diff --git a/examples/example_export_and_run_trajectory.ipynb b/examples/example_export_and_run_trajectory.ipynb new file mode 100644 index 00000000..ca1be188 --- /dev/null +++ b/examples/example_export_and_run_trajectory.ipynb @@ -0,0 +1,165 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from lavague import Trajectory\n", + "\n", + "data = {\n", + " \"run_id\": \"abc123\",\n", + " \"start_url\": \"https://us.puma.com/us/en\",\n", + " \"objective\": \"Go to PEFT\",\n", + " \"status\": \"success\",\n", + " \"output\": None,\n", + " \"viewport_size\": [1600, 800],\n", + " \"actions\": [\n", + " {\n", + " \"step_id\": \"abc123-1\",\n", + " \"url\": \"https://us.puma.com/us/en\",\n", + " \"action_type\": \"web_navigation\",\n", + " \"status\": \"completed\",\n", + " \"instruction\": \"Click on the search bar in the top right corner of the page\",\n", + " \"action_output\": [\n", + " {\n", + " \"xpath\": \"/html/body/div/div/div/nav/div/div[2]/div/button\",\n", + " \"navigation_command\": \"click\",\n", + " \"value\": \"\"\n", + " }\n", + " ]\n", + " }, {\n", + " \"step_id\": \"abc123-1\",\n", + " \"url\": \"https://us.puma.com/us/en\",\n", + " \"action_type\": \"web_navigation\",\n", + " \"status\": \"completed\",\n", + " \"instruction\": \"Type 'sneakers' into the search bar and press Enter\",\n", + " \"action_output\": [\n", + " {\n", + " \"xpath\": \"/html/body/div/div/div/nav/div/div[2]/div/div/div[2]/div/div/form/input\",\n", + " \"navigation_command\": \"set_value_and_enter\",\n", + " \"value\": \"sneakers\"\n", + " }\n", + " ]\n", + " }, {\n", + " \"step_id\": \"abc123-1\",\n", + " \"url\": \"https://us.puma.com/us/en/search?q=sneakers\",\n", + " \"action_type\": \"web_extraction\",\n", + " \"status\": \"completed\",\n", + " \"instruction\": \"Extract the following elements: The title or heading of the search results page\",\n", + " \"action_output\": [\n", + " {\n", + " \"xpath\": \"/html/body/div[1]/div[1]/main/div/section/nav[2]/div[1]/span/span\",\n", + " \"description\": \"Element containing the text indicating the number of search results found\",\n", + " \"text\": \"1563 RESULTS FOR 'SNEAKERS'\",\n", + " \"outer_html\": \"1563 results for 'sneakers'\"\n", + " }\n", + " ]\n", + " }\n", + "\n", + " ]\n", + "}\n", + "\n", + "trajectory = Trajectory.from_dict(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "from selenium.webdriver.chrome.options import Options\n", + "from selenium import webdriver\n", + "from selenium.webdriver.common.by import By\n", + "from selenium.webdriver.common.keys import Keys\n", + "from selenium.webdriver.common.action_chains import ActionChains\n", + "from selenium.webdriver.support.ui import WebDriverWait\n", + "from selenium.webdriver.support import expected_conditions as EC\n", + "chrome_options = Options()\n", + "\n", + "TIMEOUT = 10\n", + "\n", + "chrome_options.add_argument(\n", + " 'user-agent=Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36'\n", + " )\n", + "chrome_options.add_argument('--no-sandbox')\n", + "chrome_options.add_argument('--disable-web-security')\n", + "chrome_options.add_argument('--disable-site-isolation-trials')\n", + "viewport_size = (1600, 800)\n", + "\n", + "width = viewport_size[0]\n", + "height = viewport_size[1]\n", + "driver = webdriver.Chrome(options=chrome_options)\n", + "\n", + "driver.set_window_size(width, height)\n", + "viewport_height = driver.execute_script('return window.innerHeight;')\n", + "driver.set_window_size(width, 2 * height - viewport_height)\n", + "driver.get('https://us.puma.com/us/en')\n", + "\n", + "# Click on the search bar in the top right corner of the page\n", + "element = WebDriverWait(driver, TIMEOUT).until(EC.\n", + " element_to_be_clickable((By.XPATH, '/html/body/div/div/div/nav/div/div[2]/div/button')))\n", + "element.click()\n", + "\n", + "# Type 'sneakers' into the search bar and press Enter\n", + "element = WebDriverWait(driver, TIMEOUT).until(EC.\n", + " visibility_of_element_located((By.XPATH, '/html/body/div/div/div/nav/div/div[2]/div/div/div[2]/div/div/form/input')))\n", + "element.send_keys('sneakers' + Keys.ENTER)\n", + "\n", + "# Extract the following elements: The title or heading of the search results page\n", + "element = WebDriverWait(driver, TIMEOUT).until(EC.