Simplify dataset builder
Browse files- scripts/build_dataset.py +33 -156
scripts/build_dataset.py
CHANGED
|
@@ -5,10 +5,8 @@ from __future__ import annotations
|
|
| 5 |
|
| 6 |
import argparse
|
| 7 |
import copy
|
| 8 |
-
import hashlib
|
| 9 |
import json
|
| 10 |
import re
|
| 11 |
-
import zipfile
|
| 12 |
from collections import Counter
|
| 13 |
from pathlib import Path
|
| 14 |
from typing import Any
|
|
@@ -77,7 +75,11 @@ EXPECTED_BASE_COUNTS = {
|
|
| 77 |
5: 60,
|
| 78 |
13: 60,
|
| 79 |
}
|
| 80 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 81 |
|
| 82 |
|
| 83 |
def snake_case(name: str) -> str:
|
|
@@ -106,15 +108,7 @@ def read_task_file(path: Path) -> dict[str, Any]:
|
|
| 106 |
return task
|
| 107 |
|
| 108 |
|
| 109 |
-
def make_record(
|
| 110 |
-
task: dict[str, Any],
|
| 111 |
-
*,
|
| 112 |
-
source_file: str,
|
| 113 |
-
release_role: str,
|
| 114 |
-
is_derived: bool,
|
| 115 |
-
derivation: str = "",
|
| 116 |
-
variant_prefix: str = "",
|
| 117 |
-
) -> dict[str, Any]:
|
| 118 |
task_type_id = int(task["type"])
|
| 119 |
if task_type_id not in TYPE_INFO:
|
| 120 |
raise ValueError(f"{task['id']}: unsupported task type {task_type_id}")
|
|
@@ -123,7 +117,7 @@ def make_record(
|
|
| 123 |
payload = snake_case_keys(copy.deepcopy(task))
|
| 124 |
task_id = str(payload.pop("id"))
|
| 125 |
payload.pop("type")
|
| 126 |
-
|
| 127 |
|
| 128 |
qa_answer_text = ""
|
| 129 |
qa_options = payload.get("qa_options", [])
|
|
@@ -143,12 +137,6 @@ def make_record(
|
|
| 143 |
"task_abbreviation": abbreviation,
|
| 144 |
"capability_level": level,
|
| 145 |
"capability_name": capability,
|
| 146 |
-
"release_role": release_role,
|
| 147 |
-
"is_derived": is_derived,
|
| 148 |
-
"derivation": derivation,
|
| 149 |
-
"source_task_id": source_task_id,
|
| 150 |
-
"source_file": source_file,
|
| 151 |
-
"variant_prefix": variant_prefix,
|
| 152 |
"qa_answer_text": qa_answer_text,
|
| 153 |
"poi_category_name": poi_category_name,
|
| 154 |
}
|
|
@@ -156,18 +144,21 @@ def make_record(
|
|
| 156 |
return record
|
| 157 |
|
| 158 |
|
| 159 |
-
def
|
| 160 |
if target_type == 14 and source["type"] != 11:
|
| 161 |
-
raise ValueError("DCR
|
| 162 |
if target_type == 15 and source["type"] != 2:
|
| 163 |
-
raise ValueError("NP
|
| 164 |
|
| 165 |
-
|
| 166 |
abbreviation = TYPE_INFO[target_type][1]
|
| 167 |
-
|
| 168 |
-
|
| 169 |
-
|
| 170 |
-
|
|
|
|
|
|
|
|
|
|
| 171 |
|
| 172 |
|
| 173 |
def write_jsonl(path: Path, records: list[dict[str, Any]]) -> None:
|
|
@@ -177,40 +168,6 @@ def write_jsonl(path: Path, records: list[dict[str, Any]]) -> None:
|
|
| 177 |
handle.write("\n")
|
| 178 |
|
| 179 |
|
| 180 |
-
def write_raw_archive(
|
| 181 |
-
archive_path: Path,
|
| 182 |
-
task_paths: list[Path],
|
| 183 |
-
manifest: dict[str, Any],
|
| 184 |
-
) -> list[str]:
|
| 185 |
-
checksums: list[str] = []
|
| 186 |
-
with zipfile.ZipFile(
|
| 187 |
-
archive_path,
|
| 188 |
-
"w",
|
| 189 |
-
compression=zipfile.ZIP_DEFLATED,
|
| 190 |
-
compresslevel=9,
|
| 191 |
-
) as archive:
|
| 192 |
-
for path in task_paths:
|
| 193 |
-
raw = path.read_bytes()
|
| 194 |
-
digest = hashlib.sha256(raw).hexdigest()
|
| 195 |
-
