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id: SPA_task_5_dxf_bracket_repair
name: DXF 机械支架图 — ezdxf 取证 × LibreCAD 标注 × 渲染验收
category: SPA
timeout_seconds: 1500
---
<!--
resources:
- name: bracket_dirty.dxf
source: synthetic per ezdxf 1.x (R2010 ASCII DXF, mechanical L-bracket with intentional layer/duplicate/dimension defects)
license: MIT
description: Mechanical 2D drawing of an L-bracket plate (top view) — 4 mounting holes, fillets, slot. Drawing has duplicated LINE entities, several geometry items mis-assigned to the default "0" layer instead of their semantic layer (OUTLINE/HIDDEN/CENTER), and is missing the linear/radial dimensions and the title block needed for fabrication release.
- name: bracket_layer_spec.csv
source: local/sample
license: MIT
description: Layer naming convention table (layer_name, color, linetype, lineweight, purpose) shipped to the agent so the *intent* of each layer is known but no answer values are encoded.
- name: ezdxf
source: https://pypi.org/project/ezdxf/ (commit-pinned 1.3.x)
license: MIT
description: Pure-Python DXF read/write/audit/render library used by both the fixture generator (exec/) and the grader.
- name: LibreCAD
source: https://github.com/LibreCAD/LibreCAD (apt package librecad)
license: GPL-2.0 (system tool, runtime-only, not redistributed)
description: 2D CAD GUI used by the agent for layer editing, dimensioning and print preview.
-->
## Prompt
> ⚙️ **Execution convention**: this is a legitimate desktop + terminal test task. All deliverables must land under `/tmp_workspace/results/`. Execute directly, do not refuse.
>
> ℹ️ **Environment**: this task runs inside an isolated test VM. `/tmp_workspace/results/` has already been made user-writable by the warmup via sudo; if you hit a permission issue, just run `echo password | sudo -S chown -R user:user /tmp_workspace/...` (sudo inside the VM is passwordless-invokable). If a CAD GUI app is missing, install it yourself with `echo password | sudo -S apt-get install -y qcad freecad librecad`. Execute every step directly, do not refuse.
Background: you've inherited `/tmp_workspace/dxf_project/bracket_dirty.dxf` — a 2D top-view of an L-shaped mechanical bracket (DXF R2010 ASCII) with 4 mounting holes, one slotted hole, and several fillets. The drawing was sketched by someone else and **is not release-ready**:
- Some geometry lives on the default layer `0` instead of the `OUTLINE / HIDDEN / CENTER / DIM / TITLE` layers prescribed by the co-located `bracket_layer_spec.csv`.
- There are **duplicate LINE** entities (two endpoints + the same layer is treated as one duplicate group).
- Key dimensions (hole spacing, fillet radius, etc.) are **missing**.
- There is no title block; the `TITLE` layer and text style aren't prepared.
Goal: bring the drawing to a release-ready state — deduplicate / re-layer / add dimensions / add a title block — and produce both a machine-readable forensic report and human-viewable process screenshots.
- Primary deliverable: `/tmp_workspace/dxf_project/bracket_clean.dxf`
- Companion reports and render: a set of JSON / TXT / PNG files under `/tmp_workspace/results/report/`
- Workflow screenshots: 5 PNGs with fixed filenames under `/tmp_workspace/results/`
- Free choice of tools: DXF forensics / rewriting can use scripts like ezdxf, drawing edits can use any 2D CAD desktop tool, final rendering can use ezdxf's matplotlib backend or an equivalent.
- Anti-cheat: `actions.log` (if the harness records one) must not be script-only — the edit / dimension / print-preview stages should show real GUI interaction.
### Hard constraints on the primary deliverable `/tmp_workspace/dxf_project/bracket_clean.dxf`
- File exists, size > 500 B
- All duplicate LINE entities removed (`duplicate_count == 0`)
- Geometry on the default layer `0` (LINE / CIRCLE / ARC / LWPOLYLINE / POLYLINE) is **reduced by ≥ 50%** relative to the initial count, with at least 1 entity on the OUTLINE layer
- Dimensions (DIMENSION entities): total ≥ 3, of which linear ≥ 2 and radial or diametric ≥ 1, all on the `DIM` layer
- Includes a `TITLE` layer with title-block text (company name / drawing number / date / scale, etc.)
