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