checksums.append(f"{digest} task/{path.name}")
|
| 196 |
-
|
| 197 |
-
info = zipfile.ZipInfo(f"task/{path.name}", date_time=(1980, 1, 1, 0, 0, 0))
|
| 198 |
-
info.compress_type = zipfile.ZIP_DEFLATED
|
| 199 |
-
info.external_attr = 0o644 << 16
|
| 200 |
-
archive.writestr(info, raw, compresslevel=9)
|
| 201 |
-
|
| 202 |
-
manifest_info = zipfile.ZipInfo("manifest.json", date_time=(1980, 1, 1, 0, 0, 0))
|
| 203 |
-
manifest_info.compress_type = zipfile.ZIP_DEFLATED
|
| 204 |
-
manifest_info.external_attr = 0o644 << 16
|
| 205 |
-
archive.writestr(
|
| 206 |
-
manifest_info,
|
| 207 |
-
json.dumps(manifest, ensure_ascii=False, indent=2, sort_keys=True).encode("utf-8")
|
| 208 |
-
+ b"\n",
|
| 209 |
-
compresslevel=9,
|
| 210 |
-
)
|
| 211 |
-
return checksums
|
| 212 |
-
|
| 213 |
-
|
| 214 |
def build(source_dir: Path, output_dir: Path) -> None:
|
| 215 |
task_paths = sorted(source_dir.glob("*.json"), key=lambda path: path.name)
|
| 216 |
if not task_paths:
|
|
@@ -221,64 +178,33 @@ def build(source_dir: Path, output_dir: Path) -> None:
|
|
| 221 |
if len(ids) != len(set(ids)):
|
| 222 |
raise ValueError("duplicate task ids found")
|
| 223 |
|
| 224 |
-
|
| 225 |
-
auxiliary_tasks: list[tuple[Path, dict[str, Any]]] = []
|
| 226 |
for path, task in stored_tasks:
|
| 227 |
prefix = task["id"].split("-", 1)[0]
|
| 228 |
expected_type = BASE_PREFIX_TO_TYPE.get(prefix)
|
| 229 |
if expected_type is None:
|
| 230 |
-
auxiliary_tasks.append((path, task))
|
| 231 |
continue
|
| 232 |
if task["type"] != expected_type:
|
| 233 |
raise ValueError(
|
| 234 |
f"{task['id']}: prefix expects type {expected_type}, got {task['type']}"
|
| 235 |
)
|
| 236 |
-
|
| 237 |
|
| 238 |
-
base_counts = Counter(task["type"] for
|
| 239 |
if dict(base_counts) != EXPECTED_BASE_COUNTS:
|
| 240 |
raise ValueError(
|
| 241 |
f"base task counts changed: expected {EXPECTED_BASE_COUNTS}, got {dict(base_counts)}"
|
| 242 |
)
|
| 243 |
|
| 244 |
-
base_ids = {task["id"] for _, task in base_tasks}
|
| 245 |
-
for _, task in auxiliary_tasks:
|
| 246 |
-
source_id = str(task.get("sourceTaskId", "") or "")
|
| 247 |
-
if source_id and source_id not in base_ids:
|
| 248 |
-
raise ValueError(f"{task['id']}: missing source task {source_id}")
|
| 249 |
-
|
| 250 |
benchmark_records: list[dict[str, Any]] = []
|
| 251 |
-
for
|
| 252 |
-
benchmark_records.append(
|
| 253 |
-
make_record(
|
| 254 |
-
task,
|
| 255 |
-
source_file=f"task/{path.name}",
|
| 256 |
-
release_role="stored_base",
|
| 257 |
-
is_derived=False,
|
| 258 |
-
)
|
| 259 |
-
)
|
| 260 |
|
| 261 |
-
for
|
| 262 |
if task["type"] == 11:
|
| 263 |
-
benchmark_records.append(
|
| 264 |
-
make_record(
|
| 265 |
-
derive_level_five(task, 14),
|
| 266 |
-
source_file=f"task/{path.name}",
|
| 267 |
-
release_role="derived_level_5",
|
| 268 |
-
is_derived=True,
|
| 269 |
-
derivation="dynamic_road_closure_from_constrained_navigation",
|
| 270 |
-
)
|
| 271 |
-
)
|
| 272 |
elif task["type"] == 2:
|
| 273 |
-
benchmark_records.append(
|
| 274 |
-
make_record(
|
| 275 |
-
derive_level_five(task, 15),
|
| 276 |
-
source_file=f"task/{path.name}",
|
| 277 |
-
release_role="derived_level_5",
|
| 278 |
-
is_derived=True,
|
| 279 |
-