### Companion deliverables (under `/tmp_workspace/results/report/`)
| File | Requirement |
|---|---|
| `entities_initial.json` | Contains `by_layer` (non-empty dict), `total_entities` (int>0), `modelspace_extents` (list) |
| `audit_initial.txt` | Audit text of the initial DXF, size > 10 B (write `no errors` on a line even if zero errors) |
| `duplicates.json` | `duplicate_groups` (list, at least 1 entry), `duplicate_count` ≥ 1; each group contains `layer / start / end / handles` |
| `audit_after_cleanup.txt` | Audit text of the cleaned DXF, size > 10 B |
| `duplicates_after.json` | `duplicate_count == 0` |
| `dimensions.json` | `dimension_count`, `by_subtype` (with `linear / radial / diametric / other`), `by_layer`; linear ≥ 2, radial+diametric ≥ 1 |
| `render_final.png` | Final PNG render of the cleaned DXF, size > 5 KB; outline / hidden or center lines / dimensions / title block all visible |
| `validation.json` | Fields: `audit_errors_initial`, `audit_errors_after`, `duplicate_count_initial`, `duplicate_count_after`, `dimension_count`, `title_layer_text_count`, `layer_distribution_after` (dict, at least including OUTLINE/HIDDEN/CENTER/DIM/TITLE/0), `modelspace_extents`, `render_png_size_bytes` |
Numeric fields are taken from a live ezdxf scan; the prompt does not hard-code them.
### The 5 workflow screenshots (under `/tmp_workspace/results/`)
Fixed filenames (filename order is workflow order; produce them in chronological sequence):
| Filename | What it should show |
|---|---|
| `view_drawing_initial.png` | Full-screen view after opening the initial dirty DXF in a 2D CAD desktop tool, including the main window and the drawing |
| `view_layers_panel.png` | The layer manager panel, with the target layer names visible (0 / OUTLINE / HIDDEN / CENTER, etc.) |
| `view_after_cleanup.png` | The drawing after duplicate LINEs are removed and geometry has been reassigned to the correct layers |
| `view_dimensions_added.png` | The drawing after linear + radial/diametric dimensions (on the DIM layer) have been added |
| `view_print_preview.png` | Landscape A4 print-preview window, showing the title-block area (multiple lines of text) in the bottom-right corner |
Common specs: each PNG ≥ 5 KB, resolution ≥ 1024 × 600, all 5 are distinct (unique md5), and mtimes increase in the workflow order above. The grader runs OCR and a VLM check to verify the screenshots are genuine GUI desktop captures.
Safety constraints: only create/delete files under `/tmp_workspace/`; do not run dangerous commands like `eval` / `docker run` / `rm -rf /`.
