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| from typing import Any, TypedDict | |
| import re | |
| class AccessibilityTreeNode(TypedDict): | |
| nodeId: str | |
| ignored: bool | |
| role: dict[str, Any] | |
| chromeRole: dict[str, Any] | |
| name: dict[str, Any] | |
| properties: list[dict[str, Any]] | |
| childIds: list[str] | |
| parentId: str | |
| backendDOMNodeId: str | |
| frameId: str | |
| bound: list[float] | None | |
| union_bound: list[float] | None | |
| offsetrect_bound: list[float] | None | |
| class BrowserConfig(TypedDict): | |
| win_top_bound: float | |
| win_left_bound: float | |
| win_width: float | |
| win_height: float | |
| win_right_bound: float | |
| win_lower_bound: float | |
| device_pixel_ratio: float | |
| class BrowserInfo(TypedDict): | |
| DOMTree: dict[str, Any] | |
| config: BrowserConfig | |
| IGNORED_ACTREE_PROPERTIES = ( | |
| "focusable", | |
| "editable", | |
| "readonly", | |
| "level", | |
| "settable", | |
| "multiline", | |
| "invalid", | |
| ) | |
| AccessibilityTree = list[AccessibilityTreeNode] | |
| IN_VIEWPORT_RATIO_THRESHOLD = 0.6 | |
| def fetch_browser_info( | |
| # page: Page, | |
| browser, | |
| ) -> BrowserInfo: | |
| # extract domtree | |
| tree = browser.execute_cdp_cmd( | |
| "DOMSnapshot.captureSnapshot", | |
| { | |
| "computedStyles": [], | |
| "includeDOMRects": True, | |
| "includePaintOrder": True, | |
| }, | |
| ) | |
| # calibrate the bounds, in some cases, the bounds are scaled somehow | |
| bounds = tree["documents"][0]["layout"]["bounds"] | |
| b = bounds[0] | |
| n = b[2] / browser.get_window_size()["width"] | |
| bounds = [[x / n for x in bound] for bound in bounds] | |
| tree["documents"][0]["layout"]["bounds"] = bounds | |
| # extract browser info | |
| # win_top_bound = page.evaluate("window.pageYOffset") | |
| # win_left_bound = page.evaluate("window.pageXOffset") | |
| # win_width = page.evaluate("window.screen.width") | |
| # win_height = page.evaluate("window.screen.height") | |
| win_top_bound = browser.execute_script("return window.pageYOffset;") | |
| win_left_bound = browser.execute_script("return window.pageXOffset;") | |
| win_width = browser.execute_script("return window.screen.width;") | |
| win_height = browser.execute_script("return window.screen.height;") | |
| win_right_bound = win_left_bound + win_width | |
| win_lower_bound = win_top_bound + win_height | |
| device_pixel_ratio = browser.execute_script("return window.devicePixelRatio;") | |
| assert device_pixel_ratio == 1.0, "devicePixelRatio is not 1.0" | |
| config: BrowserConfig = { | |
| "win_top_bound": win_top_bound, | |
| "win_left_bound": win_left_bound, | |
| "win_width": win_width, | |
| "win_height": win_height, | |
| "win_right_bound": win_right_bound, | |
| "win_lower_bound": win_lower_bound, | |
| "device_pixel_ratio": device_pixel_ratio, | |
| } | |
| # assert len(tree['documents']) == 1, "More than one document in the DOM tree" | |
| info: BrowserInfo = {"DOMTree": tree, "config": config} | |
| return info | |
| def get_element_in_viewport_ratio( | |
| elem_left_bound: float, | |
| elem_top_bound: float, | |
| width: float, | |
| height: float, | |
| config: BrowserConfig, | |
| ) -> float: | |
| elem_right_bound = elem_left_bound + width | |
| elem_lower_bound = elem_top_bound + height | |
| win_left_bound = 0 | |
| win_right_bound = config["win_width"] | |
| win_top_bound = 0 | |
| win_lower_bound = config["win_height"] | |
| # Compute the overlap in x and y axes | |
| overlap_width = max( | |
| 0, | |
| min(elem_right_bound, win_right_bound) | |
| - max(elem_left_bound, win_left_bound), | |
| ) | |
| overlap_height = max( | |
| 0, | |
| min(elem_lower_bound, win_lower_bound) | |
