From 12c2b03551ff807ce7e6a001f2fa31a9dd4655df Mon Sep 17 00:00:00 2001 From: Dang Nguyen Date: Sun, 17 May 2026 21:43:39 -0500 Subject: [PATCH 1/3] perturbation scoring: fix substring-match direction; add gate/threshold flags MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The `fuzzy` method's substring prefilter computed `cov(perturbed, quote)`, which asks "is most of the perturbed paragraph contained in the reviewer's quote?" — but reviewers quote *from* the paper, so the natural direction is `cov(quote, perturbed)`. The buggy direction systematically rejected paragraph-level perturbations (because reviewers can't quote 75% of a long paragraph), which is why the legacy fuzzy scorer had near-zero recall on prose-level errors. Changes: - Drop the legacy `_substring_match` function. - Add `_llm_substring_gate(quote, perturbed)` with the correct direction (default threshold 0.7), usable as an optional pre-filter for any method via the new `--substring-gate` flag. - Add `--threshold` flag to expose the LLM-judge cutoff (default still 3). - `score_review` no longer hardcodes `score >= 3`; threads `threshold` and `substring_gate` through. - Drop `max_tokens=8192` -> `max_tokens=16` on the judge call (it returns a single integer; 8192 was triggering OpenRouter credit-reservation failures on tight keys). - Add `--score-subdir` flag to `generate_report.py` so it can aggregate alternate scoring-mode subdirs (default still "llm" for back-compat). - Score JSONs now persist `match_mode`, `threshold`, `substring_gate`. Adds `rapidfuzz` and `sentence-transformers` to the install (needed by the legacy fuzzy + semantic methods). Co-Authored-By: Claude Opus 4.7 (1M context) --- benchmarks/perturbation/generate_report.py | 24 +- benchmarks/perturbation/reports/README.md | 26 - benchmarks/perturbation/reports/combined.md | 105 --- .../revision_session_notes_2026-04-22.md | 175 ----- .../reports/surface_3models_short_medium.md | 120 ---- benchmarks/perturbation/score.py | 57 +- src/reviewer/cli.py | 18 +- uv.lock | 639 ++++++++++++++++++ 8 files changed, 702 insertions(+), 462 deletions(-) delete mode 100644 benchmarks/perturbation/reports/README.md delete mode 100644 benchmarks/perturbation/reports/combined.md delete mode 100644 benchmarks/perturbation/reports/revision_session_notes_2026-04-22.md delete mode 100644 benchmarks/perturbation/reports/surface_3models_short_medium.md diff --git a/benchmarks/perturbation/generate_report.py b/benchmarks/perturbation/generate_report.py index 986887b..c2ee407 100644 --- a/benchmarks/perturbation/generate_report.py +++ b/benchmarks/perturbation/generate_report.py @@ -135,8 +135,13 @@ def _extract_tokens_from_review(review_dir: Path, method: str, model_slug: str): return prompt, comp, cost -def load_results(results_dir: Path, length: str, gt: dict[str, dict[str, str]]) -> list[CellResult]: - """Walk score directories and build CellResult list.""" +def load_results(results_dir: Path, length: str, gt: dict[str, dict[str, str]], + score_subdir: str = "llm") -> list[CellResult]: + """Walk score directories and build CellResult list. + + `score_subdir` filters which scoring-mode subdir to aggregate (e.g. "llm", + "llm_t4_grounded"). Defaults to "llm" for backward compatibility. + """ cells: list[CellResult] = [] # Score JSONs live at: ///paper_NNN/score//*.json @@ -144,6 +149,8 @@ def load_results(results_dir: Path, length: str, gt: dict[str, dict[str, str]]) parts = score_path.relative_to(results_dir).parts if len(parts) < 7 or parts[4] != "score": continue + if parts[5] != score_subdir: + continue model_slug, error_type, method, paper_label = parts[0], parts[1], parts[2], parts[3] if model_slug == "perturb": continue @@ -431,7 +438,7 @@ def _infer_length(results_dir: Path, cfg: dict) -> str: return name -def _render_report(results_dirs: list[Path]) -> None: +def _render_report(results_dirs: list[Path], score_subdir: str = "llm") -> None: """Print the report to stdout. Helpers all use `print()`, so callers can capture this with `contextlib.redirect_stdout`.""" all_cells: list[CellResult] = [] @@ -449,7 +456,7 @@ def _render_report(results_dirs: list[Path]) -> None: cfg = yaml.safe_load(f) or {} length = _infer_length(rd, cfg) gt = load_ground_truth(rd) - cells = load_results(rd, length, gt) + cells = load_results(rd, length, gt, score_subdir=score_subdir) all_cells.extend(cells) for paper_label, perts in gt.items(): all_gt[f"{length}:{paper_label}"] = perts @@ -480,13 +487,13 @@ def _render_report(results_dirs: list[Path]) -> None: print_token_usage(all_cells) -def generate_report(results_dirs: list[Path]) -> str: +def generate_report(results_dirs: list[Path], score_subdir: str = "llm") -> str: """Return the markdown report as a string. Importable from `run_benchmark.py`.""" import contextlib import io buf = io.StringIO() with contextlib.redirect_stdout(buf): - _render_report(results_dirs) + _render_report(results_dirs, score_subdir=score_subdir) return buf.getvalue() @@ -498,8 +505,11 @@ def main() -> None: help="One or more results directories.") parser.add_argument("--out", type=Path, default=None, help="Write to this path (default: stdout).") + parser.add_argument("--score-subdir", default="llm", + help="Which scoring-mode subdir to aggregate " + "(e.g. llm, llm_t4_grounded). Default: llm.") args = parser.parse_args() - md = generate_report(args.results_dirs) + md = generate_report(args.results_dirs, score_subdir=args.score_subdir) if args.out is None: sys.stdout.write(md) else: diff --git a/benchmarks/perturbation/reports/README.md b/benchmarks/perturbation/reports/README.md deleted file mode 100644 index fb6ca3c..0000000 --- a/benchmarks/perturbation/reports/README.md +++ /dev/null @@ -1,26 +0,0 @@ -# Perturbation benchmark reports - -Rendered markdown reports. Raw JSON summaries live next to the run artifacts -under `benchmarks/perturbation/results//...`. - -## Current experiments - -| Experiment | Latest | Key finding | -|---|---|---| -| Context-mode comparison | [`context_mode_comparison_2026-04-22.md`](context_mode_comparison_2026-04-22.md) | `related` > `window` > `none`. `window` is the practical sweet spot (3× baseline cost, 82.5% end-to-end acceptance). | -| Substantive-guidance A/B | [`substantive_guidance_comparison_2026-04-24.md`](substantive_guidance_comparison_2026-04-24.md) | Guidance-on wins +14.8 pts end-to-end (57.4% → 72.2%) under sonnet-4-6 @ reasoning=none with the tuned prompt. Keep as default. Earlier run at `reasoning=medium`: [`..._sonnet_medium.md`](substantive_guidance_comparison_2026-04-24_sonnet_medium.md) (+10 pts). | - -## Coarse-model benchmark - -| Report | Notes | -|---|---| -| [`combined.md`](combined.md) | Gemini-flash / glm-4.6 / qwen3-235b on short + medium papers | -| [`surface_3models_short_medium.md`](surface_3models_short_medium.md) | Earlier 3-model surface-error run; largely superseded by `combined.md` | - -## Session notes - -- [`revision_session_notes_2026-04-22.md`](revision_session_notes_2026-04-22.md) — design decisions from the verifier-tuning session - -## Logs - -`logs/` holds run stdout/stderr; gitignored. diff --git a/benchmarks/perturbation/reports/combined.md b/benchmarks/perturbation/reports/combined.md deleted file mode 100644 index fe7b7f6..0000000 --- a/benchmarks/perturbation/reports/combined.md +++ /dev/null @@ -1,105 +0,0 @@ -# Perturbation Benchmark Report - -## Sources - -- `benchmarks/perturbation/results_short` (length=short, models=['google/gemini-3-flash-preview', 'z-ai/glm-4.6', 'qwen/qwen3-235b-a22b-2507']) -- `benchmarks/perturbation/results_medium` (length=medium, models=['google/gemini-3-flash-preview', 'z-ai/glm-4.6', 'qwen/qwen3-235b-a22b-2507']) - -## Ground Truth Summary - -**10 papers**, 79 perturbations total: - -- index_or_subscript: 20 -- numeric_parameter: 20 -- operator_or_sign: 19 -- symbol_binding: 20 - -## Overall recall — per method (aggregated over models, papers, lengths) - - -| method | n_injected | n_detected | recall | -| ------------------------ | ---------- | ---------- | ------ | -| coarse | 237 | 27 | 11.4% | -| zero_shot | 237 | 27 | 11.4% | -| progressive | 229 | 94 | 41.0% | -| progressive_consolidated | 229 | 81 | 35.4% | -| progressive_preconsol | 229 | 93 | 40.6% | - - -## Recall — per length × method - - -| length | coarse | zero_shot | progressive | progressive_consolidated | progressive_preconsol | -| ------ | -------------- | -------------- | -------------- | ------------------------ | --------------------- | -| medium | 8.5% (10/117) | 8.5% (10/117) | 44.0% (48/109) | 38.5% (42/109) | 43.1% (47/109) | -| short | 14.2% (17/120) | 14.2% (17/120) | 38.3% (46/120) | 32.5% (39/120) | 38.3% (46/120) | - - -## Recall — per model × method - - -| model | coarse | zero_shot | progressive | progressive_consolidated | progressive_preconsol | -| ---------------------- | ------------- | ------------- | ------------- | ------------------------ | --------------------- | -| gemini-3-flash-preview | 8.9% (7/79) | 12.7% (10/79) | 25.3% (20/79) | 22.8% (18/79) | 26.6% (21/79) | -| glm-4.6 | 15.2% (12/79) | 12.7% (10/79) | 40.8% (29/71) | 35.2% (25/71) | 39.4% (28/71) | -| qwen3-235b-a22b-2507 | 10.1% (8/79) | 8.9% (7/79) | 57.0% (45/79) | 48.1% (38/79) | 55.7% (44/79) | - - -## Recall — per length × model × method - - -| length | model | coarse | zero_shot | progressive | progressive_consolidated | progressive_preconsol | -| ------ | ---------------------- | ------------ | ------------ | ------------- | ------------------------ | --------------------- | -| medium | gemini-3-flash-preview | 12.8% (5/39) | 7.7% (3/39) | 28.2% (11/39) | 25.6% (10/39) | 30.8% (12/39) | -| medium | glm-4.6 | 10.3% (4/39) | 15.4% (6/39) | 54.8% (17/31) | 48.4% (15/31) | 51.6% (16/31) | -| medium | qwen3-235b-a22b-2507 | 2.6% (1/39) | 2.6% (1/39) | 51.3% (20/39) | 43.6% (17/39) | 48.7% (19/39) | -| short | gemini-3-flash-preview | 5.0% (2/40) | 17.5% (7/40) | 22.5% (9/40) | 20.0% (8/40) | 22.5% (9/40) | -| short | glm-4.6 | 20.0% (8/40) | 10.0% (4/40) | 30.0% (12/40) | 25.0% (10/40) | 30.0% (12/40) | -| short | qwen3-235b-a22b-2507 | 17.5% (7/40) | 15.0% (6/40) | 62.5% (25/40) | 52.5% (21/40) | 62.5% (25/40) | - - -## Recall — per error type × method (aggregated across models and lengths) - - -| method | index_or_subscript | numeric_parameter | operator_or_sign | symbol_binding | overall | -| ------------------------ | ------------------ | ----------------- | ---------------- | -------------- | -------------- | -| coarse | 6/60 (10.0%) | 6/60 (10.0%) | 11/57 (19.3%) | 4/60 (6.7%) | 27/237 (11.4%) | -| zero_shot | 10/60 (16.7%) | 6/60 (10.0%) | 5/57 (8.8%) | 6/60 (10.0%) | 27/237 (11.4%) | -| progressive | 21/58 (36.2%) | 24/58 (41.4%) | 28/55 (50.9%) | 21/58 (36.2%) | 94/229 (41.0%) | -| progressive_consolidated | 17/58 (29.3%) | 20/58 (34.5%) | 26/55 (47.3%) | 18/58 (31.0%) | 81/229 (35.4%) | -| progressive_preconsol | 20/58 (34.5%) | 24/58 (41.4%) | 28/55 (50.9%) | 21/58 (36.2%) | 93/229 (40.6%) | - - -## Recall by Error Type — per (model, method) - - -| model | method | index_or_subscript | numeric_parameter | operator_or_sign | symbol_binding | overall | -| ---------------------- | ------------------------ | ------------------ | ----------------- | ---------------- | -------------- | ------------- | -| gemini-3-flash-preview | coarse | 2/20 (10.0%) | 1/20 (5.0%) | 3/19 (15.8%) | 1/20 (5.0%) | 7/79 (8.9%) | -| gemini-3-flash-preview | progressive | 3/20 (15.0%) | 4/20 (20.0%) | 7/19 (36.8%) | 6/20 (30.0%) | 20/79 (25.3%) | -| gemini-3-flash-preview | progressive_consolidated | 3/20 (15.0%) | 3/20 (15.0%) | 6/19 (31.6%) | 6/20 (30.0%) | 18/79 (22.8%) | -| gemini-3-flash-preview | progressive_preconsol | 3/20 (15.0%) | 5/20 (25.0%) | 7/19 (36.8%) | 6/20 (30.0%) | 21/79 (26.6%) | -| gemini-3-flash-preview | zero_shot | 3/20 (15.0%) | 3/20 (15.0%) | 2/19 (10.5%) | 2/20 (10.0%) | 10/79 (12.7%) | -| glm-4.6 | coarse | 3/20 (15.0%) | 2/20 (10.0%) | 4/19 (21.1%) | 3/20 (15.0%) | 12/79 (15.2%) | -| glm-4.6 | progressive | 7/18 (38.9%) | 7/18 (38.9%) | 10/17 (58.8%) | 5/18 (27.8%) | 29/71 (40.8%) | -| glm-4.6 | progressive_consolidated | 5/18 (27.8%) | 6/18 (33.3%) | 10/17 (58.8%) | 4/18 (22.2%) | 25/71 (35.2%) | -| glm-4.6 | progressive_preconsol | 6/18 (33.3%) | 7/18 (38.9%) | 10/17 (58.8%) | 5/18 (27.8%) | 28/71 (39.4%) | -| glm-4.6 | zero_shot | 5/20 (25.0%) | 1/20 (5.0%) | 2/19 (10.5%) | 2/20 (10.0%) | 10/79 (12.7%) | -| qwen3-235b-a22b-2507 | coarse | 1/20 (5.0%) | 3/20 (15.0%) | 4/19 (21.1%) | 0/20 (0.0%) | 8/79 (10.1%) | -| qwen3-235b-a22b-2507 | progressive | 11/20 (55.0%) | 13/20 (65.0%) | 11/19 (57.9%) | 10/20 (50.0%) | 45/79 (57.0%) | -| qwen3-235b-a22b-2507 | progressive_consolidated | 9/20 (45.0%) | 11/20 (55.0%) | 10/19 (52.6%) | 8/20 (40.0%) | 38/79 (48.1%) | -| qwen3-235b-a22b-2507 | progressive_preconsol | 11/20 (55.0%) | 12/20 (60.0%) | 11/19 (57.9%) | 10/20 (50.0%) | 44/79 (55.7%) | -| qwen3-235b-a22b-2507 | zero_shot | 2/20 (10.0%) | 2/20 (10.0%) | 1/19 (5.3%) | 2/20 (10.0%) | 7/79 (8.9%) | - - -## Token Usage and Cost - - -| model | cells | prompt tokens | completion tokens | cost (USD) | -| ---------------------- | ------- | -------------- | ----------------- | ------------ | -| gemini-3-flash-preview | 50 | 4,441,423 | 775,795 | $4.5483 | -| glm-4.6 | 47 | 4,385,578 | 2,971,152 | $7.3550 | -| qwen3-235b-a22b-2507 | 50 | 4,983,944 | 1,257,172 | $0.4796 | -| **total** | **147** | **13,810,945** | **5,004,119** | **$12.3829** | - - diff --git a/benchmarks/perturbation/reports/revision_session_notes_2026-04-22.md b/benchmarks/perturbation/reports/revision_session_notes_2026-04-22.md deleted file mode 100644 index 6b15a9f..0000000 --- a/benchmarks/perturbation/reports/revision_session_notes_2026-04-22.md +++ /dev/null @@ -1,175 +0,0 @@ -# Benchmark design notes — 2026-04-22 - -Handoff doc for the next session. Focus: design decisions and open questions about the perturbation benchmark (and briefly, the conference study). - ---- - -## 1. Perturbation generation: selection and verifiability - -### "Undetectable-by-construction" — core concept - -A perturbation is undetectable-by-construction if the paper itself provides no information to contradict it. A reader reading only the paper would have no way to flag it as wrong. Examples: - -- Numeric parameter stated once, never referenced downstream (flip 0.5 → 0.25, no contradiction). -- Symbol binding swap into an undefined symbol in an isolated equation. -- Operator flip in a standalone expression with no linked result downstream. - -These exist in the current benchmark because the generator's ±200-char window sometimes isn't enough for it to find downstream dependencies, and it generates "errors" that aren't actually detectable. - ---- - -## 2. The ±200-char context window is arbitrary - -In `extract.py`, each candidate gets a ±200-char context passed to the generator. This is probably a prompt-budget heuristic, not a principled choice. - -### What it excludes - -- **Long-range definitions.