 6608 34.375 S
178 700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.0 0 0 348121 7.65 F G63 S
179 291 1 1 Barber, Miss. Ellen "Nellie" female 26.0 0 0 19877 78.85 S
180 141 0 3 Boulos, Mrs. Joseph (Sultana) female 0 2 2678 15.2458 C
181 261 0 3 Smith, Mr. Thomas male 0 0 384461 7.75 Q
182 163 0 3 Bengtsson, Mr. John Viktor male 26.0 0 0 347068 7.775 S
183 232 0 3 Larsson, Mr. Bengt Edvin male 29.0 0 0 347067 7.775 S
184 802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.0 1 1 C.A. 31921 26.25 S
185 844 0 3 Lemberopolous, Mr. Peter L male 34.5 0 0 2683 6.4375 C
186 691 1 1 Dick, Mr. Albert Adrian male 31.0 1 0 17474 57.0 B20 S
187 649 0 3 Willey, Mr. Edward male 0 0 S.O./P.P. 751 7.55 S
188 137 1 1 Newsom, Miss. Helen Monypeny female 19.0 0 2 11752 26.2833 D47 S
189 570 1 3 Jonsson, Mr. Carl male 32.0 0 0 350417 7.8542 S
190 862 0 2 Giles, Mr. Frederick Edward male 21.0 1 0 28134 11.5 S
191 445 1 3 Johannesen-Bratthammer, Mr. Bernt male 0 0 65306 8.1125 S
192 697 0 3 Kelly, Mr. James male 44.0 0 0 363592 8.05 S
193 674 1 2 Wilhelms, Mr. Charles male 31.0 0 0 244270 13.0 S
194 748 1 2 Sinkkonen, Miss. Anna female 30.0 0 0 250648 13.0 S
195 367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.0 1 0 110813 75.25 D37 C
196 626 0 1 Sutton, Mr. Frederick male 61.0 0 0 36963 32.3208 D50 S
197 741 1 1 Hawksford, Mr. Walter James male 0 0 16988 30.0 D45 S
198 821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.0 1 1 12749 93.5 B69 S
199 282 0 3 Olsson, Mr. Nils Johan Goransson male 28.0 0 0 347464 7.8542 S
200 546 0 1 Nicholson, Mr. Arthur Ernest male 64.0 0 0 693 26.0 S
201 237 0 2 Hold, Mr. Stephen male 44.0 1 0 26707 26.0 S
202 16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.0 0 0 248706 16.0 S
203 565 0 3 Meanwell, Miss. (Marion Ogden) female 0 0 SOTON/O.Q. 392087 8.05 S
204 798 1 3 Osman, Mrs. Mara female 31.0 0 0 349244 8.6833 S
205 740 0 3 Nankoff, Mr. Minko male 0 0 349218 7.8958 S
206 549 0 3 Goldsmith, Mr. Frank John male 33.0 1 1 363291 20.525 S
207 663 0 1 Colley, Mr. Edward Pomeroy male 47.0 0 0 5727 25.5875 E58 S
208 482 0 2 Frost, Mr. Anthony Wood "Archie" male 0 0 239854 0.0 S
209 113 0 3 Barton, Mr. David John male 22.0 0 0 324669 8.05 S
210 458 1 1 Kenyon, Mrs. Frederick R (Marion) female 1 0 17464 51.8625 D21 S
211 842 0 2 Mudd, Mr. Thomas Charles male 16.0 0 0 S.O./P.P. 3 10.5 S
212 518 0 3 Ryan, Mr. Patrick male 0 0 371110 24.15 Q
213 553 0 3 O'Brien, Mr. Timothy male 0 0 330979 7.8292 Q
214 388 1 2 Buss, Miss. Kate female 36.0 0 0 27849 13.0 S
215 514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.0 1 0 PC 17603 59.4 C
216 560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.0 1 0 345572 17.4 S
217 701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.0 1 0 PC 17757 227.525 C62 C64 C
218 241 0 3 Zabour, Miss. Thamine female 1 0 2665 14.4542 C
219 428 1 2 Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall") female 19.0 0 0 250655 26.0 S
220 593 0 3 Elsbury, Mr. William James male 47.0 0 0 A/5 3902 7.25 S
221 116 0 3 Pekoniemi, Mr. Edvard male 21.0 0 0 STON/O 2. 3101294 7.925 S
222 686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.0 1 2 SC/Paris 2123 41.5792 C
223 155 0 3 Olsen, Mr. Ole Martin male 0 0 Fa 265302 7.3125 S
224 308 1 1 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.0 1 0 PC 17758 108.9 C65 C
225 765 0 3 Eklund, Mr. Hans Linus male 16.0 0 0 347074 7.775 S
226 597 1 2 Leitch, Miss. Jessie Wills female 0 0 248727 33.0 S
227 242 1 3 Murphy, Miss. Katherine "Kate" female 1 0 367230 15.5 Q
228 823 0 1 Reuchlin, Jonkheer. John George male 38.0 0 0 19972 0.0 S
229 380 0 3 Gustafsson, Mr. Karl Gideon male 19.0 0 0 347069 7.775 S
230 336 0 3 Denkoff, Mr. Mitto male 0 0 349225 7.8958 S
231 488 0 1 Kent, Mr. Edward Austin male 58.0 0 0 11771 29.7 B37 C
232 672 0 1 Davidson, Mr. Thornton male 31.0 1 0 F.C. 12750 52.0 B71 S
233 791 0 3 Keane, Mr. Andrew "Andy" male 0 0 12460 7.75 Q
234 340 0 1 Blackwell, Mr. Stephen Weart male 45.0 0 0 113784 35.5 T S
235 879 0 3 Laleff, Mr. Kristo male 0 0 349217 7.8958 S
236 464 0 2 Milling, Mr. Jacob Christian male 48.0 0 0 234360 13.0 S
237 717 1 1 Endres, Miss. Caroline Louise female 38.0 0 0 PC 17757 227.525 C45 C
238 343 0 2 Collander, Mr. Erik Gustaf male 28.0 0 0 248740 13.0 S
239 276 1 1 Andrews, Miss. Kornelia Theodosia female 63.0 1 0 13502 77.9583 D7 S
240 530 0 2 Hocking, Mr. Richard George male 23.0 2 1 29104 11.5 S
241 861 0 3 Hansen, Mr. Claus Peter male 41.0 2 0 350026 14.1083 S
242 8 0 3 Palsson, Master. Gosta Leonard male 2.0 3 1 349909 21.075 S
243 841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.0 0 0 SOTON/O2 3101287 7.925 S
244 231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.0 1 0 36973 83.475 C83 S
245 338 1 1 Burns, Miss. Elizabeth Margaret female 41.0 0 0 16966 134.5 E40 C
246 286 0 3 Stankovic, Mr. Ivan male 33.0 0 0 349239 8.6625 C
247 381 1 1 Bidois, Miss. Rosalie female 42.0 0 0 PC 17757 227.525 C
248 468 0 1 Smart, Mr. John Montgomery male 56.0 0 0 113792 26.55 S
249 838 0 3 Sirota, Mr. Maurice male 0 0 392092 8.05 S
250 742 0 1 Cavendish, Mr. Tyrell William male 36.0 1 0 19877 78.85 C46 S
251 617 0 3 Danbom, Mr. Ernst Gilbert male 34.0 1 1 347080 14.4 S
252 485 1 1 Bishop, Mr. Dickinson H male 25.0 1 0 11967 91.0792 B49 C
253 437 0 3 Ford, Miss. Doolina Margaret "Daisy" female 21.0 2 2 W./C. 6608 34.375 S
254 885 0 3 Sutehall, Mr. Henry Jr male 25.0 0 0 SOTON/OQ 392076 7.05 S
255 28 0 1 Fortune, Mr. Charles Alexander male 19.0 3 2 19950 263.0 C23 C25 C27 S
256 751 1 2 Wells, Miss. Joan female 4.0 1 1 29103 23.0 S
257 97 0 1 Goldschmidt, Mr. George B male 71.0 0 0 PC 17754 34.6542 A5 C
258 6 0 3 Moran, Mr. James male 0 0 330877 8.4583 Q
259 271 0 1 Cairns, Mr. Alexander male 0 0 113798 31.0 S
260 301 1 3 Kelly, Miss. Anna Katherine "Annie Kate" female 0 0 9234 7.75 Q
261 366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.0 0 0 C 7076 7.25 S
262 200 0 2 Yrois, Miss. Henriette ("Mrs Harbeck") female 24.0 0 0 248747 13.0 S
263 776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.0 0 0 347078 7.75 S
264 178 0 1 Isham, Miss. Ann Elizabeth female 50.0 0 0 PC 17595 28.7125 C49 C
265 728 1 3 Mannion, Miss. Margareth female 0 0 36866 7.7375 Q
266 167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female 0 1 113505 55.0 E33 S
267 869 0 3 van Melkebeke, Mr. Philemon male 0 0 345777 9.5 S
268 313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.0 1 1 250651 26.0 S
269 285 0 1 Smith, Mr. Richard William male 0 0 113056 26.0 A19 S
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565 557 1 1 Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan") female 48.0 1 0 11755 39.6 A16 C
566 605 1 1 Homer, Mr. Harry ("Mr E Haven") male 35.0 0 0 111426 26.55 C
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570 713 1 1 Taylor, Mr. Elmer Zebley male 48.0 1 0 19996 52.0 C126 S
571 474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.0 0 0 SC/AH Basle 541 13.7917 D C
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576 622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.0 1 0 11753 52.5542 D19 S
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579 17 0 3 Rice, Master. Eugene male 2.0 4 1 382652 29.125 Q
580 430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.0 0 0 SOTON/O.Q. 392078 8.05 E10 S
581 90 0 3 Celotti, Mr. Francesco male 24.0 0 0 343275 8.05 S
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583 831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.0 1 0 2659 14.4542 C
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604 447 1 2 Mellinger, Miss. Madeleine Violet female 13.0 0 1 250644 19.5 S
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619 881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.0 0 1 230433 26.0 S
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623 774 0 3 Elias, Mr. Dibo male 0 0 2674 7.225 C
624 37 1 3 Mamee, Mr. Hanna male 0 0 2677 7.2292 C
625 181 0 3 Sage, Miss. Constance Gladys female 8 2 CA. 2343 69.55 S
626 177 0 3 Lefebre, Master. Henry Forbes male 3 1 4133 25.4667 S
627 812 0 3 Lester, Mr. James male 39.0 0 0 A/4 48871 24.15 S
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629 503 0 3 O'Sullivan, Miss. Bridget Mary female 0 0 330909 7.6292 Q
630 216 1 1 Newell, Miss. Madeleine female 31.0 1 0 35273 113.275 D36 C
631 395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.0 0 2 PP 9549 16.7 G6 S
632 720 0 3 Johnson, Mr. Malkolm Joackim male 33.0 0 0 347062 7.775 S
633 213 0 3 Perkin, Mr. John Henry male 22.0 0 0 A/5 21174 7.25 S
634 644 1 3 Foo, Mr. Choong male 0 0 1601 56.4958 S
635 583 0 2 Downton, Mr. William James male 54.0 0 0 28403 26.0 S
636 132 0 3 Coelho, Mr. Domingos Fernandeo male 20.0 0 0 SOTON/O.Q. 3101307 7.05 S
637 363 0 3 Barbara, Mrs. (Catherine David) female 45.0 0 1 2691 14.4542 C
638 461 1 1 Anderson, Mr. Harry male 48.0 0 0 19952 26.55 E12 S
639 186 0 1 Rood, Mr. Hugh Roscoe male 0 0 113767 50.0 A32 S
640 14 0 3 Andersson, Mr. Anders Johan male 39.0 1 5 347082 31.275 S
641 1 0 3 Braund, Mr. Owen Harris male 22.0 1 0 A/5 21171 7.25 S
642 694 0 3 Saad, Mr. Khalil male 25.0 0 0 2672 7.225 C
643 476 0 1 Clifford, Mr. George Quincy male 0 0 110465 52.0 A14 S
644 348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female 1 0 386525 16.1 S
645 489 0 3 Somerton, Mr. Francis William male 30.0 0 0 A.5. 18509 8.05 S
646 69 1 3 Andersson, Miss. Erna Alexandra female 17.0 4 2 3101281 7.925 S
647 883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.0 0 0 7552 10.5167 S
648 18 1 2 Williams, Mr. Charles Eugene male 0 0 244373 13.0 S
649 31 0 1 Uruchurtu, Don. Manuel E male 40.0 0 0 PC 17601 27.7208 C
650 619 1 2 Becker, Miss. Marion Louise female 4.0 2 1 230136 39.0 F4 S
651 526 0 3 Farrell, Mr. James male 40.5 0 0 367232 7.75 Q
652 585 0 3 Paulner, Mr. Uscher male 0 0 3411 8.7125 C
653 274 0 1 Natsch, Mr. Charles H male 37.0 0 1 PC 17596 29.7 C118 C
654 715 0 2 Greenberg, Mr. Samuel male 52.0 0 0 250647 13.0 S
655 438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.0 2 3 29106 18.75 S
656 193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.0 1 0 350046 7.8542 S
657 275 1 3 Healy, Miss. Hanora "Nora" female 0 0 370375 7.75 Q
658 173 1 3 Johnson, Miss. Eleanor Ileen female 1.0 1 1 347742 11.1333 S
659 807 0 1 Andrews, Mr. Thomas Jr male 39.0 0 0 112050 0.0 A36 S
660 680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36.0 0 1 PC 17755 512.3292 B51 B53 B55 C
661 304 1 2 Keane, Miss. Nora A female 0 0 226593 12.35 E101 Q
662 370 1 1 Aubart, Mme. Leontine Pauline female 24.0 0 0 PC 17477 69.3 B35 C
663 239 0 2 Pengelly, Mr. Frederick William male 19.0 0 0 28665 10.5 S
664 825 0 3 Panula, Master. Urho Abraham male 2.0 4 1 3101295 39.6875 S
665 284 1 3 Dorking, Mr. Edward Arthur male 19.0 0 0 A/5. 10482 8.05 S
666 182 0 2 Pernot, Mr. Rene male 0 0 SC/PARIS 2131 15.05 C
667 64 0 3 Skoog, Master. Harald male 4.0 3 2 347088 27.9 S
668 404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.0 1 0 STON/O2. 3101279 15.85 S
669 479 0 3 Karlsson, Mr. Nils August male 22.0 0 0 350060 7.5208 S
670 618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.0 1 0 A/5. 3336 16.1 S
671 3 1 3 Heikkinen, Miss. Laina female 26.0 0 0 STON/O2. 3101282 7.925 S
672 337 0 1 Pears, Mr. Thomas Clinton male 29.0 1 0 113776 66.6 C2 S
673 764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.0 1 2 113760 120.0 B96 B98 S
674 696 0 2 Chapman, Mr. Charles Henry male 52.0 0 0 248731 13.5 S
675 783 0 1 Long, Mr. Milton Clyde male 29.0 0 0 113501 30.0 D6 S
676 318 0 2 Moraweck, Dr. Ernest male 54.0 0 0 29011 14.0 S
677 706 0 2 Morley, Mr. Henry Samuel ("Mr Henry Marshall") male 39.0 0 0 250655 26.0 S
678 432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female 1 0 376564 16.1 S
679 50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.0 1 0 349237 17.8 S
680 136 0 2 Richard, Mr. Emile male 23.0 0 0 SC/PARIS 2133 15.0458 C
681 889 0 3 Johnston, Miss. Catherine Helen "Carrie" female 1 2 W./C. 6607 23.45 S
682 604 0 3 Torber, Mr. Ernst William male 44.0 0 0 364511 8.05 S
683 5 0 3 Allen, Mr. William Henry male 35.0 0 0 373450 8.05 S
684 613 1 3 Murphy, Miss. Margaret Jane female 1 0 367230 15.5 Q
685 724 0 2 Hodges, Mr. Henry Price male 50.0 0 0 250643 13.0 S
686 758 0 2 Bailey, Mr. Percy Andrew male 18.0 0 0 29108 11.5 S
687 142 1 3 Nysten, Miss. Anna Sofia female 22.0 0 0 347081 7.75 S
688 416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female 0 0 343095 8.05 S
689 668 0 3 Rommetvedt, Mr. Knud Paust male 0 0 312993 7.775 S
690 387 0 3 Goodwin, Master. Sidney Leonard male 1.0 5 2 CA 2144 46.9 S
691 87 0 3 Ford, Mr. William Neal male 16.0 1 3 W./C. 6608 34.375 S
692 94 0 3 Dean, Mr. Bertram Frank male 26.0 1 2 C.A. 2315 20.575 S
693 650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.0 0 0 CA. 2314 7.55 S
694 508 1 1 Bradley, Mr. George ("George Arthur Brayton") male 0 0 111427 26.55 S
695 571 1 2 Harris, Mr. George male 62.0 0 0 S.W./PP 752 10.5 S
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697 229 0 2 Fahlstrom, Mr. Arne Jonas male 18.0 0 0 236171 13.0 S
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699 281 0 3 Duane, Mr. Frank male 65.0 0 0 336439 7.75 Q
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711 836 1 1 Compton, Miss. Sara Rebecca female 39.0 1 1 PC 17756 83.1583 E49 C
712 793 0 3 Sage, Miss. Stella Anna female 8 2 CA. 2343 69.55 S
713 521 1 1 Perreault, Miss. Anne female 30.0 0 0 12749 93.5 B73 S

