From 319245bbc08aa5cf10b6cef69ce18944bb597503 Mon Sep 17 00:00:00 2001 From: Pedro Conde Date: Tue, 21 Jul 2026 08:58:09 +0100 Subject: [PATCH 1/3] feat: temporal evaluation --- README.md | 35 +- .../temporal_evaluation.png | Bin 413003 -> 0 bytes .../claude-code-sonnet/temporal_evaluation.py | 267 ------------ src/ethibench/cli.py | 54 +++ src/ethibench/temporal.py | 409 ++++++++++++++++++ 5 files changed, 497 insertions(+), 268 deletions(-) delete mode 100644 experiments/claude-code-sonnet/temporal_evaluation.png delete mode 100644 experiments/claude-code-sonnet/temporal_evaluation.py create mode 100644 src/ethibench/temporal.py diff --git a/README.md b/README.md index c3afde1..c50aef2 100644 --- a/README.md +++ b/README.md @@ -539,11 +539,43 @@ evaluation_outputs/cumulative-analysis/

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+### `ethibench temporal` + +Generates a temporal evaluation plot showing how findings accumulate over elapsed time. Requires that findings include a `timestamp` field and that `ethibench evaluate` has already been run. + +```bash +ethibench temporal --dataset [options] +``` + +**Arguments:** +- `experiment_dir` — Experiment directory (with `run_*` subdirectories or a single run). + +**Options:** +- `--dataset, -d` — (required) Path to dataset YAML file. +- `--gt-dir, -g` — Ground truth directory. Defaults to `gt/` next to the dataset YAML. +- `--output, -o` — Output PNG path. Defaults to `evaluation_outputs/plots/temporal_evaluation.png`. + +**What it does:** + +Produces a 4×N subplot figure (4 metric rows × N target columns) showing cumulative metrics over elapsed time for each run: +- **True Positives** — cumulative TP count over time. +- **False Positives** — cumulative FP count over time. +- **Severity Score** — cumulative CVSS-weighted severity points. +- **CWE Coverage** — number of unique CWEs discovered over time. + +**Timestamp handling:** +- Findings without a `timestamp` field are skipped with a warning indicating the count and affected targets. +- If entire runs lack timestamps, they are excluded from the plot. +- If no finding in any run has a timestamp, the command exits with an error. +- Start time is read from `metrics.json`; if unavailable, the earliest finding timestamp is used as t=0. + +

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+ ## Architecture ``` src/ethibench/ -├── cli.py # Click CLI entry points (evaluate, convert-report, analyze, compare) +├── cli.py # Click CLI entry points (evaluate, convert-report, analyze, compare, temporal) ├── config.py # Environment variable configuration ├── models.py # Pydantic data models ├── datasets.py # Dataset/target YAML management @@ -553,6 +585,7 @@ src/ethibench/ ├── metrics.py # Per-target cost/token/duration metrics ├── convert_report.py # Report → findings conversion ├── cumulative_analysis.py # Cross-run cumulative analysis + overlap +├── temporal.py # Temporal evaluation (cumulative metrics over time) ├── pairwise.py # Pairwise A/B statistical comparison (t-test, Cohen's d) ├── plots.py # PNG chart generation (eval, cumulative, comparison) ├── report.py # Markdown summary generation diff --git a/experiments/claude-code-sonnet/temporal_evaluation.png b/experiments/claude-code-sonnet/temporal_evaluation.png deleted file mode 100644 index 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zLksAVDBN}y)&Czps7fYqaeeFwL7ChOr4ZmkS38c@OMsGSjIVSNS|5b)I#5vm7y;%$De|>)& z1?}JW;u%-!|MTP5&%i+a`!b39Z@>Eg*~{CC>rk1>cZb%>Y;2GRxi6z2oiAzN`+ou1 Cm@*px diff --git a/experiments/claude-code-sonnet/temporal_evaluation.py b/experiments/claude-code-sonnet/temporal_evaluation.py deleted file mode 100644 index 768502e..0000000 --- a/experiments/claude-code-sonnet/temporal_evaluation.py +++ /dev/null @@ -1,267 +0,0 @@ -"""Temporal evaluation of claude-code-sonnet findings. - -Produces a 4×3 subplot figure showing cumulative TP, FP, severity score, and -CWE coverage over elapsed time for each target (paygoat, vuln-bank, xben-090) -across 3 replicates (run_1, run_2, run_3). -""" - -import json -import re -from datetime import datetime, timezone -from pathlib import Path - -import matplotlib.pyplot as plt - -# --------------------------------------------------------------------------- -# Configuration -# --------------------------------------------------------------------------- - -SCRIPT_DIR = Path(__file__).resolve().parent -PROJECT_ROOT = SCRIPT_DIR.parents[1] - -RUNS = ["run_1", "run_2", "run_3"] -TARGETS = [ - {"target_id": "paygoat", "subset": "PAYGoat", "gt_file": "paygoat_gt.jsonl"}, - {"target_id": "vuln-bank", "subset": "Vulnbank", "gt_file": "vulnbank_gt.jsonl"}, - {"target_id": "xben-090", "subset": "XBEN", "gt_file": "xben_gt.jsonl"}, -] - -GT_DIR = PROJECT_ROOT / "examples" / "gt" -EXPERIMENT_DIR = SCRIPT_DIR -EVAL_OUTPUTS_DIR = SCRIPT_DIR / "evaluation_outputs" -OUTPUT_PNG = SCRIPT_DIR / "temporal_evaluation.png" - -RUN_COLORS = ["#2E6E3E", "#D35400", "#2C3E80"] -RUN_LABELS = ["Run 1", "Run 2", "Run 3"] - -# --------------------------------------------------------------------------- -# Helpers (replicated from evaluate.py to keep standalone) -# --------------------------------------------------------------------------- - - -def cvss_to_severity_points(cvss: float | str | None) -> int: - if cvss is None: - return 0 - cvss = float(cvss) - if cvss == 0.0: - return 0 - elif cvss <= 3.9: - return 3 - elif cvss <= 6.9: - return 15 - elif cvss <= 8.9: - return 30 - else: - return 50 - - -def extract_cwe_id(additional_info: