Spaces:
Sleeping
Sleeping
File size: 17,855 Bytes
9763ffa 7bc8744 9763ffa | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 | """
Rust Coder Environment Implementation.
Evaluates LLM-generated Rust code against 10 sequential coding problems.
Multi-dimensional reward system: Compilation(40%), Correctness(20%),
Coverage(20%), Elegance(10%), Efficiency(10%).
"""
import json
import os
import re
import subprocess
import tempfile
import time
from typing import Dict, List, Optional, Tuple
from openenv.core.env_server.interfaces import Environment
from models import RustCoderAction, RustCoderObservation
# Resolve problems.json: look in same dir as this file, then parent
_HERE = os.path.dirname(os.path.abspath(__file__))
_PROBLEMS_PATHS = [
os.path.join(_HERE, "problems.json"), # server/problems.json
os.path.join(_HERE, "..", "problems.json"), # root problems.json
"problems.json", # cwd fallback
]
def _find_problems_file() -> str:
"""Return the first existing problems.json path."""
for path in _PROBLEMS_PATHS:
if os.path.exists(path):
return os.path.abspath(path)
raise FileNotFoundError(
f"problems.json not found. Searched: {_PROBLEMS_PATHS}"
)
class RustCoderEnvironment(Environment):
"""
OpenEnv-compliant environment for evaluating Rust code submissions.
Manages 10 sequential coding problems. Each episode is a single problem:
- reset() β loads the current problem, returns its description
- step(action) β compiles & tests submitted code, returns reward
- After step(), the episode is done; next reset() loads the next problem.
Reward breakdown (all components normalized to [0, 1]):
Compilation 40% β code compiles without errors
Correctness 20% β fraction of test assertions that pass
Coverage 20% β fraction of tests attempted to run
Elegance 10% β code quality heuristics
Efficiency 10% β execution time vs. problem baseline
"""
SUPPORTS_CONCURRENT_SESSIONS: bool = True
# Compile / run timeouts (seconds)
COMPILE_TIMEOUT = 30
RUN_TIMEOUT = 10
def __init__(self) -> None:
"""Initialize environment and load problems from JSON."""
self.problems: List[Dict] = self._load_problems()
self.current_problem_idx: int = 0
self.step_count: int = 0
# ------------------------------------------------------------------
# Internal helpers
# ------------------------------------------------------------------
def _load_problems(self) -> List[Dict]:
"""Load and validate the problems list from problems.json."""
path = _find_problems_file()
with open(path, "r", encoding="utf-8") as f:
data = json.load(f)
if not isinstance(data, list) or len(data) == 0:
raise ValueError("problems.json must be a non-empty JSON array.")
return data
def _current_problem(self) -> Dict:
idx = self.current_problem_idx % len(self.problems)
return self.problems[idx]
# ------------------------------------------------------------------
# OpenEnv interface
# ------------------------------------------------------------------
@property
def state(self):
"""Return minimal state info (step count, problem index)."""
from openenv.core.env_server.types import State
return State(episode_id=None, step_count=self.step_count)
def reset(self, start_index: int = 0) -> RustCoderObservation:
"""Start a new episode, defaulting to the first problem."""
self.current_problem_idx = start_index % len(self.problems)
self.step_count = 0
problem = self.problems[self.current_problem_idx]
return RustCoderObservation(
problem_description=problem["description"],
starter_code=problem["starter_code"],
compilation_success=False,
compilation_output="",
test_results=[],
reward_breakdown={},
done=False,
reward=0.0,
)
def step(self, action: RustCoderAction) -> RustCoderObservation:
"""Evaluate the submitted code and advance the task index within the single episode."""