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tests/data/openai/embedding.json Normal file
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103
tests/metagpt/actions/test_action_node.py
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@ -11,7 +11,7 @@ import pytest
from pydantic import ValidationError
from metagpt.actions import Action
from metagpt.actions.action_node import ActionNode
from metagpt.actions.action_node import ActionNode, ReviewMode, ReviseMode
from metagpt.environment import Environment
from metagpt.llm import LLM
from metagpt.roles import Role
@ -23,14 +23,12 @@ from metagpt.team import Team
async def test_debate_two_roles():
action1 = Action(name="AlexSay", instruction="Express your opinion with emotion and don't repeat it")
action2 = Action(name="BobSay", instruction="Express your opinion with emotion and don't repeat it")
biden = Role(
alex = Role(
name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action1], watch=[action2]
)
trump = Role(
name="Bob", profile="Republican candidate", goal="Win the election", actions=[action2], watch=[action1]
)
bob = Role(name="Bob", profile="Republican candidate", goal="Win the election", actions=[action2], watch=[action1])
env = Environment(desc="US election live broadcast")
team = Team(investment=10.0, env=env, roles=[biden, trump])
team = Team(investment=10.0, env=env, roles=[alex, bob])
history = await team.run(idea="Topic: climate change. Under 80 words per message.", send_to="Alex", n_round=3)
assert "Alex" in history
@ -39,9 +37,9 @@ async def test_debate_two_roles():
@pytest.mark.asyncio
async def test_debate_one_role_in_env():
action = Action(name="Debate", instruction="Express your opinion with emotion and don't repeat it")
biden = Role(name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action])
alex = Role(name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action])
env = Environment(desc="US election live broadcast")
team = Team(investment=10.0, env=env, roles=[biden])
team = Team(investment=10.0, env=env, roles=[alex])
history = await team.run(idea="Topic: climate change. Under 80 words per message.", send_to="Alex", n_round=3)
assert "Alex" in history
@ -49,8 +47,8 @@ async def test_debate_one_role_in_env():
@pytest.mark.asyncio
async def test_debate_one_role():
action = Action(name="Debate", instruction="Express your opinion with emotion and don't repeat it")
biden = Role(name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action])
msg: Message = await biden.run("Topic: climate change. Under 80 words per message.")
alex = Role(name="Alex", profile="Democratic candidate", goal="Win the election", actions=[action])
msg: Message = await alex.run("Topic: climate change. Under 80 words per message.")
assert len(msg.content) > 10
assert msg.sent_from == "metagpt.roles.role.Role"
@ -98,6 +96,83 @@ async def test_action_node_two_layer():
assert "579" in answer2.content
@pytest.mark.asyncio
async def test_action_node_review():
key = "Project Name"
node_a = ActionNode(
key=key,
expected_type=str,
instruction='According to the content of "Original Requirements," name the project using snake case style '
"with underline, like 'game_2048' or 'simple_crm.",
example="game_2048",
)
with pytest.raises(RuntimeError):
_ = await node_a.review()
_ = await node_a.fill(context=None, llm=LLM())
setattr(node_a.instruct_content, key, "game snake") # wrong content to review
review_comments = await node_a.review(review_mode=ReviewMode.AUTO)
assert len(review_comments) == 1
assert list(review_comments.keys())[0] == key
review_comments = await node_a.review(strgy="complex", review_mode=ReviewMode.AUTO)
assert len(review_comments) == 0
node = ActionNode.from_children(key="WritePRD", nodes=[node_a])
with pytest.raises(RuntimeError):
_ = await node.review()
_ = await node.fill(context=None, llm=LLM())
review_comments = await node.review(review_mode=ReviewMode.AUTO)
assert len(review_comments) == 1
assert list(review_comments.keys())[0] == key
review_comments = await node.review(strgy="complex", review_mode=ReviewMode.AUTO)
assert len(review_comments) == 1
assert list(review_comments.keys())[0] == key
@pytest.mark.asyncio
async def test_action_node_revise():
key = "Project Name"
node_a = ActionNode(
key=key,
expected_type=str,
instruction='According to the content of "Original Requirements," name the project using snake case style '
"with underline, like 'game_2048' or 'simple_crm.",
example="game_2048",
)
with pytest.raises(RuntimeError):
_ = await node_a.review()
_ = await node_a.fill(context=None, llm=LLM())
setattr(node_a.instruct_content, key, "game snake") # wrong content to revise
revise_contents = await node_a.revise(revise_mode=ReviseMode.AUTO)
assert len(revise_contents) == 1
assert "game_snake" in getattr(node_a.instruct_content, key)
revise_contents = await node_a.revise(strgy="complex", revise_mode=ReviseMode.AUTO)
assert len(revise_contents) == 0
node = ActionNode.from_children(key="WritePRD", nodes=[node_a])
with pytest.raises(RuntimeError):
_ = await node.revise()
_ = await node.fill(context=None, llm=LLM())
setattr(node.instruct_content, key, "game snake")
revise_contents = await node.revise(revise_mode=ReviseMode.AUTO)
assert len(revise_contents) == 1
assert "game_snake" in getattr(node.instruct_content, key)
revise_contents = await node.revise(strgy="complex", revise_mode=ReviseMode.AUTO)
assert len(revise_contents) == 1
assert "game_snake" in getattr(node.instruct_content, key)
t_dict = {
"Required Python third-party packages": '"""\nflask==1.1.2\npygame==2.0.1\n"""\n',
"Required Other language third-party packages": '"""\nNo third-party packages required for other languages.\n"""\n',
@ -138,10 +213,10 @@ def test_create_model_class():
assert test_class.__name__ == "test_class"
output = test_class(**t_dict)
print(output.schema())
assert output.schema()["title"] == "test_class"
assert output.schema()["type"] == "object"
assert output.schema()["properties"]["Full API spec"]
print(output.model_json_schema())
assert output.model_json_schema()["title"] == "test_class"
assert output.model_json_schema()["type"] == "object"
assert output.model_json_schema()["properties"]["Full API spec"]
def test_create_model_class_with_fields_unrecognized():

46
tests/metagpt/actions/test_action_outcls_registry.py Normal file
View file

@ -0,0 +1,46 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Desc : unittest of action_outcls_registry
from typing import List
from metagpt.actions.action_node import ActionNode
def test_action_outcls_registry():
class_name = "test"
out_mapping = {"field": (list[str], ...), "field1": (str, ...)}
out_data = {"field": ["field value1", "field value2"], "field1": "field1 value1"}
outcls = ActionNode.create_model_class(class_name, mapping=out_mapping)
outinst = outcls(**out_data)
outcls1 = ActionNode.create_model_class(class_name=class_name, mapping=out_mapping)
outinst1 = outcls1(**out_data)
assert outinst1 == outinst
outcls2 = ActionNode(key="", expected_type=str, instruction="", example="").create_model_class(
class_name, out_mapping
)
outinst2 = outcls2(**out_data)
assert outinst2 == outinst
out_mapping = {"field1": (str, ...), "field": (list[str], ...)} # different order
outcls3 = ActionNode.create_model_class(class_name=class_name, mapping=out_mapping)
outinst3 = outcls3(**out_data)
assert outinst3 == outinst
out_mapping2 = {"field1": (str, ...), "field": (List[str], ...)} # typing case
outcls4 = ActionNode.create_model_class(class_name=class_name, mapping=out_mapping2)
outinst4 = outcls4(**out_data)
assert outinst4 == outinst
out_data2 = {"field2": ["field2 value1", "field2 value2"], "field1": "field1 value1"}
out_mapping = {"field1": (str, ...), "field2": (List[str], ...)} # List first
outcls5 = ActionNode.create_model_class(class_name, out_mapping)
outinst5 = outcls5(**out_data2)
out_mapping = {"field1": (str, ...), "field2": (list[str], ...)}
outcls6 = ActionNode.create_model_class(class_name, out_mapping)
outinst6 = outcls6(**out_data2)
assert outinst5 == outinst6

2
tests/metagpt/actions/test_debug_code.py
View file

@ -48,7 +48,7 @@ def sort_array(arr):
async def test_debug_code():
debug_context = Message(content=DebugContext)
new_code = await DebugCode().run(context=debug_context, code=CODE, runtime_result=ErrorStr)
assert "def sort_array(arr)" in new_code
assert "def sort_array(arr)" in new_code["code"]
def test_messages_to_str():

32
tests/metagpt/actions/test_debug_error.py
View file

@ -11,10 +11,7 @@ import uuid
import pytest
from metagpt.actions.debug_error import DebugError
from metagpt.config import CONFIG
from metagpt.const import TEST_CODES_FILE_REPO, TEST_OUTPUTS_FILE_REPO
from metagpt.schema import RunCodeContext, RunCodeResult
from metagpt.utils.file_repository import FileRepository
CODE_CONTENT = '''
from typing import List
@ -117,8 +114,8 @@ if __name__ == '__main__':
@pytest.mark.asyncio
async def test_debug_error():
CONFIG.src_workspace = CONFIG.git_repo.workdir / uuid.uuid4().hex
async def test_debug_error(context):
context.src_workspace = context.git_repo.workdir / uuid.uuid4().hex
ctx = RunCodeContext(
code_filename="player.py",
test_filename="test_player.py",
@ -126,8 +123,8 @@ async def test_debug_error():
output_filename="output.log",
)
await FileRepository.save_file(filename=ctx.code_filename, content=CODE_CONTENT, relative_path=CONFIG.src_workspace)
await FileRepository.save_file(filename=ctx.test_filename, content=TEST_CONTENT, relative_path=TEST_CODES_FILE_REPO)
await context.repo.with_src_path(context.src_workspace).srcs.save(filename=ctx.code_filename, content=CODE_CONTENT)
await context.repo.tests.save(filename=ctx.test_filename, content=TEST_CONTENT)
output_data = RunCodeResult(
stdout=";",
stderr="",
@ -141,24 +138,11 @@ async def test_debug_error():
"----------------------------------------------------------------------\n"
"Ran 5 tests in 0.007s\n\nFAILED (failures=1)\n;\n",
)
await FileRepository.save_file(
filename=ctx.output_filename, content=output_data.model_dump_json(), relative_path=TEST_OUTPUTS_FILE_REPO
)
debug_error = DebugError(context=ctx)
await context.repo.test_outputs.save(filename=ctx.output_filename, content=output_data.model_dump_json())
debug_error = DebugError(i_context=ctx, context=context)
rsp = await debug_error.run()
assert "class Player" in rsp # rewrite the same class
# Problematic code:
# ```
# if self.score > 21 and any(card.rank == 'A' for card in self.hand):
# self.score -= 10
# ```
# Should rewrite to (used "gpt-3.5-turbo-1106"):
# ```
# ace_count = sum(1 for card in self.hand if card.rank == 'A')
# while self.score > 21 and ace_count > 0:
# self.score -= 10
# ace_count -= 1
# ```
assert "while self.score > 21" in rsp
# a key logic to rewrite to (original one is "if self.score > 12")
assert "self.score" in rsp

11
tests/metagpt/actions/test_design_api.py
View file

@ -9,20 +9,17 @@
import pytest
from metagpt.actions.design_api import WriteDesign
from metagpt.const import PRDS_FILE_REPO
from metagpt.logs import logger
from metagpt.schema import Message
from metagpt.utils.file_repository import FileRepository
from tests.metagpt.actions.mock_markdown import PRD_SAMPLE
@pytest.mark.asyncio
async def test_design_api():
inputs = ["我们需要一个音乐播放器，它应该有播放、暂停、上一曲、下一曲等功能。", PRD_SAMPLE]
async def test_design_api(context):
inputs = ["我们需要一个音乐播放器，它应该有播放、暂停、上一曲、下一曲等功能。"] # PRD_SAMPLE
for prd in inputs:
await FileRepository.save_file("new_prd.txt", content=prd, relative_path=PRDS_FILE_REPO)
await context.repo.docs.prd.save(filename="new_prd.txt", content=prd)
design_api = WriteDesign()
design_api = WriteDesign(context=context)
result = await design_api.run(Message(content=prd, instruct_content=None))
logger.info(result)

46
tests/metagpt/actions/test_design_api_an.py Normal file
View file

@ -0,0 +1,46 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/01/03
@Author : mannaandpoem
@File : test_design_api_an.py
"""
import pytest
from openai._models import BaseModel
from metagpt.actions.action_node import ActionNode, dict_to_markdown
from metagpt.actions.design_api import NEW_REQ_TEMPLATE
from metagpt.actions.design_api_an import REFINED_DESIGN_NODE
from metagpt.llm import LLM
from tests.data.incremental_dev_project.mock import (
DESIGN_SAMPLE,
REFINED_DESIGN_JSON,
REFINED_PRD_JSON,
)
@pytest.fixture()
def llm():
return LLM()
def mock_refined_design_json():
return REFINED_DESIGN_JSON
@pytest.mark.asyncio
async def test_write_design_an(mocker):
root = ActionNode.from_children(
"RefinedDesignAPI", [ActionNode(key="", expected_type=str, instruction="", example="")]
)
root.instruct_content = BaseModel()
root.instruct_content.model_dump = mock_refined_design_json
mocker.patch("metagpt.actions.design_api_an.REFINED_DESIGN_NODE.fill", return_value=root)
prompt = NEW_REQ_TEMPLATE.format(old_design=DESIGN_SAMPLE, context=dict_to_markdown(REFINED_PRD_JSON))
node = await REFINED_DESIGN_NODE.fill(prompt, llm)
assert "Refined Implementation Approach" in node.instruct_content.model_dump()
assert "Refined File list" in node.instruct_content.model_dump()
assert "Refined Data structures and interfaces" in node.instruct_content.model_dump()
assert "Refined Program call flow" in node.instruct_content.model_dump()

4
tests/metagpt/actions/test_design_api_review.py
View file

@ -11,7 +11,7 @@ from metagpt.actions.design_api_review import DesignReview
@pytest.mark.asyncio
async def test_design_api_review():
async def test_design_api_review(context):
prd = "我们需要一个音乐播放器，它应该有播放、暂停、上一曲、下一曲等功能。"
api_design = """
数据结构:
@ -26,7 +26,7 @@ API列表:
"""
_ = "API设计看起来非常合理，满足了PRD中的所有需求。"
design_api_review = DesignReview()
design_api_review = DesignReview(context=context)
result = await design_api_review.run(prd, api_design)

4
tests/metagpt/actions/test_fix_bug.py
View file

@ -12,6 +12,6 @@ from metagpt.actions.fix_bug import FixBug
@pytest.mark.asyncio
async def test_fix_bug():
fix_bug = FixBug()
async def test_fix_bug(context):
fix_bug = FixBug(context=context)
assert fix_bug.name == "FixBug"

8
tests/metagpt/actions/test_generate_questions.py
View file

@ -10,7 +10,7 @@ import pytest
from metagpt.actions.generate_questions import GenerateQuestions
from metagpt.logs import logger
context = """
msg = """
## topic
如何做一个生日蛋糕
@ -20,9 +20,9 @@ context = """
@pytest.mark.asyncio
async def test_generate_questions():
action = GenerateQuestions()
rsp = await action.run(context)
async def test_generate_questions(context):
action = GenerateQuestions(context=context)
rsp = await action.run(msg)
logger.info(f"{rsp.content=}")
assert "Questions" in rsp.content

4
tests/metagpt/actions/test_invoice_ocr.py
View file

@ -23,9 +23,9 @@ from metagpt.const import TEST_DATA_PATH
Path("invoices/invoice-4.zip"),
],
)
async def test_invoice_ocr(invoice_path: Path):
async def test_invoice_ocr(invoice_path: Path, context):
invoice_path = TEST_DATA_PATH / invoice_path
resp = await InvoiceOCR().run(file_path=Path(invoice_path))
resp = await InvoiceOCR(context=context).run(file_path=Path(invoice_path))
assert isinstance(resp, list)

52
tests/metagpt/actions/test_make_tools.py
View file

@ -1,52 +0,0 @@
import pytest
from metagpt.actions.execute_code import ExecutePyCode
from metagpt.actions.write_analysis_code import MakeTools
from metagpt.logs import logger
@pytest.mark.asyncio
async def test_make_tools():
code = "import yfinance as yf\n\n# Collect Alibaba stock data\nalibaba = yf.Ticker('BABA')\ndata = alibaba.history(period='1d', start='2022-01-01', end='2022-12-31')\nprint(data.head())"
msgs = [{"role": "assistant", "content": code}]
mt = MakeTools()
tool_code = await mt.run(msgs)
logger.debug(tool_code)
ep = ExecutePyCode()
tool_code = "!pip install yfinance\n" + tool_code
result, res_type = await ep.run(tool_code)
assert res_type is True
logger.debug(result)
@pytest.mark.asyncio
async def test_make_tools2():
code = """import pandas as pd\npath = "./tests/data/test.csv"\ndf = pd.read_csv(path)\ndata = df.copy()\n
data['started_at'] = data['started_at'].apply(lambda r: pd.to_datetime(r))\n
data['ended_at'] = data['ended_at'].apply(lambda r: pd.to_datetime(r))\ndata.head()"""
msgs = [{"role": "assistant", "content": code}]
mt = MakeTools()
tool_code = await mt.run(msgs)
logger.debug(tool_code)
ep = ExecutePyCode()
tool_code = tool_code
result, res_type = await ep.run(tool_code)
assert res_type is True
logger.debug(result)
@pytest.mark.asyncio
async def test_make_tools3():
code = """import pandas as pd\npath = "./tests/data/test.csv"\ndf = pd.read_csv(path)\ndata = df.copy()\n
data['started_at'] = data['started_at'].apply(lambda r: pd.to_datetime(r))\n
data['ended_at'] = data['ended_at'].apply(lambda r: pd.to_datetime(r))\n
data['duration_hour'] = (data['ended_at'] - data['started_at']).dt.seconds/3600\ndata.head()"""
msgs = [{"role": "assistant", "content": code}]
mt = MakeTools()
tool_code = await mt.run(msgs)
logger.debug(tool_code)
ep = ExecutePyCode()
tool_code = tool_code
result, res_type = await ep.run(tool_code)
assert res_type is True
logger.debug(result)

46
tests/metagpt/actions/test_ml_action.py Normal file
View file

@ -0,0 +1,46 @@
import pytest
from metagpt.actions.ml_action import WriteCodeWithToolsML
from metagpt.schema import Plan, Task
@pytest.mark.asyncio
async def test_write_code_with_tools():
write_code_ml = WriteCodeWithToolsML()
task_map = {
"1": Task(
task_id="1",
instruction="随机生成一个pandas DataFrame数据集",
task_type="other",
dependent_task_ids=[],
code="""
import pandas as pd
df = pd.DataFrame({
'a': [1, 2, 3, 4, 5],
'b': [1.1, 2.2, 3.3, 4.4, np.nan],
'c': ['aa', 'bb', 'cc', 'dd', 'ee'],
'd': [1, 2, 3, 4, 5]
})
""",
is_finished=True,
),
"2": Task(
task_id="2",
instruction="对数据集进行数据清洗",
task_type="data_preprocess",
dependent_task_ids=["1"],
),
}
plan = Plan(
goal="构造数据集并进行数据清洗",
tasks=list(task_map.values()),
task_map=task_map,
current_task_id="2",
)
column_info = ""
_, code_with_ml = await write_code_ml.run([], plan, column_info)
code_with_ml = code_with_ml["code"]
assert len(code_with_ml) > 0
print(code_with_ml)

17
tests/metagpt/actions/test_prepare_documents.py
View file

@ -9,22 +9,19 @@
import pytest
from metagpt.actions.prepare_documents import PrepareDocuments
from metagpt.config import CONFIG
from metagpt.const import DOCS_FILE_REPO, REQUIREMENT_FILENAME
from metagpt.const import REQUIREMENT_FILENAME
from metagpt.context import Context
from metagpt.schema import Message
from metagpt.utils.file_repository import FileRepository
@pytest.mark.asyncio
async def test_prepare_documents():
msg = Message(content="New user requirements balabala...")
context = Context()
if CONFIG.git_repo:
CONFIG.git_repo.delete_repository()
CONFIG.git_repo = None
await PrepareDocuments().run(with_messages=[msg])
assert CONFIG.git_repo
doc = await FileRepository.get_file(filename=REQUIREMENT_FILENAME, relative_path=DOCS_FILE_REPO)
await PrepareDocuments(context=context).run(with_messages=[msg])
assert context.git_repo
assert context.repo
doc = await context.repo.docs.get(filename=REQUIREMENT_FILENAME)
assert doc
assert doc.content == msg.content

