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0.003645563255236569, + "task_complete:": 0.000479265858985842, + "task_completen": 1.414227124876255e-05, + "tee": 6.034035732805355e-05, + "touch": 1.830638444978708e-05, + "true": 0.0004572667703766558, + "vi": 2.8284542497525105e-06, + "vim": 1.1104301869398743e-05, + "which": 1.18750182390403e-05, + "write_solution": 0.6966988534284532, + "y": 9.428180832508368e-06 + }, + "output_cap_events": 0, + "malformed_tool_calls": 9456, + "trajectories_with_malformed_tool_calls": 1630, + "errors": { + "model_server": { + "trajectories": 0, + "types": {} + }, + "environment": { + "trajectories": 0, + "types": {} + }, + "verifier": { + "trajectories": 0, + "types": {} + }, + "other": { + "trajectories": 0, + "types": {} + } + }, + "trajectory_files_found": 107360 + }, + "pass@3": 0.049585373642750695, + "pass@5": 0.06213431377365804, + "pass@6": 0.06684295585189773, + "pass@7": 0.07090064927620815, + "pass@9": 0.07763596500369974, + "pass@10": 0.08049430078118602, + "pass@11": 0.08309433053285512, + "pass@12": 0.08547911105288154, + "pass@13": 0.08768229721098575, + "pass@14": 0.08973050173869847, + "pass@15": 0.09164493293591654 + } + }, + "stage7": "runs/2026-10-07-crosscodeeval-pass16/stage-7-combined.json.gz", + "coverage": "runs/2026-10-07-crosscodeeval-pass16/coverage.json", + "notes": [ + "Includes original collection and accepted recovery attempts.", + "One context-limit failure counts as reward 0 under the agreed evaluation policy; its absent verifier score and original error remain recorded." + ], + "pass_at_k": "1 - comb(16 - solved, k) / comb(16, k)", + "reported_k": [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16 + ] +} diff --git a/runs/2026-10-07-crosscodeeval-pass16/add_all_k.py b/runs/2026-10-07-crosscodeeval-pass16/add_all_k.py new file mode 100644 index 0000000000000000000000000000000000000000..bf02af29dc1ece0f8347dce4bb2d553a55693e9e --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/add_all_k.py @@ -0,0 +1,56 @@ +"""Add every pass@k from 1 through 16 to the existing teacher-results PR.""" +from pathlib import Path +import sys,json,math,hashlib,shutil +import pyarrow as pa +import pyarrow.parquet as pq +from huggingface_hub import HfApi,CommitOperationAdd,hf_hub_download +root=Path(__file__).resolve().parent;release=root/'release';run='2026-10-07-crosscodeeval-pass16';out=release/'runs'/run +sys.path.insert(0,'/home/hpc/y500bb/y500bb12/OT_next_data') +from validation.checks.reward_metrics import pass_at_k +from validation.reporting.plot_results import rates +state=json.loads((root/'hf-publication.json').read_text());changed=[];groups={} +for p in sorted(release.glob('crosscodeeval-*/pass_counts.parquet')): + rows=pq.read_table(p).to_pylist() + for row in rows: + if row['run']!=f'runs/{run}.json':continue + n,c=row['attempts'],row['solved'];assert n==16 + for k in range(1,17): + value=pass_at_k(n,c,k);expected=1-(math.comb(n-c,k)/math.comb(n,k) if n-c>=k else 0) + assert abs(value-expected)<1e-12 + row[f'pass@{k}']=value + assert all(row[f'pass@{k}']<=row[f'pass@{k+1}'] for k in range(1,16)) + pq.write_table(pa.Table.from_pylist(rows),p);changed.append(p) +summary=json.loads((out/'summary.json').read_text()) +for model in summary: + grouped=rates(out/f'{model}-stage-6.json',list(range(1,17)));groups[model]=grouped + summary[model].update({f'pass@{k}':v for k,v in grouped['All tasks'].items()}) +(out/'summary.json').write_text(json.dumps(summary,indent=2)+'\n');changed.append(out/'summary.json') +p=release/'runs'/f'{run}.json';record=json.loads(p.read_text());record['summary']=summary;record['reported_k']=list(range(1,17));p.write_text(json.dumps(record,indent=2)+'\n');changed.append(p) +p=out/'pass-at-k.json';p.write_text(json.dumps(groups,indent=2)+'\n');changed.append(p) +import matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt +labels=['csharp','java','python','typescript','All tasks'];fig,axes=plt.subplots(1,2,figsize=(13,4.8),sharey=True,layout='constrained') +for ax,(model,grouped) in zip(axes,groups.items()): + for label in labels: + values=grouped[label];ax.plot(list(values),[100*v for v in values.values()],marker='o',markersize=3,label=label,linewidth=2 if label=='All tasks' else 1.3) + ax.set(title='Qwen Instruct' if 'instruct' in model else 'Qwen Thinking',xlabel='k (attempts)',xticks=range(1,17),xlim=(1,16),ylim=(0,20));ax.grid(alpha=.2);ax.spines[['top','right']].set_visible(False);ax.legend(frameon=False) +axes[0].set_ylabel('Pass@k (%)') +for ext in ['png','svg']: + p=out/f'pass-rates-all-k.{ext}';fig.savefig(p,dpi=180);changed.append(p) +plt.close(fig) +# Keep the original preparation script consistent for per-task and summary exports. +p=root/'prepare.py';s=p.read_text().replace('for k in [1,2,4,8,16]','for k in range(1,17)');p.write_text(s);shutil.copyfile(p,out/p.name);changed.append(out/p.name) +shutil.copyfile(Path(__file__),out/Path(__file__).name);changed.append(out/Path(__file__).name) +p=root/'pull-request.md';body=p.read_text().replace('pass@1/2/4/8/16','pass@k for every k from 1 through 16').replace('Plots show pass rates by language,','Plots show pass rates for every k from 1 through 16, by language,');p.write_text(body) +api=HfApi();commit=api.create_commit(repo_id=state['repo'],repo_type='dataset',revision=state['revision'],parent_commit=state['commit'],operations=[CommitOperationAdd(path_in_repo=str(p.relative_to(release)),path_or_fileobj=str(p)) for p in changed],commit_message='Report every pass@k from 1 through 16') +state['commit']=commit.oid;state['status']='all-k-uploaded';(root/'hf-publication.json').write_text(json.dumps(state,indent=2)+'\n') +for p in changed: + remote=hf_hub_download(state['repo'],str(p.relative_to(release)),repo_type='dataset',revision=commit.oid,cache_dir=str(root/'verify-cache')) + assert hashlib.sha256(Path(remote).read_bytes()).digest()==hashlib.sha256(p.read_bytes()).digest() +# The opening discussion comment contains the PR description. +d=api.get_discussion_details(state['repo'],6,repo_type='dataset') +comments=[e for e in d.events if e.type=='comment'] +original=next(e for e in comments if 'Adds per-task teacher results' in e.content) +api.edit_discussion_comment(repo_id=state['repo'],discussion_num=6,comment_id=original.id,new_content=body,repo_type='dataset') +state.update(status='verified',reported_k=list(range(1,17)),files=sum(p.is_file() for p in release.rglob('*')));(root/'hf-publication.json').write_text(json.dumps(state,indent=2)+'\n');print(state['pr_url'],flush=True) diff --git a/runs/2026-10-07-crosscodeeval-pass16/attempts.json.gz b/runs/2026-10-07-crosscodeeval-pass16/attempts.json.gz new file mode 100644 index 0000000000000000000000000000000000000000..b0e422c2ca7857c3a37034b24797974748600e27 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/attempts.json.gz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1dbfe1c672a15f9ad53285e73e5da60fd6bedb52518dd14341617ceccfd231ba +size 1746949 diff --git a/runs/2026-10-07-crosscodeeval-pass16/check_hf.py b/runs/2026-10-07-crosscodeeval-pass16/check_hf.py new file mode 100644 index 0000000000000000000000000000000000000000..86b02547d1d1af30ffcab125eece026a93d0b450 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/check_hf.py @@ -0,0 +1,30 @@ +from pathlib import Path +import json,hashlib,tarfile,io,sys +sys.path.insert(0,"/home/hpc/y500bb/y500bb12/OT_next_data") +from validation.contract import files_digest +from huggingface_hub import HfApi,hf_hub_download +import pyarrow.parquet as pq +root=Path(__file__).resolve().parent;api=HfApi();repo='FWeindel/validated-tasks';head=api.repo_info(repo,repo_type='dataset').sha +expected={(r['model'],r['task_id']):r for r in json.loads((root.parent/'pass16-retry-20261007/combined-task-results.json').read_text())} +sources={};mismatch=[];mapping={};normalizations=[] +def files(row): + with tarfile.open(fileobj=io.BytesIO(row['task_binary'])) as tar:return {m.name:tar.extractfile(m).read() for m in tar if m.isfile()} + +for lang,v in [('csharp',5),('java',4),('python',3),('typescript',3)]: + folder=f'crosscodeeval-{lang}-v{v}';path=hf_hub_download(repo,folder+'/tasks.parquet',repo_type='dataset',revision=head,cache_dir=str(root/'hf-cache'));rows=pq.read_table(path).to_pylist();sources[folder]={'path':path,'tasks':len(rows)} + original={r['path']:r for r in pq.read_table(root.parent/f'parquets-pinned/laion__exp_rpt_{folder}.parquet').to_pylist()} + for r in rows: + a=files(original[r['path']]);b=files(r);sha=files_digest(a.items());assert files_digest(b.items())==r['content_sha256'] + differences=[n for n in a.keys()|b.keys() if a.get(n)!