\n", + " visibility_of_element_located((By.XPATH, '/html/body/div[1]/div[1]/main/div/section/nav[2]/div[1]/span/span')))\n", + "element.text\n", + "\n", + "driver.quit()\n", + "\n" + ] + } + ], + "source": [ + "from lavague.exporter.python_selenium import PythonSeleniumExporter\n", + "\n", + "exporter = PythonSeleniumExporter()\n", + "\n", + "code = exporter.export(trajectory)\n", + "\n", + "print(code)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "exec(code)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "lavague-Y10yuNgR-py3.12", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lavague-core/lavague/exporter/python.py b/lavague-core/lavague/exporter/python.py index d5b331c1..495d0972 100644 --- a/lavague-core/lavague/exporter/python.py +++ b/lavague-core/lavague/exporter/python.py @@ -1,8 +1,8 @@ import inspect import re -from typing import Any, Callable, Optional, List +from typing import Any, Callable, Optional +from contextlib import contextmanager from lavague.exporter.base import TrajectoryExporter -from lavague.action.base import ActionType from lavague.action.navigation import NavigationOutput from lavague.action.extraction import ExtractionOutput from lavague.trajectory import TrajectoryData @@ -35,6 +35,13 @@ def exclude_context_manager(source_code, context_manager_name): # Dedent the source code source_code = textwrap.dedent(source_code) + # Find the line breaks in the source code + line_breaks = [ + i + for i, line in enumerate(source_code.splitlines(keepends=True)) + if line == "\n" + ] + # Parse the source code into an AST tree = ast.parse(source_code) @@ -45,10 +52,13 @@ def exclude_context_manager(source_code, context_manager_name): # Generate the modified source code modified_source = astor.to_source(modified_tree) - return modified_source + # re-insert line breaks + modified_lines = modified_source.splitlines(keepends=True) + for index in line_breaks: + if index < len(modified_lines): + modified_lines.insert(index, "\n") - -from contextlib import contextmanager + return "".join(modified_lines) @contextmanager @@ -56,9 +66,7 @@ def exclude_from_export(): yield -# TODO: this is AI generated. Please double check. class PythonExporter(TrajectoryExporter): - # TODO: this is AI generated. Please double check. """ A class for exporting trajectories (sequences of actions) into Python code. @@ -83,19 +91,19 @@ class PythonExporter(TrajectoryExporter): """ def translate( - cls, + self, method: Callable, output: NavigationOutput | ExtractionOutput, - string_only: bool = True, + string_only: bool = False, ) -> Optional[str]: """Takes the code of method, replace each use of the 'action' parameter with the actual action attributes. Replacement is done only on attributes of the action used in the method. """ - source = PythonExporter.extract_method_body(method) + source = self.extract_method_body(method) # Find all action attribute accesses attribute_pattern = r"action_output\.(\w+)" - source = PythonExporter.replace_code_with_value( + source = self.replace_code_with_value( source, output, attribute_pattern, "action_output.", string_only ) @@ -117,23 +125,22 @@ def translate( return filtered_source.strip() or None def translate_boilerplate( - cls, method: Callable, trajectory: TrajectoryData, string_only: bool = True + self, method: Callable, trajectory: TrajectoryData, string_only: bool = False ) -> str: """ Translates the boilerplate code in the source code. """ - source = PythonExporter.extract_method_body(method) + source = self.extract_method_body(method) # Find all action attribute accesses attribute_pattern = r"trajectory\.(\w+)" - source = PythonExporter.replace_code_with_value( + source = self.replace_code_with_value( source, trajectory, attribute_pattern, "trajectory.", string_only ) return source - @classmethod def replace_code_with_value( - cls, + self, source: str, object: Any, attribute_pattern: str, @@ -157,18 +164,12 @@ def replace_code_with_value( raise ValueError( f"Unsupported type for attribute {attr}: {type(value)}, expected string" ) - else: - # Raise a warning that converting non string to string might lead to unpredictable outcomes - print( - f"Warning: Converting non-string attribute {attr} to string. This might lead to unpredictable outcomes." - ) - value = str(value) + value = str(value) source = re.sub(f"{attribute_prefix}{attr}", str(value), source) return source - @classmethod - def extract_method_body(cls, method: Callable) -> Optional[str]: + def extract_method_body(self, method: Callable) -> str: """ Extracts the body of a method, removing the method definition and filtering out excluded functions. """ @@ -178,8 +179,9 @@ def extract_method_body(cls, method: Callable) -> Optional[str]: # Remove leading whitespace and the method definition lines = source.split("\n")[1:] indentation = len(lines[0]) - len(lines[0].lstrip()) - source = "\n".join(line[indentation:] for line in lines) - + source = "\n".join( + line[indentation:] if line.strip() else line for line in lines + ) return source def setup(self, trajectory: TrajectoryData): @@ -188,25 +190,25 @@ def setup(self, trajectory: TrajectoryData): def teardown(self, trajectory: TrajectoryData): raise NotImplementedError("teardown is not implemented") - def click(self, action: NavigationOutput) -> Optional[str]: + def click(self, action_output: NavigationOutput) -> Optional[str]: raise NotImplementedError("click is not implemented") - def hover(self, action: NavigationOutput) -> Optional[str]: + def hover(self, action_output: NavigationOutput) -> Optional[str]: raise NotImplementedError("hover is not implemented") - def extract(self, action: ExtractionOutput) -> Optional[str]: + def extract(self, action_output: ExtractionOutput) -> Optional[str]: raise NotImplementedError("extract is not implemented") - def set_value(self, action: NavigationOutput) -> Optional[str]: + def set_value(self, action_output: NavigationOutput) -> Optional[str]: raise NotImplementedError("set_value is not implemented") - def set_value_and_enter(self, action: NavigationOutput) -> Optional[str]: + def set_value_and_enter(self, action_output: NavigationOutput) -> Optional[str]: raise NotImplementedError("set_value_and_enter is not implemented") - def type_key(self, action: NavigationOutput) -> Optional[str]: + def type_key(self, action_output: NavigationOutput) -> Optional[str]: raise NotImplementedError("type_key is not implemented") - def scroll(self, action: NavigationOutput) -> Optional[str]: + def scroll(self, action_output: NavigationOutput) -> Optional[str]: raise NotImplementedError("scroll is not implemented") def generate_setup(self, trajectory: TrajectoryData) -> str | None: @@ -215,253 +217,25 @@ def generate_setup(self, trajectory: TrajectoryData) -> str | None: def generate_teardown(self, trajectory: TrajectoryData) -> str | None: return self.translate_boilerplate(self.teardown, trajectory) - def translate_click(self, action: NavigationOutput) -> Optional[str]: - return self.translate(self.click, action) - - def translate_hover(self, action: NavigationOutput) -> Optional[str]: - return self.translate(self.hover, action) - - def translate_extract(self, action: ExtractionOutput) -> Optional[str]: - return self.translate(self.extract, action) - - def translate_set_value(self, action: NavigationOutput) -> Optional[str]: - return self.translate(self.set_value, action) - - def translate_set_value_and_enter(self, action: NavigationOutput) -> Optional[str]: - return self.translate(self.set_value_and_enter, action) - - def translate_type_key(self, action: NavigationOutput) -> Optional[str]: - return self.translate(self.type_key, action) - - def translate_scroll(self, action: NavigationOutput) -> Optional[str]: - return self.translate(self.scroll, action) - - -from selenium.webdriver.chrome.options import Options -from selenium import webdriver -from selenium.webdriver.chrome.service import Service -from selenium.webdriver.common.by import By -from selenium.webdriver.common.keys import Keys -from selenium.webdriver.common.action_chains import ActionChains -from selenium.webdriver.remote.webdriver import WebDriver - -SCREEN_SCROLL_PERCENTAGE = 0.75 - - -class PythonSeleniumExporter(PythonExporter): - def setup(self, trajectory: TrajectoryData): - # Setup of the driver - from selenium.webdriver.chrome.options import Options - from selenium import webdriver - from selenium.webdriver.chrome.service import Service - from selenium.webdriver.common.by import By - from selenium.webdriver.common.keys import Keys - from selenium.webdriver.common.action_chains import ActionChains - import time - - SCREEN_SCROLL_PERCENTAGE = 0.75 - - chrome_options = Options() - - chrome_options.add_experimental_option("debuggerAddress", "127.0.0.1:9222") - user_agent = "Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36" - chrome_options.add_argument(f"user-agent={user_agent}") - chrome_options.add_argument("--no-sandbox") - - chrome_options.page_load_strategy = "normal" - # allow access to cross origin iframes - chrome_options.add_argument("--disable-web-security") - chrome_options.add_argument("--disable-site-isolation-trials") - chrome_options.add_argument("--disable-notifications") - chrome_options.set_capability("goog:loggingPrefs", {"performance": "ALL"}) - service = Service("/usr/bin/chromedriver") - driver = webdriver.Chrome(options=chrome_options, service=service) - - driver.get(trajectory.start_url) - - def teardown(self, trajectory: TrajectoryData): - # We destroy the driver - with exclude_from_export(): - driver = self.get_driver() - driver.quit() - - def get_driver(self) -> WebDriver: - pass - - def click(self, action_output: NavigationOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - - driver.find_element(By.XPATH, action_output.xpath).click() - - def hover(self, action_output: NavigationOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - driver.find_element(By.XPATH, action_output.xpath).hover() - - def set_value(self, action_output: NavigationOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - driver.find_element(By.XPATH, action_output.xpath).send_keys( - action_output.value - ) - - def set_value_and_enter(self, action_output: NavigationOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - driver.find_element(By.XPATH, action_output.xpath).send_keys( - action_output.value + Keys.ENTER - ) - - def extract(self, action_output: ExtractionOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - driver.find_element(By.XPATH, action_output.xpath).text - - def scroll(self, action_output: NavigationOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - - viewport_height = driver.execute_script("return window.innerHeight") - - # Calculate scroll amount - scroll_amount = int(viewport_height * SCREEN_SCROLL_PERCENTAGE) - - # Adjust scroll amount for direction - if action_output.value == "up": - scroll_amount = -scroll_amount + def translate_click(self, action_output: NavigationOutput) -> Optional[str]: + return self.translate(self.click, action_output) - # Perform the scroll - driver.execute_script(f"window.scrollBy(0, {scroll_amount});") + def translate_hover(self, action_output: NavigationOutput) -> Optional[str]: + return self.translate(self.hover, action_output) + def translate_extract(self, action_output: ExtractionOutput) -> Optional[str]: + return self.translate(self.extract, action_output) -from llama_index.core.base.llms.base import BaseLLM - -TEST_PROMPT_TEMPLATE = """ -You are an AI system specialized in generating web tests from specs. -You are povided with: -- some test specs about a whole scenario -- an element extracted from the current page to be tested -You can assume that the provided element is relevant to the test scenario and that we are on the right page. -Only focus on assertions that concern the current element, do not extrapolate asserts that rely on other elements. -Your output must contain only code for the assertions, there is no need for boilerplate code. You can assume that the element has been resolved already and is called `element`. - -Your goal is to generate Python assertions to be used in a test script to test the extracted element. - -Here are previous examples: ---- -Specs: When a user logs in successfully, they should see a welcome message with their username on the dashboard. -Xpath: //*[@id="welcome-message"] -Description: Welcome message displayed on the dashboard after successful login -Text: Welcome back, JohnDoe! Your last login was on 2024-09-20 at 15:30. -Outer HTML:
Welcome back, JohnDoe! Your last login was on 2024-09-20 at 15:30.
-Test:```python -# Let's think step by step - -# 1. The welcome message should contain the user's name -# 2. The message should start with a greeting -# 3. It should include the last login date and time -# 4. The element should have the correct ID -# 5. The element should have the expected class -# 6. The element should be visible on the page - -# Assert that the welcome message contains the user's name -assert "JohnDoe" in element.text, f"User's name not found in welcome message. Actual text: {{element.text}}" - -# Assert that the welcome message starts with the expected greeting -assert element.text.startswith("Welcome back"), f"Welcome message doesn't start with expected greeting. Actual text: {{element.text}}" - -# Assert that the welcome message contains a date and time -import re -date_time_pattern = r'\d{{4}}-\d{{2}}-\d{{2}} at \d{{2}}:\d{{2}}' -assert re.search(date_time_pattern, element.text), f"Date and time not found in expected format. Actual text: {{element.text}}" - -# Assert that the element has the correct ID -assert element.get_attribute("id") == "welcome-message", f"Element ID is incorrect. Expected 'welcome-message', got '{{element.get_attribute('id')}}'" - -# Assert that the element has the expected class -assert "dashboard-header" in element.get_attribute("class"), f"Element doesn't have expected class 'dashboard-header'. Actual classes: {{element.get_attribute('class')}}" - -# Assert that the element is visible -assert element.is_displayed(), "Welcome message element is not visible on the page" -``` ---- - -Here is the next example to complete: -Specs: {test_specs} -Xpath: {xpath} -Description: {description} -Text: {text} -Outer HTML: {outer_html} -Test: -```python -""" - -import re - - -def extract_code_block(code_block): - pattern = r"```(?:python)?