4
tests/metagpt/actions/test_prepare_interview.py
View file

@ -12,8 +12,8 @@ from metagpt.logs import logger
@pytest.mark.asyncio
async def test_prepare_interview():
action = PrepareInterview()
async def test_prepare_interview(context):
action = PrepareInterview(context=context)
rsp = await action.run("I just graduated and hope to find a job as a Python engineer")
logger.info(f"{rsp.content=}")

13
tests/metagpt/actions/test_project_management.py
View file

@ -9,21 +9,18 @@
import pytest
from metagpt.actions.project_management import WriteTasks
from metagpt.config import CONFIG
from metagpt.const import PRDS_FILE_REPO, SYSTEM_DESIGN_FILE_REPO
from metagpt.logs import logger
from metagpt.schema import Message
from metagpt.utils.file_repository import FileRepository
from tests.metagpt.actions.mock_json import DESIGN, PRD
@pytest.mark.asyncio
async def test_design_api():
await FileRepository.save_file("1.txt", content=str(PRD), relative_path=PRDS_FILE_REPO)
await FileRepository.save_file("1.txt", content=str(DESIGN), relative_path=SYSTEM_DESIGN_FILE_REPO)
logger.info(CONFIG.git_repo)
async def test_design_api(context):
await context.repo.docs.prd.save("1.txt", content=str(PRD))
await context.repo.docs.system_design.save("1.txt", content=str(DESIGN))
logger.info(context.git_repo)
action = WriteTasks()
action = WriteTasks(context=context)
result = await action.run(Message(content="", instruct_content=None))
logger.info(result)

45
tests/metagpt/actions/test_project_management_an.py Normal file
View file

@ -0,0 +1,45 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/01/03
@Author : mannaandpoem
@File : test_project_management_an.py
"""
import pytest
from openai._models import BaseModel
from metagpt.actions.action_node import ActionNode, dict_to_markdown
from metagpt.actions.project_management import NEW_REQ_TEMPLATE
from metagpt.actions.project_management_an import REFINED_PM_NODE
from metagpt.llm import LLM
from tests.data.incremental_dev_project.mock import (
REFINED_DESIGN_JSON,
REFINED_TASKS_JSON,
TASKS_SAMPLE,
)
@pytest.fixture()
def llm():
return LLM()
def mock_refined_tasks_json():
return REFINED_TASKS_JSON
@pytest.mark.asyncio
async def test_project_management_an(mocker):
root = ActionNode.from_children(
"RefinedProjectManagement", [ActionNode(key="", expected_type=str, instruction="", example="")]
)
root.instruct_content = BaseModel()
root.instruct_content.model_dump = mock_refined_tasks_json
mocker.patch("metagpt.actions.project_management_an.REFINED_PM_NODE.fill", return_value=root)
prompt = NEW_REQ_TEMPLATE.format(old_task=TASKS_SAMPLE, context=dict_to_markdown(REFINED_DESIGN_JSON))
node = await REFINED_PM_NODE.fill(prompt, llm)
assert "Refined Logic Analysis" in node.instruct_content.model_dump()
assert "Refined Task list" in node.instruct_content.model_dump()
assert "Refined Shared Knowledge" in node.instruct_content.model_dump()

12
tests/metagpt/actions/test_rebuild_class_view.py
View file

@ -11,19 +11,19 @@ from pathlib import Path
import pytest
from metagpt.actions.rebuild_class_view import RebuildClassView
from metagpt.config import CONFIG
from metagpt.const import GRAPH_REPO_FILE_REPO
from metagpt.llm import LLM
@pytest.mark.asyncio
async def test_rebuild():
async def test_rebuild(context):
action = RebuildClassView(
name="RedBean", context=str(Path(__file__).parent.parent.parent.parent / "metagpt"), llm=LLM()
name="RedBean",
i_context=str(Path(__file__).parent.parent.parent.parent / "metagpt"),
llm=LLM(),
context=context,
)
await action.run()
graph_file_repo = CONFIG.git_repo.new_file_repository(relative_path=GRAPH_REPO_FILE_REPO)
assert graph_file_repo.changed_files
assert context.repo.docs.graph_repo.changed_files
@pytest.mark.parametrize(

25
tests/metagpt/actions/test_rebuild_sequence_view.py
View file

@ -10,33 +10,30 @@ from pathlib import Path
import pytest
from metagpt.actions.rebuild_sequence_view import RebuildSequenceView
from metagpt.config import CONFIG
from metagpt.const import GRAPH_REPO_FILE_REPO
from metagpt.llm import LLM
from metagpt.utils.common import aread
from metagpt.utils.file_repository import FileRepository
from metagpt.utils.git_repository import ChangeType
@pytest.mark.asyncio
async def test_rebuild():
@pytest.mark.skip
async def test_rebuild(context):
# Mock
data = await aread(filename=Path(__file__).parent / "../../data/graph_db/networkx.json")
graph_db_filename = Path(CONFIG.git_repo.workdir.name).with_suffix(".json")
await FileRepository.save_file(
filename=str(graph_db_filename),
relative_path=GRAPH_REPO_FILE_REPO,
content=data,
)
CONFIG.git_repo.add_change({f"{GRAPH_REPO_FILE_REPO}/{graph_db_filename}": ChangeType.UNTRACTED})
CONFIG.git_repo.commit("commit1")
graph_db_filename = Path(context.repo.workdir.name).with_suffix(".json")
await context.repo.docs.graph_repo.save(filename=str(graph_db_filename), content=data)
context.git_repo.add_change({f"{GRAPH_REPO_FILE_REPO}/{graph_db_filename}": ChangeType.UNTRACTED})
context.git_repo.commit("commit1")
action = RebuildSequenceView(
name="RedBean", context=str(Path(__file__).parent.parent.parent.parent / "metagpt"), llm=LLM()
name="RedBean",
i_context=str(Path(__file__).parent.parent.parent.parent / "metagpt"),
llm=LLM(),
context=context,
)
await action.run()
graph_file_repo = CONFIG.git_repo.new_file_repository(relative_path=GRAPH_REPO_FILE_REPO)
assert graph_file_repo.changed_files
assert context.repo.docs.graph_repo.changed_files
@pytest.mark.parametrize(

26
tests/metagpt/actions/test_research.py
View file

@ -9,10 +9,12 @@
import pytest
from metagpt.actions import research
from metagpt.tools import SearchEngineType
from metagpt.tools.search_engine import SearchEngine
@pytest.mark.asyncio
async def test_collect_links(mocker):
async def test_collect_links(mocker, search_engine_mocker, context):
async def mock_llm_ask(self, prompt: str, system_msgs):
if "Please provide up to 2 necessary keywords" in prompt:
return '["metagpt", "llm"]'
@ -26,13 +28,15 @@ async def test_collect_links(mocker):
return "[1,2]"
mocker.patch("metagpt.provider.base_llm.BaseLLM.aask", mock_llm_ask)
resp = await research.CollectLinks().run("The application of MetaGPT")
resp = await research.CollectLinks(search_engine=SearchEngine(SearchEngineType.DUCK_DUCK_GO), context=context).run(
"The application of MetaGPT"
)
for i in ["MetaGPT use cases", "The roadmap of MetaGPT", "The function of MetaGPT", "What llm MetaGPT support"]:
assert i in resp
@pytest.mark.asyncio
async def test_collect_links_with_rank_func(mocker):
async def test_collect_links_with_rank_func(mocker, search_engine_mocker, context):
rank_before = []
rank_after = []
url_per_query = 4
@ -45,14 +49,16 @@ async def test_collect_links_with_rank_func(mocker):
return results
mocker.patch("metagpt.provider.base_llm.BaseLLM.aask", mock_collect_links_llm_ask)
resp = await research.CollectLinks(rank_func=rank_func).run("The application of MetaGPT")
resp = await research.CollectLinks(
search_engine=SearchEngine(SearchEngineType.DUCK_DUCK_GO), rank_func=rank_func, context=context
).run("The application of MetaGPT")
for x, y, z in zip(rank_before, rank_after, resp.values()):
assert x[::-1] == y
assert [i["link"] for i in y] == z
@pytest.mark.asyncio
async def test_web_browse_and_summarize(mocker):
async def test_web_browse_and_summarize(mocker, context):
async def mock_llm_ask(*args, **kwargs):
return "metagpt"
@ -60,20 +66,20 @@ async def test_web_browse_and_summarize(mocker):
url = "https://github.com/geekan/MetaGPT"
url2 = "https://github.com/trending"
query = "What's new in metagpt"
resp = await research.WebBrowseAndSummarize().run(url, query=query)
resp = await research.WebBrowseAndSummarize(context=context).run(url, query=query)
assert len(resp) == 1
assert url in resp
assert resp[url] == "metagpt"
resp = await research.WebBrowseAndSummarize().run(url, url2, query=query)
resp = await research.WebBrowseAndSummarize(context=context).run(url, url2, query=query)
assert len(resp) == 2
async def mock_llm_ask(*args, **kwargs):
return "Not relevant."
mocker.patch("metagpt.provider.base_llm.BaseLLM.aask", mock_llm_ask)
resp = await research.WebBrowseAndSummarize().run(url, query=query)
resp = await research.WebBrowseAndSummarize(context=context).run(url, query=query)
assert len(resp) == 1
assert url in resp
@ -81,7 +87,7 @@ async def test_web_browse_and_summarize(mocker):
@pytest.mark.asyncio
async def test_conduct_research(mocker):
async def test_conduct_research(mocker, context):
data = None
async def mock_llm_ask(*args, **kwargs):
@ -95,7 +101,7 @@ async def test_conduct_research(mocker):
"outputs user stories / competitive analysis / requirements / data structures / APIs / documents, etc."
)
resp = await research.ConductResearch().run("The application of MetaGPT", content)
resp = await research.ConductResearch(context=context).run("The application of MetaGPT", content)
assert resp == data

10
tests/metagpt/actions/test_run_code.py
View file

@ -24,19 +24,19 @@ async def test_run_text():
@pytest.mark.asyncio
async def test_run_script():
async def test_run_script(context):
# Successful command
out, err = await RunCode.run_script(".", command=["echo", "Hello World"])
out, err = await RunCode(context=context).run_script(".", command=["echo", "Hello World"])
assert out.strip() == "Hello World"
assert err == ""
# Unsuccessful command
out, err = await RunCode.run_script(".", command=["python", "-c", "print(1/0)"])
out, err = await RunCode(context=context).run_script(".", command=["python", "-c", "print(1/0)"])
assert "ZeroDivisionError" in err
@pytest.mark.asyncio
async def test_run():
async def test_run(context):
inputs = [
(RunCodeContext(mode="text", code_filename="a.txt", code="print('Hello, World')"), "PASS"),
(
@ -61,5 +61,5 @@ async def test_run():
),
]
for ctx, result in inputs:
rsp = await RunCode(context=ctx).run()
rsp = await RunCode(i_context=ctx, context=context).run()
assert result in rsp.summary

10
tests/metagpt/actions/test_skill_action.py
View file

@ -47,18 +47,18 @@ class TestSkillAction:
assert args.get("size_type") == "512x512"
@pytest.mark.asyncio
async def test_parser_action(self, mocker):
async def test_parser_action(self, mocker, context):
# mock
mocker.patch("metagpt.learn.text_to_image", return_value="https://mock.com/xxx")
parser_action = ArgumentsParingAction(skill=self.skill, ask="Draw an apple")
parser_action = ArgumentsParingAction(skill=self.skill, ask="Draw an apple", context=context)
rsp = await parser_action.run()
assert rsp
assert parser_action.args
assert parser_action.args.get("text") == "Draw an apple"
assert parser_action.args.get("size_type") == "512x512"
action = SkillAction(skill=self.skill, args=parser_action.args)
action = SkillAction(skill=self.skill, args=parser_action.args, context=context)
rsp = await action.run()
assert rsp
assert "image/png;base64," in rsp.content or "http" in rsp.content
@ -81,8 +81,8 @@ class TestSkillAction:
await SkillAction.find_and_call_function("dummy_call", {"a": 1})
@pytest.mark.asyncio
async def test_skill_action_error(self):
action = SkillAction(skill=self.skill, args={})
async def test_skill_action_error(self, context):
action = SkillAction(skill=self.skill, args={}, context=context)
rsp = await action.run()
assert "Error" in rsp.content

39
tests/metagpt/actions/test_summarize_code.py
View file

@ -6,14 +6,14 @@
@File : test_summarize_code.py
@Modifiled By: mashenquan, 2023-12-6. Unit test for summarize_code.py
"""
import uuid
from pathlib import Path
import pytest
from metagpt.actions.summarize_code import SummarizeCode
from metagpt.config import CONFIG
from metagpt.const import SYSTEM_DESIGN_FILE_REPO, TASK_FILE_REPO
from metagpt.logs import logger
from metagpt.schema import CodeSummarizeContext
from metagpt.utils.file_repository import FileRepository
DESIGN_CONTENT = """
{"Implementation approach": "To develop this snake game, we will use the Python language and choose the Pygame library. Pygame is an open-source Python module collection specifically designed for writing video games. It provides functionalities such as displaying images and playing sounds, making it suitable for creating intuitive and responsive user interfaces. We will ensure efficient game logic to prevent any delays during gameplay. The scoring system will be simple, with the snake gaining points for each food it eats. We will use Pygame's event handling system to implement pause and resume functionality, as well as high-score tracking. The difficulty will increase by speeding up the snake's movement. In the initial version, we will focus on single-player mode and consider adding multiplayer mode and customizable skins in future updates. Based on the new requirement, we will also add a moving obstacle that appears randomly. If the snake eats this obstacle, the game will end. If the snake does not eat the obstacle, it will disappear after 5 seconds. For this, we need to add mechanisms for obstacle generation, movement, and disappearance in the game logic.", "Project_name": "snake_game", "File list": ["main.py", "game.py", "snake.py", "food.py", "obstacle.py", "scoreboard.py", "constants.py", "assets/styles.css", "assets/index.html"], "Data structures and interfaces": "```mermaid\n classDiagram\n class Game{\n +int score\n +int speed\n +bool game_over\n +bool paused\n +Snake snake\n +Food food\n +Obstacle obstacle\n +Scoreboard scoreboard\n +start_game() void\n +pause_game() void\n +resume_game() void\n +end_game() void\n +increase_difficulty() void\n +update() void\n +render() void\n Game()\n }\n class Snake{\n +list body_parts\n +str direction\n +bool grow\n +move() void\n +grow() void\n +check_collision() bool\n Snake()\n }\n class Food{\n +tuple position\n +spawn() void\n Food()\n }\n class Obstacle{\n +tuple position\n +int lifetime\n +bool active\n +spawn() void\n +move() void\n +check_collision() bool\n +disappear() void\n Obstacle()\n }\n class Scoreboard{\n +int high_score\n +update_score(int) void\n +reset_score() void\n +load_high_score() void\n +save_high_score() void\n Scoreboard()\n }\n class Constants{\n }\n Game \"1\" -- \"1\" Snake: has\n Game \"1\" -- \"1\" Food: has\n Game \"1\" -- \"1\" Obstacle: has\n Game \"1\" -- \"1\" Scoreboard: has\n ```", "Program call flow": "```sequenceDiagram\n participant M as Main\n participant G as Game\n participant S as Snake\n participant F as Food\n participant O as Obstacle\n participant SB as Scoreboard\n M->>G: start_game()\n loop game loop\n G->>S: move()\n G->>S: check_collision()\n G->>F: spawn()\n G->>O: spawn()\n G->>O: move()\n G->>O: check_collision()\n G->>O: disappear()\n G->>SB: update_score(score)\n G->>G: update()\n G->>G: render()\n alt if paused\n M->>G: pause_game()\n M->>G: resume_game()\n end\n alt if game_over\n G->>M: end_game()\n end\n end\n```", "Anything UNCLEAR": "There is no need for further clarification as the requirements are already clear."}
@ -177,19 +177,28 @@ class Snake:
@pytest.mark.asyncio
async def test_summarize_code():
CONFIG.src_workspace = CONFIG.git_repo.workdir / "src"
await FileRepository.save_file(filename="1.json", relative_path=SYSTEM_DESIGN_FILE_REPO, content=DESIGN_CONTENT)
await FileRepository.save_file(filename="1.json", relative_path=TASK_FILE_REPO, content=TASK_CONTENT)
await FileRepository.save_file(filename="food.py", relative_path=CONFIG.src_workspace, content=FOOD_PY)
await FileRepository.save_file(filename="game.py", relative_path=CONFIG.src_workspace, content=GAME_PY)
await FileRepository.save_file(filename="main.py", relative_path=CONFIG.src_workspace, content=MAIN_PY)
await FileRepository.save_file(filename="snake.py", relative_path=CONFIG.src_workspace, content=SNAKE_PY)
async def test_summarize_code(context):
git_dir = Path(__file__).parent / f"unittest/{uuid.uuid4().hex}"
git_dir.mkdir(parents=True, exist_ok=True)
src_file_repo = CONFIG.git_repo.new_file_repository(relative_path=CONFIG.src_workspace)
all_files = src_file_repo.all_files
ctx = CodeSummarizeContext(design_filename="1.json", task_filename="1.json", codes_filenames=all_files)
action = SummarizeCode(context=ctx)
context.src_workspace = context.git_repo.workdir / "src"
await context.repo.docs.system_design.save(filename="1.json", content=DESIGN_CONTENT)
await context.repo.docs.task.save(filename="1.json", content=TASK_CONTENT)
await context.repo.with_src_path(context.src_workspace).srcs.save(filename="food.py", content=FOOD_PY)
assert context.repo.srcs.workdir == context.src_workspace
await context.repo.srcs.save(filename="game.py", content=GAME_PY)
await context.repo.srcs.save(filename="main.py", content=MAIN_PY)
await context.repo.srcs.save(filename="snake.py", content=SNAKE_PY)
all_files = context.repo.srcs.all_files
summarization_context = CodeSummarizeContext(
design_filename="1.json", task_filename="1.json", codes_filenames=all_files
)
action = SummarizeCode(context=context, i_context=summarization_context)
rsp = await action.run()
assert rsp
logger.info(rsp)
if __name__ == "__main__":
pytest.main([__file__, "-s"])

11
tests/metagpt/actions/test_talk_action.py
View file

@ -9,13 +9,12 @@
import pytest
from metagpt.actions.talk_action import TalkAction
from metagpt.config import CONFIG
from metagpt.schema import Message
@pytest.mark.asyncio
@pytest.mark.parametrize(
("agent_description", "language", "context", "knowledge", "history_summary"),
("agent_description", "language", "talk_context", "knowledge", "history_summary"),
[
(
"mathematician",
@ -33,12 +32,12 @@ from metagpt.schema import Message
),
],
)
async def test_prompt(agent_description, language, context, knowledge, history_summary):
async def test_prompt(agent_description, language, talk_context, knowledge, history_summary, context):
# Prerequisites
CONFIG.agent_description = agent_description
CONFIG.language = language
context.kwargs.agent_description = agent_description
context.kwargs.language = language
action = TalkAction(context=context, knowledge=knowledge, history_summary=history_summary)
action = TalkAction(i_context=talk_context, knowledge=knowledge, history_summary=history_summary, context=context)
assert "{" not in action.prompt
assert "{" not in action.prompt_gpt4