=b.get(n)] + if differences: + assert differences==['instruction.md'],(r['path'],differences) + suffix=b['instruction.md'].decode()[len(a['instruction.md'].decode().rstrip()):].strip() + assert b['instruction.md'].decode().startswith(a['instruction.md'].decode().rstrip()) + assert suffix=='You have 900 seconds to complete this task. Do not cheat by using online solutions or hints specific to this task.',(r['path'],suffix) + normalizations.append(r['path']) + for model in ['qwen3-30b-instruct-2507','qwen3-30b-thinking']:assert expected[model,r['path']]['sha256']==sha + mapping[r['path']]={'evaluated_source_content_sha256':sha,'published_content_sha256':r['content_sha256']} + +print('Published task hash mismatches',len(mismatch),flush=True) +assert not mismatch +state={'repo':repo,'head':head,'sources':sources,'task_hashes':mapping,'instruction_suffix_normalization':normalizations};(root/'target.json').write_text(json.dumps(state,indent=2)+'\n') diff --git a/runs/2026-10-07-crosscodeeval-pass16/command_metrics.py b/runs/2026-10-07-crosscodeeval-pass16/command_metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..cef692ff661d520f5516d71cbc7c5651adeb8670 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/command_metrics.py @@ -0,0 +1,196 @@ +"""Profile submitted shell commands for diverse, reproducible pilot sampling.""" + +# Adapted from tb-science-discovery/analysis/traces/{shell_commands,trajectory_stats}.py. +from collections import Counter +import json +from pathlib import PurePosixPath +import re +import shlex + +VERSION = 1 + + +def command_name(text): + try: + words = shlex.split(text, comments=True) + except ValueError: + return '[unknown]' + while words and re.match(r'^[A-Za-z_][A-Za-z_0-9]*=', words[0]): + words.pop(0) + # Simple wrappers only; option-bearing wrappers need a real shell parser. + while words and words[0] in ('env', 'sudo', 'command', 'exec', 'nohup'): + words.pop(0) + while words and re.match(r'^[A-Za-z_][A-Za-z_0-9]*=', words[0]): + words.pop(0) + if not words: + return '[assignment]' + head = words[0] + if head.startswith(('-', '<', '>')) or any(c in head for c in '$`*?[]'): + return '[unknown]' + name = PurePosixPath(head).name + # Treat versioned interpreters alike, but preserve python -m pytest, etc. + if re.fullmatch(r'python(?:\d+(?:\.\d+)*)?', name): + name = 'python' + if len(words) > 2 and words[1] == '-m': + name += '-m:' + words[2] + return name or '[unknown]' + + +def profile(steps): + if steps is None: + return None + counts = Counter() + submissions = polls = controls = fallback = 0 + for step in steps: + if step.get('source') != 'agent': + continue + for call in step.get('tool_calls') or []: + name = call.get('function_name', 'unknown') + if name == 'mark_task_complete': + continue + arguments = call.get('arguments') or {} + if isinstance(arguments, str): + try: + arguments = json.loads(arguments) + except ValueError: + arguments = None + if not isinstance(arguments, dict): + counts['[unknown]'] += 1 + continue + command = next((arguments[k] for k in ('keystrokes', 'command', 'cmd') + if isinstance(arguments.get(k), str)), None) + if command is None: + # Native Read/Edit tools are still meaningful behavioural evidence. + label = '[unknown]' if name in ('Bash', 'bash_command', 'exec_command', 'shell_command') else 'tool:' + name + counts[label] += 1 + continue + if not command.strip(): + polls += 1 + continue + if command.strip() in ('C-c', 'C-d', 'C-z', '\x03', '\x04', '\x1a'): + controls += 1 + continue + submissions += 1 + parts, unsupported = split_commands(command) + fallback += unsupported + if unsupported: + counts['[unknown]'] += 1 + else: + counts.update(command_name(part) for part in parts) + return {'version': VERSION, 'counts': dict(sorted(counts.items())), + 'submissions': submissions, 'polls': polls, 'controls': controls, + 'unsupported_submissions': fallback} + + +def normalized(counts): + total = sum(counts.values()) + return {k: v / total for k, v in sorted(counts.items()) if v > 0} if total else {} + + +def sampling_distribution(command_profile): + """Keep missing/entirely unparsed evidence out of distance selection.""" + if command_profile is None: + return None + counts = command_profile['counts'] + known = {k: v for k, v in counts.items() if k != '[unknown]'} + if not known: + return None if counts else {'[no_commands]': 1.0} + return normalized(counts) + + +def mean_distribution(profiles): + distributions = [d for p in profiles if (d := sampling_distribution(p)) is not None] + if not distributions: + return None + total = Counter() + for distribution in distributions: + total.update(distribution) + return {k: v / len(distributions) for k, v in sorted(total.items())} + + +def split_commands(text): + parts, buf, pending = [], [], [] + quote = None + depth = 0 + complex_syntax = False + i = 0 + + def flush(): + value = ''.join(buf).strip() + if value: + parts.append(value) + buf.clear() + + while i < len(text): + c = text[i] + if c == '\\' and quote != "'" and i + 1 < len(text): + buf.append(text[i:i+2]) + i += 2 + continue + if quote: + buf.append(c) + if c == quote: + quote = None + i += 1 + continue + if c in "'\"`": + quote = c + buf.append(c) + i += 1 + continue + if c == '#' and (i == 0 or text[i-1].isspace()): + end = text.find('\n', i) + i = len(text) if end < 0 else end + continue + if text.startswith('<<<', i): + buf.append('<<<') + i += 3 + continue + if text.startswith('<<', i): + m = re.match(r"<<(-?)[ \t]*('([^']*)'|\"([^\"]*)\"|([A-Za-z_][\w]*))", text[i:]) + if not m: + return [text.strip()], True + pending.append((m[3] or m[4] or m[5], bool(m[1]))) + buf.append(m[0]) + i += len(m[0]) + continue + if c in '({': + depth += 1 + complex_syntax = True + elif c in ')}': + depth -= 1 + if c == '\n' and pending and depth == 0: + flush() + i += 1 + for delimiter, tabs in pending: + while True: + end = text.find('\n', i) + line = text[i:] if end < 0 else text[i:end] + i = len(text) if end < 0 else end + 1 + if (line.lstrip('\t') if tabs else line) == delimiter: + break + if end < 0: + return [text.strip()], True + pending.clear() + continue + redirect_amp = c == '&' and ((i > 0 and text[i-1] in '<>') or text[i:i+2] == '&>') + if depth == 0 and c in ';|&\n' and not redirect_amp: + flush() + i += 1 + if c in '|&' and i < len(text) and text[i] == c: + i += 1 + continue + buf.append(c) + i += 1 + flush() + if quote or depth or pending or complex_syntax: + return [text.strip()], True + # These need an AST to distinguish shell syntax from executable commands. + for part in parts: + try: + first = shlex.split(part)[0] + except (ValueError, IndexError): + return [text.strip()], True + if first in ('if', 'then', 'elif', 'else', 'fi', 'for', 'while', 'until', 'do', 'done', 'case', 'esac', 'select', 'function', '!', 'time', '[[', ']]'): + return [text.strip()], True + return parts, False diff --git a/runs/2026-10-07-crosscodeeval-pass16/coverage.json b/runs/2026-10-07-crosscodeeval-pass16/coverage.json new file mode 100644 index 0000000000000000000000000000000000000000..1db1c9ef34e128a1bf80359a8fcd1b38858c7b75 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/coverage.json @@ -0,0 +1,558 @@ +{ + "attempts": 214720, + "sources": [ + { + "source": "000", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-instruct-2507/part-1/submissions/e9edf9203a68", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 12078, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "001", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-recovery-20261006/smoke-instruct/submissions/956b1fb754ea", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 112, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "002", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-instruct-2507/part-2/submissions/81048c1f948a", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 11661, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "003", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-instruct-2507/part-3/submissions/19236405bdba", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 3174, + "stage7_report": false, + "reconstructed": true + }, + { + "source": "004", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-instruct-2507/part-4/submissions/5e5f883d8061", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 3040, + "stage7_report": false, + "reconstructed": true + }, + { + "source": "005", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-thinking/part-1/submissions/eb52c16f13fa", + "model": "qwen3-30b-thinking", + "selected_attempts": 12401, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "006", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-recovery-20261006/smoke-thinking/submissions/a91d9cfb4a62", + "model": "qwen3-30b-thinking", + "selected_attempts": 112, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "007", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-thinking/part-2/submissions/14345a679c88", + "model": "qwen3-30b-thinking", + "selected_attempts": 12934, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "008", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/rerun-lost-sessions/run/submissions/89944e4ad6a2", + "model": "qwen3-30b-thinking", + "selected_attempts": 2, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "009", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-thinking/part-3/submissions/adb5bc9bd9a8", + "model": "qwen3-30b-thinking", + "selected_attempts": 12487, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "010", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-20261004/qwen3-30b-thinking/part-4/submissions/82cfb7138e82", + "model": "qwen3-30b-thinking", + "selected_attempts": 3325, + "stage7_report": false, + "reconstructed": true + }, + { + "source": "011", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-recovery-20261006/batches/qwen3-30b-instruct-2507/000/submission", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 4000, + "stage7_report": true, + "reconstructed": false + }, + { + "source": "012", + "submission": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-recovery-20261006/batches/qwen3-30b-instruct-2507/001/submission", + "model": "qwen3-30b-instruct-2507", + "selected_attempts": 3987, + "stage7_report": true, + "reconstructed": false + 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"trial": "crosscodeeval-csharp-0944__ary5yNM", + "archive": "/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-recovery-20261006/batches/qwen3-30b-thinking/010/submission/evidence.tar.gz", + "member": "results/stage_6_agent_trials/f58f4ddbdcbb/jobs/job/crosscodeeval-csharp-0944__ary5yNM/result.json", + "exception": { + "exception_type": "ContextManagementInfrastructureError", + "exception_message": "The provider rejected a context-recovery request after all copied conversation turns were removed.", + "exception_traceback": "Traceback (most recent call last):\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/llms/lite_llm.py\", line 1173, in call\n raise e\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/llms/lite_llm.py\", line 1140, in call\n response = await self._dispatch_chat(completion_kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/pass16-recovery-20261006/batches/qwen3-30b-thinking/010/submission/code/harbor_patches/reasoning_field.py\", line 33, in dispatch\n return with_reasoning_content(await original(self, *args, **kwargs))\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/llms/lite_llm.py\", line 1484, in _dispatch_chat\n return await self._acreate_chat_raw(completion_kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/llms/lite_llm.py\", line 1435, in _acreate_chat_raw\n raw_response = await client.chat.completions.with_raw_response.create(\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/openai/_legacy_response.py\", line 386, in wrapped\n return cast(LegacyAPIResponse[R], await func(*args, **kwargs))\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/openai/resources/chat/completions/completions.py\", line 2907, in create\n return await self._post(\n ^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/openai/_base_client.py\", line 1992, in post\n return await self.request(cast_to, opts, stream=stream, stream_cls=stream_cls)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/openai/_base_client.py\", line 1777, in request\n raise self._make_status_error_from_response(err.response) from None\nopenai.BadRequestError: Error code: 400 - {'error': {'message': \"This model's maximum context length is 32768 tokens. However, you requested 4096 output tokens and your prompt contains at least 28673 input tokens, for a total of at least 32769 tokens. Please reduce the length of the input prompt or the number of requested output tokens. (parameter=input_tokens, value=28673)\", 'type': 'BadRequestError', 'param': 'input_tokens', 'code': 400}}\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/context_management.py\", line 64, in call\n response = await self._llm.call(\n ^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/tenacity/asyncio/__init__.py\", line 193, in async_wrapped\n return await copy(fn, *args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/tenacity/asyncio/__init__.py\", line 112, in __call__\n do = await self.iter(retry_state=retry_state)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/tenacity/asyncio/__init__.py\", line 157, in iter\n result = await action(retry_state)\n ^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/tenacity/_utils.py\", line 111, in inner\n return call(*args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/tenacity/__init__.py\", line 393, in \n self._add_action_func(lambda rs: rs.outcome.result())\n ^^^^^^^^^^^^^^^^^^^\n File \"/home/hpc/y500bb/y500bb12/.local/share/uv/python/cpython-3.12.14-linux-x86_64-gnu/lib/python3.12/concurrent/futures/_base.py\", line 449, in result\n return self.__get_result()\n ^^^^^^^^^^^^^^^^^^^\n File \"/home/hpc/y500bb/y500bb12/.local/share/uv/python/cpython-3.12.14-linux-x86_64-gnu/lib/python3.12/concurrent/futures/_base.py\", line 401, in __get_result\n raise self._exception\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/tenacity/asyncio/__init__.py\", line 116, in __call__\n result = await fn(*args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/llms/lite_llm.py\", line 1175, in call\n self._handle_llm_error(\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/llms/lite_llm.py\", line 1682, in _handle_llm_error\n raise ContextLengthExceededError from e\nharbor.llms.base.ContextLengthExceededError\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/trial/trial.py\", line 251, in run\n await self._run()\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/trial/single_step.py\", line 36, in _run\n await self._run_agent()\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/trial/single_step.py\", line 67, in _run_agent\n await self._run_agent_phase(\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/trial/trial.py\", line 473, in _run_agent_phase\n await self._await_phase(\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/trial/trial.py\", line 510, in _await_phase\n return await task\n ^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 2378, in run\n await self._run_agent_loop(\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1974, in _run_agent_loop\n proactive_summary_result = await self._check_proactive_summarization(\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1634, in _check_proactive_summarization\n return await self._summarize_with_retry(chat, original_instruction, session)\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1229, in _summarize_with_retry\n return await self._summarize(\n ^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1422, in _summarize\n summary_result = await self._run_subagent(\n ^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1149, in _run_subagent\n managed_response = await self._dispatch_subagent_request(\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/agents/terminus_2/terminus_2.py\", line 1105, in _dispatch_subagent_request\n managed_response = await self._context_window_manager.call(\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/hnvme/workspace/y500bb12-crosscodeeval-pilot/validation-smoke/envs/prep/lib/python3.12/site-packages/harbor/context_management.py\", line 74, in call\n raise ContextManagementInfrastructureError(\nharbor.llms.base.ContextManagementInfrastructureError: The provider rejected a context-recovery request after all copied conversation turns were removed.