\n(.*?)\n```" - match = re.search(pattern, code_block, re.DOTALL) - - if match: - return match.group(1).strip() - else: - return "No code block found" + def translate_set_value(self, action_output: NavigationOutput) -> Optional[str]: + return self.translate(self.set_value, action_output) + def translate_set_value_and_enter( + self, action_output: NavigationOutput + ) -> Optional[str]: + return self.translate(self.set_value_and_enter, action_output) -class QASeleniumExporter(PythonSeleniumExporter): - def __init__(self, llm: BaseLLM = None, time_between_actions: float = 2.5): - if llm is None: - llm = get_default_context().llm - self.llm = llm - self.time_between_actions = time_between_actions + def translate_type_key(self, action_output: NavigationOutput) -> Optional[str]: + return self.translate(self.type_key, action_output) - def extract(self, action_output: ExtractionOutput) -> Optional[str]: - with exclude_from_export(): - driver = self.get_driver() - element = driver.find_element(By.XPATH, action_output.xpath) - - def export(self, trajectory: TrajectoryData, scenario: str) -> str: - setup: Optional[str] = self.generate_setup(trajectory) - teardown: Optional[str] = self.generate_teardown(trajectory) - translated_actions: List[Optional[str]] = [] - for action in trajectory.actions: - if action.action_type == ActionType.NAVIGATION: - translated_action: Optional[str] = self.translate_action(action) - translated_action += f"\ntime.sleep({self.time_between_actions})" - translated_actions.append(translated_action) - - elif action.action_type == ActionType.EXTRACTION: - translated_action_lines: List[str] = [] - for output in action.action_output: - output: ExtractionOutput - # First we get the element - translated_action_lines.append(self.translate_extract(output)) - # Then we generate asserts for it - xpath: str = output.xpath - description: str = output.description - text: str = output.text - outer_html: str = output.outer_html - - test_prompt = TEST_PROMPT_TEMPLATE.format( - test_specs=scenario, - xpath=xpath, - description=description, - text=text, - outer_html=outer_html, - ) - - test_response = self.llm.complete(test_prompt).text - generated_asserts: str = extract_code_block(test_response) - translated_action_lines.append(generated_asserts) - translated_action_lines.append( - f"\ntime.sleep({self.time_between_actions})" - ) - - translated_action: str = self.merge_code(*translated_action_lines) - - translated_actions.append(translated_action) - - translated_actions_str: str = self.merge_code(*translated_actions) - return self.merge_code(setup, translated_actions_str, teardown) + def translate_scroll(self, action_output: NavigationOutput) -> Optional[str]: + return self.translate(self.scroll, action_output) diff --git a/lavague-core/lavague/exporter/python_selenium.py b/lavague-core/lavague/exporter/python_selenium.py new file mode 100644 index 00000000..20c322f8 --- /dev/null +++ b/lavague-core/lavague/exporter/python_selenium.py @@ -0,0 +1,108 @@ +from typing import Optional + +from lavague.exporter.python import PythonExporter, exclude_from_export +from lavague.trajectory import TrajectoryData +from lavague.action.navigation import NavigationOutput +from lavague.action.extraction import ExtractionOutput + +from selenium import webdriver +from selenium.webdriver.common.by import By +from selenium.webdriver.support.ui import WebDriverWait +from selenium.webdriver.support import expected_conditions as EC +from selenium.webdriver.common.action_chains import ActionChains +from selenium.webdriver.common.keys import Keys + +TIMEOUT = 10 + + +class PythonSeleniumExporter(PythonExporter): + def setup(self, trajectory: TrajectoryData): + # Setup of the driver + from selenium.webdriver.chrome.options import Options + from selenium import webdriver + from selenium.webdriver.common.by import By + from selenium.webdriver.common.keys import Keys + from selenium.webdriver.common.action_chains import ActionChains + from selenium.webdriver.support.ui import WebDriverWait + from selenium.webdriver.support