41
tests/metagpt/actions/test_write_analysis_code.py
View file

@ -3,16 +3,13 @@ import asyncio
import pytest
from metagpt.actions.execute_code import ExecutePyCode
from metagpt.actions.write_analysis_code import (
WriteCodeByGenerate,
WriteCodeWithTools,
WriteCodeWithToolsML,
)
from metagpt.actions.write_analysis_code import WriteCodeByGenerate, WriteCodeWithTools
from metagpt.logs import logger
from metagpt.plan.planner import STRUCTURAL_CONTEXT
from metagpt.schema import Message, Plan, Task
@pytest.mark.skip
@pytest.mark.asyncio
async def test_write_code_by_list_plan():
write_code = WriteCodeByGenerate()
@ -23,35 +20,31 @@ async def test_write_code_by_list_plan():
print(f"\n任务: {task}\n\n")
messages.append(Message(task, role="assistant"))
code = await write_code.run(messages)
messages.append(Message(code, role="assistant"))
messages.append(Message(code["code"], role="assistant"))
assert len(code) > 0
output = await execute_code.run(code)
output = await execute_code.run(code["code"])
print(f"\n[Output]: 任务{task}的执行结果是: \n{output}\n")
messages.append(output[0])
@pytest.mark.asyncio
async def test_tool_recommendation():
task = "对已经读取的数据集进行数据清洗"
code_steps = """
step 1: 对数据集进行去重
step 2: 对数据集进行缺失值处理
"""
task = "clean and preprocess the data"
code_steps = ""
available_tools = {
"fill_missing_value": "Completing missing values with simple strategies",
"split_bins": "Bin continuous data into intervals and return the bin identifier encoded as an integer value",
"FillMissingValue": "Filling missing values",
"SplitBins": "Bin continuous data into intervals and return the bin identifier encoded as an integer value",
}
write_code = WriteCodeWithTools()
tools = await write_code._tool_recommendation(task, code_steps, available_tools)
tools = await write_code._recommend_tool(task, code_steps, available_tools)
assert len(tools) == 1
assert tools[0] == "fill_missing_value"
assert "FillMissingValue" in tools
@pytest.mark.asyncio
async def test_write_code_with_tools():
write_code = WriteCodeWithTools()
write_code_ml = WriteCodeWithToolsML()
requirement = "构造数据集并进行数据清洗"
task_map = {
@ -84,7 +77,6 @@ async def test_write_code_with_tools():
task_map=task_map,
current_task_id="2",
)
column_info = ""
context = STRUCTURAL_CONTEXT.format(
user_requirement=requirement,
@ -95,13 +87,10 @@ async def test_write_code_with_tools():
context_msg = [Message(content=context, role="user")]
code = await write_code.run(context_msg, plan)
code = code["code"]
assert len(code) > 0
print(code)
code_with_ml = await write_code_ml.run([], plan, column_info)
assert len(code_with_ml) > 0
print(code_with_ml)
@pytest.mark.asyncio
async def test_write_code_to_correct_error():
@ -150,6 +139,7 @@ async def test_write_code_to_correct_error():
Message(content=error, role="user"),
]
new_code = await WriteCodeByGenerate().run(context=context)
new_code = new_code["code"]
print(new_code)
assert "read_csv" in new_code # should correct read_excel to read_csv
@ -189,10 +179,12 @@ async def test_write_code_reuse_code_simple():
Message(content=structural_context, role="user"),
]
code = await WriteCodeByGenerate().run(context=context)
code = code["code"]
print(code)
assert "pandas" not in code and "read_csv" not in code # should reuse import and read statement from previous one
@pytest.mark.skip
@pytest.mark.asyncio
async def test_write_code_reuse_code_long():
"""test code reuse for long context"""
@ -245,13 +237,14 @@ async def test_write_code_reuse_code_long():
trial_results = await asyncio.gather(*trials)
print(*trial_results, sep="\n\n***\n\n")
success = [
"load_iris" not in result and "iris_data" in result for result in trial_results
"load_iris" not in result["code"] and "iris_data" in result["code"] for result in trial_results
] # should reuse iris_data from previous tasks
success_rate = sum(success) / trials_num
logger.info(f"success rate: {success_rate :.2f}")
assert success_rate >= 0.8
@pytest.mark.skip
@pytest.mark.asyncio
async def test_write_code_reuse_code_long_for_wine():
"""test code reuse for long context"""
@ -318,7 +311,7 @@ async def test_write_code_reuse_code_long_for_wine():
trial_results = await asyncio.gather(*trials)
print(*trial_results, sep="\n\n***\n\n")
success = [
"load_wine" not in result and "wine_data" in result for result in trial_results
"load_wine" not in result["code"] and "wine_data" in result["code"] for result in trial_results
] # should reuse iris_data from previous tasks
success_rate = sum(success) / trials_num
logger.info(f"success rate: {success_rate :.2f}")

58
tests/metagpt/actions/test_write_code.py
View file

@ -12,28 +12,22 @@ from pathlib import Path
import pytest
from metagpt.actions.write_code import WriteCode
from metagpt.config import CONFIG
from metagpt.const import (
CODE_SUMMARIES_FILE_REPO,
SYSTEM_DESIGN_FILE_REPO,
TASK_FILE_REPO,
TEST_OUTPUTS_FILE_REPO,
)
from metagpt.logs import logger
from metagpt.provider.openai_api import OpenAILLM as LLM
from metagpt.schema import CodingContext, Document
from metagpt.utils.common import aread
from metagpt.utils.file_repository import FileRepository
from tests.metagpt.actions.mock_markdown import TASKS_2, WRITE_CODE_PROMPT_SAMPLE
@pytest.mark.asyncio
async def test_write_code():
context = CodingContext(
async def test_write_code(context):
# Prerequisites
context.src_workspace = context.git_repo.workdir / "writecode"
coding_ctx = CodingContext(
filename="task_filename.py", design_doc=Document(content="设计一个名为'add'的函数，该函数接受两个整数作为输入，并返回它们的和。")
)
doc = Document(content=context.model_dump_json())
write_code = WriteCode(context=doc)
doc = Document(content=coding_ctx.model_dump_json())
write_code = WriteCode(i_context=doc, context=context)
code = await write_code.run()
logger.info(code.model_dump_json())
@ -44,48 +38,44 @@ async def test_write_code():
@pytest.mark.asyncio
async def test_write_code_directly():
async def test_write_code_directly(context):
prompt = WRITE_CODE_PROMPT_SAMPLE + "\n" + TASKS_2[0]
llm = LLM()
llm = context.llm_with_cost_manager_from_llm_config(context.config.llm)
rsp = await llm.aask(prompt)
logger.info(rsp)
@pytest.mark.asyncio
async def test_write_code_deps():
async def test_write_code_deps(context):
# Prerequisites
CONFIG.src_workspace = CONFIG.git_repo.workdir / "snake1/snake1"
context.src_workspace = context.git_repo.workdir / "snake1/snake1"
demo_path = Path(__file__).parent / "../../data/demo_project"
await FileRepository.save_file(
filename="test_game.py.json",
content=await aread(str(demo_path / "test_game.py.json")),
relative_path=TEST_OUTPUTS_FILE_REPO,
await context.repo.test_outputs.save(
filename="test_game.py.json", content=await aread(str(demo_path / "test_game.py.json"))
)
await FileRepository.save_file(
await context.repo.docs.code_summary.save(
filename="20231221155954.json",
content=await aread(str(demo_path / "code_summaries.json")),
relative_path=CODE_SUMMARIES_FILE_REPO,
)
await FileRepository.save_file(
await context.repo.docs.system_design.save(
filename="20231221155954.json",
content=await aread(str(demo_path / "system_design.json")),
relative_path=SYSTEM_DESIGN_FILE_REPO,
)
await FileRepository.save_file(
filename="20231221155954.json", content=await aread(str(demo_path / "tasks.json")), relative_path=TASK_FILE_REPO
await context.repo.docs.task.save(
filename="20231221155954.json", content=await aread(str(demo_path / "tasks.json"))
)
await FileRepository.save_file(
filename="main.py", content='if __name__ == "__main__":\nmain()', relative_path=CONFIG.src_workspace
await context.repo.with_src_path(context.src_workspace).srcs.save(
filename="main.py", content='if __name__ == "__main__":\nmain()'
)
context = CodingContext(
ccontext = CodingContext(
filename="game.py",
design_doc=await FileRepository.get_file(filename="20231221155954.json", relative_path=SYSTEM_DESIGN_FILE_REPO),
task_doc=await FileRepository.get_file(filename="20231221155954.json", relative_path=TASK_FILE_REPO),
design_doc=await context.repo.docs.system_design.get(filename="20231221155954.json"),
task_doc=await context.repo.docs.task.get(filename="20231221155954.json"),
code_doc=Document(filename="game.py", content="", root_path="snake1"),
)
coding_doc = Document(root_path="snake1", filename="game.py", content=context.json())
coding_doc = Document(root_path="snake1", filename="game.py", content=ccontext.json())
action = WriteCode(context=coding_doc)
action = WriteCode(i_context=coding_doc, context=context)
rsp = await action.run()
assert rsp
assert rsp.code_doc.content

71
tests/metagpt/actions/test_write_code_plan_and_change_an.py Normal file
View file

@ -0,0 +1,71 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/01/03
@Author : mannaandpoem
@File : test_write_code_plan_and_change_an.py
"""
import pytest
from openai._models import BaseModel
from metagpt.actions.action_node import ActionNode
from metagpt.actions.write_code import WriteCode
from metagpt.actions.write_code_plan_and_change_an import (
REFINED_TEMPLATE,
WriteCodePlanAndChange,
)
from metagpt.schema import CodePlanAndChangeContext
from tests.data.incremental_dev_project.mock import (
CODE_PLAN_AND_CHANGE_SAMPLE,
DESIGN_SAMPLE,
NEW_REQUIREMENT_SAMPLE,
REFINED_CODE_INPUT_SAMPLE,
REFINED_CODE_SAMPLE,
TASKS_SAMPLE,
)
def mock_code_plan_and_change():
return CODE_PLAN_AND_CHANGE_SAMPLE
@pytest.mark.asyncio
async def test_write_code_plan_and_change_an(mocker):
root = ActionNode.from_children(
"WriteCodePlanAndChange", [ActionNode(key="", expected_type=str, instruction="", example="")]
)
root.instruct_content = BaseModel()
root.instruct_content.model_dump = mock_code_plan_and_change
mocker.patch("metagpt.actions.write_code_plan_and_change_an.WriteCodePlanAndChange.run", return_value=root)
requirement = "New requirement"
prd_filename = "prd.md"
design_filename = "design.md"
task_filename = "task.md"
code_plan_and_change_context = CodePlanAndChangeContext(
requirement=requirement,
prd_filename=prd_filename,
design_filename=design_filename,
task_filename=task_filename,
)
node = await WriteCodePlanAndChange(i_context=code_plan_and_change_context).run()
assert "Code Plan And Change" in node.instruct_content.model_dump()
@pytest.mark.asyncio
async def test_refine_code(mocker):
mocker.patch.object(WriteCode, "_aask", return_value=REFINED_CODE_SAMPLE)
prompt = REFINED_TEMPLATE.format(
user_requirement=NEW_REQUIREMENT_SAMPLE,
code_plan_and_change=CODE_PLAN_AND_CHANGE_SAMPLE,
design=DESIGN_SAMPLE,
task=TASKS_SAMPLE,
code=REFINED_CODE_INPUT_SAMPLE,
logs="",
feedback="",
filename="game.py",
summary_log="",
)
code = await WriteCode().write_code(prompt=prompt)
assert "def" in code

19
tests/metagpt/actions/test_write_code_review.py
View file

@ -12,28 +12,25 @@ from metagpt.schema import CodingContext, Document
@pytest.mark.asyncio
async def test_write_code_review(capfd):
async def test_write_code_review(capfd, context):
context.src_workspace = context.repo.workdir / "srcs"
code = """
def add(a, b):
return a +
"""
context = CodingContext(
coding_context = CodingContext(
filename="math.py", design_doc=Document(content="编写一个从a加b的函数，返回a+b"), code_doc=Document(content=code)
)
context = await WriteCodeReview(context=context).run()
await WriteCodeReview(i_context=coding_context, context=context).run()
# 我们不能精确地预测生成的代码评审，但我们可以检查返回的是否为字符串
assert isinstance(context.code_doc.content, str)
assert len(context.code_doc.content) > 0
assert isinstance(coding_context.code_doc.content, str)
assert len(coding_context.code_doc.content) > 0
captured = capfd.readouterr()
print(f"输出内容: {captured.out}")
# @pytest.mark.asyncio
# async def test_write_code_review_directly():
# code = SEARCH_CODE_SAMPLE
# write_code_review = WriteCodeReview("write_code_review")
# review = await write_code_review.run(code)
# logger.info(review)
if __name__ == "__main__":
pytest.main([__file__, "-s"])

4
tests/metagpt/actions/test_write_docstring.py
View file

@ -27,8 +27,8 @@ class Person:
],
ids=["google", "numpy", "sphinx"],
)
async def test_write_docstring(style: str, part: str):
ret = await WriteDocstring().run(code, style=style)
async def test_write_docstring(style: str, part: str, context):
ret = await WriteDocstring(context=context).run(code, style=style)
assert part in ret

12
tests/metagpt/actions/test_write_prd.py
View file

@ -9,21 +9,19 @@
import pytest
from metagpt.actions import UserRequirement, WritePRD
from metagpt.config import CONFIG
from metagpt.const import DOCS_FILE_REPO, PRDS_FILE_REPO, REQUIREMENT_FILENAME
from metagpt.const import REQUIREMENT_FILENAME
from metagpt.logs import logger
from metagpt.roles.product_manager import ProductManager
from metagpt.roles.role import RoleReactMode
from metagpt.schema import Message
from metagpt.utils.common import any_to_str
from metagpt.utils.file_repository import FileRepository
@pytest.mark.asyncio
async def test_write_prd(new_filename):
product_manager = ProductManager()
async def test_write_prd(new_filename, context):
product_manager = ProductManager(context=context)
requirements = "开发一个基于大语言模型与私有知识库的搜索引擎，希望可以基于大语言模型进行搜索总结"
await FileRepository.save_file(filename=REQUIREMENT_FILENAME, content=requirements, relative_path=DOCS_FILE_REPO)
await context.repo.docs.save(filename=REQUIREMENT_FILENAME, content=requirements)
product_manager.rc.react_mode = RoleReactMode.BY_ORDER
prd = await product_manager.run(Message(content=requirements, cause_by=UserRequirement))
assert prd.cause_by == any_to_str(WritePRD)
@ -33,7 +31,7 @@ async def test_write_prd(new_filename):
# Assert the prd is not None or empty
assert prd is not None
assert prd.content != ""
assert CONFIG.git_repo.new_file_repository(relative_path=PRDS_FILE_REPO).changed_files
assert product_manager.context.repo.docs.prd.changed_files
if __name__ == "__main__":

48
tests/metagpt/actions/test_write_prd_an.py Normal file
View file

@ -0,0 +1,48 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/01/03
@Author : mannaandpoem
@File : test_write_prd_an.py
"""
import pytest
from openai._models import BaseModel
from metagpt.actions.action_node import ActionNode
from metagpt.actions.write_prd import NEW_REQ_TEMPLATE
from metagpt.actions.write_prd_an import REFINED_PRD_NODE
from metagpt.llm import LLM
from tests.data.incremental_dev_project.mock import (
NEW_REQUIREMENT_SAMPLE,
PRD_SAMPLE,
REFINED_PRD_JSON,
)
@pytest.fixture()
def llm():
return LLM()
def mock_refined_prd_json():
return REFINED_PRD_JSON
@pytest.mark.asyncio
async def test_write_prd_an(mocker):
root = ActionNode.from_children("RefinedPRD", [ActionNode(key="", expected_type=str, instruction="", example="")])
root.instruct_content = BaseModel()
root.instruct_content.model_dump = mock_refined_prd_json
mocker.patch("metagpt.actions.write_prd_an.REFINED_PRD_NODE.fill", return_value=root)
prompt = NEW_REQ_TEMPLATE.format(
requirements=NEW_REQUIREMENT_SAMPLE,
old_prd=PRD_SAMPLE,
)
node = await REFINED_PRD_NODE.fill(prompt, llm)
assert "Refined Requirements" in node.instruct_content.model_dump()
assert "Refined Product Goals" in node.instruct_content.model_dump()
assert "Refined User Stories" in node.instruct_content.model_dump()
assert "Refined Requirement Analysis" in node.instruct_content.model_dump()
assert "Refined Requirement Pool" in node.instruct_content.model_dump()

4
tests/metagpt/actions/test_write_prd_review.py
View file

@ -11,7 +11,7 @@ from metagpt.actions.write_prd_review import WritePRDReview
@pytest.mark.asyncio
async def test_write_prd_review():
async def test_write_prd_review(context):
prd = """
Introduction: This is a new feature for our product.
Goals: The goal is to improve user engagement.
@ -23,7 +23,7 @@ async def test_write_prd_review():
Timeline: The feature should be ready for testing in 1.5 months.
"""
write_prd_review = WritePRDReview(name="write_prd_review")
write_prd_review = WritePRDReview(name="write_prd_review", context=context)
prd_review = await write_prd_review.run(prd)

8
tests/metagpt/actions/test_write_review.py
View file

@ -9,7 +9,7 @@ import pytest
from metagpt.actions.write_review import WriteReview
CONTEXT = """
TEMPLATE_CONTEXT = """
{
"Language": "zh_cn",
"Programming Language": "Python",
@ -46,8 +46,8 @@ CONTEXT = """
@pytest.mark.asyncio
async def test_write_review():
write_review = WriteReview()
review = await write_review.run(CONTEXT)
async def test_write_review(context):
write_review = WriteReview(context=context)
review = await write_review.run(TEMPLATE_CONTEXT)
assert review.instruct_content
assert review.get("LGTM") in ["LGTM", "LBTM"]

6
tests/metagpt/actions/test_write_teaching_plan.py
View file

@ -13,11 +13,11 @@ from metagpt.actions.write_teaching_plan import WriteTeachingPlanPart
@pytest.mark.asyncio
@pytest.mark.parametrize(
("topic", "context"),
("topic", "content"),
[("Title", "Lesson 1: Learn to draw an apple."), ("Teaching Content", "Lesson 1: Learn to draw an apple.")],
)
async def test_write_teaching_plan_part(topic, context):
action = WriteTeachingPlanPart(topic=topic, context=context)
async def test_write_teaching_plan_part(topic, content, context):
action = WriteTeachingPlanPart(topic=topic, i_context=content, context=context)
rsp = await action.run()
assert rsp