str) -> str | None: - m = re.search(r"CWE-(\d+)", additional_info) - return m.group(1) if m else None - - -def parse_timestamp(ts: str) -> datetime: - """Parse ISO 8601 timestamps (supports both Z suffix and +00:00 offset). - - Always returns a timezone-aware datetime in UTC. - """ - ts = ts.replace("Z", "+00:00") - dt = datetime.fromisoformat(ts) - if dt.tzinfo is None: - dt = dt.replace(tzinfo=timezone.utc) - return dt - - -# --------------------------------------------------------------------------- -# Data loading -# --------------------------------------------------------------------------- - - -def load_gt(gt_file: Path) -> tuple[dict[str, float | None], dict[str, str | None]]: - """Load ground truth file, return (id→cvss, id→cwe) mappings.""" - gt_id_to_cvss: dict[str, float | None] = {} - gt_id_to_cwe: dict[str, str | None] = {} - with open(gt_file) as f: - for line in f: - if not line.strip(): - continue - entry = json.loads(line) - gid = entry["id"] - gt_id_to_cvss[gid] = entry.get("cvss") - gt_id_to_cwe[gid] = extract_cwe_id(entry.get("additional_info", "")) - return gt_id_to_cvss, gt_id_to_cwe - - -def load_findings_for_target(run_name: str, target_id: str) -> list[dict]: - """Load findings from findings_parsed.jsonl filtered by target_id.""" - parsed_file = EVAL_OUTPUTS_DIR / run_name / "findings_parsed.jsonl" - findings = [] - with open(parsed_file) as f: - for line in f: - if not line.strip(): - continue - entry = json.loads(line) - if entry.get("target_id") == target_id: - findings.append(entry) - return findings - - -def load_matchings(run_name: str, subset: str) -> dict[str, list[str]]: - """Load bipartite matchings for a subset. Returns uuid → list of matched GT IDs.""" - matchings_file = EVAL_OUTPUTS_DIR / run_name / "matchings" / f"matchings_{subset}.json" - with open(matchings_file) as f: - data = json.load(f) - # Format is a JSON array with one dict element - matchings_dict = data[0] if isinstance(data, list) else data - return { - uuid: mdata.get("selected_gt_ids", []) - for uuid, mdata in matchings_dict.items() - } - - -def load_start_time(run_name: str, target_id: str) -> datetime: - """Load start_time from metrics.json for a given run/target.""" - metrics_file = EXPERIMENT_DIR / run_name / target_id / "metrics.json" - with open(metrics_file) as f: - data = json.load(f) - return parse_timestamp(data["start_time"]) - - -# --------------------------------------------------------------------------- -# Temporal metric computation -# --------------------------------------------------------------------------- - - -def compute_temporal_metrics( - findings: list[dict], - matchings: dict[str, list[str]], - start_time: datetime, - gt_id_to_cvss: dict[str, float | None], - gt_id_to_cwe: dict[str, str | None], -) -> dict[str, list[float]]: - """Compute cumulative TP, FP, severity, CWE coverage over time. - - Returns dict with keys: elapsed_min, tp, fp, severity, cwe_coverage. - Each value is a list aligned by finding index (sorted by timestamp). - Includes a t=0 origin point. - """ - # Sort findings by timestamp - findings_sorted = sorted(findings, key=lambda f: parse_timestamp(f["timestamp"])) - - elapsed_min = [0.0] - tp = [0] - fp = [0] - severity = [0] - cwe_coverage = [0] - - cum_tp = 0 - cum_fp = 0 - cum_severity = 0 - seen_cwes: set[str] = set() - - for finding in findings_sorted: - ts = parse_timestamp(finding["timestamp"]) - minutes = (ts - start_time).total_seconds() / 60.0 - - uuid = finding["uuid"] - matched_gt_ids = matchings.get(uuid, []) - - if matched_gt_ids: - cum_tp += 1 - for gt_id in matched_gt_ids: - cum_severity += cvss_to_severity_points(gt_id_to_cvss.get(gt_id)) - cwe = gt_id_to_cwe.get(gt_id) - if cwe: - seen_cwes.add(cwe) - else: - cum_fp += 1 - - elapsed_min.append(minutes) - tp.append(cum_tp) - fp.append(cum_fp) - severity.append(cum_severity) - cwe_coverage.append(len(seen_cwes)) - - return { - "elapsed_min": elapsed_min, - "tp": tp, - "fp": fp, - "severity": severity, - "cwe_coverage": cwe_coverage, - } - - -# --------------------------------------------------------------------------- -# Plotting -# --------------------------------------------------------------------------- - -METRICS_CONFIG = [ - {"key": "tp", "label": "True Positives"}, - {"key": "fp", "label": "False Positives"}, - {"key": "severity", "label": "Severity Score"}, - {"key": "cwe_coverage", "label": "CWE Coverage"}, -] - - -def plot_temporal_evaluation(): - """Generate the 4×3 temporal evaluation figure.""" - fig, axes = plt.subplots(4, 3, figsize=(15, 12)) - - for col_idx, target_cfg in enumerate(TARGETS): - target_id = target_cfg["target_id"] - subset = target_cfg["subset"] - gt_file = GT_DIR / target_cfg["gt_file"] - - gt_id_to_cvss, gt_id_to_cwe = load_gt(gt_file) - - for run_idx, run_name in enumerate(RUNS): - start_time = load_start_time(run_name, target_id) - findings = load_findings_for_target(run_name, target_id) - matchings = load_matchings(run_name, subset) - - metrics = compute_temporal_metrics( - findings, matchings, start_time, gt_id_to_cvss, gt_id_to_cwe - ) - - for row_idx, metric_cfg in enumerate(METRICS_CONFIG): - ax = axes[row_idx, col_idx] - ax.plot( - metrics["elapsed_min"], - metrics[metric_cfg["key"]], - color=RUN_COLORS[run_idx], - label=RUN_LABELS[run_idx], - linewidth=1.4, - alpha=0.8, - marker="o", - markersize=3, - ) - - # Configure axes - for row_idx, metric_cfg in enumerate(METRICS_CONFIG): - ax = axes[row_idx, col_idx] - if row_idx == 0: - ax.set_title(target_id, fontsize=11, fontweight="bold") - if