** `\alpha` defined in §2 ("let α denote the learning rate"), used in §7. Generator sees §7 only, can't build a `why_wrong` that cites the §2 definition. -- **Cross-reference chains.** Theorem 2 used in proof of Theorem 5, where the perturbation breaks the chain across sections. -- **Structural invariants.** A parameter appearing in three equations; changing it breaks all three. Only one appears in the 400-char window. - -### Bias this creates - -The benchmark is weighted toward errors whose contradiction is *visible in one paragraph*. Probably easier than the distribution of errors real human reviewers catch. Progressive especially might benefit from being the only method that can do long-range reasoning — widening the window would test that hypothesis. - -### Fix options (and costs) - -- **Downstream reference filter (§3 below)**: targeted, preserves narrow generator prompts, guarantees detectability. Recommended path. - ---- - -## 3. Downstream reference filter (proposed — the key idea) - -Instead of giving the generator more context, *pre-scan* the paper for each candidate span and include only the specific downstream references it'd need. - -### Stage 1 — lexical pre-scan (free) - -For each candidate span, extract **distinctive tokens** likely to appear as references elsewhere: - -- LaTeX symbols (`\alpha`, `\lambda`, `\mathcal{L}`) -- Variable subscripts (`x_i`, `W_{ij}`) -- Numeric literals with variable assignments (`n = 100`, not standalone `0.5`) -- Named objects (`Theorem 2`, `Eq.~\ref{eq:loss}`) - -Search the rest of the paper for other occurrences of these tokens. Keep the span only if ≥1 downstream hit. - -**False-positive handling**: require tokens with ≥2 characters, or require the surrounding context to match a "definition/usage" pattern (token assigned a value, part of another equation, cited by number). Avoids matching every `n` or `x`. - -Rejections: - -- Equation with a one-off constant that never appears again -- Symbol used in a single isolated equation with no upstream definition -- Named definition only shown once with no references - -### Stage 2 — targeted downstream snippets in the prompt - -For surviving spans, add a `downstream_references` field to the candidates JSON: - -```json -{ - "span_id": "S0042", - "text": "...$\\alpha = 0.5$...", - "context": "...±200 char window...", - "downstream_references": [ - {"offset": 5820, "snippet": "Eq. 3.1: $\\nabla L = \\alpha \\cdot g$"}, - {"offset": 9103, "snippet": "Eq. 4.2: $x_{t+1} = x_t - \\alpha g_t$"} - ] -} -``` - -The generator now has exactly the information to craft perturbations that break *known* downstream relationships. Its `why_wrong` can cite which specific reference it contradicts. - -### Cost and coverage - -- Current: ~$0.10/paper -- Filter + 2–3 downstream snippets per candidate: ~$0.15–0.25/paper -- Whole-paper context: ~$1–2/paper - -Roughly 5–10× less than whole-paper while unlocking long-range perturbations. - -### Limitations - -- Surface errors (operator, symbol binding, index, numeric) work well — they all involve concrete tokens. -- Formal errors (missing proof case, wrong direction) are weaker fit — contradiction is structural, not lexical. Might need a separate filter for those (e.g., proof parse → check cited lemmas still hold). Surface errors are the bulk of our data anyway. - ---- - -## 4. Perturbation validation: contradiction-pair verifier (proposed) - -We want to guarantee that each retained perturbation is **a real, detectable error**. Prior idea (run reviewers on both clean and corrupted) is bad: - -- Doubles cost (~$5 per extra run) -- Biases toward errors current reviewers can catch — precisely the wrong bias for a benchmark that should reward *stronger* reviewers at detecting subtle errors - -Better: validate at **generation time** with a narrower question. - -### The design - -Modify the generator's output schema. Require two outputs alongside the perturbation: - -1. The perturbed span (already have). -2. An **exact verbatim quote** from elsewhere in the paper that contradicts the perturbation — not prose explanation; a copy-paste quote. - -Then run a **verifier LLM** (strong model, e.g., Opus with reasoning) on only those two short snippets: - -> *Does quote A contradict statement B? yes/no, with a one-sentence explanation of the contradiction.* - -Keep perturbations where the verifier says yes. - -### Why this avoids both cost and catchability objections - -- **Cost**: one verifier call per perturbation at generation time (~$0.50/benchmark for 79 perturbations on Opus). Amortized to zero over the benchmark's lifetime — not per reviewer run. -- **Catchability bias**: the verifier isn't doing open-ended paper review. It's local entailment reasoning on two short snippets. That's a much easier task than full-paper review. A strong model reliably solves it even for errors current reviewers miss in full-paper mode. So we can *retain* "subtle but catastrophic" errors that reviewers fail on — which is exactly what a discriminating benchmark should have. - -The key insight: a valid perturbation is one where *a careful reader could detect it given the paper*. The verifier simulates "careful reader focused on the relevant passage," which is a strictly stronger oracle than any reviewer being evaluated. - -### Native hook to §3 - -The `downstream_references` field from the lexical filter is exactly what the generator uses to pick its primary contradiction. The verifier then checks that specific pair. The two features compose cleanly. - -### What it doesn't catch - -Perturbations where contradiction is distributed across multiple places (changing a symbol breaks three unrelated equations, each of which only mildly conflicts on its own). For v1, require the generator to pick one primary citation (lossy but workable). V2 could support a "primary + supporting" list. - -### Calibration - -Small human eval on ~20 perturbations, rated on: - -- Is this a real error? (yes/no) -- Is it detectable from the paper alone? (yes/no) - -Compare to verifier labels. If agreement >90%, cite that number in the paper and treat the verifier as the operational filter going forward. Tiny cost, strong defense. - ---- - -## 5. Conference study — matrix of signal pairs - -Separately from the perturbation benchmark, Yanai flagged that using ICLR accept/reject as the quality signal is contentious (reviewers will argue ICLR reviews are noisy). - -Plan: broaden the conference study to a **matrix of high-quality vs low-quality signal pairs**, so a consistent finding across independent noise sources is harder to dismiss than a single accept/reject contrast. - -### Suggested pairs - - -| High-quality signal | Low-quality signal | What it buys | -| ------------------------------ | --------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------- | -| Top-cited n years later | Never-published anywhere | Completely sidesteps ICLR-is-noisy objection; uses community judgment over time on both ends. Largest separation. Main confound: topic popularity / author fame | -| Spotlight / Outstanding / Oral | Rejected (or bottom 5% scores) | Same-venue same-era controlled contrast; topic confounds matched. Leans on reviewer judgment at submission time | -| Top 5% overall scores | Bottom 5% overall scores | Pure reviewer-signal contrast (no AC noise). Cleanly within-reviewer-pool | -| Accepted | Never-published-anywhere-within-n-years | Filters the "rejected but actually fine, got into NeurIPS next cycle" confound | - - -### Minimum viable version - -Pick three pairs that span independent noise sources: - -1. Spotlight vs reject (reviewer-at-time) -2. Top 5% scores vs bottom 5% scores (pure reviewer signal) -3. Top-cited vs never-published (community-over-time) - -Headline number: if a review system ranks consistently across all three, neither "ICLR reviewers are garbage" nor "citations just track hype" can knock the finding down. - -Top-cited vs never-published is probably the strongest single contrast — if we have to pick one, it's this. Citation-per-year-normalized version as a robustness check for the topic-popularity confound. - ---- - diff --git a/benchmarks/perturbation/reports/surface_3models_short_medium.md b/benchmarks/perturbation/reports/surface_3models_short_medium.md deleted file mode 100644 index 01bcd3c..0000000 --- a/benchmarks/perturbation/reports/surface_3models_short_medium.md +++ /dev/null @@ -1,120 +0,0 @@ -# Surface Error Detection Benchmark Report - -## Run Configuration - - -| Setting | Value | -| --------------- | --------------------------------------------------------------------------------- | -| Papers | 5 short (2k-7k words) + 5 medium (7k-17k words) | -| Error type | Surface (operator_or_sign, symbol_binding, index_or_subscript, numeric_parameter) | -| n_per_error | 2 (target; actual varies due to span overlap rejection) | -| Perturb model | google/gemini-3-flash-preview | -| Score model | google/gemini-3-flash-preview (LLM-as-judge) | -| Substring match | Fuzzy (_quote_coverage >= 0.75) | -| Review models | gemini-3-flash-preview, glm-4.6, qwen3-235b-a22b-2507 | -| Review methods | zero_shot, progressive | - - -## Ground Truth Summary - -**short** papers: 20 total perturbations - -- operator_or_sign: 7 -- symbol_binding: 6 -- index_or_subscript: 3 -- numeric_parameter: 4 - -**medium** papers: 27 total perturbations - -- operator_or_sign: 11 -- symbol_binding: 3 -- index_or_subscript: 7 -- numeric_parameter: 6 - -## Recall by Model x Method - - -| model | method | length | gt | detected | recall | -| ---------------------- | ----------- | ------ | --- | -------- | ------ | -| gemini-3-flash-preview | zero_shot | short | 20 | 5 | 25.0% | -| gemini-3-flash-preview | progressive | short | 20 | 4 | 20.0% | -| glm-4.6 | zero_shot | short | 20 | 3 | 15.0% | -| glm-4.6 | progressive | short | 20 | 10 | 50.0% | -| qwen3-235b-a22b-2507 | zero_shot | short | 20 | 3 | 15.0% | -| qwen3-235b-a22b-2507 | progressive | short | 20 | 11 | 55.0% | -| gemini-3-flash-preview | zero_shot | medium | 27 | 2 | 7.4% | -| gemini-3-flash-preview | progressive | medium | 27 | 11 | 40.7% | -| glm-4.6 | zero_shot | medium | 27 | 4 | 14.8% | -| glm-4.6 | progressive | medium | 27 | 12 | 44.4% | -| qwen3-235b-a22b-2507 | zero_shot | medium | 27 | 4 | 14.8% | -| qwen3-235b-a22b-2507 | progressive | medium | 27 | 11 | 40.7% | - - -### Overall Recall (short + medium combined) - - -| model | method | gt | detected | recall | -| ---------------------- | ----------- | --- | -------- | ------ | -| gemini-3-flash-preview | zero_shot | 47 | 7 | 14.9% | -| gemini-3-flash-preview | progressive | 47 | 15 | 31.9% | -| glm-4.6 | zero_shot | 47 | 7 | 14.9% | -| glm-4.6 | progressive | 47 | 22 | 46.8% | -| qwen3-235b-a22b-2507 | zero_shot | 47 | 7 | 14.9% | -| qwen3-235b-a22b-2507 | progressive | 47 | 22 | 46.8% | - - -## Recall by Error Type (all papers combined) - - -| model | method | operator_or_sign | symbol_binding | index_or_subscript | numeric_parameter | overall | -| ---------------------- | ----------- | ---------------- | -------------- | ------------------ | ----------------- | ----------- | -| gemini-3-flash-preview | zero_shot | 0/18 (0%) | 1/9 (11%) | 2/10 (20%) | 4/10 (40%) | 7/47 (15%) | -| gemini-3-flash-preview | progressive | 6/18 (33%) | 2/9 (22%) | 2/10 (20%) | 5/10 (50%) | 15/47 (32%) | -| glm-4.6 | zero_shot | 2/18 (11%) | 1/9 (11%) | 2/10 (20%) | 2/10 (20%) | 7/47 (15%) | -| glm-4.6 | progressive | 7/18 (39%) | 5/9 (56%) | 4/10 (40%) | 6/10 (60%) | 22/47 (47%) | -| qwen3-235b-a22b-2507 | zero_shot | 1/18 (6%) | 2/9 (22%) | 1/10 (10%) | 3/10 (30%) | 7/47 (15%) | -| qwen3-235b-a22b-2507 | progressive | 7/18 (39%) | 5/9 (56%) | 4/10 (40%) | 6/10 (60%) | 22/47 (47%) | - - -## Token Usage and Cost - - -| length | model | cells | prompt tokens | completion tokens | cost (USD) | -| --------- | ---------------------- | ------ | ------------- | ----------------- | ----------- | -| short | gemini-3-flash-preview | 10 | 413,901 | 64,833 | $0.4014 | -| short | glm-4.6 | 10 | 568,607 | 511,241 | $1.1931 | -| short | qwen3-235b-a22b-2507 | 10 | 464,451 | 111,520 | $0.0441 | -| medium | gemini-3-flash-preview | 10 | 828,309 | 140,317 | $0.8350 | -| medium | glm-4.6 | 10 | 1,031,211 | 687,402 | $1.7082 | -| medium | qwen3-235b-a22b-2507 | 10 | 884,255 | 186,626 | $0.0814 | -| **total** | | **60** | **4,190,734** | **1,701,939** | **$4.2632** | - - -## Consolidation Impact on Progressive Recall - -The progressive method produces comments in multiple passes, then consolidates (deduplicates/merges) them. The tables above report **pooled** recall (consolidated + pre-consolidation comments fed together to the scorer). Below is the breakdown showing whether consolidation helps or hurts: - - -| model | consolidated | pre-consolidation | pooled | comments (consol / pre-consol) | -| ---------------------- | ------------ | ----------------- | ----------- | ------------------------------ | -| gemini-3-flash-preview | 14/47 (30%) | 15/47 (32%) | 15/47 (32%) | 78 / 103 | -| glm-4.6 | 22/47 (47%) | 21/47 (45%) | 22/47 (47%) | 141 / 151 | -| qwen3-235b-a22b-2507 | 18/47 (38%) | 20/47 (43%) | 22/47 (47%) | 112 / 263 | - - -**Findings:** - -- **gemini**: consolidation drops 1 detection (30% vs 32% pre-consol). Minimal impact — comment counts are similar (78 vs 103). -- **glm-4.6**: consolidation is neutral or slightly helpful (+1 detection vs pre-consol alone). The consolidation step may produce more focused explanations that score better with the LLM judge. -- **qwen**: consolidation hurts the most — drops from 20 to 18 detections. qwen generates far more raw comments (263 pre-consolidation vs 112 after), so consolidation aggressively prunes. Pooling recovers the lost detections and adds 2 more. - -Note: consolidation is **not** a strict subset of pre-consolidation — it merges and rewrites comments, creating new ones with different quotes and explanations. This is why `pooled > pre-consolidation` for qwen (22 > 20): the 2 extra detections came from newly synthesized consolidated comments that matched perturbations the raw pre-consolidation set missed. - -Pooling (the current default in `cmd_score`) is the safest strategy since it captures catches from both dropped and newly created comments. The progressive recall numbers in the main tables above use pooled scoring. - -## Caveats - -1. **Ground truth is under-counted.