\n", + "occurred_at": "2026-10-06T18:21:30.143521" + }, + "verifier_result": null, + "reward": 0, + "reward_source": "evaluation_policy", + "status": "agent_context_error", + "retry_policy": "exclude already-submitted retry from pass@16" + } + ] +} diff --git a/runs/2026-10-07-crosscodeeval-pass16/pass-at-k.json b/runs/2026-10-07-crosscodeeval-pass16/pass-at-k.json new file mode 100644 index 0000000000000000000000000000000000000000..1e66c0c5c3904d43924516faa5ec8ed76e0daf21 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/pass-at-k.json @@ -0,0 +1,186 @@ +{ + "qwen3-30b-instruct-2507": { + "csharp": { + "1": 0.011917960088691795, + "2": 0.019419807834441978, + "3": 0.02475847323408299, + "4": 0.0289060532962972, + "5": 0.03232556738654299, + "6": 0.03526397844579663, + "7": 0.037865349727877445, + "8": 0.04021940939901029, + "9": 0.04238534931439588, + "10": 0.044404320734697675, + "11": 0.046306166732996, + "12": 0.048113268844976166, + "13": 0.049842941611234294, + "14": 0.0515089923626509, + "15": 0.05312269031781227, + "16": 0.05469327420546933 + }, + "java": { + "1": 0.05448548812664908, + "2": 0.07895338610378189, + "3": 0.09449962306822465, + "4": 0.10587984574791963, + "5": 0.11489097973266839, + "6": 0.12238421209397463, + "7": 0.12882714910419396, + "8": 0.13450297576946652, + "9": 0.13959522667306307, + "10": 0.14422931949317175, + "11": 0.14849517237380033, + "12": 0.15246020470294874, + "13": 0.15617696946852622, + "14": 0.1596877748460862, + "15": 0.16302770448548812, + "16": 0.1662269129287599 + }, + "python": { + "1": 0.03125, + "2": 0.0484375, + "3": 0.05991236772486772, + "4": 0.06853632478632478, + "5": 0.07545723951973952, + "6": 0.08125844063344063, + "7": 0.08629261363636365, + "8": 0.09078912342801232, + "9": 0.09489971833721834, + "10": 0.09872419247419248, + "11": 0.10232721560846561, + "12": 0.10575015262515262, + "13": 0.10901951058201058, + "14": 0.11215277777777778, + "15": 0.11516203703703703, + "16": 0.11805555555555555 + }, + "typescript": { + "1": 0.01808993399339934, + "2": 0.027816281628162815, + "3": 0.03435938236680811, + "4": 0.03926921263554927, + "5": 0.043210069633336956, + "6": 0.04651528339647151, + "7": 0.04937492787740312, + "8": 0.05190762666010191, + "9": 0.054192024971727946, + "10": 0.05628245516859379, + "11": 0.05821757999975821, + "12": 0.060025568490915025, + "13": 0.061727369165487975, + "14": 0.06333883388338833, + "15": 0.06487211221122112, + "16": 0.06633663366336634 + }, + "All tasks": { + "1": 0.027971311475409835, + "2": 0.04189269746646796, + "3": 0.05105306578667235, + "4": 0.05787564894122272, + "5": 0.06333516210565392, + "6": 0.0679098658420566, + "7": 0.07186940481277292, + "8": 0.07538018034292251, + "9": 0.07855124383812909, + "10": 0.08145727223596076, + "11": 0.08415129952015198, + "12": 0.08667226216406544, + "13": 0.0890496593570364, + "14": 0.09130650769995032, + "15": 0.09346125186289121, + "16": 0.09552906110283159 + } + }, + "qwen3-30b-thinking": { + "csharp": { + "1": 0.009931633407243163, + "2": 0.01701157920670116, + "3": 0.02255437651779115, + "4": 0.027151303980572274, + "5": 0.031093229263960975, + "6": 0.03454140094938321, + "7": 0.037596909742142554, + "8": 0.040330417714009734, + "9": 0.04279572976912223, + "10": 0.04503626454845967, + "11": 0.0470882437345852, + "12": 0.04898231849451362, + "13": 0.05074437757364587, + "14": 0.05239591032273959, + "15": 0.05395417590539542, + "16": 0.05543237250554324 + }, + "java": { + "1": 0.053067282321899736, + "2": 0.0768117854001759, + "3": 0.09180738786279682, + "4": 0.10255617733190292, + "5": 0.11089852320063402, + "6": 0.11771994496268902, + "7": 0.1234975644408362, + "8": 0.12851186925065552, + "9": 0.13294079930623465, + "10": 0.1369052451506277, + "11": 0.1404922584012294, + "12": 0.1437672881208501, + "13": 0.14678100263852242, + "14": 0.14957343887423044, + "15": 0.1521767810026385, + "16": 0.1546174142480211 + }, + "python": { + "1": 0.025607638888888888, + "2": 0.04157021604938271, + "3": 0.053290343915343916, + "4": 0.06278998778998779, + "5": 0.07087265550807217, + "6": 0.07792525761275762, + "7": 0.08418540371665371, + "8": 0.08982290857290857, + "9": 0.09496527777777777, + "10": 0.09970845127095128, + "11": 0.10412374084249085, + "12": 0.10826338013838013, + "13": 0.11216517857142858, + "14": 0.11585648148148148, + "15": 0.1193576388888889, + "16": 0.12268518518518519 + }, + "typescript": { + "1": 0.018234323432343234, + "2": 0.027967546754675464, + "3": 0.03472123998114097, + "4": 0.03996391397381496, + "5": 0.04425162296449425, + "6": 0.04786756148142286, + "7": 0.05098308869348473, + "8": 0.053712037870453706, + "9": 0.05613428650557363, + "10": 0.05830798739214581, + "11": 0.06027665953408528, + "12": 0.06207358647952707, + "13": 0.06372465818010373, + "14": 0.06525027502750275, + "15": 0.06666666666666667, + "16": 0.06798679867986798 + }, + "All tasks": { + "1": 0.02687220566318927, + "2": 0.0404284649776453, + "3": 0.049585373642750695, + "4": 0.05652691570724358, + "5": 0.06213431377365804, + "6": 0.06684295585189773, + "7": 0.07090064927620815, + "8": 0.07446319204888505, + "9": 0.07763596500369974, + "10": 0.08049430078118602, + "11": 0.08309433053285512, + "12": 0.08547911105288154, + "13": 0.08768229721098575, + "14": 0.08973050173869847, + "15": 0.09164493293591654, + "16": 0.09344262295081968 + } + } +} diff --git a/runs/2026-10-07-crosscodeeval-pass16/pass-rates-all-k.png b/runs/2026-10-07-crosscodeeval-pass16/pass-rates-all-k.png new file mode 100644 index 0000000000000000000000000000000000000000..b8cde920619501dc5dafdfcaea0de5451250e45c --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/pass-rates-all-k.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e92e18adc5e45fc2b553324a65ba27a1ddf7af9acbabbaea169b1b97a9dff5a3 +size 181582 diff --git a/runs/2026-10-07-crosscodeeval-pass16/pass-rates-all-k.svg b/runs/2026-10-07-crosscodeeval-pass16/pass-rates-all-k.svg new file mode 100644 index 0000000000000000000000000000000000000000..a1932efd3ee859cd9b09e43b79f66b82eb502101 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/pass-rates-all-k.svg @@ -0,0 +1,2634 @@ + + + + + + + + 2026-10-07T16:38:55.831848 + image/svg+xml + + + Matplotlib v3.11.2, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/runs/2026-10-07-crosscodeeval-pass16/pass-rates.png b/runs/2026-10-07-crosscodeeval-pass16/pass-rates.png new file mode 100644 index 0000000000000000000000000000000000000000..e7d9abccc6155757021bf63eaa87a96f03946ea6 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/pass-rates.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:665a7b36e6996b0fb432bed11393b80c2d42f4ba857b297e142685a34b05e560 +size 114493 diff --git a/runs/2026-10-07-crosscodeeval-pass16/prepare.py b/runs/2026-10-07-crosscodeeval-pass16/prepare.py new file mode 100644 index 0000000000000000000000000000000000000000..69d61ef29122381d190c6713e7161211110aa7c8 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/prepare.py @@ -0,0 +1,125 @@ +"""Reconcile accepted pass@16 attempts and aggregate their saved stage-7 measurements.""" +from pathlib import Path +import sys,json,gzip,collections,tarfile,tempfile,shutil,hashlib,math +root=Path(__file__).resolve().parent +repo=Path('/home/hpc/y500bb/y500bb12/OT_next_data');sys.path.insert(0,str(repo)) +from validation.checks.trace_metrics import trial_metrics,aggregate,distribution +from validation.checks.reward_metrics import pass_at_k,reward_group +from validation.reporting.plot_results import rates,plot_rates,solved_counts,plot_solved_counts,write_trace_plots +import pyarrow as pa +import pyarrow.parquet as pq +base=root.parent;old=base/'pass16-recovery-20261006';new=base/'pass16-retry-20261007' +release=root/'release';run='2026-10-07-crosscodeeval-pass16';out=release/'runs'/run;out.mkdir(parents=True,exist_ok=True) +def read(p):return json.loads(Path(p).read_text()) +def write(p,obj):p.parent.mkdir(parents=True,exist_ok=True);p.write_text(json.dumps(obj,indent=2)+'\n') +def zipped(p,obj): + p.parent.mkdir(parents=True,exist_ok=True) + with gzip.open(p,'wt') as f:json.dump(obj,f) +final=read(new/'combined-task-results.json');expected={(r['model'],r['task_id']):r for r in final};inv=read(old/'inventory.json') +sources={};selected=collections.defaultdict(dict) +for r in inv['records']: + for t in r['graded_trials']: + if 'archive' in t: + sub=str(Path(t['archive']).parent);sources[sub]={'model':r['model'],'archive':t['archive'],'selection':'original'} + trial=t['member'].split('/jobs/job/')[1].split('/')[0];selected[sub][trial]={'task':r['task_id'],'reward':t['reward'],'member':t['member']} + else: + sub=str(Path(t['report']).parent.parent);sources[sub]={'model':r['model'],'selection':'scored'} +for b in read(old/'batches.json'): + sub=str(Path(b['request']).parent);sources[sub]={'model':b['model'],'selection':'scored'} +for j in read(new/'recovery-results.json')['jobs']: + sub=str(Path(j['submission']).parent);sources[sub]={'model':j['model'],'selection':'scored','exclude':j.get('excluded_diagnostic_tasks',[])} +policy=read(new/'agent-failure-outcomes.json')[0] +policy_trial=policy['trial'];allrows=collections.defaultdict(list);ledger=[];coverage=[] +for si,(sub,info) in enumerate(sources.items()): + p=Path(sub);reports=list((p/'report').glob('stage-7-*.json'));recovered=False + if reports: + d=read(reports[0]);assert d['complete'] and not d.get('contract_findings');rows=d['trace_metrics']['trajectories'] + zipped(out/'sources'/f'{si:03d}-stage-7.json.gz',d) + else: + archive=info.get('archive');rows=[] + if not archive: + coverage.append({'submission':sub,'selected_attempts':0,'stage7_report':False});continue + wanted=selected[sub];results={};trajectories={};scan_error=None + try: + with tarfile.open(archive,'r|*') as