derivation="pedestrian_navigation_from_long_range_navigation",
|
| 280 |
-
)
|
| 281 |
-
)
|
| 282 |
|
| 283 |
benchmark_records.sort(
|
| 284 |
key=lambda record: (
|
|
@@ -290,54 +216,29 @@ def build(source_dir: Path, output_dir: Path) -> None:
|
|
| 290 |
for index, record in enumerate(benchmark_records):
|
| 291 |
record["instance_index"] = index
|
| 292 |
|
| 293 |
-
|
| 294 |
-
|
| 295 |
-
)
|
| 296 |
-
if dict(derived_counts) != EXPECTED_DERIVED_COUNTS:
|
| 297 |
raise ValueError(
|
| 298 |
-
|
|
|
|
| 299 |
)
|
| 300 |
if len(benchmark_records) != 810:
|
| 301 |
raise ValueError(f"expected 810 benchmark instances, got {len(benchmark_records)}")
|
| 302 |
|
| 303 |
-
auxiliary_records: list[dict[str, Any]] = []
|
| 304 |
-
for path, task in auxiliary_tasks:
|
| 305 |
-
prefix = task["id"].split("-", 1)[0]
|
| 306 |
-
auxiliary_records.append(
|
| 307 |
-
make_record(
|
| 308 |
-
task,
|
| 309 |
-
source_file=f"task/{path.name}",
|
| 310 |
-
release_role="auxiliary_variant",
|
| 311 |
-
is_derived=False,
|
| 312 |
-
variant_prefix=prefix,
|
| 313 |
-
)
|
| 314 |
-
)
|
| 315 |
-
auxiliary_records.sort(key=lambda record: record["id"])
|
| 316 |
-
for index, record in enumerate(auxiliary_records):
|
| 317 |
-
record["instance_index"] = index
|
| 318 |
-
if len(auxiliary_records) != 28:
|
| 319 |
-
raise ValueError(f"expected 28 auxiliary variants, got {len(auxiliary_records)}")
|
| 320 |
-
|
| 321 |
data_dir = output_dir / "data"
|
| 322 |
-
raw_dir = output_dir / "raw"
|
| 323 |
metadata_dir = output_dir / "metadata"
|
| 324 |
data_dir.mkdir(parents=True, exist_ok=True)
|
| 325 |
-
raw_dir.mkdir(parents=True, exist_ok=True)
|
| 326 |
metadata_dir.mkdir(parents=True, exist_ok=True)
|
| 327 |
|
| 328 |
write_jsonl(data_dir / "benchmark.jsonl", benchmark_records)
|
| 329 |
-
write_jsonl(data_dir / "auxiliary_variants.jsonl", auxiliary_records)
|
| 330 |
|
| 331 |
benchmark_counts = Counter(
|
| 332 |
(record["capability_level"], record["task_abbreviation"])
|
| 333 |
for record in benchmark_records
|
| 334 |
)
|
| 335 |
statistics = {
|
| 336 |
-
"
|
| 337 |
-
"
|
| 338 |
-
"stored_auxiliary_variant_files": len(auxiliary_tasks),
|
| 339 |
-
"materialized_level_5_instances": sum(EXPECTED_DERIVED_COUNTS.values()),
|
| 340 |
-
"paper_benchmark_instances": len(benchmark_records),
|
| 341 |
"benchmark_counts": [
|
| 342 |
{
|
| 343 |
"capability_level": level,
|
|
@@ -352,31 +253,7 @@ def build(source_dir: Path, output_dir: Path) -> None:
|
|
| 352 |
encoding="utf-8",
|
| 353 |
)
|
| 354 |
|
| 355 |
-
|
| 356 |
-
"dataset": "UrbanGround Tasks",
|
| 357 |
-
"dataset_url": "https://huggingface.co/datasets/jometeorie/urbanground-tasks",
|
| 358 |
-
"format_version": 1,
|
| 359 |
-
"license": "MIT",
|
| 360 |
-
"paper": "arXiv:2608.27456",
|
| 361 |
-
"paper_url": "https://arxiv.org/abs/2608.27456",
|
| 362 |
-
"project_url": "https://github.com/UrbanGround/UrbanGround",
|
| 363 |
-
"source_application_release": "v1.0.0",
|
| 364 |
-
**statistics,
|
| 365 |
-
}
|
| 366 |
-
checksums = write_raw_archive(
|
| 367 |
-
raw_dir / "urbanground-app-task-files-v1.0.0.zip",
|
| 368 |
-
task_paths,
|
| 369 |
-
manifest,
|
| 370 |
-
)
|
| 371 |
-