col_idx == 0: - ax.set_ylabel(metric_cfg["label"], fontsize=10) - if row_idx == len(METRICS_CONFIG) - 1: - ax.set_xlabel("Elapsed Time (min)", fontsize=9) - ax.grid(True, alpha=0.3) - ax.set_xlim(left=0) - ax.set_ylim(bottom=0) - if row_idx == 0 and col_idx == 2: - ax.legend(loc="lower right", fontsize=8) - - fig.suptitle( - "Temporal Evaluation \u2014 claude-code-sonnet", - fontsize=13, - fontweight="bold", - y=0.98, - ) - plt.tight_layout(rect=[0, 0, 1, 0.96]) - plt.savefig(OUTPUT_PNG, dpi=150, bbox_inches="tight") - plt.close() - print(f"Figure saved to: {OUTPUT_PNG}") - - -if __name__ == "__main__": - plot_temporal_evaluation() diff --git a/src/ethibench/cli.py b/src/ethibench/cli.py index ee67832..fcbe627 100644 --- a/src/ethibench/cli.py +++ b/src/ethibench/cli.py @@ -770,3 +770,57 @@ def compare(experiment_dirs: tuple[Path, ...], output_dir: Path, parent_dir: Pat logger.info(f"Pairwise comparison written to {output_dir / 'pairwise_comparison.md'}") logger.info(f"Comparison complete. Results in {output_dir}") + + +@cli.command() +@click.argument( + "experiment_dir", + type=click.Path(exists=True, file_okay=False, path_type=Path), +) +@click.option( + "--dataset", + "-d", + required=True, + type=click.Path(exists=True, path_type=Path), + help="Dataset YAML file.", +) +@click.option( + "--gt-dir", + "-g", + type=click.Path(exists=True, file_okay=False, path_type=Path), + default=None, + help="Ground truth directory. Defaults to gt/ next to dataset YAML.", +) +@click.option( + "--output", + "-o", + type=click.Path(path_type=Path), + default=None, + help="Output PNG path. Defaults to evaluation_outputs/plots/temporal_evaluation.png.", +) +def temporal( + experiment_dir: Path, + dataset: Path, + gt_dir: Path | None, + output: Path | None, +): + """Generate a temporal evaluation plot for EXPERIMENT_DIR. + + Shows cumulative true positives, false positives, severity score, and CWE + coverage over elapsed time for each target across runs. Requires that + ``ethibench evaluate`` has already been run on the experiment. + + Findings without a ``timestamp`` field are skipped with a warning. + """ + from ethibench.temporal import run_temporal_evaluation + + dc = DatasetCollection() + dc.init_from_yaml(dataset) + + if gt_dir is None: + gt_dir = dataset.parent / "gt" + if not gt_dir.is_dir(): + logger.error(f"No gt/ directory found next to {dataset}. Pass --gt-dir explicitly.") + sys.exit(1) + + run_temporal_evaluation(experiment_dir, dc, gt_dir, output_path=output) diff --git a/src/ethibench/temporal.py b/src/ethibench/temporal.py new file mode 100644 index 0000000..d918186 --- /dev/null +++ b/src/ethibench/temporal.py @@ -0,0 +1,409 @@ +"""Temporal evaluation — cumulative metrics over elapsed time. + +Produces a 4×N subplot figure showing cumulative TP, FP, severity score, and +CWE coverage over elapsed time for each target across runs. +""" + +import json +from datetime import datetime, timezone +from pathlib import Path + +import matplotlib.pyplot as plt +from loguru import logger + +from ethibench.datasets import DatasetCollection +from ethibench.evaluate import cvss_to_severity_points, extract_cwe_id, load_jsonl + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + +_RUN_COLORS = [ + "#2E6E3E", + "#D35400", + "#2C3E80", + "#8E44AD", + "#C0392B", + "#16A085", + "#F39C12", + "#2980B9", +] + +_METRICS_CONFIG = [ + {"key": "tp", "label": "True Positives"}, + {"key": "fp", "label": "False Positives"}, + {"key": "severity", "label": "Severity Score"}, + {"key": "cwe_coverage", "label": "CWE Coverage"}, +] + + +def _parse_timestamp(ts: str) -> datetime: + """Parse ISO 8601 timestamps (supports both Z suffix and +00:00 offset). + + Always returns a timezone-aware datetime in UTC. + """ + ts = ts.replace("Z", "+00:00") + dt = datetime.fromisoformat(ts) + if dt.tzinfo is None: + dt = dt.replace(tzinfo=timezone.utc) + return dt + + +# --------------------------------------------------------------------------- +# Data loading +# --------------------------------------------------------------------------- + + +def _load_gt_mappings( + gt_dir: Path, subset_name: str +) -> tuple[dict[str, float | None], dict[str, str | None]]: + """Load ground truth entries for a subset, return (id→cvss, id→cwe) mappings.""" + entries = load_jsonl(gt_dir, subset_filter=subset_name) + gt_id_to_cvss: dict[str, float | None] = {} + gt_id_to_cwe: dict[str, str | None] = {} + for entry in entries: + gid = entry["id"] + gt_id_to_cvss[gid] = entry.get("cvss") + gt_id_to_cwe[gid] = extract_cwe_id(entry.get("additional_info", "")) + return gt_id_to_cvss, gt_id_to_cwe + + +def _load_findings_for_target( + eval_output_dir: Path, target_id: str +) -> tuple[list[dict], int]: + """Load findings from findings_parsed.jsonl filtered by target_id. + + Returns (findings_with_timestamp, count_without_timestamp). + """ + parsed_file = eval_output_dir / "findings_parsed.jsonl" + if not parsed_file.exists(): + return [], 0 + + with_ts: list[dict] = [] + without_ts = 0 + with open(parsed_file) as f: + for line in f: + if not line.strip(): + continue + entry = json.loads(line) + if entry.get("target_id") != target_id: + continue + if "timestamp" in entry and entry["timestamp"]: + with_ts.append(entry) + else: + without_ts += 1 + return with_ts, without_ts + + +def _load_matchings(eval_output_dir: Path, subset: str) -> dict[str, list[str]]: + """Load bipartite matchings for a subset. Returns uuid → list of matched GT IDs.""" + matchings_file = eval_output_dir / "matchings" / f"matchings_{subset}.json" + if not matchings_file.exists(): + return {} + with open(matchings_file) as f: + data = json.load(f) + matchings_dict = data[0] if isinstance(data, list) else data + return { + uuid: mdata.get("selected_gt_ids", []) + for uuid, mdata in matchings_dict.items() + } + + +def _load_start_time( + experiment_dir: Path, + run_dir_name: str | None, + target_id: str, + findings: list[dict], +) -> datetime | None: + """Load start_time from metrics.json, falling back to earliest finding timestamp. + + For multi-run experiments: experiment_dir/run_dir_name/target_id/metrics.json + For single-run experiments: experiment_dir/target_id/metrics.json + """ + if run_dir_name is not None: + metrics_file = experiment_dir / run_dir_name / target_id / "metrics.json" + else: + metrics_file = experiment_dir / target_id / "metrics.json" + + if metrics_file.exists(): + with open(metrics_file) as f: + data = json.load(f) + if "start_time" in data: + return _parse_timestamp(data["start_time"]) + + # Fallback to earliest finding timestamp + if findings: + logger.warning( + f"No metrics.json start_time for {target_id}" + + (f" in {run_dir_name}" if run_dir_name else "") + + "; using earliest finding timestamp as t=0." + ) + return min(_parse_timestamp(f["timestamp"]) for f in findings) + + return None + + +# --------------------------------------------------------------------------- +# Temporal metric computation +# --------------------------------------------------------------------------- + + +def _compute_temporal_metrics( + findings: list[dict], + matchings: dict[str, list[str]], + start_time: datetime, + gt_id_to_cvss: dict[str, float | None], + gt_id_to_cwe: dict[str, str | None], +) -> dict[str, list[float]]: + """Compute cumulative TP, FP, severity, CWE coverage over time. + + Returns dict with keys: elapsed_min, tp, fp, severity, cwe_coverage. + Each value is a list aligned by finding index (sorted by timestamp). + Includes a t=0 origin point. + """ + findings_sorted = sorted(findings, key=lambda f: _parse_timestamp(f["timestamp"])) + + elapsed_min: list[float] = [0.0] + tp: list[int] = [0] + fp: list[int] = [0] + severity: list[int] = [0] + cwe_coverage: list[int] = [0] + + cum_tp = 0 + cum_fp = 0 + cum_severity = 0 + seen_cwes: set[str] = set() + + for finding in findings_sorted: + ts = _parse_timestamp(finding["timestamp"]) + minutes = (ts - start_time).total_seconds() / 60.0 + + uuid = finding["uuid"] + matched_gt_ids = matchings.get(uuid, []) + + if matched_gt_ids: + cum_tp += 1 + for gt_id in matched_gt_ids: + cum_severity += cvss_to_severity_points(gt_id_to_cvss.get(gt_id)) + cwe = gt_id_to_cwe.get(gt_id) + if cwe: + seen_cwes.add(cwe) + else: + cum_fp += 1 + + elapsed_min.append(minutes) + tp.append(cum_tp) + fp.append(cum_fp) + severity.append(cum_severity) + cwe_coverage.append(len(seen_cwes)) + + return { + "elapsed_min": elapsed_min, + "tp": tp, + "fp": fp, + "severity": severity, + "cwe_coverage": cwe_coverage, + } + + +# --------------------------------------------------------------------------- +# Main entry point +# --------------------------------------------------------------------------- + + +def run_temporal_evaluation( + experiment_dir: Path, + dc: DatasetCollection, + gt_dir: Path, + output_path: Path | None = None, +) -> None: + """Generate a temporal evaluation plot for an experiment. + + Args: + experiment_dir: Root experiment directory (contains run_* subdirs or + target subdirs directly). + dc: Loaded DatasetCollection. + gt_dir: Path to ground truth JSONL files directory. + output_path: Where to save the PNG. Defaults to + ``experiment_dir/evaluation_outputs/plots/temporal_evaluation.png``. + """ + eval_outputs_dir = experiment_dir / "evaluation_outputs" + if not eval_outputs_dir.is_dir(): + logger.error( + f"No evaluation_outputs/ directory found in {experiment_dir}. " + "Run `ethibench evaluate` first." + ) + raise SystemExit(1) + + # Detect runs + run_candidates = sorted( + [d for d in experiment_dir.iterdir() if d.is_dir() and d.name.startswith("run")], + key=lambda p: p.name, + ) + multi_run = bool(run_candidates) + + if multi_run: + run_names = [d.name for d in run_candidates] + else: + run_names = [None] # type: ignore[list-item] + + # Build target list from the dataset + targets: list[dict[str, str]] = [] + for dataset in dc.datasets: + for target in dataset.targets: + targets.append( + {"target_id": target.target_id, "subset": dataset.subset} + ) + + if not targets: + logger.error("No targets found in the dataset.") + raise SystemExit(1) + + # --- Phase 1: check timestamp availability per run --- + # run_name → total findings with timestamp across all targets + run_ts_counts: dict[str | None, int] = {} + run_no_ts_counts: dict[str | None, int] = {} + # (run_name, target_id) → count without timestamp + per_run_target_no_ts: dict[tuple[str | None, str], int] = {} + + for run_name in run_names: + if multi_run: + eval_dir = eval_outputs_dir / run_name + else: + eval_dir = eval_outputs_dir + + total_with = 0 + total_without = 0 + for t in targets: + with_ts, without_ts = _load_findings_for_target(eval_dir, t["target_id"]) + total_with += len(with_ts) + total_without += without_ts + if without_ts > 0: + per_run_target_no_ts[(run_name, t["target_id"])] = without_ts + + run_ts_counts[run_name] = total_with + run_no_ts_counts[run_name] = total_without + + # Determine which runs are usable + runs_without_ts = [r for r in run_names if run_ts_counts[r] == 0] + runs_with_ts = [r