** The perturb stage asks for `n_per_error=2` (target 8 perturbations per paper), but the LLM often picks the same candidate span for both perturbations within an error type. The validator correctly rejects the duplicate, yielding ~4-5 valid perturbations per paper on average instead of 8. One short paper (paper_002) produced 0 perturbations due to a flaky LLM response. -2. **Fuzzy substring matching.** The score uses `_quote_coverage >= 0.75` to match the perturbed string against comment quotes, followed by an LLM-as-judge on the explanation. This can miss valid catches where the reviewer heavily paraphrases the quoted text. -3. **Cost reporting.** The `cost_usd` field comes from OpenRouter response metadata. Values for qwen are suspiciously low relative to token volume and may undercount actual billing. - diff --git a/benchmarks/perturbation/score.py b/benchmarks/perturbation/score.py index a388a4e..9e904f1 100644 --- a/benchmarks/perturbation/score.py +++ b/benchmarks/perturbation/score.py @@ -5,15 +5,16 @@ from rapidfuzz import fuzz from sentence_transformers import SentenceTransformer, util -# Fraction of the (normalized) perturbed string that must be covered by the -# (normalized) comment quote. Same coverage notion used by -# reviewer.utils.locate_comment_in_document. _FUZZY_QUOTE_THRESHOLD = 0.75 +_LLM_GATE_THRESHOLD = 0.7 -def score_review(perturbations: list[Perturbation], - review_comments: list[dict], - model: str, - method: str = "llm") -> PerturbationResult: + +def score_review(perturbations: list[Perturbation], + review_comments: list[dict], + model: str, + method: str = "llm", + threshold: int = 3, + substring_gate: bool = False) -> PerturbationResult: n_injected = len(perturbations) n_total_comments = len(review_comments) @@ -22,20 +23,24 @@ def score_review(perturbations: list[Perturbation], for p in perturbations: for comment in review_comments: - if not _substring_match(comment.get('quote', ''), p.perturbed): - continue - - if method == "llm": - explanation_match = _explanation_match_llm(comment.get('explanation', ''), p.why_wrong, model) - elif method == "fuzzy": + if substring_gate and not _llm_substring_gate( + comment.get('quote', ''), p.perturbed + ): + continue + if method == "fuzzy": explanation_match = _explanation_match_fuzzy(comment.get('explanation', ''), p.why_wrong) + elif method == "llm": + explanation_match = _explanation_match_llm( + comment.get('explanation', ''), p.why_wrong, model, + threshold=threshold, + ) elif method == "semantic": explanation_match = _explanation_match_semantic(comment.get('explanation', ''), p.why_wrong) if explanation_match: n_detected += 1 detected.append(p.perturbation_id) - break + break missed = [] for p in perturbations: @@ -47,24 +52,20 @@ def score_review(perturbations: list[Perturbation], return PerturbationResult(n_injected=n_injected, n_detected=n_detected, recall=recall, n_total_comments=n_total_comments, detected=detected, missed=missed) -def _substring_match(quote, perturbed) -> bool: - """Fuzzy substring match: True if `perturbed` is approximately contained - in `quote`. Tolerates dropped math delimiters, whitespace differences, - and minor formatting drift between the seeded perturbation and how a - reviewer ends up quoting the surrounding context. - - Same normalize+coverage scheme used by - ``reviewer.utils.locate_comment_in_document``. +def _llm_substring_gate(quote: str, perturbed: str, + threshold: float = _LLM_GATE_THRESHOLD) -> bool: + """Cheap pre-filter for the `llm` method: True if a meaningful chunk of + the reviewer's quote overlaps the perturbed text. """ if not quote or not perturbed: return False q = _normalize_for_match(quote) p = _normalize_for_match(perturbed) - if not p: + if not q or not p: return False - if p in q: + if q in p: return True - return _quote_coverage(p, q) >= _FUZZY_QUOTE_THRESHOLD + return _quote_coverage(q, p) >= threshold PROMPT = """ @@ -81,12 +82,12 @@ def _substring_match(quote, perturbed) -> bool: Reviewer explanation: {explanation} """ -def _explanation_match_llm(explanation, why_wrong, model) -> bool: +def _explanation_match_llm(explanation, why_wrong, model, threshold: int = 3) -> bool: prompt = PROMPT.format(explanation=explanation, why_wrong=why_wrong) response, usage = chat( messages=[{"role": "user", "content": prompt}], model=model, - max_tokens=8192, + max_tokens=16, ) try: @@ -94,7 +95,7 @@ def _explanation_match_llm(explanation, why_wrong, model) -> bool: except ValueError: return False - return score >= 3 + return score >= threshold def _explanation_match_fuzzy(explanation, why_wrong) -> bool: return fuzz.token_set_ratio(explanation, why_wrong) >= 70 diff --git a/src/reviewer/cli.py b/src/reviewer/cli.py index c5828d7..eac9d15 100644 --- a/src/reviewer/cli.py +++ b/src/reviewer/cli.py @@ -411,7 +411,12 @@ def cmd_score(args: argparse.Namespace) -> None: print(f"Scoring {len(comments)} comments against {len(perturbations)} perturbations...") - result = score_review(perturbations, comments, model=args.model, method=args.method) + result = score_review( + perturbations, comments, + model=args.model, method=args.method, + threshold=args.threshold, + substring_gate=args.substring_gate, + ) print(f"\n{'='*50}") print(f"PERTURBATION BENCHMARK RESULTS") @@ -439,6 +444,9 @@ def cmd_score(args: argparse.Namespace) -> None: "n_detected": result.n_detected, "recall": result.recall, "n_total_comments": result.n_total_comments, + "match_mode": args.method, + "threshold": args.threshold, + "substring_gate": args.substring_gate, "detected": result.detected, "missed": result.missed, } @@ -701,6 +709,14 @@ def main() -> None: "--method", choices=["llm", "fuzzy", "semantic"], default="llm", help="Score method (default: llm)", ) + score_parser.add_argument( + "--threshold", type=int, default=3, + help="LLM-judge minimum score (1-5) to count as detected (default: 3, llm method only)", + ) + score_parser.add_argument( + "--substring-gate", action="store_true", + help="Skip LLM judge for (comment, perturbation) pairs whose quote has no meaningful overlap with the perturbed text (llm method only)", + ) # install-skill subcommand install_parser = subparsers.add_parser( "install-skill", help="Install the /openaireview Claude Code skill" diff --git a/uv.lock b/uv.lock index 1cfb89c..1c7af6e 100644 --- a/uv.lock +++ b/uv.lock @@ -257,6 +257,75 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, ] +[[package]] +name = "cuda-bindings" +version = "13.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cuda-pathfinder", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/52/c8/b2589d68acf7e3d63e2be330b84bc25712e97ed799affbca7edd7eae25d6/cuda_bindings-13.2.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e865447abfb83d6a98ad5130ed3c70b1fc295ae3eeee39fd07b4ddb0671b6788", size = 5722404, upload-time = "2026-03-11T00:12:44.041Z" }, + { url = "https://files.pythonhosted.org/packages/1f/92/f899f7bbb5617bb65ec52a6eac1e9a1447a86b916c4194f8a5001b8cde0c/cuda_bindings-13.2.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:46d8776a55d6d5da9dd6e9858fba2efcda2abe6743871dee47dd06eb8cb6d955", size = 6320619, upload-time = "2026-03-11T00:12:45.939Z" }, + { url = "https://files.pythonhosted.org/packages/df/93/eef988860a3ca985f82c4f3174fc0cdd94e07331ba9a92e8e064c260337f/cuda_bindings-13.2.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6629ca2df6f795b784752409bcaedbd22a7a651b74b56a165ebc0c9dcbd504d0", size = 5614610, upload-time = "2026-03-11T00:12:50.337Z" }, + { url = "https://files.pythonhosted.org/packages/18/23/6db3aba46864aee357ab2415135b3fe3da7e9f1fa0221fa2a86a5968099c/cuda_bindings-13.2.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7dca0da053d3b4cc4869eff49c61c03f3c5dbaa0bcd712317a358d5b8f3f385d", size = 6149914, upload-time = "2026-03-11T00:12:52.374Z" }, + { url = "https://files.pythonhosted.org/packages/c0/87/87a014f045b77c6de5c8527b0757fe644417b184e5367db977236a141602/cuda_bindings-13.2.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a6464b30f46692d6c7f65d4a0e0450d81dd29de3afc1bb515653973d01c2cd6e", size = 5685673, upload-time = "2026-03-11T00:12:56.371Z" }, + { url = "https://files.pythonhosted.org/packages/ee/5e/c0fe77a73aaefd3fff25ffaccaac69c5a63eafdf8b9a4c476626ef0ac703/cuda_bindings-13.2.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f4af9f3e1be603fa12d5ad6cfca7844c9d230befa9792b5abdf7dd79979c3626", size = 6191386, upload-time = "2026-03-11T00:12:58.965Z" }, + { url = "https://files.pythonhosted.org/packages/5f/58/ed2c3b39c8dd5f96aa7a4abef0d47a73932c7a988e30f5fa428f00ed0da1/cuda_bindings-13.2.0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:df850a1ff8ce1b3385257b08e47b70e959932f5f432d0a4e46a355962b4e4771", size = 5507469, upload-time = "2026-03-11T00:13:04.063Z" }, + { url = "https://files.pythonhosted.org/packages/1f/01/0c941b112ceeb21439b05895eace78ca1aa2eaaf695c8521a068fd9b4c00/cuda_bindings-13.2.0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e8a16384c6494e5485f39314b0b4afb04bee48d49edb16d5d8593fd35bbd231b", size = 6059693, upload-time = "2026-03-11T00:13:06.003Z" }, +] + +[[package]] +name = "cuda-pathfinder" +version = "1.5.4" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/11/d0/c177e29701cf1d3008d7d2b16b5fc626592ce13bd535f8795c5f57187e0e/cuda_pathfinder-1.5.4-py3-none-any.whl", hash = "sha256:9563d3175ce1828531acf4b94e1c1c7d67208c347ca002493e2654878b26f4b7", size = 51657, upload-time = "2026-04-27T22:42:07.712Z" }, +] + +[[package]] +name = "cuda-toolkit" +version = "13.0.2" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/57/b2/453099f5f3b698d7d0eab38916aac44c7f76229f451709e2eb9db6615dcd/cuda_toolkit-13.0.2-py2.py3-none-any.whl", hash = "sha256:b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb", size = 2364, upload-time = "2025-12-19T23:24:07.328Z" }, +] + +[package.optional-dependencies] +cublas = [ + { name = "nvidia-cublas", marker = "sys_platform == 'linux'" }, +] +cudart = [ + { name = "nvidia-cuda-runtime", marker = "sys_platform == 'linux'" }, +] +cufft = [ + { name = "nvidia-cufft", marker = "sys_platform == 'linux'" }, +] +cufile = [ + { name = "nvidia-cufile", marker = "sys_platform == 'linux'" }, +] +cupti = [ + { name = "nvidia-cuda-cupti", marker = "sys_platform == 'linux'" }, +] +curand = [ + { name = "nvidia-curand", marker = "sys_platform == 'linux'" }, +] +cusolver = [ + { name = "nvidia-cusolver", marker = "sys_platform == 'linux'" }, +] +cusparse = [ + { name = "nvidia-cusparse", marker = "sys_platform == 'linux'" }, +] +nvjitlink = [ + { name = "nvidia-nvjitlink", marker = "sys_platform == 'linux'" }, +] +nvrtc = [ + { name = "nvidia-cuda-nvrtc", marker = "sys_platform == 'linux'" }, +] +nvtx = [ + { name = "nvidia-nvtx", marker = "sys_platform == 'linux'" }, +] + [[package]] name = "datasets" version = "4.8.4" @@ -589,6 +658,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/32/4b/b99e37f88336009971405cbb7630610322ed6fbfa31e1d7ab3fbf3049a2d/invoke-2.2.1-py3-none-any.whl", hash = "sha256:2413bc441b376e5cd3f55bb5d364f973ad8bdd7bf87e53c79de3c11bf3feecc8", size = 160287, upload-time = "2025-10-11T00:36:33.703Z" }, ] +[[package]] +name = "jinja2" +version = "3.1.6" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, +] + [[package]] name = "jiter" version = "0.13.0" @@ -657,6 +738,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/67/8a/a342b2f0251f3dac4ca17618265d93bf244a2a4d089126e81e4c1056ac50/jiter-0.13.0-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7bb00b6d26db67a05fe3e12c76edc75f32077fb51deed13822dc648fa373bc19", size = 343768, upload-time = "2026-02-02T12:37:55.055Z" }, ] +[[package]] +name = "joblib" +version = "1.5.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/41/f2/d34e8b3a08a9cc79a50b2208a93dce981fe615b64d5a4d4abee421d898df/joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3", size = 331603, upload-time = "2025-12-15T08:41:46.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7b/91/984aca2ec129e2757d1e4e3c81c3fcda9d0f85b74670a094cc443d9ee949/joblib-1.5.3-py3-none-any.whl", hash = "sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713", size = 309071, upload-time = "2025-12-15T08:41:44.973Z" }, +] + [[package]] name = "lxml" version = "6.0.2" @@ -749,6 +839,69 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147", size = 87321, upload-time = "2025-08-11T12:57:51.923Z" }, ] +[[package]] +name = "markupsafe" +version = "3.