| - max(elem_top_bound, win_top_bound), | |
| ) | |
| # Compute the overlap area | |
| ratio = overlap_width * overlap_height / width * height | |
| return ratio | |
| def get_bounding_client_rect( | |
| browser, backend_node_id: str | |
| ) -> dict[str, Any]: | |
| try: | |
| remote_object = browser.execute_cdp_cmd( | |
| "DOM.resolveNode", {"backendNodeId": int(backend_node_id)} | |
| ) | |
| remote_object_id = remote_object["object"]["objectId"] | |
| response = browser.execute_cdp_cmd( | |
| "Runtime.callFunctionOn", | |
| { | |
| "objectId": remote_object_id, | |
| "functionDeclaration": """ | |
| function() { | |
| if (this.nodeType == 3) { | |
| var range = document.createRange(); | |
| range.selectNode(this); | |
| var rect = range.getBoundingClientRect().toJSON(); | |
| range.detach(); | |
| return rect; | |
| } else { | |
| return this.getBoundingClientRect().toJSON(); | |
| } | |
| } | |
| """, | |
| "returnByValue": True, | |
| }, | |
| ) | |
| return response | |
| except: | |
| return {"result": {"subtype": "error"}} | |
| def fetch_page_accessibility_tree( | |
| info: BrowserInfo, | |
| browser, | |
| # client: CDPSession, | |
| current_viewport_only: bool, | |
| ) -> AccessibilityTree: | |
| accessibility_tree: AccessibilityTree = browser.execute_cdp_cmd( | |
| "Accessibility.getFullAXTree", {} | |
| )["nodes"] | |
| # a few nodes are repeated in the accessibility tree | |
| seen_ids = set() | |
| _accessibility_tree = [] | |
| for node in accessibility_tree: | |
| if node["nodeId"] not in seen_ids: | |
| _accessibility_tree.append(node) | |
| seen_ids.add(node["nodeId"]) | |
| accessibility_tree = _accessibility_tree | |
| nodeid_to_cursor = {} | |
| for cursor, node in enumerate(accessibility_tree): | |
| nodeid_to_cursor[node["nodeId"]] = cursor | |
| # usually because the node is not visible etc | |
| if "backendDOMNodeId" not in node: | |
| node["union_bound"] = None | |
| continue | |
| backend_node_id = str(node["backendDOMNodeId"]) | |
| if node["role"]["value"] == "RootWebArea": | |
| # always inside the viewport | |
| node["union_bound"] = [0.0, 0.0, 10.0, 10.0] | |
| else: | |
| response = get_bounding_client_rect( | |
| browser, backend_node_id | |
| ) | |
| if response.get("result", {}).get("subtype", "") == "error": | |
| node["union_bound"] = None | |
| else: | |
| x = response["result"]["value"]["x"] | |
| y = response["result"]["value"]["y"] | |
| width = response["result"]["value"]["width"] | |
| height = response["result"]["value"]["height"] | |
| node["union_bound"] = [x, y, width, height] | |
| # filter nodes that are not in the current viewport | |
| if current_viewport_only: | |
| def remove_node_in_graph(node: AccessibilityTreeNode) -> None: | |
| # update the node information in the accessibility tree | |
| nodeid = node["nodeId"] | |
| node_cursor = nodeid_to_cursor[nodeid] | |
| parent_nodeid = node["parentId"] | |
| children_nodeids = node["childIds"] | |
| parent_cursor = nodeid_to_cursor[parent_nodeid] | |
| # update the children of the parent node | |
| assert ( | |
| accessibility_tree[parent_cursor].get("parentId", "Root") | |
| is not None | |
| ) | |
| # remove the nodeid from parent's childIds | |
| index = accessibility_tree[parent_cursor]["childIds"].index( | |
| nodeid | |
| ) | |
| accessibility_tree[parent_cursor]["childIds"].pop(index) | |
| # Insert children_nodeids in the same location | |
| for child_nodeid in children_nodeids: | |
| accessibility_tree[parent_cursor]["childIds"].insert( | |
| index, child_nodeid | |
| ) | |
| index += 1 | |
| # update children node's parent | |
| for child_nodeid in children_nodeids: | |
| child_cursor = nodeid_to_cursor[child_nodeid] | |
| accessibility_tree[child_cursor][ | |