self.step_count += 1
problem = self.problems[self.current_problem_idx]
code = action.code
if not code.strip():
done = self.current_problem_idx >= len(self.problems) - 1
if not done:
self.current_problem_idx += 1
return RustCoderObservation(
problem_description=problem["description"],
starter_code=problem.get("starter_code", ""),
compilation_success=False,
compilation_output="Error: no code submitted.",
test_results=[],
reward_breakdown={"compilation": 0.0, "correctness": 0.0, "coverage": 0.0, "elegance": 0.0, "efficiency": 0.0},
done=done,
reward=0.0,
)
# ββ 1. Compilation (40%) ββββββββββββββββββββββββββββββββββββββ
compilation_success, compilation_output = self._compile_check(code)
r_compilation = 1.0 if compilation_success else 0.0
# ββ 2. Correctness + Coverage (20% each) βββββββββββββββββββββ
test_results: List[Dict] = []
r_correctness = 0.0
r_coverage = 0.0
if compilation_success:
tests = problem.get("tests", [])
if tests:
test_results = self._run_tests(code, tests)
passed = sum(1 for t in test_results if t.get("passed", False))
ran = sum(1 for t in test_results if t.get("ran", False))
r_correctness = passed / len(tests)
r_coverage = ran / len(tests)
else:
# No tests defined β give full credit to both dimensions
r_correctness = 1.0
r_coverage = 1.0
# ββ 3. Elegance (10%) βββββββββββββββββββββββββββββββββββββββββ
r_elegance = self._score_elegance(code)
# ββ 4. Efficiency (10%) βββββββββββββββββββββββββββββββββββββββ
baseline_ms: float = problem.get("performance_baseline_ms", 100.0)
r_efficiency = 0.0
if compilation_success:
r_efficiency = self._score_efficiency(code, baseline_ms)
# ββ Total reward ββββββββββββββββββββββββββββββββββββββββββββββ
reward_breakdown = {
"Compilation": round(r_compilation, 4),
"Correctness": round(r_correctness, 4),
"Coverage": round(r_coverage, 4),
"Elegance": round(r_elegance, 4),
"Efficiency": round(r_efficiency, 4),
}
# Calculate weighted total reward
total_reward = round(
r_compilation * 0.40
+ r_correctness * 0.20
+ r_coverage * 0.20
+ r_elegance * 0.10
+ r_efficiency * 0.10,
4,
)
# ββ Advance Logic βββββββββββββββββββββββββββββββββββββββββββββ
self.current_problem_idx += 1
done = self.current_problem_idx >= len(self.problems)
next_prob_desc = "--- ALL TASKS COMPLETED in this episode ---"
next_starter = ""
if not done:
next_prob = self.problems[self.current_problem_idx]
next_prob_desc = f"--- NEXT TASK: {next_prob['title']} ---\n\n{next_prob['description']}"
next_starter = next_prob['starter_code']
return RustCoderObservation(
problem_description=next_prob_desc,
starter_code=next_starter,
compilation_success=compilation_success,
compilation_output=compilation_output[:2000], # cap length
test_results=test_results,
reward_breakdown=reward_breakdown,
done=done,
reward=total_reward,
)
# ------------------------------------------------------------------
# Compilation
# ------------------------------------------------------------------
def _compile_check(self, code: str) -> Tuple[bool, str]:
"""
Compile code as a Rust library crate.
Returns (success, compiler output).
"""
with tempfile.TemporaryDirectory() as tmpdir:
src = os.path.join(tmpdir, "submission.rs")
out = os.path.join(tmpdir, "submission.rlib")
with open(src, "w", encoding="utf-8") as f:
f.write(code)
try:
proc = subprocess.run(
["rustc", "--crate-type=lib", src, "-o", out,
"--edition=2021"],
capture_output=True,
text=True,
timeout=self.COMPILE_TIMEOUT,
)
return proc.returncode == 0, (proc.stdout + proc.stderr).strip()
except subprocess.TimeoutExpired:
return False, "Compilation timed out."
except FileNotFoundError:
return False, "rustc not found β is the Rust toolchain installed?"
# ------------------------------------------------------------------
# Correctness / Coverage
# ------------------------------------------------------------------
def _strip_main(self, code: str) -> str:
"""
Remove fn main() { ... } blocks from submitted code so we can
inject our own test main. Handles simple single-level braces.
"""
# Remove pub/private fn main() { ... }
pattern = re.compile(
r'(pub\s+)?fn\s+main\s*\(\s*\)\s*(?:->\s*[^{]+)?\s*\{',
re.MULTILINE,
)
match = pattern.search(code)
if not match:
return code
start = match.start()
depth = 0
i = match.end() - 1 # position of the opening '{'
while i < len(code):
if code[i] == '{':
depth += 1
elif code[i] == '}':
depth -= 1
if depth == 0:
return code[:start] + code[i + 1:]
i += 1
return code # malformed; return as-is
def _build_test_binary(
self, code: str, assertion: str, tmpdir: str, test_name: str
) -> Tuple[bool, str, str]:
"""
Build a runnable Rust binary that executes one test assertion.
Returns (compiled_ok, binary_path, compiler_output).
"""
body = self._strip_main(code)
src_code = f"""
#[allow(unused_imports, dead_code, unused_variables, unused_mut)]
{body}
fn main() {{
{assertion};
println!("PASS:{test_name}");
}}
"""
src_path = os.path.join(tmpdir, f"{test_name}.rs")
bin_path = os.path.join(tmpdir, test_name)
with open(src_path, "w", encoding="utf-8") as f:
f.write(src_code)
try:
proc = subprocess.run(
["rustc", src_path, "-o", bin_path, "--edition=2021"],
capture_output=True,
text=True,
timeout=self.COMPILE_TIMEOUT,
)
return proc.returncode == 0, bin_path, (proc.stdout + proc.stderr).strip()
except subprocess.TimeoutExpired:
return False, "", "Compile timed out for test."
except FileNotFoundError:
return False, "", "rustc not found."
def _run_tests(self, code: str, tests: List[Dict]) -> List[Dict]:
"""
Run each test assertion as a separate Rust binary.
