# 提示词基本结构 这是prompt基本结构，包含6部分内容： ``` # Instruction # Task # Annotation description ## Part 1 ## Part 2 ## Part 3 ## Part 4 ... # Playwright action # Output format # Example ``` # Instruction： - 描述角色和任务要求，这部分是固定的，所有task都一样，以下是指令内容： - You are an expert in cleaning process data descriptions. Given a task, you are provided with a set of annotation description data for a certain visual LLM related to human user operation videos. Plus, You are provided with full trace of playwright action, whic includes action and url before and after the action. - You need to analyze all the descriptive data and ultimately summarize a complete and reasonable user operation description that can accomplish the given task. - For each strategy, give a clear list of the low level action sequence. # Task 从tasks/task_id.json中提取，提取其中intent字段信息。这是json的内容： { "sites": [ "gitlab" ], "task_id": 103, "require_login": true, "storage_state": "./.auth/gitlab_state.json", "start_url": "http://localhost:28084", "geolocation": null, "intent_template": "Display the list of issues in the {{repo}} repository that have labels related to {{label}}", "instantiation_dict": { "label": "questions", "repo": "kkroening/ffmpeg-python" }, "intent": "Display the list of issues in the kkroening/ffmpeg-python repository that have labels related to questions", "require_reset": false, "eval": { "eval_types": [ "url_match" ], "reference_answers": null, "reference_url": "http://localhost:28084/kkroening/ffmpeg-python/-/issues/?label_name%5B%5D=question", "program_html": [], "url_note": "GOLD in PRED" }, "intent_template_id": 349 } # Annotation description 这里是VLM根据轨迹视频内容进行记录的动作描述。具体是读取video/task_id.trace/*.txt，如果有多个txt，按照字母序排序，每一文件是记录的动作总结，将所有动作总结拼接成 以part1(103.trace_recording_part1.txt)为例： ### Step-by-Step Actions in the Video Segment #### 1. **Initial State** - **Action:** The video begins with a view of a GitLab projects page. The page displays a list of projects under "Yours," with details such as project names, descriptions, and update times. - **Page Changes:** No immediate changes occur as this is the starting point. - **Possible Purpose:** The initial state sets the context for navigating through the user's projects on GitLab. #### 2. **Hovering Over Projects** - **Action:** I move the cursor over several project entries in the list. - **Page Changes:** As the cursor hovers over each project, a tooltip appears, displaying the full URL of the project. - **Possible Purpose:** Hovering over the projects likely aims to review the project URLs or gather more information about each project before selecting one. #### 3. **Scrolling Down the Page** - **Action:** I scroll down the page using the mouse wheel. - **Page Changes:** The list of projects moves upward, revealing additional projects further down the list. - **Possible Purpose:** Scrolling down is intended to view more projects that are not initially visible on the screen. #### 4. **Hovering Over Additional Projects** - **Action:** After scrolling, I continue to hover over different project entries. - **Page Changes:** Similar to the previous hovering action, tooltips appear showing the full URLs of the newly visible projects. - **Possible Purpose:** This continued hovering suggests an ongoing review of project details, possibly to locate a specific project or assess available options. #### 5. **Stopping at a Specific Project** - **Action:** I stop scrolling and hover over a project named "Byte Blazea11yproject.contributor.me / cloud-to-butt." - **Page Changes:** The tooltip for this project appears, displaying its full URL. - **Possible Purpose:** Pausing at this specific project indicates interest in it, perhaps for further interaction or selection. #### 6. **Clicking on the Project** - **Action:** I click on the project "Byte Blazea11yproject.contributor.me / cloud-to-butt." - **Page Changes:** The page transitions from the projects list to the detailed view of the selected project. The new page shows the project's repository files, commit history, and other related information. - **Possible Purpose:** Clicking on the project is to access its detailed page, likely for viewing its contents, making edits, or performing other project-specific actions. ### Summary In this video segment, I begin by reviewing a list of projects on my GitLab page. I hover over various projects to see their URLs, scroll down to view more projects, and then select a specific project ("Byte Blazea11yproject.contributor.me / cloud-to-butt") by clicking on it. This sequence of actions suggests a focused effort to locate and access a particular project for further interaction. # Playwright action 这里是playwright记录的trace.zip文件中提取的细粒度动作指令，包括动作uid，动作顺序编号从0开始，playwright指令，动作前后的网页url。 从 trace_extract/task_id.trace.zip.content.json 读取，这是示例： [{"action_uid": "action_0", "idx": 0, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/"}}, {"action_uid": "action_1", "idx": 1, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}}, {"action_uid": "action_2", "idx": 2, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}}, {"action_uid": "action_3", "idx": 3, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}}, {"action_uid": "action_4", "idx": 4, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}}, {"action_uid": "action_5", "idx": 5, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")ArrowRight", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeg-python&sort=name_asc"}}, {"action_uid": "action_6", "idx": 6, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")ArrowRight", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}}, {"action_uid": "action_7", "idx": 7, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")ArrowRight", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}}, {"action_uid": "action_8", "idx": 8, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")ArrowRight", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}}, {"action_uid": "action_9", "idx": 9, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")ArrowRight", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?sort=name_asc&name=kkroening%2Fffmpeython&sort=name_asc"}}, {"action_uid": "action_10", "idx": 10, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")Enter", "before": {"url": "about:blank"}, "after": {"url": "about:blank"}}, {"action_uid": "action_11", "idx": 11, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "about:blank"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "action_12", "idx": 12, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "text_Yours 23 Starred 3 Explore Topics", "idx": 13, "action_repr": "frame.clickget_by_text(\"Yours 23 Starred 3 Explore Topics\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "action_14", "idx": 14, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "action_15", "idx": 15, "action_repr": "frame.clickget_by_placeholder(\"Filter by name\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "action_16", "idx": 16, "action_repr": "frame.pressget_by_placeholder(\"Filter by name\")Control+c", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "action_17", "idx": 17, "action_repr": "frame.clickget_by_placeholder(\"Search GitLab\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "action_18", "idx": 18, "action_repr": "frame.pressget_by_placeholder(\"Search GitLab\")Enter", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/?name=kkroening&sort=name_asc"}}, {"action_uid": "link_Users 1", "idx": 19, "action_repr": "frame.clickget_by_role(\"link\", name=\"Users 1\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/search?search=kkroening&nav_source=navbar"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/search?search=kkroening&nav_source=navbar"}}, {"action_uid": "link_Karl Kroening @kkroening", "idx": 20, "action_repr": "frame.clickget_by_role(\"link\", name=\"Karl Kroening @kkroening\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/search?scope=users&search=kkroening"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/search?scope=users&search=kkroening"}}, {"action_uid": "link_Personal projects", "idx": 21, "action_repr": "frame.clickget_by_role(\"link\", name=\"Personal projects\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening"}}, {"action_uid": "link_ffmpeg-python", "idx": 22, "action_repr": "frame.clickget_by_role(\"link\", name=\"ffmpeg-python\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/users/kkroening/projects"}}, {"action_uid": "action_23", "idx": 23, "action_repr": "frame.clicklocator(\"a\").filter(has_text=\"Issues 402\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}}, {"action_uid": "filtered-search-token-segment", "idx": 24, "action_repr": "frame.clickget_by_test_id(\"filtered-search-token-segment\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}}, {"action_uid": "menuitem_Label", "idx": 25, "action_repr": "frame.clickget_by_role(\"menuitem\", name=\"Label\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}}, {"action_uid": "menuitem_= is", "idx": 26, "action_repr": "frame.clickget_by_role(\"menuitem\", name=\"= is\", exact=True)", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}}, {"action_uid": "menuitem_question", "idx": 27, "action_repr": "frame.clickget_by_role(\"menuitem\", name=\"question\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}}, {"action_uid": "search-button", "idx": 28, "action_repr": "frame.clickget_by_test_id(\"search-button\")", "before": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}, "after": {"url": "http://ec2-3-135-39-80.us-east-2.compute.amazonaws.com:8023/kkroening/ffmpeg-python/-/issues"}}] # Output format - 先总结整个任务的Objective，然后按照Strategy-SubStrategy-action三级层次来给出整个过程， - 接着给出整个操作流程后的观察和有趣的发现，最后严格按照json格式输出三级层次的过程描述。 - 最后的输出json应该是包在```{json}```之间，最底层动作需要包含描述、对应的playwright动作指令顺序编号，以及具体指令内容。 # Example ### Complete User Operation Description to Display Labeled Issues in kkroening/ffmpeg-python **Objective:** Filter and display all issues labeled as "question" in the kkroening/ffmpeg-python repository. --- #### **Strategy 1: Navigate to the Repository** **Low-Level Action Sequence:** 1. **Search for the user "kkroening"** - Click the global search bar (placeholder: "Search GitLab"). - Type "kkroening" and press `Enter`. 2. **Select the user from results** - Click the "Users" tab in search results. - Click on "Karl Kroening @kkroening" in the user list. 3. **Access the repository** - Navigate to the "Personal projects" section. - Click on the "ffmpeg-python" project. --- #### **Strategy 2: Filter Issues by Label** **Low-Level Action Sequence:** 1. **Open the Issues tab** - Scroll to the left sidebar menu. - Click the "Issues" tab (displaying the count, e.g., "Issues 402"). 2. **Apply label filtering** - Click the search/filter bar in the issues list. - Select the "Label" dropdown from the filter options. - Type or select "question" from the label dropdown. - Click the search/apply button to confirm the filter. --- #### **Final Oberservation** The issues list will refresh to show only issues with the "question" label. The URL will reflect the filter: `.../ffmpeg-python/-/issues/?label_name[]=question`. --- ### Key Observations from Playwright Trace - The final URL after filtering: `http://ec2-3-135-39-80.../ffmpeg-python/-/issues/?label_name%5B%5D=question` confirms the "question" label filter is applied. - Critical interactions include selecting the "Label" dropdown and explicitly choosing "question" to refine results. ### Final output ``` [{ "strategy" : "Navigate to the Repository", "substrategies": [ { "substrategy": "Search for the user \"kkroening\"", "actions" : [ { "description": "Click the global search bar (placeholder: \"Search GitLab\"). " "playwright_idx" : 18, "playwright_instruction" : "frame.pressget_by_placeholder(\"Search GitLab\")Enter" } ... ] }, { "substrategy": "Select the user from results", "actions" : [ ... ] } ] }, { "strategy" : "Filter Issues by Label", "substrategies" : [ ... ] }] ``` # 任务列表 遍历trace目录下的所有文件，譬如 4.trace.zip，代表存在task_id =4。