tar: + for member in tar: + if not member.isfile() or '/jobs/job/' not in member.name:continue + suffix=member.name.split('/jobs/job/')[1];name=suffix.split('/')[0] + if name not in wanted:continue + if member.name==wanted[name]['member']:results[name]=json.load(tar.extractfile(member)) + if suffix.endswith('/agent/trajectory.json') and (suffix.count('/')==2 or name not in trajectories):trajectories[name]=json.load(tar.extractfile(member)) + except (EOFError,tarfile.ReadError,OSError) as e:scan_error=str(e) + assert set(results)==set(wanted),(sub,len(results),len(wanted)) + with tempfile.TemporaryDirectory(prefix='cce-metrics-') as tmp: + for name,result in results.items(): + trial=Path(tmp)/name;(trial/'agent').mkdir(parents=True) + if name in trajectories:(trial/'agent/trajectory.json').write_text(json.dumps(trajectories[name])) + row=trial_metrics(trial,result,context_limit=32768);row['task']=wanted[name]['task'];row['model_call_seconds']=distribution(row['model_call_seconds'] or []) + rows.append(row) + shutil.rmtree(trial) + recovered=True + zipped(out/'sources'/f'{si:03d}-reconstructed-stage-7.json.gz',{'stage':7,'complete':True,'archive_scan_error':scan_error,'trajectories':rows}) + count=0 + for row in rows: + task=row['task'];trial=row['trial'];key=(info['model'],task) + if info['selection']=='original': + if trial not in selected[sub]:continue + assert row['reward']==selected[sub][trial]['reward'] + else: + if task in info.get('exclude',[]):continue + if row['reward'] not in (0,1) and trial!=policy_trial:continue + if trial==policy_trial: + row['verifier_reward']=row['reward'];row['reward']=0;row['reward_source']='evaluation_policy';row['termination']='context_limit' + row['recorded_exception_type']='ContextManagementInfrastructureError' + for errors in row['errors'].values(): + if 'ContextManagementInfrastructureError' in errors:errors.remove('ContextManagementInfrastructureError') + row['model']=info['model'];row['source']=f'sources/{si:03d}';row.pop('trial_path',None) + assert key in expected + allrows[info['model']].append(row);count+=1 + ledger.append({'model':info['model'],'task':task,'trial':trial,'reward':row['reward'],'source':row['source'],'reward_source':row.get('reward_source','verifier')}) + coverage.append({'source':f'{si:03d}','submission':sub,'model':info['model'],'selected_attempts':count,'stage7_report':bool(reports),'reconstructed':recovered}) + print(si,info['model'],count,'reconstructed' if recovered else 'saved report',flush=True) +# Every accepted attempt appears once, with exactly the published reward multiset. +assert len({(r['model'],r['source'],r['trial']) for r in ledger})==len(ledger) +observed=collections.defaultdict(list) +for r in ledger:observed[r['model'],r['task']].append(r['reward']) +assert set(observed)==set(expected) +for key,rewards in observed.items():assert sorted(rewards)==sorted(expected[key]['rewards']),(key,len(rewards),len(expected[key]['rewards'])) +write(out/'coverage.json',{'attempts':len(ledger),'sources':coverage,'policy_outcomes':read(new/'agent-failure-outcomes.json')}) +zipped(out/'attempts.json.gz',ledger) +# Saved per-call distributions cannot recover global quantiles; retain weighted means and maxima. +def summarize(rows): + calls=[r['model_call_seconds'] for r in rows if r.get('model_call_seconds')] + clean=[dict(r,model_call_seconds=None) for r in rows];a=aggregate(clean) + if calls: + n=sum(c['n'] for c in calls);a['latency_seconds']['model_call']={'n':n,'mean':sum(c['mean']*c['n'] for c in calls)/n,'max':max(c['max'] for c in calls),'median':None,'p90':None,'p95':None,'note':'Per-call samples were not retained; pooled quantiles cannot be reconstructed.'} + return a +summary={};panels=[];tables=collections.defaultdict(list);combined={'stage':7,'name':'trace_metrics','complete':True,'scope':'Only attempts counted in the final pass@16 results','models':{},'coverage':'coverage.json'} +folders={k:f'crosscodeeval-{k}-v{v}' for k,v in [('csharp',5),('java',4),('python',3),('typescript',3)]} +for model,rows in allrows.items(): + assert len(rows)==107360 + tasks=collections.defaultdict(list) + for row in rows:tasks[row['task']].append(row) + a=summarize(rows);a['trajectory_files_found']=sum(r['trajectory_found'] for r in rows) + combined['models'][model]={'all_tasks':a,'tasks':{t:summarize(rr) for t,rr in tasks.items()}} + zipped(out/f'{model}-trace-metrics.json.gz',rows) + stage7={'stage':7,'complete':True,'trace_metrics':{'trajectories':rows,'all_tasks':a}} + temp=root/f'{model}-stage-7.json';write(temp,stage7) + for plot in write_trace_plots(temp).values():shutil.move(str(root/plot),out/plot) + temp.unlink() + mine=[r for r in final if r['model']==model];items=[] + for r in mine: + assert len(r['rewards'])==16 and r['complete'];n=int(r['solved']);language=r['task_id'].split('-')[1] + record={'path':r['task_id'],'content_sha256':r['sha256'],'model':model,'attempts':16,'graded':16,'solved':n,'group':reward_group(r['rewards']),'run':f'runs/{run}.json',**{f'pass@{k}':pass_at_k(16,n,k) for k in range(1,17)}} + tables[folders[language]].append(record) + items.append({'task':r['task_id'],'rewards':r['rewards'],'metrics':{'attempts':16,'solved':n,'graded':16}}) + stage6=out/f'{model}-stage-6.json';write(stage6,{'stage':6,'complete':True,'dry_run':False,'model':model,'items':items}) + panels.append((model,rates(stage6,[1,2,4,8,16])));plot_solved_counts(solved_counts(stage6),out/f'{model}-solved-counts.png') + summary[model]={'tasks':len(mine),'attempts':len(rows),**{f'pass@{k}':sum(pass_at_k(16,int(r['solved']),k) for r in mine)/len(mine) for k in range(1,17)},'trace_metrics':a} +plot_rates(panels,[1,2,4,8,16],out/'pass-rates.png') +zipped(out/'stage-7-combined.json.gz',combined) +write(out/'summary.json',summary) +for folder,rows in tables.items(): + p=release/folder/'pass_counts.parquet';p.parent.mkdir(parents=True,exist_ok=True);pq.write_table(pa.Table.from_pylist(rows),p) +write(release/'runs'/f'{run}.json',{'run':run,'kind':'pass_counts_and_trace_metrics','summary':summary,'stage7':f'runs/{run}/stage-7-combined.json.gz','coverage':f'runs/{run}/coverage.json','notes':['Includes original collection and accepted recovery attempts.','One context-limit failure counts as reward 0 under the agreed evaluation policy; its absent verifier score and original error remain recorded.'],'pass_at_k':'1 - comb(16 - solved, k) / comb(16, k)'}) +print('READY',len(ledger),'attempts',flush=True) diff --git a/runs/2026-10-07-crosscodeeval-pass16/provenance.json.gz b/runs/2026-10-07-crosscodeeval-pass16/provenance.json.gz new file mode 100644 index 0000000000000000000000000000000000000000..abe1188ab353868e3fd2b3736d1e921ae927fd01 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/provenance.json.gz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:61a880df3adcb9b2f3778fec6634857b28824f7d73ab02f16b738d6210c95a25 +size 8560855 diff --git a/runs/2026-10-07-crosscodeeval-pass16/publish.py b/runs/2026-10-07-crosscodeeval-pass16/publish.py new file mode 100644 index 0000000000000000000000000000000000000000..ddaccfb72089ff00781c60f33ad6e1828ca96c15 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/publish.py @@ -0,0 +1,66 @@ +"""Publish reconciled CrossCodeEval counts, combined stage-7 statistics and plots.""" +from pathlib import Path +import json,gzip,hashlib,shutil,sys +import pyarrow as pa +import pyarrow.parquet as pq +from huggingface_hub import HfApi,CommitOperationAdd,hf_hub_download +from huggingface_hub.utils import EntryNotFoundError +root=Path(__file__).resolve().parent;release=root/'release';target=json.loads((root/'target.json').read_text());repo=target['repo'];api=HfApi();run='2026-10-07-crosscodeeval-pass16';out=release/'runs'/run +summary=json.loads((out/'summary.json').read_text());coverage=json.loads((out/'coverage.json').read_text()) +# Link results to the published payload while retaining the evaluated source hash. +for folder in target['sources']: + p=release/folder/'pass_counts.parquet';rows=pq.read_table(p).to_pylist() + for row in rows: + hashes=target['task_hashes'][row['path']];row['evaluated_source_content_sha256']=hashes['evaluated_source_content_sha256'];row['content_sha256']=hashes['published_content_sha256'] + keys={(r['path'],r['model']) for r in rows} + try: + previous=hf_hub_download(repo,folder+'/pass_counts.parquet',repo_type='dataset',revision=target['head'],cache_dir=str(root/'hf-cache')) + rows += [r for r in pq.read_table(previous).to_pylist() if (r['path'],r['model']) not in keys] + except EntryNotFoundError:pass + pq.write_table(pa.Table.from_pylist(sorted(rows,key=lambda