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7e/99/7690b6d4034fffd95959cbe0c02de8deb3098cc577c67bb6a24fe5d7caa7/markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698", size = 80313, upload-time = "2025-09-27T18:37:40.426Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5a/72/147da192e38635ada20e0a2e1a51cf8823d2119ce8883f7053879c2199b5/markupsafe-3.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e", size = 11615, upload-time = "2025-09-27T18:36:30.854Z" }, + { url = "https://files.pythonhosted.org/packages/9a/81/7e4e08678a1f98521201c3079f77db69fb552acd56067661f8c2f534a718/markupsafe-3.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce", size = 12020, upload-time = "2025-09-27T18:36:31.971Z" }, + { url = "https://files.pythonhosted.org/packages/1e/2c/799f4742efc39633a1b54a92eec4082e4f815314869865d876824c257c1e/markupsafe-3.0.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d", size = 24332, upload-time = "2025-09-27T18:36:32.813Z" }, + { url = "https://files.pythonhosted.org/packages/3c/2e/8d0c2ab90a8c1d9a24f0399058ab8519a3279d1bd4289511d74e909f060e/markupsafe-3.0.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d", size = 22947, upload-time = "2025-09-27T18:36:33.86Z" }, + { url = "https://files.pythonhosted.org/packages/2c/54/887f3092a85238093a0b2154bd629c89444f395618842e8b0c41783898ea/markupsafe-3.0.3-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a", size = 21962, upload-time = "2025-09-27T18:36:35.099Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2f/336b8c7b6f4a4d95e91119dc8521402461b74a485558d8f238a68312f11c/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b", size = 23760, upload-time = "2025-09-27T18:36:36.001Z" }, + { url = "https://files.pythonhosted.org/packages/32/43/67935f2b7e4982ffb50a4d169b724d74b62a3964bc1a9a527f5ac4f1ee2b/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f", size = 21529, upload-time = "2025-09-27T18:36:36.906Z" }, + { url = "https://files.pythonhosted.org/packages/89/e0/4486f11e51bbba8b0c041098859e869e304d1c261e59244baa3d295d47b7/markupsafe-3.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b", size = 23015, upload-time = "2025-09-27T18:36:37.868Z" }, + { url = "https://files.pythonhosted.org/packages/2f/e1/78ee7a023dac597a5825441ebd17170785a9dab23de95d2c7508ade94e0e/markupsafe-3.0.3-cp312-cp312-win32.whl", hash = "sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d", size = 14540, upload-time = "2025-09-27T18:36:38.761Z" }, + { url = "https://files.pythonhosted.org/packages/aa/5b/bec5aa9bbbb2c946ca2733ef9c4ca91c91b6a24580193e891b5f7dbe8e1e/markupsafe-3.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c", size = 15105, upload-time = "2025-09-27T18:36:39.701Z" }, + { url = "https://files.pythonhosted.org/packages/e5/f1/216fc1bbfd74011693a4fd837e7026152e89c4bcf3e77b6692fba9923123/markupsafe-3.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f", size = 13906, upload-time = "2025-09-27T18:36:40.689Z" }, + { url = "https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795", size = 11622, upload-time = "2025-09-27T18:36:41.777Z" }, + { url = "https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219", size = 12029, upload-time = "2025-09-27T18:36:43.257Z" }, + { url = "https://files.pythonhosted.org/packages/00/07/575a68c754943058c78f30db02ee03a64b3c638586fba6a6dd56830b30a3/markupsafe-3.0.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6", size = 24374, upload-time = "2025-09-27T18:36:44.508Z" }, + { url = "https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676", size = 22980, upload-time = "2025-09-27T18:36:45.385Z" }, + { url = "https://files.pythonhosted.org/packages/7f/71/544260864f893f18b6827315b988c146b559391e6e7e8f7252839b1b846a/markupsafe-3.0.3-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9", size = 21990, upload-time = "2025-09-27T18:36:46.916Z" }, + { url = "https://files.pythonhosted.org/packages/c2/28/b50fc2f74d1ad761af2f5dcce7492648b983d00a65b8c0e0cb457c82ebbe/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1", size = 23784, upload-time = "2025-09-27T18:36:47.884Z" }, + { url = "https://files.pythonhosted.org/packages/ed/76/104b2aa106a208da8b17a2fb72e033a5a9d7073c68f7e508b94916ed47a9/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc", size = 21588, upload-time = "2025-09-27T18:36:48.82Z" }, + { url = "https://files.pythonhosted.org/packages/b5/99/16a5eb2d140087ebd97180d95249b00a03aa87e29cc224056274f2e45fd6/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12", size = 23041, upload-time = "2025-09-27T18:36:49.797Z" }, + { url = "https://files.pythonhosted.org/packages/19/bc/e7140ed90c5d61d77cea142eed9f9c303f4c4806f60a1044c13e3f1471d0/markupsafe-3.0.3-cp313-cp313-win32.whl", hash = "sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed", size = 14543, upload-time = "2025-09-27T18:36:51.584Z" }, + { url = "https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5", size = 15113, upload-time = "2025-09-27T18:36:52.537Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3a/fa34a0f7cfef23cf9500d68cb7c32dd64ffd58a12b09225fb03dd37d5b80/markupsafe-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485", size = 13911, upload-time = "2025-09-27T18:36:53.513Z" }, + { url = "https://files.pythonhosted.org/packages/e4/d7/e05cd7efe43a88a17a37b3ae96e79a19e846f3f456fe79c57ca61356ef01/markupsafe-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73", size = 11658, upload-time = "2025-09-27T18:36:54.819Z" }, + { url = "https://files.pythonhosted.org/packages/99/9e/e412117548182ce2148bdeacdda3bb494260c0b0184360fe0d56389b523b/markupsafe-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37", size = 12066, upload-time = "2025-09-27T18:36:55.714Z" }, + { url = "https://files.pythonhosted.org/packages/bc/e6/fa0ffcda717ef64a5108eaa7b4f5ed28d56122c9a6d70ab8b72f9f715c80/markupsafe-3.0.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19", size = 25639, upload-time = "2025-09-27T18:36:56.908Z" }, + { url = "https://files.pythonhosted.org/packages/96/ec/2102e881fe9d25fc16cb4b25d5f5cde50970967ffa5dddafdb771237062d/markupsafe-3.0.3-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025", size = 23569, upload-time = "2025-09-27T18:36:57.913Z" }, + { url = "https://files.pythonhosted.org/packages/4b/30/6f2fce1f1f205fc9323255b216ca8a235b15860c34b6798f810f05828e32/markupsafe-3.0.3-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6", size = 23284, upload-time = "2025-09-27T18:36:58.833Z" }, + { url = "https://files.pythonhosted.org/packages/58/47/4a0ccea4ab9f5dcb6f79c0236d954acb382202721e704223a8aafa38b5c8/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f", size = 24801, upload-time = "2025-09-27T18:36:59.739Z" }, + { url = "https://files.pythonhosted.org/packages/6a/70/3780e9b72180b6fecb83a4814d84c3bf4b4ae4bf0b19c27196104149734c/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb", size = 22769, upload-time = "2025-09-27T18:37:00.719Z" }, + { url = "https://files.pythonhosted.org/packages/98/c5/c03c7f4125180fc215220c035beac6b9cb684bc7a067c84fc69414d315f5/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009", size = 23642, upload-time = "2025-09-27T18:37:01.673Z" }, + { url = "https://files.pythonhosted.org/packages/80/d6/2d1b89f6ca4bff1036499b1e29a1d02d282259f3681540e16563f27ebc23/markupsafe-3.0.3-cp313-cp313t-win32.whl", hash = "sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354", size = 14612, upload-time = "2025-09-27T18:37:02.639Z" }, + { url = "https://files.pythonhosted.org/packages/2b/98/e48a4bfba0a0ffcf9925fe2d69240bfaa19c6f7507b8cd09c70684a53c1e/markupsafe-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218", size = 15200, upload-time = "2025-09-27T18:37:03.582Z" }, + { url = "https://files.pythonhosted.org/packages/0e/72/e3cc540f351f316e9ed0f092757459afbc595824ca724cbc5a5d4263713f/markupsafe-3.0.3-cp313-cp313t-win_arm64.whl", hash = "sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287", size = 13973, upload-time = "2025-09-27T18:37:04.929Z" }, + { url = "https://files.pythonhosted.org/packages/33/8a/8e42d4838cd89b7dde187011e97fe6c3af66d8c044997d2183fbd6d31352/markupsafe-3.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe", size = 11619, upload-time = "2025-09-27T18:37:06.342Z" }, + { url = "https://files.pythonhosted.org/packages/b5/64/7660f8a4a8e53c924d0fa05dc3a55c9cee10bbd82b11c5afb27d44b096ce/markupsafe-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026", size = 12029, upload-time = "2025-09-27T18:37:07.213Z" }, + { url = "https://files.pythonhosted.org/packages/da/ef/e648bfd021127bef5fa12e1720ffed0c6cbb8310c8d9bea7266337ff06de/markupsafe-3.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737", size = 24408, upload-time = "2025-09-27T18:37:09.572Z" }, + { url = "https://files.pythonhosted.org/packages/41/3c/a36c2450754618e62008bf7435ccb0f88053e07592e6028a34776213d877/markupsafe-3.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97", size = 23005, upload-time = "2025-09-27T18:37:10.58Z" }, + { url = "https://files.pythonhosted.org/packages/bc/20/b7fdf89a8456b099837cd1dc21974632a02a999ec9bf7ca3e490aacd98e7/markupsafe-3.0.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d", size = 22048, upload-time = "2025-09-27T18:37:11.547Z" }, + { url = "https://files.pythonhosted.org/packages/9a/a7/591f592afdc734f47db08a75793a55d7fbcc6902a723ae4cfbab61010cc5/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda", size = 23821, upload-time = "2025-09-27T18:37:12.48Z" }, + { url = "https://files.pythonhosted.org/packages/7d/33/45b24e4f44195b26521bc6f1a82197118f74df348556594bd2262bda1038/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf", size = 21606, upload-time = "2025-09-27T18:37:13.485Z" }, + { url = "https://files.pythonhosted.org/packages/ff/0e/53dfaca23a69fbfbbf17a4b64072090e70717344c52eaaaa9c5ddff1e5f0/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe", size = 23043, upload-time = "2025-09-27T18:37:14.408Z" }, + { url = "https://files.pythonhosted.org/packages/46/11/f333a06fc16236d5238bfe74daccbca41459dcd8d1fa952e8fbd5dccfb70/markupsafe-3.0.3-cp314-cp314-win32.whl", hash = "sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9", size = 14747, upload-time = "2025-09-27T18:37:15.36Z" }, + { url = "https://files.pythonhosted.org/packages/28/52/182836104b33b444e400b14f797212f720cbc9ed6ba34c800639d154e821/markupsafe-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581", size = 15341, upload-time = "2025-09-27T18:37:16.496Z" }, + { url = "https://files.pythonhosted.org/packages/6f/18/acf23e91bd94fd7b3031558b1f013adfa21a8e407a3fdb32745538730382/markupsafe-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4", size = 14073, upload-time = "2025-09-27T18:37:17.476Z" }, + { url = "https://files.pythonhosted.org/packages/3c/f0/57689aa4076e1b43b15fdfa646b04653969d50cf30c32a102762be2485da/markupsafe-3.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab", size = 11661, upload-time = "2025-09-27T18:37:18.453Z" }, + { url = "https://files.pythonhosted.org/packages/89/c3/2e67a7ca217c6912985ec766c6393b636fb0c2344443ff9d91404dc4c79f/markupsafe-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175", size = 12069, upload-time = "2025-09-27T18:37:19.332Z" }, + { url = "https://files.pythonhosted.org/packages/f0/00/be561dce4e6ca66b15276e184ce4b8aec61fe83662cce2f7d72bd3249d28/markupsafe-3.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634", size = 25670, upload-time = "2025-09-27T18:37:20.245Z" }, + { url = "https://files.pythonhosted.org/packages/50/09/c419f6f5a92e5fadde27efd190eca90f05e1261b10dbd8cbcb39cd8ea1dc/markupsafe-3.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50", size = 23598, upload-time = "2025-09-27T18:37:21.177Z" }, + { url = "https://files.pythonhosted.org/packages/22/44/a0681611106e0b2921b3033fc19bc53323e0b50bc70cffdd19f7d679bb66/markupsafe-3.0.