10
tests/metagpt/actions/test_write_test.py
View file

@ -13,7 +13,7 @@ from metagpt.schema import Document, TestingContext
@pytest.mark.asyncio
async def test_write_test():
async def test_write_test(context):
code = """
import random
from typing import Tuple
@ -25,8 +25,8 @@ async def test_write_test():
def generate(self, max_y: int, max_x: int):
self.position = (random.randint(1, max_y - 1), random.randint(1, max_x - 1))
"""
context = TestingContext(filename="food.py", code_doc=Document(filename="food.py", content=code))
write_test = WriteTest(context=context)
testing_context = TestingContext(filename="food.py", code_doc=Document(filename="food.py", content=code))
write_test = WriteTest(i_context=testing_context, context=context)
context = await write_test.run()
logger.info(context.model_dump_json())
@ -39,12 +39,12 @@ async def test_write_test():
@pytest.mark.asyncio
async def test_write_code_invalid_code(mocker):
async def test_write_code_invalid_code(mocker, context):
# Mock the _aask method to return an invalid code string
mocker.patch.object(WriteTest, "_aask", return_value="Invalid Code String")
# Create an instance of WriteTest
write_test = WriteTest()
write_test = WriteTest(context=context)
# Call the write_code method
code = await write_test.write_code("Some prompt:")

8
tests/metagpt/actions/test_write_tutorial.py
View file

@ -14,8 +14,8 @@ from metagpt.actions.write_tutorial import WriteContent, WriteDirectory
@pytest.mark.asyncio
@pytest.mark.parametrize(("language", "topic"), [("English", "Write a tutorial about Python")])
async def test_write_directory(language: str, topic: str):
ret = await WriteDirectory(language=language).run(topic=topic)
async def test_write_directory(language: str, topic: str, context):
ret = await WriteDirectory(language=language, context=context).run(topic=topic)
assert isinstance(ret, dict)
assert "title" in ret
assert "directory" in ret
@ -29,8 +29,8 @@ async def test_write_directory(language: str, topic: str):
("language", "topic", "directory"),
[("English", "Write a tutorial about Python", {"Introduction": ["What is Python?", "Why learn Python?"]})],
)
async def test_write_content(language: str, topic: str, directory: Dict):
ret = await WriteContent(language=language, directory=directory).run(topic=topic)
async def test_write_content(language: str, topic: str, directory: Dict, context):
ret = await WriteContent(language=language, directory=directory, context=context).run(topic=topic)
assert isinstance(ret, str)
assert list(directory.keys())[0] in ret
for value in list(directory.values())[0]:

7
tests/metagpt/learn/test_skill_loader.py
View file

@ -10,13 +10,12 @@ from pathlib import Path
import pytest
from metagpt.config import CONFIG
from metagpt.learn.skill_loader import SkillsDeclaration
@pytest.mark.asyncio
async def test_suite():
CONFIG.agent_skills = [
async def test_suite(context):
context.kwargs.agent_skills = [
{"id": 1, "name": "text_to_speech", "type": "builtin", "config": {}, "enabled": True},
{"id": 2, "name": "text_to_image", "type": "builtin", "config": {}, "enabled": True},
{"id": 3, "name": "ai_call", "type": "builtin", "config": {}, "enabled": True},
@ -27,7 +26,7 @@ async def test_suite():
]
pathname = Path(__file__).parent / "../../../docs/.well-known/skills.yaml"
loader = await SkillsDeclaration.load(skill_yaml_file_name=pathname)
skills = loader.get_skill_list()
skills = loader.get_skill_list(context=context)
assert skills
assert len(skills) >= 3
for desc, name in skills.items():

24
tests/metagpt/learn/test_text_to_embedding.py
View file

@ -6,19 +6,33 @@
@File : test_text_to_embedding.py
@Desc : Unit tests.
"""
import json
from pathlib import Path
import pytest
from metagpt.config import CONFIG
from metagpt.config2 import Config
from metagpt.learn.text_to_embedding import text_to_embedding
from metagpt.utils.common import aread
@pytest.mark.asyncio
async def test_text_to_embedding():
# Prerequisites
assert CONFIG.OPENAI_API_KEY
async def test_text_to_embedding(mocker):
# mock
config = Config.default()
mock_post = mocker.patch("aiohttp.ClientSession.post")
mock_response = mocker.AsyncMock()
mock_response.status = 200
data = await aread(Path(__file__).parent / "../../data/openai/embedding.json")
mock_response.json.return_value = json.loads(data)
mock_post.return_value.__aenter__.return_value = mock_response
config.get_openai_llm().proxy = mocker.PropertyMock(return_value="http://mock.proxy")
v = await text_to_embedding(text="Panda emoji")
# Prerequisites
assert config.get_openai_llm().api_key
assert config.get_openai_llm().proxy
v = await text_to_embedding(text="Panda emoji", config=config)
assert len(v.data) > 0

48
tests/metagpt/learn/test_text_to_image.py
View file

@ -6,11 +6,13 @@
@File : test_text_to_image.py
@Desc : Unit tests.
"""
import base64
import openai
import pytest
from pydantic import BaseModel
from metagpt.config import CONFIG
from metagpt.config2 import Config
from metagpt.learn.text_to_image import text_to_image
from metagpt.tools.metagpt_text_to_image import MetaGPTText2Image
from metagpt.tools.openai_text_to_image import OpenAIText2Image
@ -24,23 +26,37 @@ async def test_text_to_image(mocker):
mocker.patch.object(OpenAIText2Image, "text_2_image", return_value=b"mock OpenAIText2Image")
mocker.patch.object(S3, "cache", return_value="http://mock/s3")
# Prerequisites
assert CONFIG.METAGPT_TEXT_TO_IMAGE_MODEL_URL
assert CONFIG.OPENAI_API_KEY
config = Config.default()
assert config.METAGPT_TEXT_TO_IMAGE_MODEL_URL
data = await text_to_image("Panda emoji", size_type="512x512")
data = await text_to_image("Panda emoji", size_type="512x512", config=config)
assert "base64" in data or "http" in data
# Mock session env
old_options = CONFIG.options.copy()
new_options = old_options.copy()
new_options["METAGPT_TEXT_TO_IMAGE_MODEL_URL"] = None
CONFIG.set_context(new_options)
try:
data = await text_to_image("Panda emoji", size_type="512x512")
assert "base64" in data or "http" in data
finally:
CONFIG.set_context(old_options)
@pytest.mark.asyncio
async def test_openai_text_to_image(mocker):
# mocker
mock_url = mocker.Mock()
mock_url.url.return_value = "http://mock.com/0.png"
class _MockData(BaseModel):
data: list
mock_data = _MockData(data=[mock_url])
mocker.patch.object(openai.resources.images.AsyncImages, "generate", return_value=mock_data)
mock_post = mocker.patch("aiohttp.ClientSession.get")
mock_response = mocker.AsyncMock()
mock_response.status = 200
mock_response.read.return_value = base64.b64encode(b"success")
mock_post.return_value.__aenter__.return_value = mock_response
mocker.patch.object(S3, "cache", return_value="http://mock.s3.com/0.png")
config = Config.default()
config.METAGPT_TEXT_TO_IMAGE_MODEL_URL = None
assert config.get_openai_llm()
data = await text_to_image("Panda emoji", size_type="512x512", config=config)
assert "base64" in data or "http" in data
if __name__ == "__main__":

70
tests/metagpt/learn/test_text_to_speech.py
View file

@ -8,35 +8,65 @@
"""
import pytest
from azure.cognitiveservices.speech import ResultReason, SpeechSynthesizer
from metagpt.config import CONFIG
from metagpt.config2 import Config
from metagpt.learn.text_to_speech import text_to_speech
from metagpt.tools.iflytek_tts import IFlyTekTTS
from metagpt.utils.s3 import S3
@pytest.mark.asyncio
async def test_text_to_speech():
# Prerequisites
assert CONFIG.IFLYTEK_APP_ID
assert CONFIG.IFLYTEK_API_KEY
assert CONFIG.IFLYTEK_API_SECRET
assert CONFIG.AZURE_TTS_SUBSCRIPTION_KEY and CONFIG.AZURE_TTS_SUBSCRIPTION_KEY != "YOUR_API_KEY"
assert CONFIG.AZURE_TTS_REGION
async def test_azure_text_to_speech(mocker):
# mock
config = Config.default()
config.IFLYTEK_API_KEY = None
config.IFLYTEK_API_SECRET = None
config.IFLYTEK_APP_ID = None
mock_result = mocker.Mock()
mock_result.audio_data = b"mock audio data"
mock_result.reason = ResultReason.SynthesizingAudioCompleted
mock_data = mocker.Mock()
mock_data.get.return_value = mock_result
mocker.patch.object(SpeechSynthesizer, "speak_ssml_async", return_value=mock_data)
mocker.patch.object(S3, "cache", return_value="http://mock.s3.com/1.wav")
# Prerequisites
assert not config.IFLYTEK_APP_ID
assert not config.IFLYTEK_API_KEY
assert not config.IFLYTEK_API_SECRET
assert config.AZURE_TTS_SUBSCRIPTION_KEY and config.AZURE_TTS_SUBSCRIPTION_KEY != "YOUR_API_KEY"
assert config.AZURE_TTS_REGION
config.copy()
# test azure
data = await text_to_speech("panda emoji")
data = await text_to_speech("panda emoji", config=config)
assert "base64" in data or "http" in data
# test iflytek
## Mock session env
old_options = CONFIG.options.copy()
new_options = old_options.copy()
new_options["AZURE_TTS_SUBSCRIPTION_KEY"] = ""
CONFIG.set_context(new_options)
try:
data = await text_to_speech("panda emoji")
assert "base64" in data or "http" in data
finally:
CONFIG.set_context(old_options)
@pytest.mark.asyncio
async def test_iflytek_text_to_speech(mocker):
# mock
config = Config.default()
config.AZURE_TTS_SUBSCRIPTION_KEY = None
config.AZURE_TTS_REGION = None
mocker.patch.object(IFlyTekTTS, "synthesize_speech", return_value=None)
mock_data = mocker.AsyncMock()
mock_data.read.return_value = b"mock iflytek"
mock_reader = mocker.patch("aiofiles.open")
mock_reader.return_value.__aenter__.return_value = mock_data
mocker.patch.object(S3, "cache", return_value="http://mock.s3.com/1.mp3")
# Prerequisites
assert config.IFLYTEK_APP_ID
assert config.IFLYTEK_API_KEY
assert config.IFLYTEK_API_SECRET
assert not config.AZURE_TTS_SUBSCRIPTION_KEY or config.AZURE_TTS_SUBSCRIPTION_KEY == "YOUR_API_KEY"
assert not config.AZURE_TTS_REGION
# test azure
data = await text_to_speech("panda emoji", config=config)
assert "base64" in data or "http" in data
if __name__ == "__main__":

3
tests/metagpt/memory/test_brain_memory.py
View file

@ -8,7 +8,6 @@
import pytest
from metagpt.config import LLMProviderEnum
from metagpt.llm import LLM
from metagpt.memory.brain_memory import BrainMemory
from metagpt.schema import Message
@ -46,7 +45,7 @@ def test_extract_info(input, tag, val):
@pytest.mark.asyncio
@pytest.mark.parametrize("llm", [LLM(provider=LLMProviderEnum.OPENAI), LLM(provider=LLMProviderEnum.METAGPT)])
@pytest.mark.parametrize("llm", [LLM()])
async def test_memory_llm(llm):
memory = BrainMemory()
for i in range(500):

9
tests/metagpt/memory/test_longterm_memory.py
View file

@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
"""
@Desc : unittest of `metagpt/memory/longterm_memory.py`
@Modified By: mashenquan, 2023/8/20. Remove global configuration `CONFIG`, enable configuration support for business isolation.
"""
import os
@ -10,17 +9,15 @@ import os
import pytest
from metagpt.actions import UserRequirement
from metagpt.config import CONFIG
from metagpt.config2 import config
from metagpt.memory.longterm_memory import LongTermMemory
from metagpt.roles.role import RoleContext
from metagpt.schema import Message
os.environ.setdefault("OPENAI_API_KEY", config.get_openai_llm().api_key)
def test_ltm_search():
assert hasattr(CONFIG, "long_term_memory") is True
os.environ.setdefault("OPENAI_API_KEY", CONFIG.openai_api_key)
assert len(CONFIG.openai_api_key) > 20
role_id = "UTUserLtm(Product Manager)"
from metagpt.environment import Environment

2
tests/metagpt/memory/test_memory.py
View file

@ -32,7 +32,7 @@ def test_memory():
messages = memory.get_by_action(UserRequirement)
assert len(messages) == 2
messages = memory.get_by_actions([UserRequirement])
messages = memory.get_by_actions({UserRequirement})
assert len(messages) == 2
messages = memory.try_remember("test message")

4
tests/metagpt/memory/test_memory_storage.py
View file

@ -11,12 +11,12 @@ from typing import List
from metagpt.actions import UserRequirement, WritePRD
from metagpt.actions.action_node import ActionNode
from metagpt.config import CONFIG
from metagpt.config2 import config
from metagpt.const import DATA_PATH
from metagpt.memory.memory_storage import MemoryStorage
from metagpt.schema import Message
os.environ.setdefault("OPENAI_API_KEY", CONFIG.openai_api_key)
os.environ.setdefault("OPENAI_API_KEY", config.get_openai_llm().api_key)
def test_idea_message():

44
tests/metagpt/provider/mock_llm_config.py Normal file
View file

@ -0,0 +1,44 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/1/8 17:03
@Author : alexanderwu
@File : mock_llm_config.py
"""
from metagpt.configs.llm_config import LLMConfig
mock_llm_config = LLMConfig(
llm_type="mock",
api_key="mock_api_key",
base_url="mock_base_url",
app_id="mock_app_id",
api_secret="mock_api_secret",
domain="mock_domain",
)
mock_llm_config_proxy = LLMConfig(
llm_type="mock",
api_key="mock_api_key",
base_url="mock_base_url",
proxy="http://localhost:8080",
)
mock_llm_config_azure = LLMConfig(
llm_type="azure",
api_version="2023-09-01-preview",
api_key="mock_api_key",
base_url="mock_base_url",
proxy="http://localhost:8080",
)
mock_llm_config_zhipu = LLMConfig(
llm_type="zhipu",
api_key="mock_api_key.zhipu",
base_url="mock_base_url",
model="mock_zhipu_model",
proxy="http://localhost:8080",
)

8
tests/metagpt/provider/test_anthropic_api.py
View file

@ -6,10 +6,8 @@
import pytest
from anthropic.resources.completions import Completion
from metagpt.config import CONFIG
from metagpt.provider.anthropic_api import Claude2
CONFIG.anthropic_api_key = "xxx"
from tests.metagpt.provider.mock_llm_config import mock_llm_config
prompt = "who are you"
resp = "I'am Claude2"
@ -25,10 +23,10 @@ async def mock_anthropic_acompletions_create(self, model: str, prompt: str, max_
def test_claude2_ask(mocker):
mocker.patch("anthropic.resources.completions.Completions.create", mock_anthropic_completions_create)
assert resp == Claude2().ask(prompt)
assert resp == Claude2(mock_llm_config).ask(prompt)
@pytest.mark.asyncio
async def test_claude2_aask(mocker):
mocker.patch("anthropic.resources.completions.AsyncCompletions.create", mock_anthropic_acompletions_create)
assert resp == await Claude2().aask(prompt)
assert resp == await Claude2(mock_llm_config).aask(prompt)

12
tests/metagpt/provider/test_azure_llm.py Normal file
View file

@ -0,0 +1,12 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Desc :
from metagpt.provider import AzureOpenAILLM
from tests.metagpt.provider.mock_llm_config import mock_llm_config_azure
def test_azure_llm():
llm = AzureOpenAILLM(mock_llm_config_azure)
kwargs = llm._make_client_kwargs()
assert kwargs["azure_endpoint"] == mock_llm_config_azure.base_url

14
tests/metagpt/provider/test_azure_openai_api.py
View file

@ -1,14 +0,0 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Desc :
from metagpt.config import CONFIG
from metagpt.provider.azure_openai_api import AzureOpenAILLM
CONFIG.OPENAI_API_VERSION = "xx"
CONFIG.openai_proxy = "http://127.0.0.1:80" # fake value
def test_azure_openai_api():
_ = AzureOpenAILLM()

8
tests/metagpt/provider/test_base_gpt_api.py → tests/metagpt/provider/test_base_llm.py
View file

@ -8,6 +8,7 @@
import pytest
from metagpt.configs.llm_config import LLMConfig
from metagpt.provider.base_llm import BaseLLM
from metagpt.schema import Message
@ -28,6 +29,9 @@ resp_content = default_chat_resp["choices"][0]["message"]["content"]
class MockBaseLLM(BaseLLM):
def __init__(self, config: LLMConfig = None):
pass
def completion(self, messages: list[dict], timeout=3):
return default_chat_resp
@ -102,5 +106,5 @@ async def test_async_base_llm():
resp = await base_llm.aask_batch([prompt_msg])
assert resp == resp_content
resp = await base_llm.aask_code([prompt_msg])
assert resp == resp_content
# resp = await base_llm.aask_code([prompt_msg])
# assert resp == resp_content

8
tests/metagpt/provider/test_fireworks_api.py → tests/metagpt/provider/test_fireworks_llm.py
View file

@ -13,17 +13,13 @@ from openai.types.chat.chat_completion_chunk import Choice as AChoice
from openai.types.chat.chat_completion_chunk import ChoiceDelta
from openai.types.completion_usage import CompletionUsage
from metagpt.config import CONFIG
from metagpt.provider.fireworks_api import (
MODEL_GRADE_TOKEN_COSTS,
FireworksCostManager,
FireworksLLM,
)
from metagpt.utils.cost_manager import Costs
CONFIG.fireworks_api_key = "xxx"
CONFIG.max_budget = 10
CONFIG.calc_usage = True
from tests.metagpt.provider.mock_llm_config import mock_llm_config
resp_content = "I'm fireworks"
default_resp = ChatCompletion(
@ -92,7 +88,7 @@ async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs)
async def test_fireworks_acompletion(mocker):
mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create)
fireworks_gpt = FireworksLLM()
fireworks_gpt = FireworksLLM(mock_llm_config)
fireworks_gpt.model = "llama-v2-13b-chat"
fireworks_gpt._update_costs(

6
tests/metagpt/provider/test_google_gemini_api.py
View file

@ -9,10 +9,8 @@ import pytest
from google.ai import generativelanguage as glm
from google.generativeai.types import content_types
from metagpt.config import CONFIG
from metagpt.provider.google_gemini_api import GeminiLLM
CONFIG.gemini_api_key = "xx"
from tests.metagpt.provider.mock_llm_config import mock_llm_config
@dataclass
@ -62,7 +60,7 @@ async def test_gemini_acompletion(mocker):
mock_gemini_generate_content_async,
)
gemini_gpt = GeminiLLM()
gemini_gpt = GeminiLLM(mock_llm_config)
assert gemini_gpt._user_msg(prompt_msg) == {"role": "user", "parts": [prompt_msg]}
assert gemini_gpt._assistant_msg(prompt_msg) == {"role": "model", "parts": [prompt_msg]}