r:(r['path'],r['model']))),p) +provenance={'published_revision':target['head'],'task_hashes':target['task_hashes'],'normalization':{'tasks':len(target['instruction_suffix_normalization']),'only_difference':'Published instruction appends the deterministic 900-second time-limit and anti-cheating reminder. Executable files, tests, solutions and resources match.','original_collection_fix_instruction_suffix':True},'sources':[]} +for source in coverage['sources']: + sub=Path(source['submission']);request=json.loads((sub/'request.json').read_text());contract=Path(request['args']['contract']);d=json.loads(contract.read_text());manifest=contract.with_suffix('.tasks.json') + entry={'source':source.get('source'),'submission':str(sub),'contract':d,'tasks':json.loads(manifest.read_text())} + reports=list((sub/'report').glob('stage-6-*.json')) + if reports:entry['stage6']=json.loads(reports[0].read_text()) + provenance['sources'].append(entry) +with gzip.open(out/'provenance.json.gz','wt') as f:json.dump(provenance,f) +for name in ['prepare.py','check_hf.py','publish.py']:shutil.copyfile(root/name,out/name) +code=Path('/home/hpc/y500bb/y500bb12/OT_next_data') +for name in ['trace_metrics','command_metrics','reward_metrics']:shutil.copyfile(code/f'validation/checks/{name}.py',out/f'{name}.py') +missing=sum(v['attempts']-v['trace_metrics']['trajectory_files_found'] for v in summary.values()) +body='''Adds per-task teacher results for all 6,710 CrossCodeEval tasks, with 16 attempts per task for each model (214,720 attempts total). + +| Model | Scored attempts | Pass@1 | Pass@16 | +| --- | ---: | ---: | ---: | +''' +for m,label in [('qwen3-30b-instruct-2507','Qwen3-30B-A3B-Instruct-2507'),('qwen3-30b-thinking','Qwen3-30B-A3B (Thinking)')]: + s=summary[m];body+=f"| {label} | {s['attempts']:,} | {100*s['pass@1']:.2f}% | {100*s['pass@16']:.2f}% |\n" +body+=''' +Includes the original collection and recovery runs, with each counted attempt included once. + +- Each language folder has `pass_counts.parquet`: one row per task and model, with solved counts and pass@1/2/4/8/16. +- One combined stage 7 report contains statistics for both models and every task: tokens, turns, runtime, tool use, termination reasons and errors. +- Plots show pass rates by language, solved-count distributions and trace statistics. Per-attempt metrics and supporting reports are included. + +One attempt has no saved trajectory, so its trace measurements remain missing. One context-limit failure counts as reward 0, with its original error and absent verifier score preserved. Global model-call latency quantiles are unavailable because only per-attempt summaries were retained. + +Results and plots: `runs/2026-10-07-crosscodeeval-pass16/`. The combined statistics are in `stage-7-combined.json.gz`; `summary.json` provides a smaller overview. +''' +(root/'pull-request.md').write_text(body) +files=sorted(p for p in release.rglob('*') if p.is_file());assert not any(p.name=='README.md' for p in files) +statefile=root/'hf-publication.json' +if statefile.exists():state=json.loads(statefile.read_text()) +else: + commit=api.create_commit(repo_id=repo,repo_type='dataset',create_pr=True,parent_commit=target['head'],operations=[CommitOperationAdd(path_in_repo=str(p.relative_to(release)),path_or_fileobj=str(p)) for p in files],commit_message='CrossCodeEval: complete pass@16 results and combined trace statistics',commit_description=body) + state={'repo':repo,'pr_url':commit.pr_url,'revision':commit.pr_revision,'commit':commit.oid,'files':len(files),'status':'uploaded'};statefile.write_text(json.dumps(state,indent=2)+'\n');print(state['pr_url'],flush=True) +remote=api.get_paths_info(repo,[str(p.relative_to(release)) for p in files],repo_type='dataset',revision=state['commit']);assert len(remote)==len(files) +for entry in remote: + p=release/entry.path;assert entry.size==p.stat().st_size,entry.path + if entry.lfs: + sha=entry.lfs['sha256'] if isinstance(entry.lfs,dict) else entry.lfs.sha256 + assert sha==hashlib.sha256(p.read_bytes()).hexdigest(),entry.path +for folder in target['sources']: + p=hf_hub_download(repo,folder+'/pass_counts.parquet',repo_type='dataset',revision=state['commit'],cache_dir=str(root/'verify-cache'));assert pq.read_table(p).equals(pq.read_table(release/folder/'pass_counts.parquet')) +state.update(status='verified',tasks=6710,models=2,attempts=214720,merged=False);statefile.write_text(json.dumps(state,indent=2)+'\n');print(json.dumps(state,indent=2),flush=True) diff --git a/runs/2026-10-07-crosscodeeval-pass16/qwen3-30b-instruct-2507-solved-counts.png b/runs/2026-10-07-crosscodeeval-pass16/qwen3-30b-instruct-2507-solved-counts.png new file mode 100644 index 0000000000000000000000000000000000000000..fc60d9245347bd1bf86eb2deacbbee19a5b9605b --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/qwen3-30b-instruct-2507-solved-counts.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1baf31bf2ed69d5fb59de9b53f6153a2d53aff46e93373ad9c8852c01f7cead4 +size 73919 diff --git a/runs/2026-10-07-crosscodeeval-pass16/qwen3-30b-instruct-2507-stage-6.json b/runs/2026-10-07-crosscodeeval-pass16/qwen3-30b-instruct-2507-stage-6.json new file mode 100644 index 0000000000000000000000000000000000000000..da44e785fd0b39b2259b937b5ab091b63b394e7f --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/qwen3-30b-instruct-2507-stage-6.json @@ -0,0 +1,174468 @@ +{ + "stage": 6, + "complete": true, + "dry_run": false, + "model": "qwen3-30b-instruct-2507", + "items": [ + { + "task": "crosscodeeval-csharp-0000", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0002", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0004", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0005", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0006", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0007", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0008", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0009", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0010", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0012", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0020", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0021", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0023", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0024", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0026", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0027", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0028", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0029", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0031", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0 + ], + "metrics": { + "attempts": 16, + "solved": 0, + "graded": 16 + } + }, + { + "task": "crosscodeeval-csharp-0033", + "rewards": [ + 0, + 0, + 0, + 0, + 0, + 0, + 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a/runs/2026-10-07-crosscodeeval-pass16/reward_metrics.py b/runs/2026-10-07-crosscodeeval-pass16/reward_metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..e341c8b4aa17bc9f6d528288abf4ae396159ab9f --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/reward_metrics.py @@ -0,0 +1,80 @@ +"""Reward statistics over repeated agent trials: measurements, not acceptance gates.""" +from collections import Counter +import math +from pathlib import Path + +from math import comb + +GROUPS = ('all_solved', 'all_zero', 'constant_partial', 'varying') + + +def pass_at_k(n, c, k): + """Unbiased pass@k estimate; unavailable when fewer than k attempts exist.""" + if n < k: + return None + return 1.0 if n - c < k else 1.0 - comb(n - c, k) / comb(n, k) + + +def group_of(task): + parts = task.split('-') + return parts[1] if len(parts) >= 3 else 'all' + + +def trial_reward(result, key='reward'): + value = ((result.get('verifier_result') or {}).get('rewards') or {}).get(key) + if isinstance(value, bool) or not isinstance(value, (int, float)) or not math.isfinite(value): + return None + return value + + +def reward_group(rewards): + """Classify observed rewards, leaving ungraded tasks unclassified.""" + if not rewards: + return None + if len(set(rewards)) > 1: + return 'varying' + return 'all_solved' if rewards[0] >= 1 else 'all_zero' if rewards[0] == 0 else 'constant_partial' + + +def task_metrics(results, attempts, key='reward'): + """One task's attempts. An attempt without a reward counts as unsolved.""" + rewards = [r for r in (trial_reward(data, key) for _, data in results) if r is not None] + n = max(attempts, len(results)) + solved = sum(r >= 1 for r in rewards) + return {'attempts': n, 'rewards': rewards, + 'reward_counts': {str(value): count for value, count in sorted(Counter(rewards).items())}, + 'mean_reward': sum(rewards) / len(rewards) if rewards else None, + 'solved': solved, 'partial': sum(0 < r < 1 for r in rewards), + 'zero': sum(r == 0 