(raw_dir / "task-files.sha256").write_text("\n".join(checksums) + "\n", encoding="utf-8")
|
| 372 |
-
(raw_dir / "manifest.json").write_text(
|
| 373 |
-
json.dumps(manifest, ensure_ascii=False, indent=2, sort_keys=True) + "\n",
|
| 374 |
-
encoding="utf-8",
|
| 375 |
-
)
|
| 376 |
-
|
| 377 |
-
print(f"Built {len(benchmark_records)} benchmark records")
|
| 378 |
-
print(f"Built {len(auxiliary_records)} auxiliary records")
|
| 379 |
-
print(f"Archived {len(task_paths)} App-compatible task files")
|
| 380 |
|
| 381 |
|
| 382 |
def parse_args() -> argparse.Namespace:
|
|
|
|
| 5 |
|
| 6 |
import argparse
|
| 7 |
import copy
|
|
|
|
| 8 |
import json
|
| 9 |
import re
|
|
|
|
| 10 |
from collections import Counter
|
| 11 |
from pathlib import Path
|
| 12 |
from typing import Any
|
|
|
|
| 75 |
5: 60,
|
| 76 |
13: 60,
|
| 77 |
}
|
| 78 |
+
EXPECTED_BENCHMARK_COUNTS = {
|
| 79 |
+
**EXPECTED_BASE_COUNTS,
|
| 80 |
+
14: 30,
|
| 81 |
+
15: 80,
|
| 82 |
+
}
|
| 83 |
|
| 84 |
|
| 85 |
def snake_case(name: str) -> str:
|
|
|
|
| 108 |
return task
|
| 109 |
|
| 110 |
|
| 111 |
+
def make_record(task: dict[str, Any]) -> dict[str, Any]:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 112 |
task_type_id = int(task["type"])
|
| 113 |
if task_type_id not in TYPE_INFO:
|
| 114 |
raise ValueError(f"{task['id']}: unsupported task type {task_type_id}")
|
|
|
|
| 117 |
payload = snake_case_keys(copy.deepcopy(task))
|
| 118 |
task_id = str(payload.pop("id"))
|
| 119 |
payload.pop("type")
|
| 120 |
+
payload.pop("source_task_id", None)
|
| 121 |
|
| 122 |
qa_answer_text = ""
|
| 123 |
qa_options = payload.get("qa_options", [])
|
|
|
|
| 137 |
"task_abbreviation": abbreviation,
|
| 138 |
"capability_level": level,
|
| 139 |
"capability_name": capability,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 140 |
"qa_answer_text": qa_answer_text,
|
| 141 |
"poi_category_name": poi_category_name,
|
| 142 |
}
|
|
|
|
| 144 |
return record
|
| 145 |
|
| 146 |
|
| 147 |
+
def make_level_five_task(source: dict[str, Any], target_type: int) -> dict[str, Any]:
|
| 148 |
if target_type == 14 and source["type"] != 11:
|
| 149 |
+
raise ValueError("DCR requires constrained-navigation task geometry")
|
| 150 |
if target_type == 15 and source["type"] != 2:
|
| 151 |
+
raise ValueError("NP requires long-range navigation task geometry")
|
| 152 |
|
| 153 |
+
task = copy.deepcopy(source)
|
| 154 |
abbreviation = TYPE_INFO[target_type][1]
|
| 155 |
+
_, separator, suffix = str(source["id"]).partition("-")
|
| 156 |
+
if not separator:
|
| 157 |
+
raise ValueError(f"{source['id']}: expected a prefixed task id")
|
| 158 |
+
task["id"] = f"{abbreviation}-{suffix}"
|
| 159 |
+
task["type"] = target_type
|
| 160 |
+
task["sourceTaskId"] = ""
|
| 161 |
+
return task
|
| 162 |
|
| 163 |
|
| 164 |
def write_jsonl(path: Path, records: list[dict[str, Any]]) -> None:
|
|
|
|
| 168 |
handle.write("\n")
|
| 169 |
|
| 170 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 171 |
def build(source_dir: Path, output_dir: Path) -> None:
|
| 172 |
task_paths = sorted(source_dir.glob("*.json"), key=lambda path: path.name)
|
| 173 |
if not task_paths:
|
|
|
|
| 178 |
if len(ids) != len(set(ids)):
|
| 179 |