3
tests/metagpt/provider/test_human_provider.py
View file

@ -5,6 +5,7 @@
import pytest
from metagpt.provider.human_provider import HumanProvider
from tests.metagpt.provider.mock_llm_config import mock_llm_config
resp_content = "test"
resp_exit = "exit"
@ -13,7 +14,7 @@ resp_exit = "exit"
@pytest.mark.asyncio
async def test_async_human_provider(mocker):
mocker.patch("builtins.input", lambda _: resp_content)
human_provider = HumanProvider()
human_provider = HumanProvider(mock_llm_config)
resp = human_provider.ask(resp_content)
assert resp == resp_content

14
tests/metagpt/provider/test_metagpt_api.py
View file

@ -1,14 +0,0 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2023/12/28
@Author : mashenquan
@File : test_metagpt_api.py
"""
from metagpt.config import LLMProviderEnum
from metagpt.llm import LLM
def test_llm():
llm = LLM(provider=LLMProviderEnum.METAGPT)
assert llm

5
tests/metagpt/provider/test_metagpt_llm_api.py → tests/metagpt/provider/test_metagpt_llm.py
View file

@ -3,13 +3,14 @@
"""
@Time : 2023/8/30
@Author : mashenquan
@File : test_metagpt_llm_api.py
@File : test_metagpt_llm.py
"""
from metagpt.provider.metagpt_api import MetaGPTLLM
from tests.metagpt.provider.mock_llm_config import mock_llm_config
def test_metagpt():
llm = MetaGPTLLM()
llm = MetaGPTLLM(mock_llm_config)
assert llm

7
tests/metagpt/provider/test_ollama_api.py
View file

@ -7,8 +7,8 @@ from typing import Any, Tuple
import pytest
from metagpt.config import CONFIG
from metagpt.provider.ollama_api import OllamaLLM
from tests.metagpt.provider.mock_llm_config import mock_llm_config
prompt_msg = "who are you"
messages = [{"role": "user", "content": prompt_msg}]
@ -16,9 +16,6 @@ messages = [{"role": "user", "content": prompt_msg}]
resp_content = "I'm ollama"
default_resp = {"message": {"role": "assistant", "content": resp_content}}
CONFIG.ollama_api_base = "http://xxx"
CONFIG.max_budget = 10
async def mock_ollama_arequest(self, stream: bool = False, **kwargs) -> Tuple[Any, Any, bool]:
if stream:
@ -44,7 +41,7 @@ async def mock_ollama_arequest(self, stream: bool = False, **kwargs) -> Tuple[An
async def test_gemini_acompletion(mocker):
mocker.patch("metagpt.provider.general_api_requestor.GeneralAPIRequestor.arequest", mock_ollama_arequest)
ollama_gpt = OllamaLLM()
ollama_gpt = OllamaLLM(mock_llm_config)
resp = await ollama_gpt.acompletion(messages)
assert resp["message"]["content"] == default_resp["message"]["content"]

7
tests/metagpt/provider/test_open_llm_api.py
View file

@ -13,12 +13,9 @@ from openai.types.chat.chat_completion_chunk import Choice as AChoice
from openai.types.chat.chat_completion_chunk import ChoiceDelta
from openai.types.completion_usage import CompletionUsage
from metagpt.config import CONFIG
from metagpt.provider.open_llm_api import OpenLLM
from metagpt.utils.cost_manager import Costs
CONFIG.max_budget = 10
CONFIG.calc_usage = True
from tests.metagpt.provider.mock_llm_config import mock_llm_config
resp_content = "I'm llama2"
default_resp = ChatCompletion(
@ -71,7 +68,7 @@ async def mock_openai_acompletions_create(self, stream: bool = False, **kwargs)
async def test_openllm_acompletion(mocker):
mocker.patch("openai.resources.chat.completions.AsyncCompletions.create", mock_openai_acompletions_create)
openllm_gpt = OpenLLM()
openllm_gpt = OpenLLM(mock_llm_config)
openllm_gpt.model = "llama-v2-13b-chat"
openllm_gpt._update_costs(usage=CompletionUsage(prompt_tokens=100, completion_tokens=100, total_tokens=200))

192
tests/metagpt/provider/test_openai.py
View file

@ -1,5 +1,3 @@
from unittest.mock import Mock
import pytest
from openai.types.chat import (
ChatCompletion,
@ -9,134 +7,92 @@ from openai.types.chat import (
from openai.types.chat.chat_completion import Choice
from openai.types.chat.chat_completion_message_tool_call import Function
from metagpt.config import CONFIG
from metagpt.const import TEST_DATA_PATH
from metagpt.llm import LLM
from metagpt.logs import logger
from metagpt.provider.openai_api import OpenAILLM
from metagpt.provider import OpenAILLM
from tests.metagpt.provider.mock_llm_config import (
mock_llm_config,
mock_llm_config_proxy,
)
CONFIG.openai_proxy = None
@pytest.mark.asyncio
async def test_text_to_speech():
llm = LLM()
resp = await llm.atext_to_speech(
model="tts-1",
voice="alloy",
input="人生说起来长，但直到一个岁月回头看，许多事件仅是仓促的。一段一段拼凑一起，合成了人生。苦难当头时，当下不免觉得是折磨；回头看，也不够是一段短短的人生旅程。",
)
assert 200 == resp.response.status_code
@pytest.mark.asyncio
async def test_speech_to_text():
llm = LLM()
audio_file = open(f"{TEST_DATA_PATH}/audio/hello.mp3", "rb")
resp = await llm.aspeech_to_text(file=audio_file, model="whisper-1")
assert "你好" == resp.text
@pytest.fixture
def tool_calls_rsp():
function_rsps = [
Function(arguments='{\n"language": "python",\n"code": "print(\'hello world\')"}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": \'print("hello world")\'}', name="execute"),
Function(arguments='{\n"language": \'python\',\n"code": "print(\'hello world\')"}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": "print(\'hello world\')"}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": ```print("hello world")```}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": """print("hello world")"""}', name="execute"),
Function(arguments='\nprint("hello world")\\n', name="execute"),
# only `{` in arguments
Function(arguments='{\n"language": "python",\n"code": "print(\'hello world\')"', name="execute"),
# no `{`, `}` in arguments
Function(arguments='\n"language": "python",\n"code": "print(\'hello world\')"', name="execute"),
]
tool_calls = [
ChatCompletionMessageToolCall(type="function", id=f"call_{i}", function=f) for i, f in enumerate(function_rsps)
]
messages = [ChatCompletionMessage(content=None, role="assistant", tool_calls=[t]) for t in tool_calls]
# 添加一个纯文本响应
messages.append(
ChatCompletionMessage(content="Completed a python code for hello world!", role="assistant", tool_calls=None)
)
# 添加 openai tool calls respond bug, code 出现在ChatCompletionMessage.content中
messages.extend(
[
ChatCompletionMessage(content="```python\nprint('hello world')```", role="assistant", tool_calls=None),
ChatCompletionMessage(content="'''python\nprint('hello world')'''", role="assistant", tool_calls=None),
ChatCompletionMessage(content='"""python\nprint(\'hello world\')"""', role="assistant", tool_calls=None),
ChatCompletionMessage(content="'''python\nprint(\"hello world\")'''", role="assistant", tool_calls=None),
ChatCompletionMessage(content="```python\nprint('hello world')```", role="assistant", tool_calls=None),
]
)
choices = [
Choice(finish_reason="tool_calls", logprobs=None, index=i, message=msg) for i, msg in enumerate(messages)
]
return [
ChatCompletion(id=str(i), choices=[c], created=i, model="gpt-4", object="chat.completion")
for i, c in enumerate(choices)
]
class TestOpenAI:
@pytest.fixture
def config(self):
return Mock(
openai_api_key="test_key",
OPENAI_API_KEY="test_key",
openai_base_url="test_url",
OPENAI_BASE_URL="test_url",
openai_proxy=None,
openai_api_type="other",
)
@pytest.fixture
def config_azure(self):
return Mock(
openai_api_key="test_key",
OPENAI_API_KEY="test_key",
openai_api_version="test_version",
openai_base_url="test_url",
OPENAI_BASE_URL="test_url",
openai_proxy=None,
openai_api_type="azure",
)
@pytest.fixture
def config_proxy(self):
return Mock(
openai_api_key="test_key",
OPENAI_API_KEY="test_key",
openai_base_url="test_url",
OPENAI_BASE_URL="test_url",
openai_proxy="http://proxy.com",
openai_api_type="other",
)
@pytest.fixture
def config_azure_proxy(self):
return Mock(
openai_api_key="test_key",
OPENAI_API_KEY="test_key",
openai_api_version="test_version",
openai_base_url="test_url",
OPENAI_BASE_URL="test_url",
openai_proxy="http://proxy.com",
openai_api_type="azure",
)
@pytest.fixture
def tool_calls_rsp(self):
function_rsps = [
Function(arguments='{\n"language": "python",\n"code": "print(\'hello world\')"}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": \'print("hello world")\'}', name="execute"),
Function(arguments='{\n"language": \'python\',\n"code": "print(\'hello world\')"}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": "print(\'hello world\')"}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": ```print("hello world")```}', name="execute"),
Function(arguments='{\n"language": "python",\n"code": """print("hello world")"""}', name="execute"),
Function(arguments='\nprint("hello world")\\n', name="execute"),
# only `{` in arguments
Function(arguments='{\n"language": "python",\n"code": "print(\'hello world\')"', name="execute"),
# no `{`, `}` in arguments
Function(arguments='\n"language": "python",\n"code": "print(\'hello world\')"', name="execute"),
]
tool_calls = [
ChatCompletionMessageToolCall(type="function", id=f"call_{i}", function=f)
for i, f in enumerate(function_rsps)
]
messages = [ChatCompletionMessage(content=None, role="assistant", tool_calls=[t]) for t in tool_calls]
# 添加一个纯文本响应
messages.append(
ChatCompletionMessage(content="Completed a python code for hello world!", role="assistant", tool_calls=None)
)
# 添加 openai tool calls respond bug, code 出现在ChatCompletionMessage.content中
messages.extend(
[
ChatCompletionMessage(content="```python\nprint('hello world')```", role="assistant", tool_calls=None),
ChatCompletionMessage(content="'''python\nprint('hello world')'''", role="assistant", tool_calls=None),
ChatCompletionMessage(
content='"""python\nprint(\'hello world\')"""', role="assistant", tool_calls=None
),
ChatCompletionMessage(
content="'''python\nprint(\"hello world\")'''", role="assistant", tool_calls=None
),
ChatCompletionMessage(content="```python\nprint('hello world')```", role="assistant", tool_calls=None),
]
)
choices = [
Choice(finish_reason="tool_calls", logprobs=None, index=i, message=msg) for i, msg in enumerate(messages)
]
return [
ChatCompletion(id=str(i), choices=[c], created=i, model="gpt-4", object="chat.completion")
for i, c in enumerate(choices)
]
def test_make_client_kwargs_without_proxy(self, config):
instance = OpenAILLM()
instance.config = config
def test_make_client_kwargs_without_proxy(self):
instance = OpenAILLM(mock_llm_config)
kwargs = instance._make_client_kwargs()
assert kwargs == {"api_key": "test_key", "base_url": "test_url"}
assert kwargs["api_key"] == "mock_api_key"
assert kwargs["base_url"] == "mock_base_url"
assert "http_client" not in kwargs
def test_make_client_kwargs_without_proxy_azure(self, config_azure):
instance = OpenAILLM()
instance.config = config_azure
kwargs = instance._make_client_kwargs()
assert kwargs == {"api_key": "test_key", "base_url": "test_url"}
assert "http_client" not in kwargs
def test_make_client_kwargs_with_proxy(self, config_proxy):
instance = OpenAILLM()
instance.config = config_proxy
kwargs = instance._make_client_kwargs()
assert "http_client" in kwargs
def test_make_client_kwargs_with_proxy_azure(self, config_azure_proxy):
instance = OpenAILLM()
instance.config = config_azure_proxy
def test_make_client_kwargs_with_proxy(self):
instance = OpenAILLM(mock_llm_config_proxy)
kwargs = instance._make_client_kwargs()
assert "http_client" in kwargs
def test_get_choice_function_arguments_for_aask_code(self, tool_calls_rsp):
instance = OpenAILLM()
instance = OpenAILLM(mock_llm_config_proxy)
for i, rsp in enumerate(tool_calls_rsp):
code = instance.get_choice_function_arguments(rsp)
logger.info(f"\ntest get function call arguments {i}: {code}")

23
tests/metagpt/provider/test_spark_api.py
View file

@ -4,14 +4,9 @@
import pytest
from metagpt.config import CONFIG
from metagpt.config2 import Config
from metagpt.provider.spark_api import GetMessageFromWeb, SparkLLM
CONFIG.spark_appid = "xxx"
CONFIG.spark_api_secret = "xxx"
CONFIG.spark_api_key = "xxx"
CONFIG.domain = "xxxxxx"
CONFIG.spark_url = "xxxx"
from tests.metagpt.provider.mock_llm_config import mock_llm_config
prompt_msg = "who are you"
resp_content = "I'm Spark"
@ -28,8 +23,8 @@ class MockWebSocketApp(object):
def test_get_msg_from_web(mocker):
mocker.patch("websocket.WebSocketApp", MockWebSocketApp)
get_msg_from_web = GetMessageFromWeb(text=prompt_msg)
assert get_msg_from_web.gen_params()["parameter"]["chat"]["domain"] == "xxxxxx"
get_msg_from_web = GetMessageFromWeb(prompt_msg, mock_llm_config)
assert get_msg_from_web.gen_params()["parameter"]["chat"]["domain"] == "mock_domain"
ret = get_msg_from_web.run()
assert ret == ""
@ -39,11 +34,19 @@ def mock_spark_get_msg_from_web_run(self) -> str:
return resp_content
@pytest.mark.asyncio
async def test_spark_aask():
llm = SparkLLM(Config.from_home("spark.yaml").llm)
resp = await llm.aask("Hello!")
print(resp)
@pytest.mark.asyncio
async def test_spark_acompletion(mocker):
mocker.patch("metagpt.provider.spark_api.GetMessageFromWeb.run", mock_spark_get_msg_from_web_run)
spark_gpt = SparkLLM()
spark_gpt = SparkLLM(mock_llm_config)
resp = await spark_gpt.acompletion([])
assert resp == resp_content

54
tests/metagpt/provider/test_zhipuai_api.py
View file

@ -3,47 +3,25 @@
# @Desc : the unittest of ZhiPuAILLM
import pytest
from zhipuai.utils.sse_client import Event
from metagpt.config import CONFIG
from metagpt.provider.zhipuai_api import ZhiPuAILLM
CONFIG.zhipuai_api_key = "xxx.xxx"
from tests.metagpt.provider.mock_llm_config import mock_llm_config_zhipu
prompt_msg = "who are you"
messages = [{"role": "user", "content": prompt_msg}]
resp_content = "I'm chatglm-turbo"
default_resp = {
"code": 200,
"data": {
"choices": [{"role": "assistant", "content": resp_content}],
"usage": {"prompt_tokens": 20, "completion_tokens": 20},
},
"choices": [{"finish_reason": "stop", "index": 0, "message": {"content": resp_content, "role": "assistant"}}],
"usage": {"completion_tokens": 22, "prompt_tokens": 19, "total_tokens": 41},
}
def mock_zhipuai_invoke(**kwargs) -> dict:
return default_resp
async def mock_zhipuai_ainvoke(**kwargs) -> dict:
return default_resp
async def mock_zhipuai_asse_invoke(**kwargs):
async def mock_zhipuai_acreate_stream(**kwargs):
class MockResponse(object):
async def _aread(self):
class Iterator(object):
events = [
Event(id="xxx", event="add", data=resp_content, retry=0),
Event(
id="xxx",
event="finish",
data="",
meta='{"usage": {"completion_tokens": 20,"prompt_tokens": 20}}',
),
]
events = [{"choices": [{"index": 0, "delta": {"content": resp_content, "role": "assistant"}}]}]
async def __aiter__(self):
for event in self.events:
@ -52,23 +30,26 @@ async def mock_zhipuai_asse_invoke(**kwargs):
async for chunk in Iterator():
yield chunk
async def async_events(self):
async def stream(self):
async for chunk in self._aread():
yield chunk
return MockResponse()
async def mock_zhipuai_acreate(**kwargs) -> dict:
return default_resp
@pytest.mark.asyncio
async def test_zhipuai_acompletion(mocker):
mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.invoke", mock_zhipuai_invoke)
mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.ainvoke", mock_zhipuai_ainvoke)
mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.asse_invoke", mock_zhipuai_asse_invoke)
mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.acreate", mock_zhipuai_acreate)
mocker.patch("metagpt.provider.zhipuai.zhipu_model_api.ZhiPuModelAPI.acreate_stream", mock_zhipuai_acreate_stream)
zhipu_gpt = ZhiPuAILLM()
zhipu_gpt = ZhiPuAILLM(mock_llm_config_zhipu)
resp = await zhipu_gpt.acompletion(messages)
assert resp["data"]["choices"][0]["content"] == resp_content
assert resp["choices"][0]["message"]["content"] == resp_content
resp = await zhipu_gpt.aask(prompt_msg, stream=False)
assert resp == resp_content
@ -84,6 +65,7 @@ async def test_zhipuai_acompletion(mocker):
def test_zhipuai_proxy():
# CONFIG.openai_proxy = "http://127.0.0.1:8080"
_ = ZhiPuAILLM()
# assert openai.proxy == CONFIG.openai_proxy
# it seems like zhipuai would be inflected by the proxy of openai, maybe it's a bug
# but someone may want to use openai.proxy, so we keep this test case
# assert openai.proxy == config.llm.proxy
_ = ZhiPuAILLM(mock_llm_config_zhipu)

10
tests/metagpt/provider/zhipuai/test_async_sse_client.py
View file

@ -11,16 +11,16 @@ from metagpt.provider.zhipuai.async_sse_client import AsyncSSEClient
async def test_async_sse_client():
class Iterator(object):
async def __aiter__(self):
yield b"data: test_value"
yield b'data: {"test_key": "test_value"}'
async_sse_client = AsyncSSEClient(event_source=Iterator())
async for event in async_sse_client.async_events():
assert event.data, "test_value"
async for chunk in async_sse_client.stream():
assert "test_value" in chunk.values()
class InvalidIterator(object):
async def __aiter__(self):
yield b"invalid: test_value"
async_sse_client = AsyncSSEClient(event_source=InvalidIterator())
async for event in async_sse_client.async_events():
assert not event
async for chunk in async_sse_client.stream():
assert not chunk