Returns list of result dicts with keys: name, passed, ran, error.
"""
results = []
with tempfile.TemporaryDirectory() as tmpdir:
for i, test in enumerate(tests):
name = test.get("name", f"test_{i}")
assertion = test.get("test_assertion", "")
should_compile = test.get("should_compile", True)
result: Dict = {
"name": name,
"passed": False,
"ran": False,
"error": None,
}
if not assertion:
result["error"] = "No test assertion defined."
results.append(result)
continue
# Some tests are expected to fail compilation (should_compile=False)
# treat successful compilation + correct output as pass
bin_test_name = f"t{i}_{name[:20]}"
compiled, bin_path, compiler_out = self._build_test_binary(
code, assertion, tmpdir, bin_test_name
)
if not compiled:
if not should_compile:
# The problem's starter code deliberately doesn't compile;
# if the submission also doesn't compile this test β skip
result["error"] = "Binary compile failed (expected for broken starter)."
else:
result["error"] = f"Compile error: {compiler_out[:300]}"
result["ran"] = False
results.append(result)
continue
# Run the binary
result["ran"] = True
try:
run_proc = subprocess.run(
[bin_path],
capture_output=True,
text=True,
timeout=self.RUN_TIMEOUT,
)
stdout = run_proc.stdout.strip()
if run_proc.returncode == 0 and f"PASS:{bin_test_name}" in stdout:
result["passed"] = True
else:
result["error"] = (
f"Test failed. Exit={run_proc.returncode}. "
f"stderr={run_proc.stderr[:200]}"
)
except subprocess.TimeoutExpired:
result["error"] = "Test execution timed out."
except Exception as exc:
result["error"] = str(exc)
results.append(result)
return results
# ------------------------------------------------------------------
# Elegance scoring
# ------------------------------------------------------------------
def _score_elegance(self, code: str) -> float:
"""
Heuristic code-quality score in [0, 1].
Penalties:
- Each `.unwrap()` call β -0.15 (max -0.45)
- Each `.expect(` call β -0.05 (max -0.15)
- Lines > 100 chars β -0.05 per violation (max -0.20)
- `unsafe` blocks β -0.20 unless problem requires FFI
Bonuses:
- Uses `?` operator β +0.10
- Uses `match` expressions β +0.05
- Has doc comments (`///`) β +0.05
"""
score = 1.0
unwrap_count = len(re.findall(r'\.unwrap\(\)', code))
score -= min(unwrap_count * 0.15, 0.45)
expect_count = len(re.findall(r'\.expect\(', code))
score -= min(expect_count * 0.05, 0.15)
long_lines = sum(1 for line in code.splitlines() if len(line) > 100)
score -= min(long_lines * 0.05, 0.20)
if "unsafe" in code:
score -= 0.20
if "?" in code:
score += 0.10
if "match " in code or "match\n" in code:
score += 0.05
if "///" in code:
score += 0.05
return round(max(0.0, min(1.0, score)), 4)
# ------------------------------------------------------------------
# Efficiency scoring
# ------------------------------------------------------------------
def _score_efficiency(self, code: str, baseline_ms: float) -> float:
"""
Time the execution by compiling + running a minimal binary.
Score = min(1.0, baseline_ms / actual_ms).
Returns 0.0 if compilation or execution fails.
"""
body = self._strip_main(code)
# Build a binary with an empty main to measure startup + run overhead
test_src = f"""
#[allow(unused_imports, dead_code, unused_variables)]
{body}
fn main() {{}}
"""
with tempfile.TemporaryDirectory() as tmpdir:
src_path = os.path.join(tmpdir, "eff.rs")
bin_path = os.path.join(tmpdir, "eff")
with open(src_path, "w", encoding="utf-8") as f:
f.write(test_src)
try:
# Compile
proc = subprocess.run(
["rustc", src_path, "-o", bin_path, "--edition=2021"],
capture_output=True, text=True, timeout=self.COMPILE_TIMEOUT,
)
if proc.returncode != 0:
return 0.0
# Time the run
t0 = time.monotonic()
run_proc = subprocess.run(
[bin_path], capture_output=True, timeout=self.RUN_TIMEOUT
)
elapsed_ms = (time.monotonic() - t0) * 1000.0
if run_proc.returncode != 0:
return 0.0
return round(min(1.0, baseline_ms / max(elapsed_ms, 0.1)), 4)
except Exception:
return 0.0
|