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e", size = 23261, upload-time = "2025-09-27T18:37:22.167Z" }, + { url = "https://files.pythonhosted.org/packages/5f/57/1b0b3f100259dc9fffe780cfb60d4be71375510e435efec3d116b6436d43/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5", size = 24835, upload-time = "2025-09-27T18:37:23.296Z" }, + { url = "https://files.pythonhosted.org/packages/26/6a/4bf6d0c97c4920f1597cc14dd720705eca0bf7c787aebc6bb4d1bead5388/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523", size = 22733, upload-time = "2025-09-27T18:37:24.237Z" }, + { url = "https://files.pythonhosted.org/packages/14/c7/ca723101509b518797fedc2fdf79ba57f886b4aca8a7d31857ba3ee8281f/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc", size = 23672, upload-time = "2025-09-27T18:37:25.271Z" }, + { url = "https://files.pythonhosted.org/packages/fb/df/5bd7a48c256faecd1d36edc13133e51397e41b73bb77e1a69deab746ebac/markupsafe-3.0.3-cp314-cp314t-win32.whl", hash = "sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d", size = 14819, upload-time = "2025-09-27T18:37:26.285Z" }, + { url = "https://files.pythonhosted.org/packages/1a/8a/0402ba61a2f16038b48b39bccca271134be00c5c9f0f623208399333c448/markupsafe-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9", size = 15426, upload-time = "2025-09-27T18:37:27.316Z" }, + { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" }, +] + [[package]] name = "mdurl" version = "0.1.2" @@ -991,6 +1144,155 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/1f/b6/7c0d4334c15983cec7f92a69e8ce9b1e6f31857e5ee3a413ac424e6bd63d/numpy-2.4.3-cp314-cp314t-win_arm64.whl", hash = "sha256:4d382735cecd7bcf090172489a525cd7d4087bc331f7df9f60ddc9a296cf208e", size = 10565454, upload-time = "2026-03-09T07:58:33.031Z" }, ] +[[package]] +name = "nvidia-cublas" +version = "13.1.0.3" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e1/a5/fce49e2ae977e0ccc084e5adafceb4f0ac0c8333cb6863501618a7277f67/nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c86fc7f7ae36d7528288c5d88098edcb7b02c633d262e7ddbb86b0ad91be5df2", size = 542851226, upload-time = "2025-10-09T08:59:04.818Z" }, + { url = "https://files.pythonhosted.org/packages/e7/44/423ac00af4dd95a5aeb27207e2c0d9b7118702149bf4704c3ddb55bb7429/nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:ee8722c1f0145ab246bccb9e452153b5e0515fd094c3678df50b2a0888b8b171", size = 423133236, upload-time = "2025-10-09T08:59:32.536Z" }, +] + +[[package]] +name = "nvidia-cuda-cupti" +version = "13.0.85" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/2a/80353b103fc20ce05ef51e928daed4b6015db4aaa9162ed0997090fe2250/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_aarch64.whl", hash = "sha256:796bd679890ee55fb14a94629b698b6db54bcfd833d391d5e94017dd9d7d3151", size = 10310827, upload-time = "2025-09-04T08:26:42.012Z" }, + { url = "https://files.pythonhosted.org/packages/33/6d/737d164b4837a9bbd202f5ae3078975f0525a55730fe871d8ed4e3b952b0/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_x86_64.whl", hash = "sha256:4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8", size = 10715597, upload-time = "2025-09-04T08:26:51.312Z" }, +] + +[[package]] +name = "nvidia-cuda-nvrtc" +version = "13.0.88" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c3/68/483a78f5e8f31b08fb1bb671559968c0ca3a065ac7acabfc7cee55214fd6/nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:ad9b6d2ead2435f11cbb6868809d2adeeee302e9bb94bcf0539c7a40d80e8575", size = 90215200, upload-time = "2025-09-04T08:28:44.204Z" }, + { url = "https://files.pythonhosted.org/packages/b7/dc/6bb80850e0b7edd6588d560758f17e0550893a1feaf436807d64d2da040f/nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d27f20a0ca67a4bb34268a5e951033496c5b74870b868bacd046b1b8e0c3267b", size = 43015449, upload-time = "2025-09-04T08:28:20.239Z" }, +] + +[[package]] +name = "nvidia-cuda-runtime" +version = "13.0.96" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/87/4f/17d7b9b8e285199c58ce28e31b5c5bbaa4d8271af06a89b6405258245de2/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ef9bcbe90493a2b9d810e43d249adb3d02e98dd30200d86607d8d02687c43f55", size = 2261060, upload-time = "2025-10-09T08:55:15.78Z" }, + { url = "https://files.pythonhosted.org/packages/2e/24/d1558f3b68b1d26e706813b1d10aa1d785e4698c425af8db8edc3dced472/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548", size = 2243632, upload-time = "2025-10-09T08:55:36.117Z" }, +] + +[[package]] +name = "nvidia-cudnn-cu13" +version = "9.19.0.56" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cublas", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/f1/84/26025437c1e6b61a707442184fa0c03d083b661adf3a3eecfd6d21677740/nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:6ed29ffaee1176c612daf442e4dd6cfeb6a0caa43ddcbeb59da94953030b1be4", size = 433781201, upload-time = "2026-02-03T20:40:53.805Z" }, + { url = "https://files.pythonhosted.org/packages/a3/22/0b4b932655d17a6da1b92fa92ab12844b053bb2ac2475e179ba6f043da1e/nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:d20e1734305e9d68889a96e3f35094d733ff1f83932ebe462753973e53a572bf", size = 366066321, upload-time = "2026-02-03T20:44:52.837Z" }, +] + +[[package]] +name = "nvidia-cufft" +version = "12.0.0.61" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-nvjitlink", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/8b/ae/f417a75c0259e85c1d2f83ca4e960289a5f814ed0cea74d18c353d3e989d/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5", size = 214053554, upload-time = "2025-09-04T08:31:38.196Z" }, + { url = "https://files.pythonhosted.org/packages/a8/2f/7b57e29836ea8714f81e9898409196f47d772d5ddedddf1592eadb8ab743/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3", size = 214085489, upload-time = "2025-09-04T08:31:56.044Z" }, +] + +[[package]] +name = "nvidia-cufile" +version = "1.15.1.6" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3f/70/4f193de89a48b71714e74602ee14d04e4019ad36a5a9f20c425776e72cd6/nvidia_cufile-1.15.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44", size = 1223672, upload-time = "2025-09-04T08:32:22.779Z" }, + { url = "https://files.pythonhosted.org/packages/ab/73/cc4a14c9813a8a0d509417cf5f4bdaba76e924d58beb9864f5a7baceefbf/nvidia_cufile-1.15.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1", size = 1136992, upload-time = "2025-09-04T08:32:14.119Z" }, +] + +[[package]] +name = "nvidia-curand" +version = "10.4.0.35" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/72/7c2ae24fb6b63a32e6ae5d241cc65263ea18d08802aaae087d9f013335a2/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a", size = 61962106, upload-time = "2025-08-04T10:21:41.128Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9f/be0a41ca4a4917abf5cb9ae0daff1a6060cc5de950aec0396de9f3b52bc5/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc", size = 59544258, upload-time = "2025-08-04T10:22:03.992Z" }, +] + +[[package]] +name = "nvidia-cusolver" +version = "12.0.4.66" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cublas", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, + { name = "nvidia-cusparse", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, + { name = "nvidia-nvjitlink", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/c3/b30c9e935fc01e3da443ec0116ed1b2a009bb867f5324d3f2d7e533e776b/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2", size = 223467760, upload-time = "2025-09-04T08:33:04.222Z" }, + { url = "https://files.pythonhosted.org/packages/5f/67/cba3777620cdacb99102da4042883709c41c709f4b6323c10781a9c3aa34/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112", size = 200941980, upload-time = "2025-09-04T08:33:22.767Z" }, +] + +[[package]] +name = "nvidia-cusparse" +version = "12.6.3.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-nvjitlink", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/f8/94/5c26f33738ae35276672f12615a64bd008ed5be6d1ebcb23579285d960a9/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c", size = 162155568, upload-time = "2025-09-04T08:33:42.864Z" }, + { url = "https://files.pythonhosted.org/packages/fa/18/623c77619c31d62efd55302939756966f3ecc8d724a14dab2b75f1508850/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b", size = 145942937, upload-time = "2025-09-04T08:33:58.029Z" }, +] + +[[package]] +name = "nvidia-cusparselt-cu13" +version = "0.8.0" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/46/10/8dcd1175260706a2fc92a16a52e306b71d4c1ea0b0cc4a9484183399818a/nvidia_cusparselt_cu13-0.8.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:400c6ed1cf6780fc6efedd64ec9f1345871767e6a1a0a552a1ea0578117ea77c", size = 220791277, upload-time = "2025-08-13T19:22:40.982Z" }, + { url = "https://files.pythonhosted.org/packages/fd/53/43b0d71f4e702fa9733f8b4571fdca50a8813f1e450b656c239beff12315/nvidia_cusparselt_cu13-0.8.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:25e30a8a7323935d4ad0340b95a0b69926eee755767e8e0b1cf8dd85b197d3fd", size = 169884119, upload-time = "2025-08-13T19:23:41.967Z" }, +] + +[[package]] +name = "nvidia-nccl-cu13" +version = "2.28.9" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/39/55/1920646a2e43ffd4fc958536b276197ed740e9e0c54105b4bb3521591fc7/nvidia_nccl_cu13-2.28.9-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:01c873ba1626b54caa12272ed228dc5b2781545e0ae8ba3f432a8ef1c6d78643", size = 196561677, upload-time = "2025-11-18T05:49:03.45Z" }, + { url = "https://files.pythonhosted.org/packages/b0/b4/878fefaad5b2bcc6fcf8d474a25e3e3774bc5133e4b58adff4d0bca238bc/nvidia_nccl_cu13-2.28.9-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:e4553a30f34195f3fa1da02a6da3d6337d28f2003943aa0a3d247bbc25fefc42", size = 196493177, upload-time = "2025-11-18T05:49:17.677Z" }, +] + +[[package]] +name = "nvidia-nvjitlink" +version = "13.0.88" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/56/7a/123e033aaff487c77107195fa5a2b8686795ca537935a24efae476c41f05/nvidia_nvjitlink-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:13a74f429e23b921c1109976abefacc69835f2f433ebd323d3946e11d804e47b", size = 40713933, upload-time = "2025-09-04T08:35:43.553Z" }, + { url = "https://files.pythonhosted.org/packages/ab/2c/93c5250e64df4f894f1cbb397c6fd71f79813f9fd79d7cd61de3f97b3c2d/nvidia_nvjitlink-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e931536ccc7d467a98ba1d8b89ff7fa7f1fa3b13f2b0069118cd7f47bff07d0c", size = 38768748, upload-time = "2025-09-04T08:35:20.008Z" }, +] + +[[package]] +name = "nvidia-nvshmem-cu13" +version = "3.4.5" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/0f/05cc9c720236dcd2db9c1ab97fff629e96821be2e63103569da0c9b72f19/nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9", size = 60215947, upload-time = "2025-09-06T00:32:20.022Z" }, + { url = "https://files.pythonhosted.org/packages/3c/35/a9bf80a609e74e3b000fef598933235c908fcefcef9026042b8e6dfde2a9/nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80", size = 60412546, upload-time = "2025-09-06T00:32:41.564Z" }, +] + +[[package]] +name = "nvidia-nvtx" +version = "13.0.85" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c2/f3/d86c845465a2723ad7e1e5c36dcd75ddb82898b3f53be47ebd429fb2fa5d/nvidia_nvtx-13.0.85-py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4", size = 148047, upload-time = "2025-09-04T08:29:01.761Z" }, + { url = "https://files.pythonhosted.org/packages/a8/64/3708a90d1ebe202ffdeb7185f878a3c84d15c2b2c31858da2ce0583e2def/nvidia_nvtx-13.0.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6", size = 148878, upload-time = "2025-09-04T08:28:53.627Z" }, +] + [[package]] name = "onnxruntime" version = "1.24.3" @@ -1063,6 +1365,8 @@ dependencies = [ benchmarks = [ { name = "datasets" }, { name = "pyyaml" }, + { name = "rapidfuzz" }, + { name = "sentence-transformers" }, ] deepseek = [ { name = "deepseek-ocr-cli" }, @@ -1089,6 +1393,8 @@ requires-dist = [ { name = "python-docx", specifier = ">=1.1.0" }, { name = "python-dotenv", specifier = ">=1.2.1" }, { name = "pyyaml", marker = "extra == 'benchmarks'", specifier = ">=6.0" }, + { name = "rapidfuzz", marker = "extra == 'benchmarks'", specifier = ">=3.0" }, + { name = "sentence-transformers", marker = "extra == 'benchmarks'", specifier = ">=3.0" }, { name = "tiktoken", specifier = ">=0.12.0" }, ] provides-extras = ["mistral", "deepseek", "dev", "benchmarks"] @@ -1715,6 +2021,69 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" }, ] +[[package]] +name = "rapidfuzz" +version = "3.14.5" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/2c/21/ef6157213316e85790041254259907eb722e00b03480256c0545d98acd33/rapidfuzz-3.14.5.tar.gz", hash = "sha256:ba10ac57884ce82112f7ed910b67e7fb6072d8ef2c06e30dc63c0f604a112e0e", size = 57901753, upload-time = "2026-04-07T11:16:31.931Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d3/e3/574435c6aafb80254c191ef40d7aca2cb2bb97a095ec9395e9fa59ac307a/rapidfuzz-3.14.5-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:0d3378f471ef440473a396ce2f8e97ee12f89a78b495540e0a5617bbfe895638", size = 1944601, upload-time = "2026-04-07T11:14:18.771Z" }, + { url = "https://files.pythonhosted.org/packages/d0/1f/fbad3102a255ecc112ce9a7e779bacab7fd14398217be8868dc9082ba363/rapidfuzz-3.14.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1e910eebca9fd0eba245c0555e764597e8a0cccb673a92da2dc2397050725f48", size = 1164293, upload-time = "2026-04-07T11:14:20.534Z" }, + { url = "https://files.pythonhosted.org/packages/88/37/a3eb7ff6121ed3a5f199a8c38cc86c8e481816f879cb0e0b738b078c9a7e/rapidfuzz-3.14.5-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:01550fe5f60fd176aa66b7611289d46dc4aa4b1b904874c7b6d1d54e581c5ec1", size = 1371999, upload-time = "2026-04-07T11:14:22.63Z" }, + { url = "https://files.pythonhosted.org/packages/79/72/97a9728c711c7c1b06e107d3f0623880fb4ef90e147ed13c551a1730e7cc/rapidfuzz-3.14.5-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:48bee0b91bebfaec41e1081e351000659ab7570cc4598d617aa04d5bf827f9e6", size = 3145715, upload-time = "2026-04-07T11:14:24.508Z" }, + { url = "https://files.pythonhosted.org/packages/ed/54/d5caabbea233ac90c286c87c260e49d7641467e87438a18d858e41c82e91/rapidfuzz-3.14.5-cp312-cp312-manylinux_2_39_riscv64.whl", hash = "sha256:7e580cb04ad849ae9b786fa21383c6b994b6e6c1444ad1cb9f22392759d72741", size = 1456304, upload-time = "2026-04-07T11:14:26.515Z" }, + { url = "https://files.pythonhosted.org/packages/fc/a7/2d1a81250ac8c01a0100c026018e76f0e7a097ff63e4c553e02a6938c6fb/rapidfuzz-3.14.5-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:09d6c9ba091854f07817055d795d604179c12a8f308ba4c7d56f3719dfea1646", size = 2389089, upload-time = "2026-04-07T11:14:28.635Z" }, + { url = "https://files.pythonhosted.org/packages/65/0d/c47c3872203ae88e6506997c0b576ad731f5261daa25d559be09c9756658/rapidfuzz-3.14.5-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:1e989f86113be66574113b9c7bdf4793f3f863d248e47d911b355e05ca6b6b10", size = 2493404, upload-time = "2026-04-07T11:14:30.577Z" }, + { url = "https://files.pythonhosted.org/packages/8f/2f/71e0a5a3130792146c8a200a2dd1e52aa16f7c1074012e17f2601eea9a90/rapidfuzz-3.14.5-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0ebd1a18e2e47bc0b292a07e6ed9c3642f8aaa672d12253885f599b50807a4f9", size = 4251709, upload-time = "2026-04-07T11:14:32.451Z" }, + { url = "https://files.pythonhosted.org/packages/86/45/d39874901abacef325adb5b34ae416817c8486dfb4fb87c7a9b74ec5b072/rapidfuzz-3.14.5-cp312-cp312-win32.whl", hash = "sha256:9981d38a703b86f0e315a3cd229fd1906fe1d91c989ed121fb975b3c849f89f5", size = 1710069, upload-time = "2026-04-07T11:14:34.37Z" }, + { url = "https://files.pythonhosted.org/packages/85/0b/f65572c53de8a1c704bda707f63a447b67bdbe95d7cdc70d18885e191df5/rapidfuzz-3.14.5-cp312-cp312-win_amd64.whl", hash = "sha256:d8375e3da319593389727c3187ccaf3e0e84199accc530866b8e0f2b79af05e9", size = 1540630, upload-time = "2026-04-07T11:14:36.287Z" }, + { url = "https://files.pythonhosted.org/packages/5e/c3/143be3a578f989758cae516f3270d5cbb49783a7bfdf57cc27a670e00456/rapidfuzz-3.14.5-cp312-cp312-win_arm64.whl", hash = "sha256:478b59bb018a6780d73f33e38d0b3ec5e968a6c1ed42876b993dd456b7aa20e8", size = 813137, upload-time = "2026-04-07T11:14:38.289Z" }, + { url = "https://files.pythonhosted.org/packages/11/66/252803f2010ba699618cdc048b6e1f7cc1f433c08b4a9a17579b92ab0142/rapidfuzz-3.14.