for r in rewards), 'no_reward': n - len(rewards), + 'exceptions': sum(bool(data.get('exception_info')) for _, data in results), + 'pass@1': solved / n, 'pass@k': pass_at_k(n, solved, n), 'k': n, 'variance_group': reward_group(rewards)} + + +def aggregate(rows): + attempts = sum(m['attempts'] for m in rows) + means = [m['mean_reward'] for m in rows if m['mean_reward'] is not None] + return {'tasks': len(rows), 'attempts': attempts, 'k': sorted({m['k'] for m in rows}), + 'mean_reward': sum(means) / len(means) if means else None, + 'pass@1': sum(m['pass@1'] for m in rows) / len(rows), + 'pass@k': sum(m['pass@k'] for m in rows) / len(rows), + 'solved_rate': sum(m['solved'] for m in rows) / attempts, + 'partial_credit_rate': sum(m['partial'] for m in rows) / attempts, + 'zero_reward_rate': sum(m['zero'] for m in rows) / attempts, + 'no_reward_rate': sum(m['no_reward'] for m in rows) / attempts} + + +def summarize(items): + """All tasks, each family (middle part of the task ID) and variance groups.""" + measured = {Path(i['task']).name: i['metrics'] for i in items if i.get('metrics')} + if not measured: + return None + families, groups = {}, {key: [] for key in GROUPS} + for task, metrics in sorted(measured.items()): + families.setdefault(group_of(task), []).append(metrics) + if metrics['variance_group']: + groups[metrics['variance_group']].append(task) + return {'all_tasks': aggregate(list(measured.values())), + 'families': {name: aggregate(rows) for name, rows in 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"n": 107360, + "mean": 46.75835246828427, + "median": 29.411649, + "p90": 70.003692, + "p95": 130.925438, + "max": 3318.148226 + } + }, + "tools": { + "bash_command": { + "calls": 129254, + "calls_per_trajectory": 1.2039307004470938, + "failed": null, + "failure_rate": null + }, + "mark_task_complete": { + "calls": 218961, + "calls_per_trajectory": 2.03950260804769, + "failed": null, + "failure_rate": null + } + }, + "tool_steps": 220846, + "tool_steps_without_output": 0, + "tool_steps_with_error_text": 2681, + "tool_steps_with_error_text_rate": 0.012139681044709888, + "terminations": { + "context_limit": 1, + "session_ended": 29, + "task_complete": 107213, + "task_timeout": 117 + }, + "command_distribution": { + " | Value Contains Null: ": 2.357045208127092e-06, + " | Value Type: ": 2.357045208127092e-06, + ");": 9.428180832508368e-06, + "9Particle": 4.714090416254184e-06, + ":wq": 1.990393731307322e-06, + "C-o": 1.1493401395819723e-05, + "C-x": 1.1493401395819723e-05, + "Exception": 3.1427269441694556e-06, + "String": 5.268689288754676e-06, + "[no_commands]": 0.0016216471031914393, + "[unknown]": 0.00398421158584876, + "^O": 5.668132524305625e-06, + "^X": 7.553768690807299e-06, + "apt": 5.499772152296547e-06, + "break": 3.1427269441694556e-06, + "cat": 0.0033628010640209837, + "cd": 0.004080864787670896, + "double": 4.6669495120916424e-05, + "echo": 0.28151211856513014, + "exit": 0.0007355159571960589, + "find": 1.0390045745723867e-05, + "grep": 3.1161974310043894e-05, + "hasDuplicateHue": 1.5713634720847278e-06, + "huffmanMetaCodes": 9.428180832508368e-07, + "huffmanXSize": 1.990393731307322e-06, + "huffmanYSize": 1.990393731307322e-06, + "i": 9.428180832508368e-07, + "int": 2.9332118145581587e-06, + "linha": 1.178522604063546e-06, + "ls": 0.002538584625983866, + "mkdir": 9.35675522014088e-05, + "mv": 4.9340813023460444e-05, + "n": 3.523023313884079e-05, + "nano": 0.00018754597173491246, + "nextPrefix": 2.357045208127092e-06, + "printf": 9.349612658904132e-05, + "pwd": 4.173092420865014e-05, + "return": 2.2149046997849478e-05, + "sed": 5.3779914832099805e-05, + "solution.txt": 1.3468829760726238e-06, + "tail": 8.571073484098516e-07, + "task_complete": 0.003645563255236569, + "task_complete:": 0.000479265858985842, + "task_completen": 1.414227124876255e-05, + "tee": 6.034035732805355e-05, + "touch": 1.830638444978708e-05, + "true": 0.0004572667703766558, + "vi": 2.8284542497525105e-06, + "vim": 1.1104301869398743e-05, + "which": 1.18750182390403e-05, + "write_solution": 0.6966988534284532, + "y": 9.428180832508368e-06 + }, + "output_cap_events": 0, + "malformed_tool_calls": 9456, + "trajectories_with_malformed_tool_calls": 1630, + "errors": { + "model_server": { + "trajectories": 0, + "types": {} + }, + "environment": { + "trajectories": 0, + "types": {} + }, + "verifier": { + "trajectories": 0, + "types": {} + }, + "other": { + "trajectories": 0, + "types": {} + } + }, + "trajectory_files_found": 107360 + }, + "pass@3": 0.049585373642750695, + "pass@5": 0.06213431377365804, + "pass@6": 0.06684295585189773, + "pass@7": 0.07090064927620815, + "pass@9": 0.07763596500369974, + "pass@10": 0.08049430078118602, + "pass@11": 0.08309433053285512, + "pass@12": 0.08547911105288154, + "pass@13": 0.08768229721098575, + "pass@14": 0.08973050173869847, + "pass@15": 0.09164493293591654 + } +} diff --git a/runs/2026-10-07-crosscodeeval-pass16/trace_metrics.py b/runs/2026-10-07-crosscodeeval-pass16/trace_metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..037901bc8b3447154d299a06fac98c18ad838823 --- /dev/null +++ b/runs/2026-10-07-crosscodeeval-pass16/trace_metrics.py @@ -0,0 +1,229 @@ +"""Summarize recorded costs, tools, termination reasons and errors from agent trials.""" +from collections import Counter +from datetime import datetime +import json +from pathlib import Path +import re + +from validation.checks.reward_metrics import group_of, trial_reward +from validation.checks.command_metrics import profile, mean_distribution + +PARSE_ERROR = 'Previous response had parsing errors' +OUTPUT_CAP = 'NONE of the actions you just requested were performed' +# Heuristic: common failure messages in what a tool printed. +ERROR_TEXT = re.compile(r'command not found|No such file or directory|Permission denied|' + r'Traceback \(most recent call last\)|[Ss]yntax error|Segmentation fault|' + r'ModuleNotFoundError|cannot access|Killed') +TERMINATIONS = { + 'AgentTimeoutError': 'task_timeout', 'TrialTimeoutError': 'task_timeout', + 'TurnCapExhaustedError': 'turn_limit', + 'ContextLengthExceededError': 'context_limit', 'ContextBudgetExceededError': 'context_limit', + 'OutputLengthExceededError': 'output_cap', +} +ERRORS = { + 'model_server': ('LLMRequestTimeoutError', 'OpenAITransportConnectTimeoutError', 'ModelAuthenticationError', + 'AuthenticationError', 'APIError', 'APIConnectionError', 'APITimeoutError', 'Timeout', 'RateLimitError', + 'InternalServerError', 'ServiceUnavailableError', 'BadGatewayError', 'ContextManagementInfrastructureError'), + 'environment': ('EnvironmentStartTimeoutError', 'AgentSetupTimeoutError', 'SandboxBuildFailedError', + 'HealthcheckError', 'BridgeOutageError', 'TmuxSessionEndedError', 'TmuxCommandError', + 'TmuxBatchProtocolError', 'AgentKilledBySignalError', 'NonZeroAgentExitCodeError'), + 'verifier': ('VerifierTimeoutError', 'VerifierOutputParseError', 'VerifierRuntimeError', 'RewardFileNotFoundError', + 'RewardFileEmptyError', 'AddTestsDirError', 'DownloadVerifierDirError', 'VerificationNotCompletedError', + 'TrialNotScoredError'), +} + + +def seconds(timing): + try: + start, end = (datetime.fromisoformat(timing[key].replace('Z', '+00:00')) for key in ('started_at', 'finished_at')) + except (AttributeError, KeyError, TypeError, ValueError): + return None + return (end - start).total_seconds() + + +def distribution(values): + values = sorted(v for v in values if v is not None) + if not values: + return None + # Nearest-rank percentiles: every reported value was actually observed. + rank = lambda p: values[max(0, -(-p * len(values) // 100) - 1)] + return {'n': len(values), 'mean': sum(values) / len(values), 'median': rank(50), + 'p90': rank(90), 'p95': rank(95), 'max': values[-1]} + + +def trial_metrics(trial, result, context_limit=None, key='reward'): + agent = result.get('agent_result') or {} + metadata = agent.get('metadata') or {} + path = Path(trial) / 'agent/trajectory.json' + try: + steps = json.loads(path.read_text()).get('steps', []) + except (OSError, ValueError): + steps = None + agent_steps = [s for s in steps or [] if s.get('source') == 'agent'] + tools, failures, judged = Counter(), Counter(), Counter() + tool_steps = no_output = error_text = 0 + for step in agent_steps: + failed = (step.get('extra') or {}).get('tool_result_is_error') + if step.get('tool_calls'): + output = ' '.join(str(r.get('content') or '') for r in (step.get('observation') or {}).get('results') or []) + output = output.replace('New Terminal Output:', '').strip() + tool_steps += 1 + no_output += not output + error_text += bool(ERROR_TEXT.search(output)) + for call in step.get('tool_calls') or []: + name = call.get('function_name', 'unknown') + tools[name] += 1 + if failed is not