for r in run_names if run_ts_counts[r] > 0] + + if not runs_with_ts: + logger.error("No findings have timestamp in this experiment.") + raise SystemExit(1) + + # Print warnings for missing timestamps + if multi_run: + if runs_without_ts: + labels = ", ".join(r for r in runs_without_ts) + logger.warning(f"No timestamps available for {labels}.") + for run_name in runs_with_ts: + no_ts = run_no_ts_counts[run_name] + if no_ts > 0: + affected = [ + f"{cnt} in {tid}" + for (rn, tid), cnt in per_run_target_no_ts.items() + if rn == run_name + ] + logger.warning( + f"{no_ts} findings in {run_name} do not have timestamp " + f"({', '.join(affected)})." + ) + else: + no_ts = run_no_ts_counts[None] + if no_ts > 0: + affected = [ + f"{cnt} in {tid}" + for (rn, tid), cnt in per_run_target_no_ts.items() + ] + logger.warning( + f"{no_ts} findings do not have timestamp " + f"({', '.join(affected)})." + ) + + # --- Phase 2: compute metrics and plot --- + n_targets = len(targets) + n_runs = len(runs_with_ts) + + fig, axes = plt.subplots( + len(_METRICS_CONFIG), n_targets, figsize=(5 * n_targets, 12), squeeze=False + ) + + run_colors = _RUN_COLORS + run_labels = ( + [r.replace("_", " ").title() for r in runs_with_ts] + if multi_run + else [""] + ) + + for col_idx, target_cfg in enumerate(targets): + target_id = target_cfg["target_id"] + subset = target_cfg["subset"] + + gt_id_to_cvss, gt_id_to_cwe = _load_gt_mappings(gt_dir, subset) + + for run_idx, run_name in enumerate(runs_with_ts): + if multi_run: + eval_dir = eval_outputs_dir / run_name + else: + eval_dir = eval_outputs_dir + + findings, _ = _load_findings_for_target(eval_dir, target_id) + if not findings: + continue + + matchings = _load_matchings(eval_dir, subset) + start_time = _load_start_time( + experiment_dir, run_name, target_id, findings + ) + if start_time is None: + continue + + metrics = _compute_temporal_metrics( + findings, matchings, start_time, gt_id_to_cvss, gt_id_to_cwe + ) + + color = run_colors[run_idx % len(run_colors)] + for row_idx, metric_cfg in enumerate(_METRICS_CONFIG): + ax = axes[row_idx, col_idx] + ax.plot( + metrics["elapsed_min"], + metrics[metric_cfg["key"]], + color=color, + label=run_labels[run_idx] if run_labels[run_idx] else None, + linewidth=1.4, + alpha=0.8, + marker="o", + markersize=3, + ) + + # Configure axes + for row_idx, metric_cfg in enumerate(_METRICS_CONFIG): + ax = axes[row_idx, col_idx] + if row_idx == 0: + ax.set_title(target_id, fontsize=11, fontweight="bold") + if col_idx == 0: + ax.set_ylabel(metric_cfg["label"], fontsize=10) + if row_idx == len(_METRICS_CONFIG) - 1: + ax.set_xlabel("Elapsed Time (min)", fontsize=9) + ax.grid(True, alpha=0.3) + ax.set_xlim(left=0) + ax.set_ylim(bottom=0) + if row_idx == 0 and col_idx == n_targets - 1 and multi_run: + ax.legend(loc="lower right", fontsize=8) + + experiment_name = experiment_dir.name + fig.suptitle( + f"Temporal Evaluation \u2014 {experiment_name}", + fontsize=13, + fontweight="bold", + y=0.98, + ) + plt.tight_layout(rect=[0, 0, 1, 0.96]) + + if output_path is None: + output_path = eval_outputs_dir / "plots" / "temporal_evaluation.png" + output_path.parent.mkdir(parents=True, exist_ok=True) + plt.savefig(output_path, dpi=150, bbox_inches="tight") + plt.close() + logger.info(f"Temporal evaluation figure saved to {output_path}") From 775eda683848f0ac99bb63e08d3717ef743c2ef8 Mon Sep 17 00:00:00 2001 From: Pedro Conde Date: Tue, 21 Jul 2026 10:47:10 +0100 Subject: [PATCH 2/3] feat: representative subset selection --- README.md | 104 ++++++++++++------ src/ethibench/cli.py | 116 +++++++++++++++++++++ src/ethibench/subset.py | 226 ++++++++++++++++++++++++++++++++++++++++ 3 files changed, 413 insertions(+), 33 deletions(-) create mode 100644 src/ethibench/subset.py diff --git a/README.md b/README.md index c50aef2..8733a86 100644 --- a/README.md +++ b/README.md @@ -328,6 +328,75 @@ ethibench compare exp-extra/ --parent-dir all-experiments/ --output-dir comparis

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+### `ethibench temporal` + +Generates a temporal evaluation plot showing how findings accumulate over elapsed time. Requires that findings include a `timestamp` field and that `ethibench evaluate` has already been run. + +```bash +ethibench temporal --dataset [options] +``` + +**Arguments:** +- `experiment_dir` — Experiment directory (with `run_*` subdirectories or a single run). + +**Options:** +- `--dataset, -d` — (required) Path to dataset YAML file. +- `--gt-dir, -g` — Ground truth directory. Defaults to `gt/` next to the dataset YAML. +- `--output, -o` — Output PNG path. Defaults to `evaluation_outputs/plots/temporal_evaluation.png`. + +**What it does:** + +Produces a 4×N subplot figure (4 metric rows × N target columns) showing cumulative metrics over elapsed time for each run: +- **True Positives** — cumulative TP count over time. +- **False Positives** — cumulative FP count over time. +- **Severity Score** — cumulative CVSS-weighted severity points. +- **CWE Coverage** — number of unique CWEs discovered over time. + +**Timestamp handling:** +- Findings without a `timestamp` field are skipped with a warning indicating the count and affected targets. +- If entire runs lack timestamps, they are excluded from the plot. +- If no finding in any run has a timestamp, the command exits with an error. +- Start time is read from `metrics.json`; if unavailable, the earliest finding timestamp is used as t=0. + +