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ebd8fd343bf8492a1e60bcb6dc99f90f74f65d98d8241a6b3e1fed225b76ecd6", size = 1940205, upload-time = "2026-04-07T11:14:40.319Z" }, + { url = "https://files.pythonhosted.org/packages/ea/59/b2afd98e41af9cd54554a4c1c423d84cdd60e6b1c0a09496f033b55f60ec/rapidfuzz-3.14.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6737b35d5af7479c5bf9710f7b17edd9d2c43128d974d25fb4ea653e42c64609", size = 1159639, upload-time = "2026-04-07T11:14:42.52Z" }, + { url = "https://files.pythonhosted.org/packages/a3/31/7aa7e62c4c516a7af322ed0c4f0774208b72d457d0cfec808bad0df12f4a/rapidfuzz-3.14.5-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b002c7994cc9f2bc9d9856f0fbaee6e8072c983873846c92f25cefba5b2a925f", size = 1367194, upload-time = "2026-04-07T11:14:44.25Z" }, + { url = "https://files.pythonhosted.org/packages/90/79/2fc252a63bc91d3c3b234d0a3a6ad4ebc460037a23cdcdaf9285f986e6c9/rapidfuzz-3.14.5-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:17a34330cd2a538c1ce5d400b61ba358c5b72c654b928ff87b362e88f8b864c7", size = 3151805, upload-time = "2026-04-07T11:14:46.21Z" }, + { url = "https://files.pythonhosted.org/packages/17/54/0c83508f2683ea70e2d05f8527eb07328acf7bb1e9d97a3bece5702378e7/rapidfuzz-3.14.5-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:95d937e74c1a7a1287dfb03b62a827be08ede10a155cf1af73bbf47f2b73ee6e", size = 1455667, upload-time = "2026-04-07T11:14:47.991Z" }, + { url = "https://files.pythonhosted.org/packages/71/1b/070175e873177814d58850a01ebe80e20ae11e93eb4da894d563988660fa/rapidfuzz-3.14.5-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:46b92a9970dcc34f0096901c792644094cab49554ac3547f35e3aebbdf0a3610", size = 2388246, upload-time = "2026-04-07T11:14:50.098Z" }, + { url = "https://files.pythonhosted.org/packages/c9/dd/77caf7aaf9c2be050ad1f128d7c24ff0f59079aa62c5f62f9df41c0af45e/rapidfuzz-3.14.5-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:e012177c8e8a8a0754ae0d6027d63042aa5ff036d9f40f07cb3466a6082e21b8", size = 2494333, upload-time = "2026-04-07T11:14:52.303Z" }, + { url = "https://files.pythonhosted.org/packages/2c/e2/dd7e1f2aa31a8fbbfc16b0610af1d770ffaf1287490f3c8c5b1c52da264f/rapidfuzz-3.14.5-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a2ae6f53f99c9a0eca7a0afc5b4e45fc73bc1dd4ac74c00509031d76df80ed98", size = 4258579, upload-time = "2026-04-07T11:14:54.538Z" }, + { url = "https://files.pythonhosted.org/packages/9c/0a/ac99e1ba347ba0e85e0bb60b74231d55fb93c0eff43f2920ccb413d0be08/rapidfuzz-3.14.5-cp313-cp313-win32.whl", hash = "sha256:4a60f0057231188e3bd30216f7b4e0f279b11fa4ec818bb6c1d9f014d1562fbc", size = 1709231, upload-time = "2026-04-07T11:14:56.524Z" }, + { url = "https://files.pythonhosted.org/packages/cf/cb/0e251d731b3166378644238e8f0cf9e89858c024e19f75ca9f7e3ae83fd5/rapidfuzz-3.14.5-cp313-cp313-win_amd64.whl", hash = "sha256:11bfc2ed8fbe4ab86bd516fadefab126f90e6dcadffa761739fcb304707dfd35", size = 1538519, upload-time = "2026-04-07T11:14:58.635Z" }, + { url = "https://files.pythonhosted.org/packages/30/6f/4548132acc947db6d5346a248e44a8b3a22d608ef30e770fb578caaf2d00/rapidfuzz-3.14.5-cp313-cp313-win_arm64.whl", hash = "sha256:b486b5218808f6f4dc471b114b1054e63553db69705c97da0271f47bd706aedd", size = 812628, upload-time = "2026-04-07T11:15:00.552Z" }, + { url = "https://files.pythonhosted.org/packages/00/60/69b177577290c5eab892c6f75fe89c3aff3f9ae80298a78d9372b1cecb9a/rapidfuzz-3.14.5-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:39ef8658aaf67d51667e7bdaf7096f432333377d8302ac43c70b5df8a4cf89b8", size = 1970231, upload-time = "2026-04-07T11:15:02.603Z" }, + { url = "https://files.pythonhosted.org/packages/48/38/2fd790052659cc4e2907b63c25433f0987864b445c1aeec1a302ef5ad948/rapidfuzz-3.14.5-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:9ad37a0be705b544af6296da8edddc260d10a8ae5462530fc9991f66498bb1f9", size = 1194394, upload-time = "2026-04-07T11:15:04.572Z" }, + { url = "https://files.pythonhosted.org/packages/80/f4/28430ad8472fc3536e8ebd51a864a226e979cfe924c6e3f83d111373aa74/rapidfuzz-3.14.5-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d45e06f60729e07d9b20c205f7e5cff90b6ef2584e852eecf46e045aea69627d", size = 1377051, upload-time = "2026-04-07T11:15:06.728Z" }, + { url = "https://files.pythonhosted.org/packages/77/7e/9aeacabcfd1e77397968362e5b98fe14248b8307011136b17daf99752a8e/rapidfuzz-3.14.5-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e52da10236aa6212de71b9e170bace65b64b129c0dea7fc243d6c9ce976f5074", size = 3160565, upload-time = "2026-04-07T11:15:08.667Z" }, + { url = "https://files.pythonhosted.org/packages/56/f4/db4dd7be0cd2f2022117ac5407d905f435d60e48baaea313a567ad27e865/rapidfuzz-3.14.5-cp313-cp313t-manylinux_2_39_riscv64.whl", hash = "sha256:440d30faaf682ca496170a7f0cc5453ec942e3e079f0fd802c9a7f938dfb50a3", size = 1442113, upload-time = "2026-04-07T11:15:11.138Z" }, + { url = "https://files.pythonhosted.org/packages/a4/99/0e9f6aa57f3e32a767216f797e56dc96b720fcecfb9d8ee907ecc82f8d66/rapidfuzz-3.14.5-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:56227a61fd3d17b0cd9793132431f3a3d07c8654be96794ba9f89fe0fc8b2d09", size = 2396618, upload-time = "2026-04-07T11:15:13.154Z" }, + { url = "https://files.pythonhosted.org/packages/60/94/44a78e39ffce17cbdd3e2b53b696acc751d5d153be0f499d052b07a4d904/rapidfuzz-3.14.5-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:2e83cd2e25bb4edd97b689d9979d9c3acccdaaf26ceac08212ceece202febcfa", size = 2478220, upload-time = "2026-04-07T11:15:15.193Z" }, + { url = "https://files.pythonhosted.org/packages/dd/df/454311469a09a507e9d784a35796742bec22e4cebe75551e2da4e0e290fd/rapidfuzz-3.14.5-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:af3b859726cd3374287e405e14b9634563c078c5531a4f62375508addebddad1", size = 4265027, upload-time = "2026-04-07T11:15:17.28Z" }, + { url = "https://files.pythonhosted.org/packages/fc/01/175465a9ab3e3b70ba669058372f009d1d49c1746e2dcd56b69df188d3a5/rapidfuzz-3.14.5-cp313-cp313t-win32.whl", hash = "sha256:8ce1d850b3c0178440efde9e884d98421b5e87ff925f364d6d79e23910d7593f", size = 1766814, upload-time = "2026-04-07T11:15:19.687Z" }, + { url = "https://files.pythonhosted.org/packages/1b/a0/a9b84a47af06ebed94a1439eb2f02adebfb8628bcd30af1fe3e02f5ef56c/rapidfuzz-3.14.5-cp313-cp313t-win_amd64.whl", hash = "sha256:c84af70bcf34e99aee894e46a0f1ac77f17d0ef828179c387407642e2466d28a", size = 1582448, upload-time = "2026-04-07T11:15:21.98Z" }, + { url = "https://files.pythonhosted.org/packages/1e/f1/5937800238b3f8248e70860d79f69ba8f73e764fff47e36bc9e2f26dbcc6/rapidfuzz-3.14.5-cp313-cp313t-win_arm64.whl", hash = "sha256:aac0ad28c686a5e72b81668b906c030ee28050b244544b8af68e12fb32543895", size = 832932, upload-time = "2026-04-07T11:15:24.358Z" }, + { url = "https://files.pythonhosted.org/packages/81/41/aa3ffb3355e62e1bf91f6599b3092e866bc88487a07c524004943c7676df/rapidfuzz-3.14.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1a31cc6d7d03e7318a0974c038959c59e19c752b81115f2e9138b3331cd64d45", size = 1943327, upload-time = "2026-04-07T11:15:26.266Z" }, + { url = "https://files.pythonhosted.org/packages/2d/e1/c2141f1840a41e07ad2db6f724945f8f8ff3065463899a22939152dd6e09/rapidfuzz-3.14.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0298d357e2bc59d572da4db0bc631009b6f8f6c9bc8c11e99a12b833f16b6575", size = 1161755, upload-time = "2026-04-07T11:15:28.659Z" }, + { url = "https://files.pythonhosted.org/packages/ca/07/66e753eeaa353161d1d331b7dd517bb349b0bacfebe8496d7b26be26f81f/rapidfuzz-3.14.5-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:59b3dba758661a318995655435c6ab20a04ade79fa51e75bc8dc107cac8df280", size = 1376571, upload-time = "2026-04-07T11:15:31.225Z" }, + { url = "https://files.pythonhosted.org/packages/c8/85/9535df0b78ba51f478c9ce7eb6d1f85535cc31fe356773b48fd9d3e563ca/rapidfuzz-3.14.5-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4900143d82071bdda533b00300c40b14b963ff826b3642cc463b6dd0f036585e", size = 3156468, upload-time = "2026-04-07T11:15:33.428Z" }, + { url = "https://files.pythonhosted.org/packages/81/ee/b667eb93bba6dc4e0de658edd778e1619dc4d6aab68fa5e5c7f075152735/rapidfuzz-3.14.5-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:feedf219672eef83ea6be6f3bb093bba396a8560fc75be85ba225f082903df0a", size = 1458311, upload-time = "2026-04-07T11:15:35.557Z" }, + { url = "https://files.pythonhosted.org/packages/7d/ce/479074f5624364a48df3403c538797ef22d3ac49c19dc76c3f79fcdcc70c/rapidfuzz-3.14.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:419e4397a36e2665ec992d8d64c20ba4b2a42500c76ecadeca78a4f19cb9cc32", size = 2398228, upload-time = "2026-04-07T11:15:37.669Z" }, + { url = "https://files.pythonhosted.org/packages/0b/15/a8982f649150fffbdcd6f17565974501f6ab33b2795267bffbd4a7ba905b/rapidfuzz-3.14.5-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:97131ab2be39043054ee28d99e09efe316e6d53449b7e962dfcf3c2de8b2b246", size = 2497226, upload-time = "2026-04-07T11:15:39.857Z" }, + { url = "https://files.pythonhosted.org/packages/19/52/5267c03ef6759831b7d4625a0c9c06e87baa2fae084b61ac9c388858317b/rapidfuzz-3.14.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:593c00dac4e30231c35bf3b4f1da8ec0998762e9e94425586a5d636fcd57f9d0", size = 4262283, upload-time = "2026-04-07T11:15:42.279Z" }, + { url = "https://files.pythonhosted.org/packages/71/c0/2579f343a97f5254c43bb5853baccc01488357dcb64a27bcb869b7888a4a/rapidfuzz-3.14.5-cp314-cp314-win32.whl", hash = "sha256:0084b687b02b4e569b46d8d6d4ad25659528e6081cd6d067ca453a69035f07e4", size = 1744614, upload-time = "2026-04-07T11:15:44.498Z" }, + { url = "https://files.pythonhosted.org/packages/17/eb/8edfed1e80119dc9c35b11df4bc701eea85622ad681fff0263b6961d3224/rapidfuzz-3.14.5-cp314-cp314-win_amd64.whl", hash = "sha256:5dfa89d78f22cd773054caff44827b846161a29f2dcf7e78b8f90d086621e502", size = 1588971, upload-time = "2026-04-07T11:15:46.86Z" }, + { url = "https://files.pythonhosted.org/packages/f6/04/5676df93c85cfa57a3045d8047318df9f3cd58c7b8a99340dd95f874795e/rapidfuzz-3.14.5-cp314-cp314-win_arm64.whl", hash = "sha256:67f3f9d2b444268ab53e47d31bab89954888d23c04c6789f2c727e51fe4b1d13", size = 834985, upload-time = "2026-04-07T11:15:49.411Z" }, + { url = "https://files.pythonhosted.org/packages/f7/0d/4a8988cea658fe335048ddef8c876addff1b6daa3c9ca8ad65a5a2196e69/rapidfuzz-3.14.5-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:77eac0526899b3c3ad1454bb2b03cdb491d67358ec8ef0c9c48bd61b632b431d", size = 1972517, upload-time = "2026-04-07T11:15:51.819Z" }, + { url = "https://files.pythonhosted.org/packages/1c/a3/f5cfd9965a9d9a9e32249159797c47b5d6299ea6d1629f9126b25f1c10a3/rapidfuzz-3.14.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:b9c6bd754d11f6e78ac54e3d86b4b11dc1ba2f13e5fc958899574532897f5a99", size = 1196056, upload-time = "2026-04-07T11:15:54.292Z" }, + { url = "https://files.pythonhosted.org/packages/64/07/561c2e40cfd10e6630a7b0ac5a2a813aef50d944bcd1f3d260319d659d5b/rapidfuzz-3.14.5-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:738c96944d076deeaff70e92b65696ab4f7ecb8081d7791c5403a3257dfaf8ff", size = 1374732, upload-time = "2026-04-07T11:15:56.584Z" }, + { url = "https://files.pythonhosted.org/packages/c2/39/123bb94fee40e2fb3b7c49b80827c7ef42d838e18def3fc2fef5a3cf817a/rapidfuzz-3.14.5-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f4c1bca487a17fe4226b4ffb2d30e799d2b274d692cffa76bd0746f56235fca3", size = 3166902, upload-time = "2026-04-07T11:15:58.768Z" }, + { url = "https://files.pythonhosted.org/packages/75/0a/45716fafc9fd2e028cf20b5ac5bc704887081cd312f84edb0e325599414b/rapidfuzz-3.14.5-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:af6a90a4ed2a48fa1a2d17e9d824e6c7c950bea5bad0b707c77fd55751e6bfef", size = 1452130, upload-time = "2026-04-07T11:16:01.453Z" }, + { url = "https://files.pythonhosted.org/packages/ca/49/4e96c413114398481c0a5b0086af32c364a18613c9a2ea578d17c4bea4ee/rapidfuzz-3.14.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bf5018938208d4597b2e679a4f8cff9fd252f1df53583130ae56281a21801b64", size = 2396308, upload-time = "2026-04-07T11:16:03.588Z" }, + { url = "https://files.pythonhosted.org/packages/89/b7/49fea9fc6878d59bd259d01dd1972d9b86117992b1c66d9b16f0a65273c3/rapidfuzz-3.14.5-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c0919d1f89ddf91129906705723118ea09754171e4116f5a5dbc667c7bc9b261", size = 2488210, upload-time = "2026-04-07T11:16:05.871Z" }, + { url = "https://files.pythonhosted.org/packages/0c/44/a1f732b93ffacbdad077b7c801149549b2938e1bece6addb5ad85ed74df8/rapidfuzz-3.14.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:93d8da883a35116d6813432177f35e570db5b0a5e30ecb0cbd7cb39c815735df", size = 4270621, upload-time = "2026-04-07T11:16:08.483Z" }, + { url = "https://files.pythonhosted.org/packages/bb/ce/ff942d19fce5385054650bb71a58495ddda299d94661ccc4e6e7fa44868b/rapidfuzz-3.14.5-cp314-cp314t-win32.whl", hash = "sha256:0f23e37019ec07712d58976b1ab2b889f8649a7f7c2f626a2f34ea9139e79279", size = 1803950, upload-time = "2026-04-07T11:16:10.873Z" }, + { url = "https://files.pythonhosted.org/packages/5c/0f/9aafc63f9661222b819b391c187eed29fc90ad5935f9690e5ecc2d2047a4/rapidfuzz-3.14.5-cp314-cp314t-win_amd64.whl", hash = "sha256:7d5ca9c7832e6879a707296d1463685f7c243a27846227044504741640caec66", size = 1632357, upload-time = "2026-04-07T11:16:13.1Z" }, + { url = "https://files.pythonhosted.org/packages/70/a6/51fc1b0e61e3326e1c68a61cfd0c6b3c34c843681c4b1eefbf0596f59162/rapidfuzz-3.14.5-cp314-cp314t-win_arm64.whl", hash = "sha256:3e91dcd2549b8f8d843f98ba03a17e01f3d8b72ce942adbbb6761bc58ffce813", size = 855409, upload-time = "2026-04-07T11:16:15.787Z" }, +] + [[package]] name = "regex" version = "2026.2.19" @@ -1831,6 +2200,161 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/19/71/39c7c0d87f8d4e6c020a393182060eaefeeae6c01dab6a84ec346f2567df/rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90", size = 242424, upload-time = "2024-11-01T16:43:55.817Z" }, ] +[[package]] +name = "safetensors" +version = "0.