import json import os import random from glob import glob from pathlib import Path from typing import Any import pytest from py import test from agent import Agent, TeacherForcingAgent from browser_env import ActionTypes, ScriptBrowserEnv from browser_env.env_config import * from evaluation_harness import ( HTMLContentEvaluator, StringEvaluator, URLEvaluator, ) from evaluation_harness.evaluators import EvaluatorComb IN_GITHUB_ACTIONS = os.getenv("GITHUB_ACTIONS") == "true" HEADLESS = True config_file_folder = "tests/test_evaluation_harness/configs" def tf_roll_out( agent: Agent, env: ScriptBrowserEnv, config_file: str ) -> list[Any]: """Roll out the agent using teacher forcing actions""" obs, state_info = env.reset(options={"config_file": config_file}) trajectory: list[Any] = [{"observation": obs, "info": state_info}] while True: action = agent.next_action( trajectory=trajectory, intent="", meta_data={} ) trajectory.append(action) if action["action_type"] == ActionTypes.STOP: break # preceed to next action obs, reward, terminated, truncated, info = env.step(action) state_info = {"observation": obs, "info": info} trajectory.append(state_info) return trajectory def test_string_match_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/string_match.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = """page.stop("The date is 1985/04/18")""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = StringEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 def test_string_match_fail(script_browser_env: ScriptBrowserEnv) -> None: config_file = f"{config_file_folder}/string_match.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = """page.stop("The date is 1936/04/18")""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = StringEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 0.0 def test_url_exact_match_success(script_browser_env: ScriptBrowserEnv) -> None: config_file = f"{config_file_folder}/url_exact_match.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("https://www.google.com/") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = URLEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 def test_url_exact_match_fail(script_browser_env: ScriptBrowserEnv) -> None: config_file = f"{config_file_folder}/url_exact_match.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("{GITLAB}") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = URLEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) print(env.page.url) assert score == 0.0 def test_html_content_match_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/html_content_exact_match.json" # randomly sample a string agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("https://russmaxdesign.github.io/exercise") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 def test_html_content_match_fail(script_browser_env: ScriptBrowserEnv) -> None: config_file = f"{config_file_folder}/html_content_exact_match.json" # randomly sample a string agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = """page.goto("https://www.google.com/") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 0.0 def test_html_content_element_match_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/html_content_element_exact_match.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("https://russmaxdesign.github.io/exercise/") page.get_by_label("Full name").fill("Hello World") page.get_by_label("Email").click() page.get_by_label("Email").fill("alexisxy@hotmail.com") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 def test_html_content_element_match_fail( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/html_content_element_exact_match.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("https://russmaxdesign.github.io/exercise/") page.get_by_label("Full name").fill("Hello") page.get_by_label("Email").click() page.get_by_label("Email").fill("alexisxy@hotmail.com") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 0.0 def test_html_content_url_comb_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/html_content_url_comb.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("https://russmaxdesign.github.io/exercise/") page.get_by_label("Full name").fill("Hello World") page.get_by_label("Email").click() page.get_by_label("Email").fill("alexisxy@hotmail.com") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evaluators = EvaluatorComb([URLEvaluator(), HTMLContentEvaluator()]) score = evaluators( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 @pytest.mark.skipif( IN_GITHUB_ACTIONS, reason="Won't work using the demo sites" ) def test_func_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/func_eval_success.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 @pytest.mark.skipif( IN_GITHUB_ACTIONS, reason="Won't work using the demo sites" ) def test_func_fail( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/func_eval_fail.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 0.0 def test_func_url_func_last_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/func_url_func_1.json" agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.goto("{REDDIT}/f/wallstreetbets/50431/-/comment/676875") page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, config_file) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, config_file, env.page, env.get_page_client(env.page) ) assert score == 1.0 def test_func_url_func_page_success( script_browser_env: ScriptBrowserEnv, ) -> None: config_file = f"{config_file_folder}/func_url_func_2.json" # change the URL placeholder with the concrete URL with open(config_file, "r") as f: configs = json.load(f) configs["eval"]["program_html"][0]["url"] = configs["eval"][ "program_html" ][0]["url"].replace("__GITLAB__", GITLAB) configs["eval"]["program_html"][1]["url"] = configs["eval"][ "program_html" ][1]["url"].replace("__GITLAB__", GITLAB) tmp_config = config_file.replace(".json", ".tmp.json") with open(tmp_config, "w+") as f: json.dump(configs, f, indent=4) agent = TeacherForcingAgent() agent.set_action_set_tag(tag="playwright") action_seq = f"""page.stop()""" agent.set_actions(action_seq) env = script_browser_env trajectory = tf_roll_out(agent, env, tmp_config) evalutor = HTMLContentEvaluator() score = evalutor( trajectory, tmp_config, env.page, env.get_page_client(env.page) ) assert score == 1.0 os.remove(tmp_config)