| "parentId" | |
| ] = parent_nodeid | |
| # mark as removed | |
| accessibility_tree[node_cursor]["parentId"] = "[REMOVED]" | |
| config = info["config"] | |
| for node in accessibility_tree: | |
| if not node["union_bound"]: | |
| remove_node_in_graph(node) | |
| continue | |
| [x, y, width, height] = node["union_bound"] | |
| # invisible node | |
| if width == 0 or height == 0: | |
| remove_node_in_graph(node) | |
| continue | |
| in_viewport_ratio = get_element_in_viewport_ratio( | |
| elem_left_bound=float(x), | |
| elem_top_bound=float(y), | |
| width=float(width), | |
| height=float(height), | |
| config=config, | |
| ) | |
| if in_viewport_ratio < IN_VIEWPORT_RATIO_THRESHOLD: | |
| remove_node_in_graph(node) | |
| accessibility_tree = [ | |
| node | |
| for node in accessibility_tree | |
| if node.get("parentId", "Root") != "[REMOVED]" | |
| ] | |
| return accessibility_tree | |
| def parse_accessibility_tree( | |
| accessibility_tree: AccessibilityTree, | |
| ) -> tuple[str, dict[str, Any]]: | |
| """Parse the accessibility tree into a string text""" | |
| node_id_to_idx = {} | |
| for idx, node in enumerate(accessibility_tree): | |
| node_id_to_idx[node["nodeId"]] = idx | |
| obs_nodes_info = {} | |
| def dfs(idx: int, obs_node_id: str, depth: int) -> str: | |
| tree_str = "" | |
| node = accessibility_tree[idx] | |
| indent = "\t" * depth | |
| valid_node = True | |
| try: | |
| role = node["role"]["value"] | |
| name = node["name"]["value"] | |
| node_str = f"[{obs_node_id}] {role} {repr(name)}" | |
| properties = [] | |
| for property in node.get("properties", []): | |
| try: | |
| if property["name"] in IGNORED_ACTREE_PROPERTIES: | |
| continue | |
| properties.append( | |
| f'{property["name"]}: {property["value"]["value"]}' | |
| ) | |
| except KeyError: | |
| pass | |
| if properties: | |
| node_str += " " + " ".join(properties) | |
| # check valid | |
| if not node_str.strip(): | |
| valid_node = False | |
| # empty generic node | |
| if not name.strip(): | |
| if not properties: | |
| if role in [ | |
| "generic", | |
| "img", | |
| "list", | |
| "strong", | |
| "paragraph", | |
| "banner", | |
| "navigation", | |
| "Section", | |
| "LabelText", | |
| "Legend", | |
| "listitem", | |
| ]: | |
| valid_node = False | |
| elif role in ["listitem"]: | |
| valid_node = False | |
| if valid_node: | |
| tree_str += f"{indent}{node_str}" | |
| obs_nodes_info[obs_node_id] = { | |
| "backend_id": node["backendDOMNodeId"], | |
| "union_bound": node["union_bound"], | |
| "text": node_str, | |
| } | |
| except: | |
| valid_node = False | |
| for _, child_node_id in enumerate(node["childIds"]): | |
| if child_node_id not in node_id_to_idx: | |
| continue | |
| # mark this to save some tokens | |
| child_depth = depth + 1 if valid_node else depth | |
| child_str = dfs( | |
| node_id_to_idx[child_node_id], child_node_id, child_depth | |
| ) | |
| if child_str.strip(): | |
| if tree_str.strip(): | |
| tree_str += "\n" | |
| tree_str += child_str | |
| return tree_str | |
| tree_str = dfs(0, accessibility_tree[0]["nodeId"], 0) | |
| return tree_str, obs_nodes_info | |
| def clean_accesibility_tree(tree_str: str) -> str: | |
| """further clean accesibility tree""" | |
| clean_lines: list[str] = [] | |
| for line in tree_str.split("\n"): | |
| if "statictext" in line.lower(): | |
| prev_lines = clean_lines[-3:] | |
| pattern = r"\[\d+\] StaticText '([^']+)'" | |
| match = re.search(pattern, line) | |
| if match: | |
| static_text = match.group(1) | |
| if all( | |
| static_text not in prev_line | |
| for prev_line in prev_lines | |
| ): | |
| clean_lines.append(line) | |
| else: | |
| clean_lines.append(line) | |
| return "\n".join(clean_lines) | |