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/29/9c/6e74567782559a63bd040a236edca26fd71bc7ba88de2ef35d75df3bca5e/safetensors-0.7.0.tar.gz", hash = "sha256:07663963b67e8bd9f0b8ad15bb9163606cd27cc5a1b96235a50d8369803b96b0", size = 200878, upload-time = "2025-11-19T15:18:43.199Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fa/47/aef6c06649039accf914afef490268e1067ed82be62bcfa5b7e886ad15e8/safetensors-0.7.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:c82f4d474cf725255d9e6acf17252991c3c8aac038d6ef363a4bf8be2f6db517", size = 467781, upload-time = "2025-11-19T15:18:35.84Z" }, + { url = "https://files.pythonhosted.org/packages/e8/00/374c0c068e30cd31f1e1b46b4b5738168ec79e7689ca82ee93ddfea05109/safetensors-0.7.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:94fd4858284736bb67a897a41608b5b0c2496c9bdb3bf2af1fa3409127f20d57", size = 447058, upload-time = "2025-11-19T15:18:34.416Z" }, + { url = "https://files.pythonhosted.org/packages/f1/06/578ffed52c2296f93d7fd2d844cabfa92be51a587c38c8afbb8ae449ca89/safetensors-0.7.0-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e07d91d0c92a31200f25351f4acb2bc6aff7f48094e13ebb1d0fb995b54b6542", size = 491748, upload-time = "2025-11-19T15:18:09.79Z" }, + { url = "https://files.pythonhosted.org/packages/ae/33/1debbbb70e4791dde185edb9413d1fe01619255abb64b300157d7f15dddd/safetensors-0.7.0-cp38-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8469155f4cb518bafb4acf4865e8bb9d6804110d2d9bdcaa78564b9fd841e104", size = 503881, upload-time = "2025-11-19T15:18:16.145Z" }, + { url = "https://files.pythonhosted.org/packages/8e/1c/40c2ca924d60792c3be509833df711b553c60effbd91da6f5284a83f7122/safetensors-0.7.0-cp38-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:54bef08bf00a2bff599982f6b08e8770e09cc012d7bba00783fc7ea38f1fb37d", size = 623463, upload-time = "2025-11-19T15:18:21.11Z" }, + { url = "https://files.pythonhosted.org/packages/9b/3a/13784a9364bd43b0d61eef4bea2845039bc2030458b16594a1bd787ae26e/safetensors-0.7.0-cp38-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:42cb091236206bb2016d245c377ed383aa7f78691748f3bb6ee1bfa51ae2ce6a", size = 532855, upload-time = "2025-11-19T15:18:25.719Z" }, + { url = "https://files.pythonhosted.org/packages/a0/60/429e9b1cb3fc651937727befe258ea24122d9663e4d5709a48c9cbfceecb/safetensors-0.7.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dac7252938f0696ddea46f5e855dd3138444e82236e3be475f54929f0c510d48", size = 507152, upload-time = "2025-11-19T15:18:33.023Z" }, + { url = "https://files.pythonhosted.org/packages/3c/a8/4b45e4e059270d17af60359713ffd83f97900d45a6afa73aaa0d737d48b6/safetensors-0.7.0-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1d060c70284127fa805085d8f10fbd0962792aed71879d00864acda69dbab981", size = 541856, upload-time = "2025-11-19T15:18:31.075Z" }, + { url = "https://files.pythonhosted.org/packages/06/87/d26d8407c44175d8ae164a95b5a62707fcc445f3c0c56108e37d98070a3d/safetensors-0.7.0-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:cdab83a366799fa730f90a4ebb563e494f28e9e92c4819e556152ad55e43591b", size = 674060, upload-time = "2025-11-19T15:18:37.211Z" }, + { url = "https://files.pythonhosted.org/packages/11/f5/57644a2ff08dc6325816ba7217e5095f17269dada2554b658442c66aed51/safetensors-0.7.0-cp38-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:672132907fcad9f2aedcb705b2d7b3b93354a2aec1b2f706c4db852abe338f85", size = 771715, upload-time = "2025-11-19T15:18:38.689Z" }, + { url = "https://files.pythonhosted.org/packages/86/31/17883e13a814bd278ae6e266b13282a01049b0c81341da7fd0e3e71a80a3/safetensors-0.7.0-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:5d72abdb8a4d56d4020713724ba81dac065fedb7f3667151c4a637f1d3fb26c0", size = 714377, upload-time = "2025-11-19T15:18:40.162Z" }, + { url = "https://files.pythonhosted.org/packages/4a/d8/0c8a7dc9b41dcac53c4cbf9df2b9c83e0e0097203de8b37a712b345c0be5/safetensors-0.7.0-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b0f6d66c1c538d5a94a73aa9ddca8ccc4227e6c9ff555322ea40bdd142391dd4", size = 677368, upload-time = "2025-11-19T15:18:41.627Z" }, + { url = "https://files.pythonhosted.org/packages/05/e5/cb4b713c8a93469e3c5be7c3f8d77d307e65fe89673e731f5c2bfd0a9237/safetensors-0.7.0-cp38-abi3-win32.whl", hash = "sha256:c74af94bf3ac15ac4d0f2a7c7b4663a15f8c2ab15ed0fc7531ca61d0835eccba", size = 326423, upload-time = "2025-11-19T15:18:45.74Z" }, + { url = "https://files.pythonhosted.org/packages/5d/e6/ec8471c8072382cb91233ba7267fd931219753bb43814cbc71757bfd4dab/safetensors-0.7.0-cp38-abi3-win_amd64.whl", hash = "sha256:d1239932053f56f3456f32eb9625590cc7582e905021f94636202a864d470755", size = 341380, upload-time = "2025-11-19T15:18:44.427Z" }, +] + +[[package]] +name = "scikit-learn" +version = "1.8.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "joblib" }, + { name = "numpy" }, + { name = "scipy" }, + { name = "threadpoolctl" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/0e/d4/40988bf3b8e34feec1d0e6a051446b1f66225f8529b9309becaeef62b6c4/scikit_learn-1.8.0.tar.gz", hash = "sha256:9bccbb3b40e3de10351f8f5068e105d0f4083b1a65fa07b6634fbc401a6287fd", size = 7335585, upload-time = "2025-12-10T07:08:53.618Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/90/74/e6a7cc4b820e95cc38cf36cd74d5aa2b42e8ffc2d21fe5a9a9c45c1c7630/scikit_learn-1.8.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:5fb63362b5a7ddab88e52b6dbb47dac3fd7dafeee740dc6c8d8a446ddedade8e", size = 8548242, upload-time = "2025-12-10T07:07:51.568Z" }, + { url = "https://files.pythonhosted.org/packages/49/d8/9be608c6024d021041c7f0b3928d4749a706f4e2c3832bbede4fb4f58c95/scikit_learn-1.8.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:5025ce924beccb28298246e589c691fe1b8c1c96507e6d27d12c5fadd85bfd76", size = 8079075, upload-time = "2025-12-10T07:07:53.697Z" }, + { url = "https://files.pythonhosted.org/packages/dd/47/f187b4636ff80cc63f21cd40b7b2d177134acaa10f6bb73746130ee8c2e5/scikit_learn-1.8.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4496bb2cf7a43ce1a2d7524a79e40bc5da45cf598dbf9545b7e8316ccba47bb4", size = 8660492, upload-time = "2025-12-10T07:07:55.574Z" }, + { url = "https://files.pythonhosted.org/packages/97/74/b7a304feb2b49df9fafa9382d4d09061a96ee9a9449a7cbea7988dda0828/scikit_learn-1.8.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a0bcfe4d0d14aec44921545fd2af2338c7471de9cb701f1da4c9d85906ab847a", size = 8931904, upload-time = "2025-12-10T07:07:57.666Z" }, + { url = "https://files.pythonhosted.org/packages/9f/c4/0ab22726a04ede56f689476b760f98f8f46607caecff993017ac1b64aa5d/scikit_learn-1.8.0-cp312-cp312-win_amd64.whl", hash = "sha256:35c007dedb2ffe38fe3ee7d201ebac4a2deccd2408e8621d53067733e3c74809", size = 8019359, upload-time = "2025-12-10T07:07:59.838Z" }, + { url = "https://files.pythonhosted.org/packages/24/90/344a67811cfd561d7335c1b96ca21455e7e472d281c3c279c4d3f2300236/scikit_learn-1.8.0-cp312-cp312-win_arm64.whl", hash = "sha256:8c497fff237d7b4e07e9ef1a640887fa4fb765647f86fbe00f969ff6280ce2bb", size = 7641898, upload-time = "2025-12-10T07:08:01.36Z" }, + { url = "https://files.pythonhosted.org/packages/03/aa/e22e0768512ce9255eba34775be2e85c2048da73da1193e841707f8f039c/scikit_learn-1.8.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0d6ae97234d5d7079dc0040990a6f7aeb97cb7fa7e8945f1999a429b23569e0a", size = 8513770, upload-time = "2025-12-10T07:08:03.251Z" }, + { url = "https://files.pythonhosted.org/packages/58/37/31b83b2594105f61a381fc74ca19e8780ee923be2d496fcd8d2e1147bd99/scikit_learn-1.8.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:edec98c5e7c128328124a029bceb09eda2d526997780fef8d65e9a69eead963e", size = 8044458, upload-time = "2025-12-10T07:08:05.336Z" }, + { url = "https://files.pythonhosted.org/packages/2d/5a/3f1caed8765f33eabb723596666da4ebbf43d11e96550fb18bdec42b467b/scikit_learn-1.8.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:74b66d8689d52ed04c271e1329f0c61635bcaf5b926db9b12d58914cdc01fe57", size = 8610341, upload-time = "2025-12-10T07:08:07.732Z" }, + { url = "https://files.pythonhosted.org/packages/38/cf/06896db3f71c75902a8e9943b444a56e727418f6b4b4a90c98c934f51ed4/scikit_learn-1.8.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8fdf95767f989b0cfedb85f7ed8ca215d4be728031f56ff5a519ee1e3276dc2e", size = 8900022, upload-time = "2025-12-10T07:08:09.862Z" }, + { url = "https://files.pythonhosted.org/packages/1c/f9/9b7563caf3ec8873e17a31401858efab6b39a882daf6c1bfa88879c0aa11/scikit_learn-1.8.0-cp313-cp313-win_amd64.whl", hash = "sha256:2de443b9373b3b615aec1bb57f9baa6bb3a9bd093f1269ba95c17d870422b271", size = 7989409, upload-time = "2025-12-10T07:08:12.028Z" }, + { url = "https://files.pythonhosted.org/packages/49/bd/1f4001503650e72c4f6009ac0c4413cb17d2d601cef6f71c0453da2732fc/scikit_learn-1.8.0-cp313-cp313-win_arm64.whl", hash = "sha256:eddde82a035681427cbedded4e6eff5e57fa59216c2e3e90b10b19ab1d0a65c3", size = 7619760, upload-time = "2025-12-10T07:08:13.688Z" }, + { url = "https://files.pythonhosted.org/packages/d2/7d/a630359fc9dcc95496588c8d8e3245cc8fd81980251079bc09c70d41d951/scikit_learn-1.8.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:7cc267b6108f0a1499a734167282c00c4ebf61328566b55ef262d48e9849c735", size = 8826045, upload-time = "2025-12-10T07:08:15.215Z" }, + { url = "https://files.pythonhosted.org/packages/cc/56/a0c86f6930cfcd1c7054a2bc417e26960bb88d32444fe7f71d5c2cfae891/scikit_learn-1.8.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:fe1c011a640a9f0791146011dfd3c7d9669785f9fed2b2a5f9e207536cf5c2fd", size = 8420324, upload-time = "2025-12-10T07:08:17.561Z" }, + { url = "https://files.pythonhosted.org/packages/46/1e/05962ea1cebc1cf3876667ecb14c283ef755bf409993c5946ade3b77e303/scikit_learn-1.8.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72358cce49465d140cc4e7792015bb1f0296a9742d5622c67e31399b75468b9e", size = 8680651, upload-time = "2025-12-10T07:08:19.952Z" }, + { url = "https://files.pythonhosted.org/packages/fe/56/a85473cd75f200c9759e3a5f0bcab2d116c92a8a02ee08ccd73b870f8bb4/scikit_learn-1.8.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:80832434a6cc114f5219211eec13dcbc16c2bac0e31ef64c6d346cde3cf054cb", size = 8925045, upload-time = "2025-12-10T07:08:22.11Z" }, + { url = "https://files.pythonhosted.org/packages/cc/b7/64d8cfa896c64435ae57f4917a548d7ac7a44762ff9802f75a79b77cb633/scikit_learn-1.8.0-cp313-cp313t-win_amd64.whl", hash = "sha256:ee787491dbfe082d9c3013f01f5991658b0f38aa8177e4cd4bf434c58f551702", size = 8507994, upload-time = "2025-12-10T07:08:23.943Z" }, + { url = "https://files.pythonhosted.org/packages/5e/37/e192ea709551799379958b4c4771ec507347027bb7c942662c7fbeba31cb/scikit_learn-1.8.0-cp313-cp313t-win_arm64.whl", hash = "sha256:bf97c10a3f5a7543f9b88cbf488d33d175e9146115a451ae34568597ba33dcde", size = 7869518, upload-time = "2025-12-10T07:08:25.71Z" }, + { url = "https://files.pythonhosted.org/packages/24/05/1af2c186174cc92dcab2233f327336058c077d38f6fe2aceb08e6ab4d509/scikit_learn-1.8.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:c22a2da7a198c28dd1a6e1136f19c830beab7fdca5b3e5c8bba8394f8a5c45b3", size = 8528667, upload-time = "2025-12-10T07:08:27.541Z" }, + { url = "https://files.pythonhosted.org/packages/a8/25/01c0af38fe969473fb292bba9dc2b8f9b451f3112ff242c647fee3d0dfe7/scikit_learn-1.8.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:6b595b07a03069a2b1740dc08c2299993850ea81cce4fe19b2421e0c970de6b7", size = 8066524, upload-time = "2025-12-10T07:08:29.822Z" }, + { url = "https://files.pythonhosted.org/packages/be/ce/a0623350aa0b68647333940ee46fe45086c6060ec604874e38e9ab7d8e6c/scikit_learn-1.8.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:29ffc74089f3d5e87dfca4c2c8450f88bdc61b0fc6ed5d267f3988f19a1309f6", size = 8657133, upload-time = "2025-12-10T07:08:31.865Z" }, + { url = "https://files.pythonhosted.org/packages/b8/cb/861b41341d6f1245e6ca80b1c1a8c4dfce43255b03df034429089ca2a2c5/scikit_learn-1.8.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fb65db5d7531bccf3a4f6bec3462223bea71384e2cda41da0f10b7c292b9e7c4", size = 8923223, upload-time = "2025-12-10T07:08:34.166Z" }, + { url = "https://files.pythonhosted.org/packages/76/18/a8def8f91b18cd1ba6e05dbe02540168cb24d47e8dcf69e8d00b7da42a08/scikit_learn-1.8.0-cp314-cp314-win_amd64.whl", hash = "sha256:56079a99c20d230e873ea40753102102734c5953366972a71d5cb39a32bc40c6", size = 8096518, upload-time = "2025-12-10T07:08:36.339Z" }, + { url = "https://files.pythonhosted.org/packages/d1/77/482076a678458307f0deb44e29891d6022617b2a64c840c725495bee343f/scikit_learn-1.8.0-cp314-cp314-win_arm64.whl", hash = "sha256:3bad7565bc9cf37ce19a7c0d107742b320c1285df7aab1a6e2d28780df167242", size = 7754546, upload-time = "2025-12-10T07:08:38.128Z" }, + { url = "https://files.pythonhosted.org/packages/2d/d1/ef294ca754826daa043b2a104e59960abfab4cf653891037d19dd5b6f3cf/scikit_learn-1.8.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:4511be56637e46c25721e83d1a9cea9614e7badc7040c4d573d75fbe257d6fd7", size = 8848305, upload-time = "2025-12-10T07:08:41.013Z" }, + { url = "https://files.pythonhosted.org/packages/5b/e2/b1f8b05138ee813b8e1a4149f2f0d289547e60851fd1bb268886915adbda/scikit_learn-1.8.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:a69525355a641bf8ef136a7fa447672fb54fe8d60cab5538d9eb7c6438543fb9", size = 8432257, upload-time = "2025-12-10T07:08:42.873Z" }, + { url = "https://files.pythonhosted.org/packages/26/11/c32b2138a85dcb0c99f6afd13a70a951bfdff8a6ab42d8160522542fb647/scikit_learn-1.8.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c2656924ec73e5939c76ac4c8b026fc203b83d8900362eb2599d8aee80e4880f", size = 8678673, upload-time = "2025-12-10T07:08:45.362Z" }, + { url = "https://files.pythonhosted.org/packages/c7/57/51f2384575bdec454f4fe4e7a919d696c9ebce914590abf3e52d47607ab8/scikit_learn-1.8.