import expected_conditions as EC + + chrome_options = Options() + + TIMEOUT = 10 + chrome_options.add_argument( + "user-agent=Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36" + ) + chrome_options.add_argument("--no-sandbox") + chrome_options.add_argument("--disable-web-security") + chrome_options.add_argument("--disable-site-isolation-trials") + + viewport_size = trajectory.viewport_size + width = viewport_size[0] + height = viewport_size[1] + + driver = webdriver.Chrome(options=chrome_options) + driver.set_window_size(width, height) + viewport_height = driver.execute_script("return window.innerHeight;") + driver.set_window_size(width, 2 * height - viewport_height) + driver.get(trajectory.start_url) + + def teardown(self, trajectory: TrajectoryData): + # We destroy the driver + with exclude_from_export(): + driver = self.get_driver() + driver.quit() + + def get_driver(self) -> webdriver.Chrome: + return getattr(self, "driver") + + def click(self, action_output: NavigationOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + element = WebDriverWait(driver, TIMEOUT).until( + EC.element_to_be_clickable((By.XPATH, action_output.xpath)) + ) + element.click() + + def hover(self, action_output: NavigationOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + element = WebDriverWait(driver, 10).until( + EC.visibility_of_element_located((By.XPATH, action_output.xpath)) + ) + ActionChains(driver).move_to_element(element).perform() + + def set_value(self, action_output: NavigationOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + element = WebDriverWait(driver, TIMEOUT).until( + EC.visibility_of_element_located((By.XPATH, action_output.xpath)) + ) + element.send_keys(action_output.value) + + def set_value_and_enter(self, action_output: NavigationOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + element = WebDriverWait(driver, TIMEOUT).until( + EC.visibility_of_element_located((By.XPATH, action_output.xpath)) + ) + element.send_keys(action_output.value + Keys.ENTER) + + def extract(self, action_output: ExtractionOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + element = WebDriverWait(driver, TIMEOUT).until( + EC.visibility_of_element_located((By.XPATH, action_output.xpath)) + ) + element.text + + def scroll(self, action_output: NavigationOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + + viewport_height = driver.execute_script("return window.innerHeight") + scroll_amount = int(viewport_height * 0.75) + + if action_output.value == "UP": + scroll_amount = -scroll_amount + + driver.execute_script(f"window.scrollBy(0, {scroll_amount});") diff --git a/lavague-core/lavague/exporter/qa_py_selenium.py b/lavague-core/lavague/exporter/qa_py_selenium.py new file mode 100644 index 00000000..7bb6998a --- /dev/null +++ b/lavague-core/lavague/exporter/qa_py_selenium.py @@ -0,0 +1,135 @@ +from llama_index.core.base.llms.base import BaseLLM +import re +from typing import Optional, List +from lavague.action.base import ActionType +from lavague.action.extraction import ExtractionOutput +from lavague.trajectory import TrajectoryData +from lavague.exporter.python_selenium import PythonSeleniumExporter +from lavague.exporter.python import exclude_from_export +from selenium.webdriver.common.by import By + + +class QASeleniumExporter(PythonSeleniumExporter): + def __init__(self, llm: BaseLLM, time_between_actions: float = 2.5): + self.llm = llm + self.time_between_actions = time_between_actions + + def extract(self, action_output: ExtractionOutput) -> Optional[str]: + with exclude_from_export(): + driver = self.get_driver() + element = driver.find_element(By.XPATH, action_output.xpath) + + def export(self, trajectory: TrajectoryData) -> str: + setup: Optional[str] = self.generate_setup(trajectory) + teardown: Optional[str] = self.generate_teardown(trajectory) + translated_actions: List[Optional[str]] = [] + for action in trajectory.actions: + if action.action_type == ActionType.NAVIGATION: + navigation_action = self.translate_action(action) or "" + navigation_action += f"\ntime.sleep({self.time_between_actions})" + translated_actions.append(navigation_action) + + elif action.action_type == ActionType.EXTRACTION: + translated_action_lines: List[str] = [] + for output in action.action_output: + output: ExtractionOutput + # First we get the element + translated_action_lines.append(self.translate_extract(output) or "") + # Then we generate asserts for it + xpath: str = output.xpath + description: str = output.description + text: str = output.text + outer_html: str = output.outer_html + + test_prompt = TEST_PROMPT_TEMPLATE.format( + test_specs=trajectory.objective, + xpath=xpath, + description=description, + text=text, + outer_html=outer_html, + ) + + test_response = self.llm.complete(test_prompt).text + generated_asserts: str = extract_code_block(test_response) + translated_action_lines.append(generated_asserts) + translated_action_lines.append( + f"\ntime.sleep({self.time_between_actions})" + ) + + translated_action: str = self.merge_code(*translated_action_lines) + + translated_actions.append(translated_action) + + translated_actions_str: str = self.merge_code(*translated_actions) + return self.merge_code(setup, translated_actions_str, teardown) + + +def extract_code_block(code_block): + pattern = r"```(?:python)?\n(.*?)\n```" + match = re.search(pattern, code_block, re.DOTALL) + + if match: + return match.group(1).strip() + else: + return "No code block found" + + +TEST_PROMPT_TEMPLATE = """ +You are an AI system specialized in generating web tests from specs. +You are povided with: +- some test specs about a whole scenario +- an element extracted from the current page to be tested +You can assume that the provided element is relevant to the test scenario and that we are on the right page. +Only focus on assertions that concern the current element, do not extrapolate asserts that rely on other elements. +Your output must contain only code for the assertions, there is no need for boilerplate code. You can assume that the element has been resolved already and is called `element`. + +Your goal is to generate Python assertions to be used in a test script to test the extracted element. + +Here are previous examples: +--- +Specs: When a user logs in successfully, they should see a welcome message with their username on the dashboard. +Xpath: //*[@id="welcome-message"] +Description: Welcome message displayed on the dashboard after successful login +Text: Welcome back, JohnDoe! Your last login was on 2024-09-20 at 15:30. +Outer HTML:
Welcome back, JohnDoe! Your last login was on 2024-09-20 at 15:30.
+Test:```python +# Let's think step by step + +# 1. The welcome message should contain the user's name +# 2. The message should start with a greeting +# 3. It should include the last login date and time +# 4. The element should have the correct ID +# 5. The element should have the expected class +# 6. The element should be visible on the page + +# Assert that the welcome message contains the user's name +assert "JohnDoe" in element.text, f"User's name not found in welcome message. Actual text: {{element.text}}" + +# Assert that the welcome message starts with the expected greeting +assert element.text.startswith("Welcome back"), f"Welcome message doesn't start with expected greeting. Actual text: {{element.text}}" + +# Assert that the welcome message contains a date and time +import re +date_time_pattern = r'\d{{4}}-\d{{2}}-\d{{2}} at \d{{2}}:\d{{2}}' +assert re.search(date_time_pattern, element.text), f"Date and time not found in expected format. Actual text: {{element.text}}" + +# Assert that the element has the correct ID +assert element.get_attribute("id") == "welcome-message", f"Element ID is incorrect. Expected 'welcome-message', got '{{element.get_attribute('id')}}'" + +# Assert that the element has the expected class +assert "dashboard-header" in element.get_attribute("class"), f"Element doesn't have expected class 'dashboard-header'. Actual classes: {{element.get_attribute('class')}}" + +# Assert that the element is visible +assert element.is_displayed(), "Welcome message element is not visible on the page" +``` +--- + +Here is the next example to complete: +Specs: {test_specs} +Xpath: {xpath} +Description: {description} +Text: {text} +Outer HTML: {outer_html} +Test: +```python +""" diff --git a/lavague-core/poetry.lock b/lavague-core/poetry.lock deleted file mode 100644 index d9360240..00000000 --- a/lavague-core/poetry.lock +++ /dev/null @@ -1,3502 +0,0 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. - -[[package]] -name = "aiohttp" -version = "3.9.5" -description = "Async http client/server framework (asyncio)" -optional = false -python-versions = ">=3.8" -files = [ - {file = "aiohttp-3.9.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fcde4c397f673fdec23e6b05ebf8d4751314fa7c24f93334bf1f1364c1c69ac7"}, - {file = "aiohttp-3.9.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d6b3f1fabe465e819aed2c421a6743d8debbde79b6a8600739300630a01bf2c"}, - 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