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+ +### `ethibench subset` + +Finds the subset of targets whose F1 score best correlates with the full benchmark, subject to a cost constraint. Useful for selecting a reduced evaluation suite that is cheaper to run while still being representative. No LLM API calls are made — only pre-computed evaluation results are used. + +```bash +# Find subset costing at most 50% of the full benchmark +ethibench subset --parent-dir experiments/ --dataset examples/dataset.yaml --max-ratio 0.5 + +# Use Spearman correlation instead of Pearson +ethibench subset -p experiments/ -d examples/dataset.yaml -r 0.5 -m spearman +``` + +**Options:** +- `--parent-dir, -p` — (required) Parent folder containing experiment directories (each with `evaluation_outputs/`). +- `--dataset, -d` — (required) Path to dataset YAML file. +- `--metric, -m` — Correlation metric: `pearson` (default) or `spearman`. +- `--max-ratio, -r` — (required) Maximum cost ratio threshold (0–1]. The selected subset's average cost must not exceed this fraction of the full benchmark cost. + +**What it does:** + +1. Discovers all experiments in the parent directory that have evaluation outputs. +2. For each experiment, loads per-target TP/FP/FN from averaged results and per-target cost from `metrics_summary.json`. +3. Enumerates all possible target subsets and computes the F1 score of each subset across experiments. +4. Selects the subset with the highest correlation (Pearson or Spearman) to the full benchmark F1, subject to the cost ratio constraint. +5. Prints the selected targets, correlation value, and cost breakdown. + +**Requirements:** +- `ethibench evaluate` must have been run on all experiments. +- Each experiment needs a `metrics_summary.json` with per-target cost data. +- At least 3 experiments are recommended for reliable correlation estimates (a warning is shown otherwise). + +**Notes:** +- With more than 15 targets, the exhaustive enumeration may be slow (2^N subsets). A warning is shown in this case. +- Cost ratio is computed as: `average_subset_cost / average_full_benchmark_cost` across experiments. + +

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+ ## File Formats ### Findings (`findings.jsonl`) @@ -539,43 +608,11 @@ evaluation_outputs/cumulative-analysis/

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-### `ethibench temporal` - -Generates a temporal evaluation plot showing how findings accumulate over elapsed time. Requires that findings include a `timestamp` field and that `ethibench evaluate` has already been run. - -```bash -ethibench temporal --dataset [options] -``` - -**Arguments:** -- `experiment_dir` — Experiment directory (with `run_*` subdirectories or a single run). - -**Options:** -- `--dataset, -d` — (required) Path to dataset YAML file. -- `--gt-dir, -g` — Ground truth directory. Defaults to `gt/` next to the dataset YAML. -- `--output, -o` — Output PNG path. Defaults to `evaluation_outputs/plots/temporal_evaluation.png`. - -**What it does:** - -Produces a 4×N subplot figure (4 metric rows × N target columns) showing cumulative metrics over elapsed time for each run: -- **True Positives** — cumulative TP count over time. -- **False Positives** — cumulative FP count over time. -- **Severity Score** — cumulative CVSS-weighted severity points. -- **CWE Coverage** — number of unique CWEs discovered over time. - -**Timestamp handling:** -- Findings without a `timestamp` field are skipped with a warning indicating the count and affected targets. -- If entire runs lack timestamps, they are excluded from the plot. -- If no finding in any run has a timestamp, the command exits with an error. -- Start time is read from `metrics.json`; if unavailable, the earliest finding timestamp is used as t=0. - -

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- ## Architecture ``` src/ethibench/ -├── cli.py # Click CLI entry points (evaluate, convert-report, analyze, compare, temporal) +├── cli.py # Click CLI entry points (evaluate, convert-report, analyze, compare, temporal, subset) ├── config.py # Environment variable configuration ├── models.py # Pydantic data models ├── datasets.py # Dataset/target YAML management @@ -586,6 +623,7 @@ src/ethibench/ ├── convert_report.py # Report → findings conversion ├── cumulative_analysis.py # Cross-run cumulative analysis + overlap ├── temporal.py # Temporal evaluation (cumulative metrics over time) +├── subset.py # Reduced-suite selection via F1 correlation ├── pairwise.py # Pairwise A/B statistical comparison (t-test, Cohen's d) ├── plots.py # PNG chart generation (eval, cumulative, comparison) ├── report.py # Markdown summary generation diff --git a/src/ethibench/cli.py b/src/ethibench/cli.py index fcbe627..cafac23 100644 --- a/src/ethibench/cli.py +++ b/src/ethibench/cli.py @@ -824,3 +824,119 @@ def temporal( sys.exit(1) run_temporal_evaluation(experiment_dir, dc, gt_dir, output_path=output) + + +@cli.command() +@click.option( + "--parent-dir", + "-p", + required=True, + type=click.Path(exists=True, file_okay=False, path_type=Path), + help="Parent folder containing experiment directories (each with evaluation_outputs/).", +) +@click.option( + "--dataset", + "-d", + required=True, + type=click.Path(exists=True, path_type=Path), + help="Dataset YAML file.", +) +@click.option( + "--metric", + "-m", + type=click.Choice(["pearson", "spearman"], case_sensitive=False), + default="pearson", + help="Correlation metric to use.", +) +@click.option( + "--max-ratio", + "-r", + required=True, + type=click.FloatRange(min=0.0, max=1.0, min_open=True), + help="Maximum