None: + judged[name] += 1 + failures[name] += bool(failed) + text = [json.dumps(s.get('observation')) + json.dumps(s.get('message')) for s in steps or []] + peak = max((m.get('prompt_tokens', 0) + m.get('completion_tokens', 0) + for m in (s.get('metrics') or {} for s in agent_steps)), default=None) + kwargs = ((result.get('config') or {}).get('agent') or {}).get('kwargs') or {} + limit = (kwargs.get('model_info') or {}).get('max_input_tokens') or context_limit + exceptions = [e.get('exception_type') for e in [result.get('exception_info'), *(result.get('secondary_exception_info') or [])] if e] + stop = metadata.get('stop_reason') + termination = next((TERMINATIONS[e] for e in exceptions if e in TERMINATIONS), None) + if termination is None: + termination = ('turn_limit' if stop == 'turn_cap_exhausted' else 'task_complete' if stop == 'task_complete' + else 'error' if exceptions else stop or 'not_recorded') + errors = {kind: [e for e in exceptions if e in names] for kind, names in ERRORS.items()} + known = set(TERMINATIONS) | {name for names in ERRORS.values() for name in names} + errors['other'] = [e for e in exceptions if e not in known] + reward = trial_reward(result, key) + if reward is None and not exceptions: + errors['verifier'].append('no reward and no recorded exception') + return { + 'trial': Path(trial).parent.parent.name if Path(trial).parent.name == 'attempts' else Path(trial).name, + 'trial_path': str(Path(trial).resolve()), + 'reward': reward, 'trajectory_found': steps is not None, + 'turns': metadata.get('n_episodes') or (len(agent_steps) if steps is not None else None), + 'input_tokens': agent.get('n_input_tokens'), 'output_tokens': agent.get('n_output_tokens'), + 'cached_tokens': agent.get('n_cache_tokens'), + 'peak_context_tokens': peak, 'context_limit': limit, + 'peak_context_fraction': peak / limit if peak and limit else None, + 'context_summarizations': metadata.get('summarization_count'), + 'model_call_seconds': [ms / 1000 for ms in metadata.get('api_request_times_msec') or []] or None, + 'agent_seconds': seconds(result.get('agent_execution')), 'verifier_seconds': seconds(result.get('verifier')), + 'trial_seconds': seconds(result), + 'tool_steps': tool_steps, 'tool_steps_without_output': no_output, 'tool_steps_with_error_text': error_text, + 'tool_calls': dict(tools), 'tool_failures': dict(failures), 'tool_calls_with_known_outcome': dict(judged), + 'command_profile': profile(steps), + 'termination': termination, + 'output_cap_events': sum(OUTPUT_CAP in t for t in text) if steps is not None else None, + 'malformed_tool_calls': sum(PARSE_ERROR in t for t in text) if steps is not None else None, + 'errors': errors, + } + + +def aggregate(rows, wall_hours=None): + def total(key): + values = [r[key] for r in rows if r[key] is not None] + return sum(values) if values else None + tools, failures, judged = Counter(), Counter(), Counter() + for row in rows: + tools.update(row['tool_calls']); failures.update(row['tool_failures']); judged.update(row['tool_calls_with_known_outcome']) + solved = sum(r['reward'] is not None and r['reward'] >= 1 for r in rows) + graded = sum(r['reward'] is not None for r in rows) + result = { + 'trajectories': len(rows), 'graded': graded, 'solved': solved, + 'turns': distribution(r['turns'] for r in rows), + 'input_tokens': distribution(r['input_tokens'] for r in rows), 'input_tokens_total': total('input_tokens'), + 'output_tokens': distribution(r['output_tokens'] for r in rows), 'output_tokens_total': total('output_tokens'), + 'peak_context_tokens': distribution(r['peak_context_tokens'] for r in rows), + 'peak_context_fraction': distribution(r['peak_context_fraction'] for r in rows), + 'trajectories_above_90_percent_context': sum((r['peak_context_fraction'] or 0) > 0.9 for r in rows), + 'latency_seconds': { + 'model_call': distribution(v for r in rows for v in r['model_call_seconds'] or []), + 'tool_call': None, # not recorded in result.json or ATIF by the pinned agents + 'agent': distribution(r['agent_seconds'] for r in rows), + 'verifier': distribution(r['verifier_seconds'] for r in rows), + 'trial': distribution(r['trial_seconds'] for r in rows)}, + 'tools': {name: {'calls': count, 'calls_per_trajectory': count / len(rows), + 'failed': failures[name] if judged[name] else None, + 'failure_rate': failures[name] / judged[name] if judged[name] else None} + for name, count in sorted(tools.items())}, + 'tool_steps': total('tool_steps'), 'tool_steps_without_output': total('tool_steps_without_output'), + 'tool_steps_with_error_text': total('tool_steps_with_error_text'), + 'tool_steps_with_error_text_rate': total('tool_steps_with_error_text') / total('tool_steps') if total('tool_steps') else None, + 'terminations': dict(sorted(Counter(r['termination'] for r in rows).items())), + 'command_distribution': mean_distribution(r.get('command_profile') for r in rows), + 'output_cap_events': total('output_cap_events'), + 'malformed_tool_calls': total('malformed_tool_calls'), + 'trajectories_with_malformed_tool_calls': sum(bool(r['malformed_tool_calls']) for r in rows), + 'errors': {kind: {'trajectories': sum(bool(r['errors'][kind]) for r in rows), + 'types': dict(sorted(Counter(e for r in rows for e in r['errors'][kind]).items()))} + for kind in (*ERRORS, 'other')}, + } + if wall_hours: + result['throughput'] = {'wall_clock_hours': wall_hours, 'trajectories_per_hour': graded / wall_hours, + 'solved_trajectories_per_hour': solved / wall_hours} + return result + + +def gpu_peaks(log): + """Peaks from `nvidia-smi --query-gpu=index,memory.used,memory.total,utilization.gpu`.""" + peaks = {} + try: + lines = Path(log).read_text().splitlines() + except OSError: + return None + for line in lines: + try: + index, used, total, util = (float(v) for v in line.split(',')) + except ValueError: + continue + gpu = peaks.setdefault(str(int(index)), {'peak_memory_mib': 0, 'memory_total_mib': total, 'peak_utilization_percent': 0, + 'samples': 0, 'memory': 0, 'utilization': 0}) + gpu.update(peak_memory_mib=max(gpu['peak_memory_mib'], used), memory=gpu['memory'] + used, + peak_utilization_percent=max(gpu['peak_utilization_percent'], util), + utilization=gpu['utilization'] + util, samples=gpu['samples'] + 1) + for gpu in peaks.values(): + gpu['mean_memory_mib'] = gpu.pop('memory') / gpu['samples'] + gpu['mean_utilization_percent'] = gpu.pop('utilization') / gpu['samples'] + return peaks or None + + +def server_requests(log): + """HTTP status of every model request in the local server's access log, including retried ones.""" + try: + lines = Path(log).read_text(errors='replace').splitlines() + except OSError: + return None + status = Counter(m.group(1) for m in (re.search(r'"POST /v1/(?:chat/)?(?:completions|messages|responses)[^"]*" (\d{3})', line) + for line in lines) if m) + if not status: + return None + failed = sum(count for code, count in status.items() if code >= '400') + return {'requests': sum(status.values()), 'failed': failed, 'failure_rate': failed / sum(status.values()), + 'by_status': dict(sorted(status.items()))} + + +def summarize(results, task_of, context_limit=None, key='reward', gpu_log=None, server_log=None): + """`results` are Harbor (trial directory, result.json) pairs; `task_of` names each trial's task.""" + rows = [] + for trial, result in results: + row = trial_metrics(trial, result, context_limit, key) + row['task'] = task_of(trial, result) + rows.append(row) + if not rows: + return None + def parse(value): + return datetime.fromisoformat(value.replace('Z', '+00:00')) if value else None + starts = [t for t in (parse(r.get('started_at')) for _, r in results) if t] + ends = [t for t in (parse(r.get('finished_at')) for _, r in results) if t] + hours = (max(ends) - min(starts)).total_seconds() / 3600 if starts and ends else None + tasks, families = {}, {} + for row in rows: + tasks.setdefault(row['task'], []).append(row) + families.setdefault(group_of(row['task']), []).append(row) + summary = {'all_tasks': aggregate(rows, hours), + 'families': {name: aggregate(group) for name, group in sorted(families.items())}, + 'tasks': {name: aggregate(group) for name, group in sorted(tasks.items())}} + # Saved per-trajectory rows keep a latency summary instead of every call time. + for row in rows: + row['model_call_seconds'] = distribution(row['model_call_seconds'] or []) + return {**summary, 'trajectories': rows, 'reward_key': key, + 'model_server_requests': server_requests(server_log) if server_log else None, + 'inference_resources': {'gpus': gpu_peaks(gpu_log) if gpu_log else None, + 'scope': 'GPU memory and utilization sampled every 10 s while the local model was served, idle time included'}} diff --git 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