raise ValueError("duplicate task ids found")
|
| 180 |
|
| 181 |
+
benchmark_source_tasks: list[dict[str, Any]] = []
|
|
|
|
| 182 |
for path, task in stored_tasks:
|
| 183 |
prefix = task["id"].split("-", 1)[0]
|
| 184 |
expected_type = BASE_PREFIX_TO_TYPE.get(prefix)
|
| 185 |
if expected_type is None:
|
|
|
|
| 186 |
continue
|
| 187 |
if task["type"] != expected_type:
|
| 188 |
raise ValueError(
|
| 189 |
f"{task['id']}: prefix expects type {expected_type}, got {task['type']}"
|
| 190 |
)
|
| 191 |
+
benchmark_source_tasks.append(task)
|
| 192 |
|
| 193 |
+
base_counts = Counter(task["type"] for task in benchmark_source_tasks)
|
| 194 |
if dict(base_counts) != EXPECTED_BASE_COUNTS:
|
| 195 |
raise ValueError(
|
| 196 |
f"base task counts changed: expected {EXPECTED_BASE_COUNTS}, got {dict(base_counts)}"
|
| 197 |
)
|
| 198 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 199 |
benchmark_records: list[dict[str, Any]] = []
|
| 200 |
+
for task in benchmark_source_tasks:
|
| 201 |
+
benchmark_records.append(make_record(task))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 202 |
|
| 203 |
+
for task in benchmark_source_tasks:
|
| 204 |
if task["type"] == 11:
|
| 205 |
+
benchmark_records.append(make_record(make_level_five_task(task, 14)))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 206 |
elif task["type"] == 2:
|
| 207 |
+
benchmark_records.append(make_record(make_level_five_task(task, 15)))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 208 |
|
| 209 |
benchmark_records.sort(
|
| 210 |
key=lambda record: (
|
|
|
|
| 216 |
for index, record in enumerate(benchmark_records):
|
| 217 |
record["instance_index"] = index
|
| 218 |
|
| 219 |
+
benchmark_type_counts = Counter(record["task_type_id"] for record in benchmark_records)
|
| 220 |
+
if dict(benchmark_type_counts) != EXPECTED_BENCHMARK_COUNTS:
|
|
|
|
|
|
|
| 221 |
raise ValueError(
|
| 222 |
+
"benchmark task counts changed: "
|
| 223 |
+
f"expected {EXPECTED_BENCHMARK_COUNTS}, got {dict(benchmark_type_counts)}"
|
| 224 |
)
|
| 225 |
if len(benchmark_records) != 810:
|
| 226 |
raise ValueError(f"expected 810 benchmark instances, got {len(benchmark_records)}")
|
| 227 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 228 |
data_dir = output_dir / "data"
|
|
|
|
| 229 |
metadata_dir = output_dir / "metadata"
|
| 230 |
data_dir.mkdir(parents=True, exist_ok=True)
|
|
|
|
| 231 |
metadata_dir.mkdir(parents=True, exist_ok=True)
|
| 232 |
|
| 233 |
write_jsonl(data_dir / "benchmark.jsonl", benchmark_records)
|
|
|
|
| 234 |
|
| 235 |
benchmark_counts = Counter(
|
| 236 |
(record["capability_level"], record["task_abbreviation"])
|
| 237 |
for record in benchmark_records
|
| 238 |
)
|
| 239 |
statistics = {
|
| 240 |
+
"total_instances": len(benchmark_records),
|
| 241 |
+
"splits": {"test": len(benchmark_records)},
|
|
|
|
|
|
|
|
|
|
| 242 |
"benchmark_counts": [
|
| 243 |
{
|
| 244 |
"capability_level": level,
|
|
|
|
| 253 |
encoding="utf-8",
|
| 254 |
)
|
| 255 |
|
| 256 |
+
print(f"Built {len(benchmark_records)} UrbanGround task records")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 257 |
|
| 258 |
|
| 259 |
def parse_args() -> argparse.Namespace:
|