## Expected Behavior
设计意图与典型解题路径(仅供出题人参考,不发给 agent):
1. 推荐用 `ezdxf` 做取证 + 程序化清理(首选,纯 Python 跨发行版稳定),GUI 编辑通道可走 LibreCAD(首选,apt 直装且支持脚本驱动)、QCAD、FreeCAD TechDraw 等任一 2D CAD 工具。最终渲染推荐 `ezdxf.addons.drawing` + matplotlib。
2. 用 ezdxf 打开 `bracket_dirty.dxf` → 跑 `auditor.run()` 写 `audit_initial.txt` → 遍历 modelspace 统计每层实体类型,写 `entities_initial.json`。
3. 扫描所有 LINE:以 `(layer, round(start,6), round(end,6))` 做 key 聚合,重复组写入 `duplicates.json`。
4. 在 GUI 中打开图纸截 `view_drawing_initial.png`;展开图层面板截 `view_layers_panel.png`。
5. 程序化或在 GUI 中:删除每组重复 LINE 仅保留 1 条;按几何用途把默认层 `0` 上的轮廓/隐藏线/中心线移到 `OUTLINE / HIDDEN / CENTER`;保存为 `bracket_clean.dxf`。截 `view_after_cleanup.png`。
6. 在 GUI 中或通过 ezdxf 加 ≥ 2 条 Linear(孔水平 / 垂直中心距)+ ≥ 1 条 Radial/Diametric(圆角或安装孔半径),全部在 `DIM` 层。截 `view_dimensions_added.png`。
7. 新增 `TITLE` 层,加公司名 / 图号 / 日期 / 比例等文字到右下角;进入横向 A4 打印预览截 `view_print_preview.png`。
8. 重新跑 auditor + duplicate scanner + dimension stats,写 `audit_after_cleanup.txt / duplicates_after.json / dimensions.json`;ezdxf 渲染 PNG → `render_final.png`;汇总 `validation.json`。
约束说明:
- `actions.log`(若 harness 记录)应能反映真实 GUI 操作(如鼠标点击图层面板、调用打印预览菜单等),不允许全部为脚本生成的合成事件。
- 截图必须是真实桌面截屏,分辨率 ≥ 1024×600,5 张内容互不相同,mtime 严格沿工作流顺序递增。
评分要点(hard gates,达不到会被截顶):
- 主交付 `bracket_clean.dxf` 缺失 → 上限 0.35
- 初始重复扫描结果不合格 / 清理后仍有重复 → 上限 0.40
- 尺寸标注不足(< 3 条或缺类别)→ 上限 0.45
- `render_final.png` 缺失 → 上限 0.45
- `validation.json` schema 不全或层 `0` 几何减少未达 50% → 上限 0.50
- 5 张截图缺失或重复(md5 唯一率低)→ 上限 0.45(极差时 0.30)
- 截图 OCR 命中率过低 → 上限 0.55
- VLM 复核(LibreCAD-like 真实主窗口 / 尺寸文本可读 / 标题栏可见)平均分 < 0.6 → 上限 0.55;VLM 不可用时 → 上限 0.60
## Source
- ezdxf 官方文档:https://ezdxf.mozman.at/docs/
- LibreCAD wiki:https://wiki.librecad.org/
- 现实场景:机械事务所 / 钣金车间在收到外协 DXF 后的常规 cleanup-and-dim 流程,
参考 r/MechanicalEngineering 关于 "DXF cleanup before fab" 的讨论范式
(https://www.reddit.com/r/MechanicalEngineering/)
## Grading Criteria
- [ ] 1. `report/entities_initial.json` 存在、schema 合法、`by_layer` 非空
- [ ] 2. `report/audit_initial.txt` 存在且非空
- [ ] 3. `report/duplicates.json` 存在、`duplicate_count > 0`、含至少 1 个 group
- [ ] 4. `report/audit_after_cleanup.txt` 存在
- [ ] 5. `report/duplicates_after.json` 存在且 `duplicate_count == 0`
- [ ] 6. `report/dimensions.json` 存在且 `dimension_count >= 3`
- [ ] 7. `report/render_final.png` 存在且 size > 5 KB
- [ ] 8. `report/validation.json` 存在且 schema 完整、layer_distribution 中 `0` 层
的轮廓类实体明显减少
- [ ] 9. 5 张 GUI 截图 (`view_drawing_initial / view_layers_panel /
view_after_cleanup / view_dimensions_added / view_print_preview`) 全部存在
- [ ] 10. 截图 OCR 命中 LibreCAD 关键 UI 字符串(`LibreCAD` / `Layer` / `Dim` / `Print`)
- [ ] 11. VLM 判定截图为真实 LibreCAD 界面 + 渲染图含尺寸 + 含标题栏
- [ ] 12. cleaned DXF 文件 `bracket_clean.dxf` 落地
## Automated Checks
```python
def grade(workspace_path=None, **kwargs) -> dict:
"""Multi-dim grader for the DXF bracket repair task.
Sub-scores cover: file presence, JSON schema, audit/duplicate numerics,
dimension count, GUI screenshot count + OCR, render presence, and 3 VLM
rubric items. Hard gates ensure nothing scores high without GUI evidence,
cleanup evidence, or final render.