23
tests/metagpt/provider/zhipuai/test_zhipu_model_api.py
View file

@ -6,15 +6,13 @@ from typing import Any, Tuple
import pytest
import zhipuai
from zhipuai.model_api.api import InvokeType
from zhipuai.utils.http_client import headers as zhipuai_default_headers
from metagpt.provider.zhipuai.zhipu_model_api import ZhiPuModelAPI
api_key = "xxx.xxx"
zhipuai.api_key = api_key
default_resp = b'{"result": "test response"}'
default_resp = b'{"choices": [{"finish_reason": "stop", "index": 0, "message": {"content": "test response", "role": "assistant"}}]}'
async def mock_requestor_arequest(self, **kwargs) -> Tuple[Any, Any, str]:
@ -23,22 +21,15 @@ async def mock_requestor_arequest(self, **kwargs) -> Tuple[Any, Any, str]:
@pytest.mark.asyncio
async def test_zhipu_model_api(mocker):
header = ZhiPuModelAPI.get_header()
zhipuai_default_headers.update({"Authorization": api_key})
assert header == zhipuai_default_headers
sse_header = ZhiPuModelAPI.get_sse_header()
assert len(sse_header["Authorization"]) == 191
url_prefix, url_suffix = ZhiPuModelAPI.split_zhipu_api_url(InvokeType.SYNC, kwargs={"model": "chatglm_turbo"})
url_prefix, url_suffix = ZhiPuModelAPI(api_key=api_key).split_zhipu_api_url()
assert url_prefix == "https://open.bigmodel.cn/api"
assert url_suffix == "/paas/v3/model-api/chatglm_turbo/invoke"
assert url_suffix == "/paas/v4/chat/completions"
mocker.patch("metagpt.provider.general_api_requestor.GeneralAPIRequestor.arequest", mock_requestor_arequest)
result = await ZhiPuModelAPI.arequest(
InvokeType.SYNC, stream=False, method="get", headers={}, kwargs={"model": "chatglm_turbo"}
result = await ZhiPuModelAPI(api_key=api_key).arequest(
stream=False, method="get", headers={}, kwargs={"model": "glm-3-turbo"}
)
assert result == default_resp
result = await ZhiPuModelAPI.ainvoke()
assert result["result"] == "test response"
result = await ZhiPuModelAPI(api_key=api_key).acreate()
assert result["choices"][0]["message"]["content"] == "test response"

24
tests/metagpt/roles/run_code_interpreter.py
View file

@ -9,9 +9,7 @@ from metagpt.schema import Plan
from metagpt.utils.recovery_util import load_history, save_history
async def run_code_interpreter(
role_class, requirement, auto_run, use_tools, use_code_steps, make_udfs, use_udfs, save_dir, tools
):
async def run_code_interpreter(role_class, requirement, auto_run, use_tools, save_dir, tools):
"""
The main function to run the MLEngineer with optional history loading.
@ -25,16 +23,11 @@ async def run_code_interpreter(
"""
if role_class == "ci":
role = CodeInterpreter(
goal=requirement, auto_run=auto_run, use_tools=use_tools, make_udfs=make_udfs, tools=tools
)
role = CodeInterpreter(auto_run=auto_run, use_tools=use_tools, tools=tools)
else:
role = MLEngineer(
goal=requirement,
auto_run=auto_run,
use_tools=use_tools,
use_code_steps=use_code_steps,
make_udfs=make_udfs,
tools=tools,
)
@ -50,10 +43,10 @@ async def run_code_interpreter(
try:
await role.run(requirement)
except Exception as e:
save_path = save_history(role, save_dir)
logger.exception(f"An error occurred: {e}, save trajectory here: {save_path}")
save_history(role, save_dir)
if __name__ == "__main__":
# requirement = "Run data analysis on sklearn Iris dataset, include a plot"
@ -73,8 +66,6 @@ if __name__ == "__main__":
role_class = "mle"
auto_run = True
use_tools = True
make_udfs = False
use_udfs = False
tools = []
# tools = ["FillMissingValue", "CatCross", "non_existing_test"]
@ -83,14 +74,9 @@ if __name__ == "__main__":
requirement: str = requirement,
auto_run: bool = auto_run,
use_tools: bool = use_tools,
use_code_steps: bool = False,
make_udfs: bool = make_udfs,
use_udfs: bool = use_udfs,
save_dir: str = save_dir,
tools=tools,
):
await run_code_interpreter(
role_class, requirement, auto_run, use_tools, use_code_steps, make_udfs, use_udfs, save_dir, tools
)
await run_code_interpreter(role_class, requirement, auto_run, use_tools, save_dir, tools)
fire.Fire(main)

7
tests/metagpt/roles/test_architect.py
View file

@ -12,7 +12,6 @@ import uuid
import pytest
from metagpt.actions import WriteDesign, WritePRD
from metagpt.config import CONFIG
from metagpt.const import PRDS_FILE_REPO
from metagpt.logs import logger
from metagpt.roles import Architect
@ -22,12 +21,12 @@ from tests.metagpt.roles.mock import MockMessages
@pytest.mark.asyncio
async def test_architect():
async def test_architect(context):
# Prerequisites
filename = uuid.uuid4().hex + ".json"
await awrite(CONFIG.git_repo.workdir / PRDS_FILE_REPO / filename, data=MockMessages.prd.content)
await awrite(context.repo.workdir / PRDS_FILE_REPO / filename, data=MockMessages.prd.content)
role = Architect()
role = Architect(context=context)
rsp = await role.run(with_message=Message(content="", cause_by=WritePRD))
logger.info(rsp)
assert len(rsp.content) > 0

31
tests/metagpt/roles/test_assistant.py
View file

@ -12,7 +12,6 @@ from pydantic import BaseModel
from metagpt.actions.skill_action import SkillAction
from metagpt.actions.talk_action import TalkAction
from metagpt.config import CONFIG
from metagpt.memory.brain_memory import BrainMemory
from metagpt.roles.assistant import Assistant
from metagpt.schema import Message
@ -20,8 +19,11 @@ from metagpt.utils.common import any_to_str
@pytest.mark.asyncio
async def test_run():
CONFIG.language = "Chinese"
async def test_run(mocker, context):
# mock
mocker.patch("metagpt.learn.text_to_image", return_value="http://mock.com/1.png")
context.kwargs.language = "Chinese"
class Input(BaseModel):
memory: BrainMemory
@ -65,7 +67,7 @@ async def test_run():
"cause_by": any_to_str(SkillAction),
},
]
CONFIG.agent_skills = [
agent_skills = [
{"id": 1, "name": "text_to_speech", "type": "builtin", "config": {}, "enabled": True},
{"id": 2, "name": "text_to_image", "type": "builtin", "config": {}, "enabled": True},
{"id": 3, "name": "ai_call", "type": "builtin", "config": {}, "enabled": True},
@ -77,9 +79,11 @@ async def test_run():
for i in inputs:
seed = Input(**i)
CONFIG.language = seed.language
CONFIG.agent_description = seed.agent_description
role = Assistant(language="Chinese")
role = Assistant(language="Chinese", context=context)
role.context.kwargs.language = seed.language
role.context.kwargs.agent_description = seed.agent_description
role.context.kwargs.agent_skills = agent_skills
role.memory = seed.memory # Restore historical conversation content.
while True:
has_action = await role.think()
@ -110,21 +114,16 @@ async def test_run():
],
)
@pytest.mark.asyncio
async def test_memory(memory):
role = Assistant()
async def test_memory(memory, context):
role = Assistant(context=context)
role.context.kwargs.agent_skills = []
role.load_memory(memory)
val = role.get_memory()
assert val
await role.talk("draw apple")
agent_skills = CONFIG.agent_skills
CONFIG.agent_skills = []
try:
await role.think()
finally:
CONFIG.agent_skills = agent_skills
await role.think()
assert isinstance(role.rc.todo, TalkAction)

4
tests/metagpt/roles/test_code_interpreter.py
View file

@ -7,7 +7,9 @@ from metagpt.roles.code_interpreter import CodeInterpreter
@pytest.mark.asyncio
async def test_code_interpreter():
requirement = "Run data analysis on sklearn Iris dataset, include a plot"
ci = CodeInterpreter(goal=requirement, auto_run=True, use_tools=False)
tools = []
ci = CodeInterpreter(auto_run=True, use_tools=True, tools=tools)
rsp = await ci.run(requirement)
logger.info(rsp)
assert len(rsp.content) > 0

50
tests/metagpt/roles/test_daml.py
View file

@ -1,50 +0,0 @@
import pytest
from tqdm import tqdm
from metagpt.logs import logger
from metagpt.roles.ml_engineer import ExecutePyCode, MLEngineer
from metagpt.schema import Plan
def reset(role):
"""Restart role with the same goal."""
role.working_memory.clear()
role.planner.plan = Plan(goal=role.planner.plan.goal)
role.execute_code = ExecutePyCode()
async def make_use_tools(requirement: str, auto_run: bool = True):
"""make and use tools for requirement."""
role = MLEngineer(goal=requirement, auto_run=auto_run)
# make udfs
role.use_tools = False
role.use_code_steps = False
role.make_udfs = True
role.use_udfs = False
await role.run(requirement)
# use udfs
reset(role)
role.make_udfs = False
role.use_udfs = True
role.use_code_steps = False
role.use_tools = False
await role.run(requirement)
@pytest.mark.asyncio
async def test_make_use_tools():
requirements = [
"Run data analysis on sklearn Iris dataset, include a plot",
"Run data analysis on sklearn Diabetes dataset, include a plot",
"Run data analysis on sklearn Wine recognition dataset, include a plot, and train a model to predict wine class (20% as validation), and show validation accuracy",
"Run data analysis on sklearn Wisconsin Breast Cancer dataset, include a plot, train a model to predict targets (20% as validation), and show validation accuracy",
"Run EDA and visualization on this dataset, train a model to predict survival, report metrics on validation set (20%), dataset: tests/data/titanic.csv",
]
success = 0
for requirement in tqdm(requirements, total=len(requirements)):
try:
await make_use_tools(requirement)
success += 1
except Exception as e:
logger.error(f"Found Error in {requirement}, {e}")
logger.info(f"success: {round(success/len(requirements), 1)*100}%")

92
tests/metagpt/roles/test_engineer.py
View file

@ -13,40 +13,30 @@ from pathlib import Path
import pytest
from metagpt.actions import WriteCode, WriteTasks
from metagpt.config import CONFIG
from metagpt.const import (
PRDS_FILE_REPO,
REQUIREMENT_FILENAME,
SYSTEM_DESIGN_FILE_REPO,
TASK_FILE_REPO,
)
from metagpt.const import REQUIREMENT_FILENAME, SYSTEM_DESIGN_FILE_REPO, TASK_FILE_REPO
from metagpt.logs import logger
from metagpt.roles.engineer import Engineer
from metagpt.schema import CodingContext, Message
from metagpt.utils.common import CodeParser, any_to_name, any_to_str, aread, awrite
from metagpt.utils.file_repository import FileRepository
from metagpt.utils.git_repository import ChangeType
from tests.metagpt.roles.mock import STRS_FOR_PARSING, TASKS, MockMessages
@pytest.mark.asyncio
async def test_engineer():
async def test_engineer(context):
# Prerequisites
rqno = "20231221155954.json"
await FileRepository.save_file(REQUIREMENT_FILENAME, content=MockMessages.req.content)
await FileRepository.save_file(rqno, relative_path=PRDS_FILE_REPO, content=MockMessages.prd.content)
await FileRepository.save_file(
rqno, relative_path=SYSTEM_DESIGN_FILE_REPO, content=MockMessages.system_design.content
)
await FileRepository.save_file(rqno, relative_path=TASK_FILE_REPO, content=MockMessages.json_tasks.content)
await context.repo.save(REQUIREMENT_FILENAME, content=MockMessages.req.content)
await context.repo.docs.prd.save(rqno, content=MockMessages.prd.content)
await context.repo.docs.system_design.save(rqno, content=MockMessages.system_design.content)
await context.repo.docs.task.save(rqno, content=MockMessages.json_tasks.content)
engineer = Engineer()
engineer = Engineer(context=context)
rsp = await engineer.run(Message(content="", cause_by=WriteTasks))
logger.info(rsp)
assert rsp.cause_by == any_to_str(WriteCode)
src_file_repo = CONFIG.git_repo.new_file_repository(CONFIG.src_workspace)
assert src_file_repo.changed_files
assert context.repo.with_src_path(context.src_workspace).srcs.changed_files
def test_parse_str():
@ -109,54 +99,52 @@ def test_parse_code():
def test_todo():
role = Engineer()
assert role.todo == any_to_name(WriteCode)
assert role.action_description == any_to_name(WriteCode)
@pytest.mark.asyncio
async def test_new_coding_context():
async def test_new_coding_context(context):
# Prerequisites
demo_path = Path(__file__).parent / "../../data/demo_project"
deps = json.loads(await aread(demo_path / "dependencies.json"))
dependency = await CONFIG.git_repo.get_dependency()
dependency = await context.git_repo.get_dependency()
for k, v in deps.items():
await dependency.update(k, set(v))
data = await aread(demo_path / "system_design.json")
rqno = "20231221155954.json"
await awrite(CONFIG.git_repo.workdir / SYSTEM_DESIGN_FILE_REPO / rqno, data)
await awrite(context.repo.workdir / SYSTEM_DESIGN_FILE_REPO / rqno, data)
data = await aread(demo_path / "tasks.json")
await awrite(CONFIG.git_repo.workdir / TASK_FILE_REPO / rqno, data)
await awrite(context.repo.workdir / TASK_FILE_REPO / rqno, data)
CONFIG.src_workspace = Path(CONFIG.git_repo.workdir) / "game_2048"
src_file_repo = CONFIG.git_repo.new_file_repository(relative_path=CONFIG.src_workspace)
task_file_repo = CONFIG.git_repo.new_file_repository(relative_path=TASK_FILE_REPO)
design_file_repo = CONFIG.git_repo.new_file_repository(relative_path=SYSTEM_DESIGN_FILE_REPO)
context.src_workspace = Path(context.repo.workdir) / "game_2048"
filename = "game.py"
ctx_doc = await Engineer._new_coding_doc(
filename=filename,
src_file_repo=src_file_repo,
task_file_repo=task_file_repo,
design_file_repo=design_file_repo,
dependency=dependency,
)
assert ctx_doc
assert ctx_doc.filename == filename
assert ctx_doc.content
ctx = CodingContext.model_validate_json(ctx_doc.content)
assert ctx.filename == filename
assert ctx.design_doc
assert ctx.design_doc.content
assert ctx.task_doc
assert ctx.task_doc.content
assert ctx.code_doc
try:
filename = "game.py"
engineer = Engineer(context=context)
ctx_doc = await engineer._new_coding_doc(
filename=filename,
dependency=dependency,
)
assert ctx_doc
assert ctx_doc.filename == filename
assert ctx_doc.content
ctx = CodingContext.model_validate_json(ctx_doc.content)
assert ctx.filename == filename
assert ctx.design_doc
assert ctx.design_doc.content
assert ctx.task_doc
assert ctx.task_doc.content
assert ctx.code_doc
CONFIG.git_repo.add_change({f"{TASK_FILE_REPO}/{rqno}": ChangeType.UNTRACTED})
CONFIG.git_repo.commit("mock env")
await src_file_repo.save(filename=filename, content="content")
role = Engineer()
assert not role.code_todos
await role._new_code_actions()
assert role.code_todos
context.git_repo.add_change({f"{TASK_FILE_REPO}/{rqno}": ChangeType.UNTRACTED})
context.git_repo.commit("mock env")
await context.repo.with_src_path(context.src_workspace).srcs.save(filename=filename, content="content")
role = Engineer(context=context)
assert not role.code_todos
await role._new_code_actions()
assert role.code_todos
finally:
context.git_repo.delete_repository()
if __name__ == "__main__":

6
tests/metagpt/roles/test_invoice_ocr_assistant.py
View file

@ -41,9 +41,11 @@ from metagpt.schema import Message
),
],
)
async def test_invoice_ocr_assistant(query: str, invoice_path: Path, invoice_table_path: Path, expected_result: dict):
async def test_invoice_ocr_assistant(
query: str, invoice_path: Path, invoice_table_path: Path, expected_result: dict, context
):
invoice_path = TEST_DATA_PATH / invoice_path
role = InvoiceOCRAssistant()
role = InvoiceOCRAssistant(context=context)
await role.run(Message(content=query, instruct_content=InvoicePath(file_path=invoice_path)))
invoice_table_path = DATA_PATH / invoice_table_path
df = pd.read_excel(invoice_table_path)

21
tests/metagpt/roles/test_ml_engineer.py Normal file
View file

@ -0,0 +1,21 @@
import pytest
from metagpt.logs import logger
from metagpt.roles.ml_engineer import MLEngineer
def test_mle_init():
ci = MLEngineer(goal="test", auto_run=True, use_tools=True, tools=["tool1", "tool2"])
assert ci.tools == []
@pytest.mark.asyncio
async def test_ml_engineer():
data_path = "tests/data/ml_datasets/titanic"
requirement = f"This is a titanic passenger survival dataset, your goal is to predict passenger survival outcome. The target column is Survived. Perform data analysis, data preprocessing, feature engineering, and modeling to predict the target. Report accuracy on the eval data. Train data path: '{data_path}/split_train.csv', eval data path: '{data_path}/split_eval.csv'."
tools = ["FillMissingValue", "CatCross", "dummy_tool"]
mle = MLEngineer(goal=requirement, auto_run=True, use_tools=True, tools=tools)
rsp = await mle.run(requirement)
logger.info(rsp)
assert len(rsp.content) > 0

44
tests/metagpt/roles/test_product_manager.py
View file

@ -5,17 +5,51 @@
@Author : alexanderwu
@File : test_product_manager.py
"""
import json
import pytest
from metagpt.actions import WritePRD
from metagpt.actions.prepare_documents import PrepareDocuments
from metagpt.const import REQUIREMENT_FILENAME
from metagpt.context import Context
from metagpt.logs import logger
from metagpt.roles import ProductManager
from metagpt.utils.common import any_to_str
from tests.metagpt.roles.mock import MockMessages
@pytest.mark.asyncio
async def test_product_manager(new_filename):
product_manager = ProductManager()
rsp = await product_manager.run(MockMessages.req)
logger.info(rsp)
assert len(rsp.content) > 0
assert rsp.content == MockMessages.req.content
context = Context()
try:
assert context.git_repo is None
assert context.repo is None
product_manager = ProductManager(context=context)
# prepare documents
rsp = await product_manager.run(MockMessages.req)
assert context.git_repo
assert context.repo
assert rsp.cause_by == any_to_str(PrepareDocuments)
assert REQUIREMENT_FILENAME in context.repo.docs.changed_files
# write prd
rsp = await product_manager.run(rsp)
assert rsp.cause_by == any_to_str(WritePRD)
logger.info(rsp)
assert len(rsp.content) > 0
doc = list(rsp.instruct_content.docs.values())[0]
m = json.loads(doc.content)
assert m["Original Requirements"] == MockMessages.req.content
# nothing to do
rsp = await product_manager.run(rsp)
assert rsp is None
except Exception as e:
assert not e
finally:
context.git_repo.delete_repository()
if __name__ == "__main__":
pytest.main([__file__, "-s"])