cost ratio threshold (0–1]. The selected subset's average cost " + "must not exceed this fraction of the full benchmark cost.", +) +def subset(parent_dir: Path, dataset: Path, metric: str, max_ratio: float): + """Find the target subset with highest F1 correlation to the full benchmark. + + Enumerates all possible subsets of targets defined in the dataset YAML and + selects the one whose F1 score (across experiments) correlates best with + the full benchmark F1, subject to a cost ratio constraint. + + Requires that ``ethibench evaluate`` has already been run on the experiments. + No LLM API calls are made — only pre-computed results are used. + """ + from ethibench.subset import find_best_subset, load_all_experiments + + dc = DatasetCollection() + dc.init_from_yaml(dataset) + + experiment_dirs = _discover_experiment_dirs(parent_dir) + if not experiment_dirs: + logger.error( + f"No experiment directories found in {parent_dir}. " + "Subdirectories must contain an evaluation_outputs/ folder." + ) + sys.exit(1) + + logger.info(f"Found {len(experiment_dirs)} experiment(s) in {parent_dir}") + + per_target_data, avg_costs, labels = load_all_experiments(experiment_dirs, dc) + + if len(labels) < 3: + logger.warning( + f"Only {len(labels)} experiment(s) with valid data. " + "Correlation estimates may be unreliable with fewer than 3 data points." + ) + + if not per_target_data: + logger.error("No valid evaluation data found across experiments.") + sys.exit(1) + + # Verify all targets have the same number of observations + counts = {tid: len(v) for tid, v in per_target_data.items()} + expected = len(labels) + missing = {tid for tid, c in counts.items() if c != expected} + if missing: + logger.warning( + f"Targets {missing} have inconsistent data across experiments — " + "dropping them from the analysis." + ) + for tid in missing: + del per_target_data[tid] + + if not per_target_data: + logger.error("No targets with consistent data across all experiments.") + sys.exit(1) + + if not avg_costs: + logger.error( + "No cost data available. Each experiment needs a " + "metrics_summary.json file with a 'per_target' section containing " + "'total_cost' for each target. Run 'ethibench evaluate' first." + ) + sys.exit(1) + + best = find_best_subset(per_target_data, avg_costs, max_ratio, metric) + + if best is None: + logger.error( + f"No subset found within cost ratio {max_ratio:.2f}. " + "Try increasing --max-ratio." + ) + sys.exit(1) + + # Print results + click.echo() + click.echo("=== Subset selection ===") + click.echo(f"Experiments used: {len(labels)}") + click.echo(f"Correlation metric: {best['metric']}") + click.echo(f"Correlation: {best['correlation']:.4f}") + click.echo(f"Full benchmark cost: {best['full_cost']:.4f}") + click.echo(f"Subset cost: {best['subset_cost']:.4f}") + click.echo(f"Cost ratio: {best['cost_ratio']:.4f}") + click.echo(f"Max allowed ratio: {max_ratio:.4f}") + click.echo() + click.echo("Selected targets:") + for t in best["subset"]: + click.echo(f" - {t}") diff --git a/src/ethibench/subset.py b/src/ethibench/subset.py new file mode 100644 index 0000000..deae872 --- /dev/null +++ b/src/ethibench/subset.py @@ -0,0 +1,226 @@ +"""Subset selection — find the target subset that best correlates with the full benchmark.""" + +import itertools +import json +from pathlib import Path + +import numpy as np +from loguru import logger +from scipy.stats import spearmanr + +from ethibench.datasets import DatasetCollection + + +def _f1_from_counts(tp: float, fp: float, fn: float) -> float: + denom = 2 * tp + fp + fn + return 0.0 if denom == 0 else 2 * tp / denom + + +def load_experiment_data( + experiment_dir: Path, + dc: DatasetCollection, +) -> tuple[dict[str, dict], dict[str, float]] | None: + """Load per-target evaluation results and costs for a single experiment. + + Returns: + Tuple of (target_results, target_costs) or None if data is unavailable. + - target_results: ``{target_id: {"tp": ..., "fp": ..., "fn": ...}}`` + - target_costs: ``{target_id: total_cost}`` + """ + eval_dir = experiment_dir / "evaluation_outputs" + + # Find results folder (multi-run first, then single-run) + results_folder = None + for candidate in ("results_avg_all", "results_avg"): + path = eval_dir / candidate + if path.is_dir() and any(path.glob("evaluation_results_*.json")): + results_folder = path + break + + if results_folder is None: + logger.warning(f"No evaluation results found in {eval_dir}") + return None + + # Load per-subset results and map back to target_ids + target_results: dict[str, dict] = {} + for json_file in results_folder.glob("evaluation_results_*.json"): + name = json_file.stem.replace("evaluation_results_", "") + if name in ("unweighted", "weighted"): + continue + with open(json_file) as f: + data = json.load(f) + if not isinstance(data, dict): + continue + subset_name = data.get("subset_name", name) + # Map subset_name back to target_ids + target_ids = dc.get_target_ids_for_subset(subset_name) + if len(target_ids) == 1: + tid = next(iter(target_ids)) + target_results[tid] = { + "tp": data["true_positives"], + "fp": data["false_positives"], + "fn": data["false_negatives"], + } + else: + # Multiple targets per subset — attribute equally (best effort) + for tid in target_ids: + n = len(target_ids) + target_results[tid] = { + "tp": data["true_positives"] / n, + "fp": data["false_positives"] / n, + "fn": data["false_negatives"] / n, + } + + # Load cost from metrics_summary.json + target_costs: dict[str, float] = {} + metrics_file = eval_dir / "metrics_summary.json" + if metrics_file.exists(): + with open(metrics_file) as f: + metrics = json.load(f) + per_target = metrics.get("per_target", {}) + for tid in target_results: + if tid in per_target: + target_costs[tid] = per_target[tid].get("total_cost", 0.0) + + return target_results, target_costs + + +def load_all_experiments( + experiment_dirs: list[Path], + dc: DatasetCollection, +) -> tuple[dict[str, list[dict]], dict[str, float], list[str]]: + """Load data from all experiments. + + Returns: + - per_target_data: ``{target_id: [{"tp", "fp", "fn"}, ...]