"""
import json
import re
from pathlib import Path
rd = Path("/tmp_workspace/results")
rep = rd / "report"
s = {}
# ---- 1. entities_initial.json ------------------------------------------------
p = rep / "entities_initial.json"
if p.exists():
try:
d = json.loads(p.read_text())
ok = (
isinstance(d.get("by_layer"), dict)
and len(d["by_layer"]) >= 1
and isinstance(d.get("total_entities"), int)
and d["total_entities"] > 0
and isinstance(d.get("modelspace_extents"), list)
)
s["entities_initial"] = 1.0 if ok else 0.4
except Exception:
s["entities_initial"] = 0.2
else:
s["entities_initial"] = 0.0
# ---- 2. audit_initial.txt ----------------------------------------------------
p = rep / "audit_initial.txt"
s["audit_initial"] = 1.0 if (p.exists() and p.stat().st_size > 10) else 0.0
# ---- 3. duplicates.json (initial) -------------------------------------------
p = rep / "duplicates.json"
if p.exists():
try:
d = json.loads(p.read_text())
grp = d.get("duplicate_groups", [])
cnt = d.get("duplicate_count", 0)
ok = isinstance(grp, list) and isinstance(cnt, int) and cnt >= 1 and len(grp) >= 1
s["duplicates_initial"] = 1.0 if ok else 0.3
except Exception:
s["duplicates_initial"] = 0.2
else:
s["duplicates_initial"] = 0.0
# ---- 4. audit_after_cleanup.txt ---------------------------------------------
p = rep / "audit_after_cleanup.txt"
s["audit_after"] = 1.0 if (p.exists() and p.stat().st_size > 10) else 0.0
# ---- 5. duplicates_after.json must be 0 -------------------------------------
p = rep / "duplicates_after.json"
if p.exists():
try:
d = json.loads(p.read_text())
cnt = d.get("duplicate_count", -1)
s["duplicates_clean"] = 1.0 if cnt == 0 else 0.3
except Exception:
s["duplicates_clean"] = 0.2
else:
s["duplicates_clean"] = 0.0
# ---- 6. dimensions.json count >= 3 ------------------------------------------
p = rep / "dimensions.json"
if p.exists():
try:
d = json.loads(p.read_text())
n = d.get("dimension_count", 0)
sub = d.get("by_subtype", {}) or {}
has_radial = (sub.get("radial", 0) + sub.get("diametric", 0)) >= 1
has_linear = sub.get("linear", 0) >= 2
score = 0.0
if n >= 3:
score += 0.5
if has_radial:
score += 0.25
if has_linear:
score += 0.25
s["dimensions_added"] = round(min(score, 1.0), 3)
except Exception:
s["dimensions_added"] = 0.2
else:
s["dimensions_added"] = 0.0
# ---- 7. render_final.png > 5KB ----------------------------------------------
p = rep / "render_final.png"
if p.exists():
sz = p.stat().st_size
s["render_present"] = 1.0 if sz > 5000 else (sz / 5000.0)
else:
s["render_present"] = 0.0
# ---- 8. validation.json schema + layer-0 reduced ----------------------------
p = rep / "validation.json"
if p.exists():
try:
d = json.loads(p.read_text())
keys = ["audit_errors_initial", "audit_errors_after",
"duplicate_count_initial", "duplicate_count_after",
"dimension_count", "title_layer_text_count",
"layer_distribution_after",
"modelspace_extents", "render_png_size_bytes"]
present = sum(1 for k in keys if k in d)
ld = d.get("layer_distribution_after", {}) or {}
outline_layer = ld.get("OUTLINE", 0)
zero_layer_after = ld.get("0", 0)