4
tests/metagpt/roles/test_project_manager.py
View file

@ -13,7 +13,7 @@ from tests.metagpt.roles.mock import MockMessages
@pytest.mark.asyncio
async def test_project_manager():
project_manager = ProjectManager()
async def test_project_manager(context):
project_manager = ProjectManager(context=context)
rsp = await project_manager.run(MockMessages.system_design)
logger.info(rsp)

11
tests/metagpt/roles/test_qa_engineer.py
View file

@ -13,20 +13,19 @@ from pydantic import Field
from metagpt.actions import DebugError, RunCode, WriteTest
from metagpt.actions.summarize_code import SummarizeCode
from metagpt.config import CONFIG
from metagpt.environment import Environment
from metagpt.roles import QaEngineer
from metagpt.schema import Message
from metagpt.utils.common import any_to_str, aread, awrite
async def test_qa():
async def test_qa(context):
# Prerequisites
demo_path = Path(__file__).parent / "../../data/demo_project"
CONFIG.src_workspace = Path(CONFIG.git_repo.workdir) / "qa/game_2048"
context.src_workspace = Path(context.repo.workdir) / "qa/game_2048"
data = await aread(filename=demo_path / "game.py", encoding="utf-8")
await awrite(filename=CONFIG.src_workspace / "game.py", data=data, encoding="utf-8")
await awrite(filename=Path(CONFIG.git_repo.workdir) / "requirements.txt", data="")
await awrite(filename=context.src_workspace / "game.py", data=data, encoding="utf-8")
await awrite(filename=Path(context.repo.workdir) / "requirements.txt", data="")
class MockEnv(Environment):
msgs: List[Message] = Field(default_factory=list)
@ -37,7 +36,7 @@ async def test_qa():
env = MockEnv()
role = QaEngineer()
role = QaEngineer(context=context)
role.set_env(env)
await role.run(with_message=Message(content="", cause_by=SummarizeCode))
assert env.msgs

15
tests/metagpt/roles/test_researcher.py
View file

@ -4,7 +4,10 @@ from tempfile import TemporaryDirectory
import pytest
from metagpt.actions.research import CollectLinks
from metagpt.roles import researcher
from metagpt.tools import SearchEngineType
from metagpt.tools.search_engine import SearchEngine
async def mock_llm_ask(self, prompt: str, system_msgs):
@ -25,16 +28,20 @@ async def mock_llm_ask(self, prompt: str, system_msgs):
@pytest.mark.asyncio
async def test_researcher(mocker):
async def test_researcher(mocker, search_engine_mocker, context):
with TemporaryDirectory() as dirname:
topic = "dataiku vs. datarobot"
mocker.patch("metagpt.provider.base_llm.BaseLLM.aask", mock_llm_ask)
researcher.RESEARCH_PATH = Path(dirname)
await researcher.Researcher().run(topic)
role = researcher.Researcher(context=context)
for i in role.actions:
if isinstance(i, CollectLinks):
i.search_engine = SearchEngine(SearchEngineType.DUCK_DUCK_GO)
await role.run(topic)
assert (researcher.RESEARCH_PATH / f"{topic}.md").read_text().startswith("# Research Report")
def test_write_report(mocker):
def test_write_report(mocker, context):
with TemporaryDirectory() as dirname:
for i, topic in enumerate(
[
@ -46,7 +53,7 @@ def test_write_report(mocker):
):
researcher.RESEARCH_PATH = Path(dirname)
content = "# Research Report"
researcher.Researcher().write_report(topic, content)
researcher.Researcher(context=context).write_report(topic, content)
assert (researcher.RESEARCH_PATH / f"{i+1}. metagpt.md").read_text().startswith("# Research Report")

6
tests/metagpt/roles/test_role.py
View file

@ -3,7 +3,7 @@
# @Desc : unittest of Role
import pytest
from metagpt.llm import HumanProvider
from metagpt.provider.human_provider import HumanProvider
from metagpt.roles.role import Role
@ -13,8 +13,8 @@ def test_role_desc():
assert role.desc == "Best Seller"
def test_role_human():
role = Role(is_human=True)
def test_role_human(context):
role = Role(is_human=True, context=context)
assert isinstance(role.llm, HumanProvider)

29
tests/metagpt/roles/test_teacher.py
View file

@ -5,19 +5,17 @@
@Author : mashenquan
@File : test_teacher.py
"""
import os
from typing import Dict, Optional
import pytest
from pydantic import BaseModel
from pydantic import BaseModel, Field
from metagpt.config import CONFIG, Config
from metagpt.context import Context
from metagpt.roles.teacher import Teacher
from metagpt.schema import Message
@pytest.mark.asyncio
@pytest.mark.skip
async def test_init():
class Inputs(BaseModel):
name: str
@ -31,6 +29,7 @@ async def test_init():
expect_goal: str
expect_constraints: str
expect_desc: str
exclude: list = Field(default_factory=list)
inputs = [
{
@ -45,6 +44,7 @@ async def test_init():
"kwargs": {},
"desc": "aaa{language}",
"expect_desc": "aaa{language}",
"exclude": ["language", "key1", "something_big", "teaching_language"],
},
{
"name": "Lily{language}",
@ -58,20 +58,21 @@ async def test_init():
"kwargs": {"language": "CN", "key1": "HaHa", "something_big": "sleep", "teaching_language": "EN"},
"desc": "aaa{language}",
"expect_desc": "aaaCN",
"language": "CN",
"teaching_language": "EN",
},
]
env = os.environ.copy()
for i in inputs:
seed = Inputs(**i)
os.environ.clear()
os.environ.update(env)
CONFIG = Config()
CONFIG.set_context(seed.kwargs)
print(CONFIG.options)
assert bool("language" in seed.kwargs) == bool("language" in CONFIG.options)
context = Context()
for k in seed.exclude:
context.kwargs.set(k, None)
for k, v in seed.kwargs.items():
context.kwargs.set(k, v)
teacher = Teacher(
context=context,
name=seed.name,
profile=seed.profile,
goal=seed.goal,
@ -105,7 +106,6 @@ async def test_new_file_name():
@pytest.mark.asyncio
async def test_run():
CONFIG.set_context({"language": "Chinese", "teaching_language": "English"})
lesson = """
UNIT 1 Making New Friends
TOPIC 1 Welcome to China!
@ -149,7 +149,10 @@ async def test_run():
3c Match the big letters with the small ones. Then write them on the lines.
"""
teacher = Teacher()
context = Context()
context.kwargs.language = "Chinese"
context.kwargs.teaching_language = "English"
teacher = Teacher(context=context)
rsp = await teacher.run(Message(content=lesson))
assert rsp

4
tests/metagpt/roles/test_tutorial_assistant.py
View file

@ -15,8 +15,8 @@ from metagpt.roles.tutorial_assistant import TutorialAssistant
@pytest.mark.asyncio
@pytest.mark.parametrize(("language", "topic"), [("Chinese", "Write a tutorial about pip")])
async def test_tutorial_assistant(language: str, topic: str):
role = TutorialAssistant(language=language)
async def test_tutorial_assistant(language: str, topic: str, context):
role = TutorialAssistant(language=language, context=context)
msg = await role.run(topic)
assert TUTORIAL_PATH.exists()
filename = msg.content

32
tests/metagpt/serialize_deserialize/test_action.py
View file

@ -5,28 +5,22 @@
import pytest
from metagpt.actions import Action
from metagpt.llm import LLM
def test_action_serialize():
action = Action()
ser_action_dict = action.model_dump()
assert "name" in ser_action_dict
assert "llm" not in ser_action_dict # not export
assert "__module_class_name" not in ser_action_dict
action = Action(name="test")
ser_action_dict = action.model_dump()
assert "test" in ser_action_dict["name"]
@pytest.mark.asyncio
async def test_action_deserialize():
action = Action()
serialized_data = action.model_dump()
async def test_action_serdeser(context):
action = Action(context=context)
ser_action_dict = action.model_dump()
assert "name" in ser_action_dict
assert "llm" not in ser_action_dict # not export
assert "__module_class_name" in ser_action_dict
new_action = Action(**serialized_data)
action = Action(name="test", context=context)
ser_action_dict = action.model_dump()
assert "test" in ser_action_dict["name"]
assert new_action.name == "Action"
assert isinstance(new_action.llm, type(LLM()))
new_action = Action(**ser_action_dict, context=context)
assert new_action.name == "test"
assert isinstance(new_action.llm, type(context.llm()))
assert len(await new_action._aask("who are you")) > 0

18
tests/metagpt/serialize_deserialize/test_architect_deserialize.py → tests/metagpt/serialize_deserialize/test_architect.py
View file

@ -8,21 +8,21 @@ from metagpt.actions.action import Action
from metagpt.roles.architect import Architect
def test_architect_serialize():
role = Architect()
@pytest.mark.asyncio
async def test_architect_serdeser(context):
role = Architect(context=context)
ser_role_dict = role.model_dump(by_alias=True)
assert "name" in ser_role_dict
assert "states" in ser_role_dict
assert "actions" in ser_role_dict
@pytest.mark.asyncio
async def test_architect_deserialize():
role = Architect()
ser_role_dict = role.model_dump(by_alias=True)
new_role = Architect(**ser_role_dict)
# new_role = Architect.deserialize(ser_role_dict)
new_role = Architect(**ser_role_dict, context=context)
assert new_role.name == "Bob"
assert len(new_role.actions) == 1
assert len(new_role.rc.watch) == 1
assert isinstance(new_role.actions[0], Action)
await new_role.actions[0].run(with_messages="write a cli snake game")
if __name__ == "__main__":
pytest.main([__file__, "-s"])

41
tests/metagpt/serialize_deserialize/test_environment.py
View file

@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
# @Desc :
import shutil
from metagpt.actions.action_node import ActionNode
from metagpt.actions.add_requirement import UserRequirement
@ -10,7 +9,7 @@ from metagpt.actions.project_management import WriteTasks
from metagpt.environment import Environment
from metagpt.roles.project_manager import ProjectManager
from metagpt.schema import Message
from metagpt.utils.common import any_to_str
from metagpt.utils.common import any_to_str, read_json_file, write_json_file
from tests.metagpt.serialize_deserialize.test_serdeser_base import (
ActionOK,
ActionRaise,
@ -19,23 +18,20 @@ from tests.metagpt.serialize_deserialize.test_serdeser_base import (
)
def test_env_serialize():
env = Environment()
def test_env_serdeser(context):
env = Environment(context=context)
env.publish_message(message=Message(content="test env serialize"))
ser_env_dict = env.model_dump()
assert "roles" in ser_env_dict
assert len(ser_env_dict["roles"]) == 0
def test_env_deserialize():
env = Environment()
env.publish_message(message=Message(content="test env serialize"))
ser_env_dict = env.model_dump()
new_env = Environment(**ser_env_dict)
new_env = Environment(**ser_env_dict, context=context)
assert len(new_env.roles) == 0
assert len(new_env.history) == 25
def test_environment_serdeser():
def test_environment_serdeser(context):
out_mapping = {"field1": (list[str], ...)}
out_data = {"field1": ["field1 value1", "field1 value2"]}
ic_obj = ActionNode.create_model_class("prd", out_mapping)
@ -44,7 +40,7 @@ def test_environment_serdeser():
content="prd", instruct_content=ic_obj(**out_data), role="product manager", cause_by=any_to_str(UserRequirement)
)
environment = Environment()
environment = Environment(context=context)
role_c = RoleC()
environment.add_role(role_c)
environment.publish_message(message)
@ -52,7 +48,7 @@ def test_environment_serdeser():
ser_data = environment.model_dump()
assert ser_data["roles"]["Role C"]["name"] == "RoleC"
new_env: Environment = Environment(**ser_data)
new_env: Environment = Environment(**ser_data, context=context)
assert len(new_env.roles) == 1
assert list(new_env.roles.values())[0].states == list(environment.roles.values())[0].states
@ -61,30 +57,31 @@ def test_environment_serdeser():
assert type(list(new_env.roles.values())[0].actions[1]) == ActionRaise
def test_environment_serdeser_v2():
environment = Environment()
def test_environment_serdeser_v2(context):
environment = Environment(context=context)
pm = ProjectManager()
environment.add_role(pm)
ser_data = environment.model_dump()
new_env: Environment = Environment(**ser_data)
new_env: Environment = Environment(**ser_data, context=context)
role = new_env.get_role(pm.profile)
assert isinstance(role, ProjectManager)
assert isinstance(role.actions[0], WriteTasks)
assert isinstance(list(new_env.roles.values())[0].actions[0], WriteTasks)
def test_environment_serdeser_save():
environment = Environment()
def test_environment_serdeser_save(context):
environment = Environment(context=context)
role_c = RoleC()
shutil.rmtree(serdeser_path.joinpath("team"), ignore_errors=True)
stg_path = serdeser_path.joinpath("team", "environment")
env_path = stg_path.joinpath("env.json")
environment.add_role(role_c)
environment.serialize(stg_path)
new_env: Environment = Environment.deserialize(stg_path)
write_json_file(env_path, environment.model_dump())
env_dict = read_json_file(env_path)
new_env: Environment = Environment(**env_dict, context=context)
assert len(new_env.roles) == 1
assert type(list(new_env.roles.values())[0].actions[0]) == ActionOK

16
tests/metagpt/serialize_deserialize/test_memory.py
View file

@ -9,11 +9,11 @@ from metagpt.actions.add_requirement import UserRequirement
from metagpt.actions.design_api import WriteDesign
from metagpt.memory.memory import Memory
from metagpt.schema import Message
from metagpt.utils.common import any_to_str
from metagpt.utils.common import any_to_str, read_json_file, write_json_file
from tests.metagpt.serialize_deserialize.test_serdeser_base import serdeser_path
def test_memory_serdeser():
def test_memory_serdeser(context):
msg1 = Message(role="Boss", content="write a snake game", cause_by=UserRequirement)
out_mapping = {"field2": (list[str], ...)}
@ -39,7 +39,7 @@ def test_memory_serdeser():
assert memory.count() == 2
def test_memory_serdeser_save():
def test_memory_serdeser_save(context):
msg1 = Message(role="User", content="write a 2048 game", cause_by=UserRequirement)
out_mapping = {"field1": (list[str], ...)}
@ -53,14 +53,14 @@ def test_memory_serdeser_save():
memory.add_batch([msg1, msg2])
stg_path = serdeser_path.joinpath("team", "environment")
memory.serialize(stg_path)
assert stg_path.joinpath("memory.json").exists()
memory_path = stg_path.joinpath("memory.json")
write_json_file(memory_path, memory.model_dump())
assert memory_path.exists()
new_memory = Memory.deserialize(stg_path)
memory_dict = read_json_file(memory_path)
new_memory = Memory(**memory_dict)
assert new_memory.count() == 2
new_msg2 = new_memory.get(1)[0]
assert new_msg2.instruct_content.field1 == ["field1 value1", "field1 value2"]
assert new_msg2.cause_by == any_to_str(WriteDesign)
assert len(new_memory.index) == 2
stg_path.joinpath("memory.json").unlink()

9
tests/metagpt/serialize_deserialize/test_polymorphic.py
View file

@ -1,6 +1,7 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Desc : unittest of polymorphic conditions
import copy
from pydantic import BaseModel, ConfigDict, SerializeAsAny
@ -12,6 +13,8 @@ from tests.metagpt.serialize_deserialize.test_serdeser_base import (
class ActionSubClasses(BaseModel):
model_config = ConfigDict(arbitrary_types_allowed=True)
actions: list[SerializeAsAny[Action]] = []
@ -40,19 +43,21 @@ def test_no_serialize_as_any():
def test_polymorphic():
_ = ActionOKV2(
ok_v2 = ActionOKV2(
**{"name": "ActionOKV2", "context": "", "prefix": "", "desc": "", "extra_field": "ActionOKV2 Extra Info"}
)
action_subcls = ActionSubClasses(actions=[ActionOKV2(), ActionPass()])
action_subcls_dict = action_subcls.model_dump()
action_subcls_dict2 = copy.deepcopy(action_subcls_dict)
assert "__module_class_name" in action_subcls_dict["actions"][0]
new_action_subcls = ActionSubClasses(**action_subcls_dict)
assert isinstance(new_action_subcls.actions[0], ActionOKV2)
assert new_action_subcls.actions[0].extra_field == ok_v2.extra_field
assert isinstance(new_action_subcls.actions[1], ActionPass)
new_action_subcls = ActionSubClasses.model_validate(action_subcls_dict)
new_action_subcls = ActionSubClasses.model_validate(action_subcls_dict2)
assert isinstance(new_action_subcls.actions[0], ActionOKV2)
assert isinstance(new_action_subcls.actions[1], ActionPass)

6
tests/metagpt/serialize_deserialize/test_prepare_interview.py
View file

@ -8,12 +8,12 @@ from metagpt.actions.prepare_interview import PrepareInterview
@pytest.mark.asyncio
async def test_action_deserialize():
action = PrepareInterview()
async def test_action_serdeser(context):
action = PrepareInterview(context=context)
serialized_data = action.model_dump()
assert serialized_data["name"] == "PrepareInterview"
new_action = PrepareInterview(**serialized_data)
new_action = PrepareInterview(**serialized_data, context=context)
assert new_action.name == "PrepareInterview"
assert type(await new_action.run("python developer")) == ActionNode

6
tests/metagpt/serialize_deserialize/test_product_manager.py
View file

@ -10,10 +10,10 @@ from metagpt.schema import Message
@pytest.mark.asyncio
async def test_product_manager_deserialize(new_filename):
role = ProductManager()
async def test_product_manager_serdeser(new_filename, context):
role = ProductManager(context=context)
ser_role_dict = role.model_dump(by_alias=True)
new_role = ProductManager(**ser_role_dict)
new_role = ProductManager(**ser_role_dict, context=context)
assert new_role.name == "Alice"
assert len(new_role.actions) == 2

13
tests/metagpt/serialize_deserialize/test_project_manager.py
View file

@ -9,20 +9,15 @@ from metagpt.actions.project_management import WriteTasks
from metagpt.roles.project_manager import ProjectManager
def test_project_manager_serialize():
role = ProjectManager()
@pytest.mark.asyncio
async def test_project_manager_serdeser(context):
role = ProjectManager(context=context)
ser_role_dict = role.model_dump(by_alias=True)
assert "name" in ser_role_dict
assert "states" in ser_role_dict
assert "actions" in ser_role_dict
@pytest.mark.asyncio
async def test_project_manager_deserialize():
role = ProjectManager()
ser_role_dict = role.model_dump(by_alias=True)
new_role = ProjectManager(**ser_role_dict)
new_role = ProjectManager(**ser_role_dict, context=context)
assert new_role.name == "Eve"
assert len(new_role.actions) == 1
assert isinstance(new_role.actions[0], Action)

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