}`` one entry per experiment + - avg_costs: ``{target_id: average_cost}`` averaged across experiments + - experiment_labels: list of experiment names that were successfully loaded + """ + per_target_data: dict[str, list[dict]] = {} + cost_accum: dict[str, list[float]] = {} + experiment_labels: list[str] = [] + missing_cost_experiments: list[str] = [] + + for exp_dir in experiment_dirs: + result = load_experiment_data(exp_dir, dc) + if result is None: + continue + + target_results, target_costs = result + if not target_results: + continue + + experiment_labels.append(exp_dir.name) + + for tid, counts in target_results.items(): + per_target_data.setdefault(tid, []).append(counts) + + if target_costs: + for tid, cost in target_costs.items(): + cost_accum.setdefault(tid, []).append(cost) + else: + missing_cost_experiments.append(exp_dir.name) + + if missing_cost_experiments: + logger.warning( + f"No cost data (metrics_summary.json with per_target costs) for: " + f"{', '.join(missing_cost_experiments)}. " + f"Cost ratio filtering will use data from the remaining experiments only." + ) + + # Average costs across experiments + avg_costs = {tid: np.mean(costs) for tid, costs in cost_accum.items()} + + return per_target_data, avg_costs, experiment_labels + + +def _compute_f1_vector( + per_target_data: dict[str, list[dict]], + subset: tuple[str, ...], + n_experiments: int, +) -> np.ndarray: + """Compute F1 for a subset of targets, one value per experiment.""" + f1s = [] + for i in range(n_experiments): + tp = sum(per_target_data[t][i]["tp"] for t in subset) + fp = sum(per_target_data[t][i]["fp"] for t in subset) + fn = sum(per_target_data[t][i]["fn"] for t in subset) + f1s.append(_f1_from_counts(tp, fp, fn)) + return np.array(f1s) + + +def _pearson(x: np.ndarray, y: np.ndarray) -> float: + if np.std(x) == 0 or np.std(y) == 0: + return 0.0 + return float(np.corrcoef(x, y)[0, 1]) + + +def _spearman(x: np.ndarray, y: np.ndarray) -> float: + if np.std(x) == 0 or np.std(y) == 0: + return 0.0 + result = spearmanr(x, y) + return float(result.correlation) + + +def find_best_subset( + per_target_data: dict[str, list[dict]], + avg_costs: dict[str, float], + max_ratio: float, + metric: str = "pearson", +) -> dict | None: + """Find the target subset with highest correlation to the full benchmark F1. + + Args: + per_target_data: ``{target_id: [{"tp", "fp", "fn"}, ...]}`` + avg_costs: ``{target_id: average_cost}`` + max_ratio: Maximum allowed cost ratio (0–1). + metric: ``"pearson"`` or ``"spearman"``. + + Returns: + Dict with ``subset``, ``correlation``, ``cost_ratio``, ``subset_cost``, + ``full_cost``, ``metric`` — or ``None`` if no valid subset is found. + """ + targets = sorted(per_target_data.keys()) + n_experiments = len(next(iter(per_target_data.values()))) + + corr_fn = _pearson if metric == "pearson" else _spearman + + full_f1 = _compute_f1_vector(per_target_data, tuple(targets), n_experiments) + full_cost = sum(avg_costs.get(t, 0.0) for t in targets) + + if full_cost <= 0: + logger.warning("Total cost is zero — cost ratio filtering is disabled.") + max_allowed_cost = float("inf") + else: + max_allowed_cost = max_ratio * full_cost + + n_targets = len(targets) + if n_targets > 15: + total_combos = 2**n_targets - 1 + logger.warning( + f"{n_targets} targets → {total_combos} subsets to evaluate. " + f"This may take a while." + ) + + best: dict | None = None + + for k in range(1, n_targets + 1): + for subset in itertools.combinations(targets, k): + subset_cost = sum(avg_costs.get(t, 0.0) for t in subset) + if subset_cost > max_allowed_cost: + continue + + subset_f1 = _compute_f1_vector(per_target_data, subset, n_experiments) + corr = corr_fn(full_f1, subset_f1) + + if best is None or corr > best["correlation"]: + best = { + "subset": list(subset), + "correlation": corr, + "cost_ratio": subset_cost / full_cost if full_cost > 0 else 0.0, + "subset_cost": subset_cost, + "full_cost": full_cost, + "metric": metric, + } + + return best From 024b4fd2d444f76690683e079a1baf6aee34ff48 Mon Sep 17 00:00:00 2001 From: 0xacb Date: Tue, 21 Jul 2026 11:13:53 +0100 Subject: [PATCH 3/3] ci: fix readme check --- .github/workflows/checks.main-pr.yaml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/checks.main-pr.yaml b/.github/workflows/checks.main-pr.yaml index 623c0ad..f2430fa 100644 --- a/.github/workflows/checks.main-pr.yaml +++ b/.github/workflows/checks.main-pr.yaml @@ -35,7 +35,8 @@ jobs: run: | set -euo pipefail # sdist: README lives as an actual file - tar -tzf dist/*.tar.gz | grep -qE "/README\.md$" || (echo "README.md missing from sdist"; exit 1) + tar -tzf dist/*.tar.gz > /tmp/sdist-listing + grep -qE "/README\.md$" /tmp/sdist-listing || (echo "README.md missing from sdist"; exit 1) # wheel: README content is embedded in dist-info/METADATA, not as a file python -m zipfile -e dist/*.whl /tmp/wheel-check META=/tmp/wheel-check/*.dist-info/METADATA