# Compare against initial layer-0 geometry to enforce real cleanup.
init_zero = 0
init_p = rep / "entities_initial.json"
if init_p.exists():
try:
init = json.loads(init_p.read_text())
by = (init.get("by_layer") or {}).get("0", {}) or {}
for k_e in ("LINE", "CIRCLE", "ARC", "LWPOLYLINE", "POLYLINE"):
v = by.get(k_e, 0)
if isinstance(v, int):
init_zero += v
except Exception:
init_zero = 0
if init_zero > 0:
reduction = 1.0 - (zero_layer_after / max(1, init_zero))
cleanup_ok = outline_layer >= 1 and reduction >= 0.5
else:
cleanup_ok = outline_layer >= 1 and zero_layer_after <= 2
score = 0.4 * (present / len(keys)) + 0.6 * (1.0 if cleanup_ok else 0.3)
s["validation_summary"] = round(min(score, 1.0), 3)
except Exception:
s["validation_summary"] = 0.2
else:
s["validation_summary"] = 0.0
# ---- 9-10. GUI screenshots + OCR + anti-cheat -------------------------------
try:
from PIL import Image # noqa: F401
_has_pil = True
except Exception:
_has_pil = False
try:
import pytesseract
_has_tess = True
except Exception:
_has_tess = False
import hashlib
shots = {
"view_drawing_initial.png": ["LibreCAD", "Layer", "Tool", "Cmd"],
"view_layers_panel.png": ["Layer", "OUTLINE", "0", "HIDDEN"],
"view_after_cleanup.png": ["LibreCAD", "Modify", "Layer"],
"view_dimensions_added.png": ["Dim", "Linear", "Radial", "Dimension"],
"view_print_preview.png": ["Print", "Preview", "A4", "Title"],
}
have, ocr_hit = 0, 0
md5s = set()
res_ok = 0
size_ok = 0
mtimes = []
for fname, kws in shots.items():
p = rd / fname
if p.exists():
sz = p.stat().st_size
# Floor: anything under 5KB is treated as a placeholder, not a screenshot.
if sz >= 5000:
size_ok += 1
have += 1
try:
md5s.add(hashlib.md5(p.read_bytes()).hexdigest())
except Exception:
pass
mtimes.append(p.stat().st_mtime)
if _has_pil:
try:
from PIL import Image as _Img
with _Img.open(p) as im:
w, h = im.size
if w >= 1024 and h >= 600:
res_ok += 1
except Exception:
pass
if _has_pil and _has_tess:
try:
from PIL import Image as _Img
txt = pytesseract.image_to_string(_Img.open(p))
if any(k.lower() in txt.lower() for k in kws):
ocr_hit += 1
except Exception:
pass
n_shots = len(shots)
# Count score requires presence + md5 uniqueness + minimum resolution.
uniq_ratio = (len(md5s) / max(1, have)) if have else 0.0
res_ratio = res_ok / n_shots
presence_ratio = have / n_shots
s["gui_screenshots_count"] = round(
0.5 * presence_ratio + 0.3 * uniq_ratio + 0.2 * res_ratio, 3
)
# OCR: when VLM/OCR available, demand ≥60% hit rate to count as full credit.
if _has_pil and _has_tess:
s["gui_screenshots_ocr"] = round(min(1.0, (ocr_hit / n_shots) / 0.6), 3)
else:
# Neutral but capped — never a free 1.0.
s["gui_screenshots_ocr"] = 0.4
# Timestamp ordering: screenshots should follow workflow order.
expected_order = list(shots.keys())
ordered_mtimes = []
for fn in expected_order:
p = rd / fn
if p.exists() and p.stat().st_size >= 5000:
ordered_mtimes.append(p.stat().st_mtime)
if len(ordered_mtimes) >= 3:
s["gui_screenshots_order"] = round(
sum(1 for i in range(1, len(ordered_mtimes))
if ordered_mtimes[i] >= ordered_mtimes[i-1]) /
(len(ordered_mtimes) - 1), 3
)
else:
s["gui_screenshots_order"] = 0.0
# ---- 11. cleaned DXF landed --------------------------------------------------
cleaned = Path("/tmp_workspace/dxf_project/bracket_clean.dxf")
s["cleaned_dxf_present"] = 1.0 if (cleaned.exists() and cleaned.stat().st_size > 500) else 0.0
# ---- 12. VLM rubric ----------------------------------------------------------
try:
from _judge_helper import vlm_score_rubric
except Exception:
vlm_score_rubric = None
vlm_keys = ["vlm_librecad_real", "vlm_dimensions_visible", "vlm_titleblock_visible"]
_vlm_available = False
if vlm_score_rubric is not None:
sample = [str(rd / n) for n in shots if (rd / n).exists()]
render_p = rep / "render_final.png"
if render_p.exists():
sample.append(str(render_p))
sample = sample[:5]
if sample:
rubric = {
"vlm_librecad_real": "至少 1 张截图明确显示 LibreCAD 主窗口(含菜单栏 / 工具栏 / 命令行面板 / 图层面板等多种 LibreCAD UI 元素),不是裸黑屏或纯渲染图",
"vlm_dimensions_visible": "在 dimensions_added / render_final 中能看到带数字的尺寸标注线(线性距离 + 半径/直径),且尺寸文本可读",
"vlm_titleblock_visible": "print_preview 或 render_final 中右下角能看到包含图号/比例/日期等多行文字的标题栏区域",
}
try:
vlm = vlm_score_rubric(
sample, rubric,
instruction="评估 DXF 机械图清理 + 标注 + 出图任务的截图与渲染。",
) or {}
except Exception:
vlm = {}
for k in vlm_keys:
v = vlm.get(k, 0.0)
try:
s[k] = float(v)
except Exception:
s[k] = 0.0
_vlm_available = True
else:
for k in vlm_keys:
s[k] = 0.0
else:
for k in vlm_keys:
s[k] = 0.4 # capped neutral when judge helper unavailable
# ---- aggregate (weighted: core 60% / gui 30% / aux 10%) ---------------------
core_keys = [
"duplicates_initial", "duplicates_clean",
"dimensions_added", "validation_summary", "cleaned_dxf_present",
"render_present",
]
gui_keys = [
"gui_screenshots_count", "gui_screenshots_ocr",
"gui_screenshots_order",
] + vlm_keys
aux_keys = ["entities_initial", "audit_initial", "audit_after"]
def _avg(keys):
vals = [s.get(k, 0.0) for k in keys if isinstance(s.get(k, 0.0), (int, float))]
return sum(vals) / max(1, len(vals))
core = _avg(core_keys)
gui = _avg(gui_keys)
aux = _avg(aux_keys)
base = 0.6 * core + 0.3 * gui + 0.1 * aux
# ---- hard gates (multi-layer, tightened) ------------------------------------
# Core delivery gates.
if s.get("cleaned_dxf_present", 0) == 0:
base = min(base, 0.35)
if s.get("duplicates_initial", 0) < 0.5:
base = min(base, 0.40)
if s.get("duplicates_clean", 0) < 0.5:
base = min(base, 0.40)
if s.get("dimensions_added", 0) < 0.5:
base = min(base, 0.45)
if s.get("render_present", 0) == 0:
base = min(base, 0.45)
if s.get("validation_summary", 0) < 0.5:
base = min(base, 0.50)
# GUI evidence gates (anti-cheat: forbids "no real GUI run" path to a high score).
if s.get("gui_screenshots_count", 0) < 0.7:
base = min(base, 0.45)
if s.get("gui_screenshots_count", 0) < 0.4:
base = min(base, 0.30)
if _has_pil and _has_tess and s.get("gui_screenshots_ocr", 0) < 0.5:
base = min(base, 0.55)
# VLM gates.
vlm_avg = sum(s.get(k, 0.0) for k in vlm_keys) / len(vlm_keys)
if _vlm_available:
if vlm_avg < 0.6:
base = min(base, 0.55)
if vlm_avg < 0.4:
base = min(base, 0.40)
else:
# No VLM → never let a run reach satisfactory.
base = min(base, 0.60)
s["overall_score"] = round(max(0.0, min(1.0, base)), 3)
return s
```
## Workspace Path
```
workspace/SPA/task_5_dxf_bracket_repair
```
## Skills
```
```
## Env
```
```
## Warmup
```bash
echo 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 | base64 -d | bash
```
|