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:15fc3b5d19cc2be65404786857f2e13c70c83dd4782676dd6814e3b89dc8f5b9", size = 8922467, upload-time = "2025-12-10T07:08:47.408Z" }, + { url = "https://files.pythonhosted.org/packages/35/4d/748c9e2872637a57981a04adc038dacaa16ba8ca887b23e34953f0b3f742/scikit_learn-1.8.0-cp314-cp314t-win_amd64.whl", hash = "sha256:00d6f1d66fbcf4eba6e356e1420d33cc06c70a45bb1363cd6f6a8e4ebbbdece2", size = 8774395, upload-time = "2025-12-10T07:08:49.337Z" }, + { url = "https://files.pythonhosted.org/packages/60/22/d7b2ebe4704a5e50790ba089d5c2ae308ab6bb852719e6c3bd4f04c3a363/scikit_learn-1.8.0-cp314-cp314t-win_arm64.whl", hash = "sha256:f28dd15c6bb0b66ba09728cf09fd8736c304be29409bd8445a080c1280619e8c", size = 8002647, upload-time = "2025-12-10T07:08:51.601Z" }, +] + +[[package]] +name = "scipy" +version = "1.17.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/35/48/b992b488d6f299dbe3f11a20b24d3dda3d46f1a635ede1c46b5b17a7b163/scipy-1.17.1-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8", size = 31610954, upload-time = "2026-02-23T00:17:49.855Z" }, + { url = "https://files.pythonhosted.org/packages/b2/02/cf107b01494c19dc100f1d0b7ac3cc08666e96ba2d64db7626066cee895e/scipy-1.17.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76", size = 28172662, upload-time = "2026-02-23T00:18:01.64Z" }, + { url = "https://files.pythonhosted.org/packages/cf/a9/599c28631bad314d219cf9ffd40e985b24d603fc8a2f4ccc5ae8419a535b/scipy-1.17.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086", size = 20344366, upload-time = "2026-02-23T00:18:12.015Z" }, + { url = "https://files.pythonhosted.org/packages/35/f5/906eda513271c8deb5af284e5ef0206d17a96239af79f9fa0aebfe0e36b4/scipy-1.17.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b", size = 22704017, upload-time = "2026-02-23T00:18:21.502Z" }, + { url = "https://files.pythonhosted.org/packages/da/34/16f10e3042d2f1d6b66e0428308ab52224b6a23049cb2f5c1756f713815f/scipy-1.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21", size = 32927842, upload-time = "2026-02-23T00:18:35.367Z" }, + { url = "https://files.pythonhosted.org/packages/01/8e/1e35281b8ab6d5d72ebe9911edcdffa3f36b04ed9d51dec6dd140396e220/scipy-1.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458", size = 35235890, upload-time = "2026-02-23T00:18:49.188Z" }, + { url = "https://files.pythonhosted.org/packages/c5/5c/9d7f4c88bea6e0d5a4f1bc0506a53a00e9fcb198de372bfe4d3652cef482/scipy-1.17.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb", size = 35003557, upload-time = "2026-02-23T00:18:54.74Z" }, + { url = "https://files.pythonhosted.org/packages/65/94/7698add8f276dbab7a9de9fb6b0e02fc13ee61d51c7c3f85ac28b65e1239/scipy-1.17.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea", size = 37625856, upload-time = "2026-02-23T00:19:00.307Z" }, + { url = "https://files.pythonhosted.org/packages/a2/84/dc08d77fbf3d87d3ee27f6a0c6dcce1de5829a64f2eae85a0ecc1f0daa73/scipy-1.17.1-cp312-cp312-win_amd64.whl", hash = "sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87", size = 36549682, upload-time = "2026-02-23T00:19:07.67Z" }, + { url = "https://files.pythonhosted.org/packages/bc/98/fe9ae9ffb3b54b62559f52dedaebe204b408db8109a8c66fdd04869e6424/scipy-1.17.1-cp312-cp312-win_arm64.whl", hash = "sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3", size = 24547340, upload-time = "2026-02-23T00:19:12.024Z" }, + { url = "https://files.pythonhosted.org/packages/76/27/07ee1b57b65e92645f219b37148a7e7928b82e2b5dbeccecb4dff7c64f0b/scipy-1.17.1-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c", size = 31590199, upload-time = "2026-02-23T00:19:17.192Z" }, + { url = "https://files.pythonhosted.org/packages/ec/ae/db19f8ab842e9b724bf5dbb7db29302a91f1e55bc4d04b1025d6d605a2c5/scipy-1.17.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f", size = 28154001, upload-time = "2026-02-23T00:19:22.241Z" }, + { url = "https://files.pythonhosted.org/packages/5b/58/3ce96251560107b381cbd6e8413c483bbb1228a6b919fa8652b0d4090e7f/scipy-1.17.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d", size = 20325719, upload-time = "2026-02-23T00:19:26.329Z" }, + { url = "https://files.pythonhosted.org/packages/b2/83/15087d945e0e4d48ce2377498abf5ad171ae013232ae31d06f336e64c999/scipy-1.17.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b", size = 22683595, upload-time = "2026-02-23T00:19:30.304Z" }, + { url = "https://files.pythonhosted.org/packages/b4/e0/e58fbde4a1a594c8be8114eb4aac1a55bcd6587047efc18a61eb1f5c0d30/scipy-1.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6", size = 32896429, upload-time = "2026-02-23T00:19:35.536Z" }, + { url = "https://files.pythonhosted.org/packages/f5/5f/f17563f28ff03c7b6799c50d01d5d856a1d55f2676f537ca8d28c7f627cd/scipy-1.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464", size = 35203952, upload-time = "2026-02-23T00:19:42.259Z" }, + { url = "https://files.pythonhosted.org/packages/8d/a5/9afd17de24f657fdfe4df9a3f1ea049b39aef7c06000c13db1530d81ccca/scipy-1.17.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950", size = 34979063, upload-time = "2026-02-23T00:19:47.547Z" }, + { url = "https://files.pythonhosted.org/packages/8b/13/88b1d2384b424bf7c924f2038c1c409f8d88bb2a8d49d097861dd64a57b2/scipy-1.17.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369", size = 37598449, upload-time = "2026-02-23T00:19:53.238Z" }, + { url = "https://files.pythonhosted.org/packages/35/e5/d6d0e51fc888f692a35134336866341c08655d92614f492c6860dc45bb2c/scipy-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448", size = 36510943, upload-time = "2026-02-23T00:20:50.89Z" }, + { url = "https://files.pythonhosted.org/packages/2a/fd/3be73c564e2a01e690e19cc618811540ba5354c67c8680dce3281123fb79/scipy-1.17.1-cp313-cp313-win_arm64.whl", hash = "sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87", size = 24545621, upload-time = "2026-02-23T00:20:55.871Z" }, + { url = "https://files.pythonhosted.org/packages/6f/6b/17787db8b8114933a66f9dcc479a8272e4b4da75fe03b0c282f7b0ade8cd/scipy-1.17.1-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a", size = 31936708, upload-time = "2026-02-23T00:19:58.694Z" }, + { url = "https://files.pythonhosted.org/packages/38/2e/524405c2b6392765ab1e2b722a41d5da33dc5c7b7278184a8ad29b6cb206/scipy-1.17.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0", size = 28570135, upload-time = "2026-02-23T00:20:03.934Z" }, + { url = "https://files.pythonhosted.org/packages/fd/c3/5bd7199f4ea8556c0c8e39f04ccb014ac37d1468e6cfa6a95c6b3562b76e/scipy-1.17.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce", size = 20741977, upload-time = "2026-02-23T00:20:07.935Z" }, + { url = "https://files.pythonhosted.org/packages/d9/b8/8ccd9b766ad14c78386599708eb745f6b44f08400a5fd0ade7cf89b6fc93/scipy-1.17.1-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6", size = 23029601, upload-time = "2026-02-23T00:20:12.161Z" }, + { url = "https://files.pythonhosted.org/packages/6d/a0/3cb6f4d2fb3e17428ad2880333cac878909ad1a89f678527b5328b93c1d4/scipy-1.17.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e", size = 33019667, upload-time = "2026-02-23T00:20:17.208Z" }, + { url = "https://files.pythonhosted.org/packages/f3/c3/2d834a5ac7bf3a0c806ad1508efc02dda3c8c61472a56132d7894c312dea/scipy-1.17.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475", size = 35264159, upload-time = "2026-02-23T00:20:23.087Z" }, + { url = "https://files.pythonhosted.org/packages/4d/77/d3ed4becfdbd217c52062fafe35a72388d1bd82c2d0ba5ca19d6fcc93e11/scipy-1.17.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50", size = 35102771, upload-time = "2026-02-23T00:20:28.636Z" }, + { url = "https://files.pythonhosted.org/packages/bd/12/d19da97efde68ca1ee5538bb261d5d2c062f0c055575128f11a2730e3ac1/scipy-1.17.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca", size = 37665910, upload-time = "2026-02-23T00:20:34.743Z" }, + { url = "https://files.pythonhosted.org/packages/06/1c/1172a88d507a4baaf72c5a09bb6c018fe2ae0ab622e5830b703a46cc9e44/scipy-1.17.1-cp313-cp313t-win_amd64.whl", hash = "sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c", size = 36562980, upload-time = "2026-02-23T00:20:40.575Z" }, + { url = "https://files.pythonhosted.org/packages/70/b0/eb757336e5a76dfa7911f63252e3b7d1de00935d7705cf772db5b45ec238/scipy-1.17.1-cp313-cp313t-win_arm64.whl", hash = "sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49", size = 24856543, upload-time = "2026-02-23T00:20:45.313Z" }, + { url = "https://files.pythonhosted.org/packages/cf/83/333afb452af6f0fd70414dc04f898647ee1423979ce02efa75c3b0f2c28e/scipy-1.17.1-cp314-cp314-macosx_10_14_x86_64.whl", hash = "sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717", size = 31584510, upload-time = "2026-02-23T00:21:01.015Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a6/d05a85fd51daeb2e4ea71d102f15b34fedca8e931af02594193ae4fd25f7/scipy-1.17.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9", size = 28170131, upload-time = "2026-02-23T00:21:05.888Z" }, + { url = "https://files.pythonhosted.org/packages/db/7b/8624a203326675d7746a254083a187398090a179335b2e4a20e2ddc46e83/scipy-1.17.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b", size = 20342032, upload-time = "2026-02-23T00:21:09.904Z" }, + { url = "https://files.pythonhosted.org/packages/c9/35/2c342897c00775d688d8ff3987aced3426858fd89d5a0e26e020b660b301/scipy-1.17.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866", size = 22678766, upload-time = "2026-02-23T00:21:14.313Z" }, + { url = "https://files.pythonhosted.org/packages/ef/f2/7cdb8eb308a1a6ae1e19f945913c82c23c0c442a462a46480ce487fdc0ac/scipy-1.17.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350", size = 32957007, upload-time = "2026-02-23T00:21:19.663Z" }, + { url = "https://files.pythonhosted.org/packages/0b/2e/7eea398450457ecb54e18e9d10110993fa65561c4f3add5e8eccd2b9cd41/scipy-1.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118", size = 35221333, upload-time = "2026-02-23T00:21:25.278Z" }, + { url = "https://files.pythonhosted.org/packages/d9/77/5b8509d03b77f093a0d52e606d3c4f79e8b06d1d38c441dacb1e26cacf46/scipy-1.17.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068", size = 35042066, upload-time = "2026-02-23T00:21:31.358Z" }, + { url = "https://files.pythonhosted.org/packages/f9/df/18f80fb99df40b4070328d5ae5c596f2f00fffb50167e31439e932f29e7d/scipy-1.17.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118", size = 37612763, upload-time = "2026-02-23T00:21:37.247Z" }, + { url = "https://files.pythonhosted.org/packages/4b/39/f0e8ea762a764a9dc52aa7dabcfad51a354819de1f0d4652b6a1122424d6/scipy-1.17.1-cp314-cp314-win_amd64.whl", hash = "sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19", size = 37290984, upload-time = "2026-02-23T00:22:35.023Z" }, + { url = "https://files.pythonhosted.org/packages/7c/56/fe201e3b0f93d1a8bcf75d3379affd228a63d7e2d80ab45467a74b494947/scipy-1.17.1-cp314-cp314-win_arm64.whl", hash = "sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293", size = 25192877, upload-time = "2026-02-23T00:22:39.798Z" }, + { url = "https://files.pythonhosted.org/packages/96/ad/f8c414e121f82e02d76f310f16db9899c4fcde36710329502a6b2a3c0392/scipy-1.17.1-cp314-cp314t-macosx_10_14_x86_64.whl", hash = "sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6", size = 31949750, upload-time = "2026-02-23T00:21:42.289Z" }, + { url = "https://files.pythonhosted.org/packages/7c/b0/c741e8865d61b67c81e255f4f0a832846c064e426636cd7de84e74d209be/scipy-1.17.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1", size = 28585858, upload-time = "2026-02-23T00:21:47.706Z" }, + { url = "https://files.pythonhosted.org/packages/ed/1b/3985219c6177866628fa7c2595bfd23f193ceebbe472c98a08824b9466ff/scipy-1.17.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39", size = 20757723, upload-time = "2026-02-23T00:21:52.039Z" }, + { url = "https://files.pythonhosted.org/packages/c0/19/2a04aa25050d656d6f7b9e7b685cc83d6957fb101665bfd9369ca6534563/scipy-1.17.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca", size = 23043098, upload-time = "2026-02-23T00:21:56.185Z" }, + { url = "https://files.pythonhosted.org/packages/86/f1/3383beb9b5d0dbddd030335bf8a8b32d4317185efe495374f134d8be6cce/scipy-1.17.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad", size = 33030397, upload-time = "2026-02-23T00:22:01.404Z" }, + { url = "https://files.pythonhosted.org/packages/41/68/8f21e8a65a5a03f25a79165ec9d2b28c00e66dc80546cf5eb803aeeff35b/scipy-1.17.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a", size = 35281163, upload-time = "2026-02-23T00:22:07.024Z" }, + { url = "https://files.pythonhosted.org/packages/84/8d/c8a5e19479554007a5632ed7529e665c315ae7492b4f946b0deb39870e39/scipy-1.17.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4", size = 35116291, upload-time = "2026-02-23T00:22:12.585Z" }, + { url = "https://files.pythonhosted.org/packages/52/52/e57eceff0e342a1f50e274264ed47497b59e6a4e3118808ee58ddda7b74a/scipy-1.17.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2", size = 37682317, upload-time = "2026-02-23T00:22:18.513Z" }, + { url = "https://files.pythonhosted.org/packages/11/2f/b29eafe4a3fbc3d6de9662b36e028d5f039e72d345e05c250e121a230dd4/scipy-1.17.1-cp314-cp314t-win_amd64.whl", hash = "sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484", size = 37345327, upload-time = "2026-02-23T00:22:24.442Z" }, + { url = "https://files.pythonhosted.org/packages/07/39/338d9219c4e87f3e708f18857ecd24d22a0c3094752393319553096b98af/scipy-1.17.1-cp314-cp314t-win_arm64.whl", hash = "sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21", size = 25489165, upload-time = "2026-02-23T00:22:29.563Z" }, +] + +[[package]] +name = "sentence-transformers" +version = "5.4.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, + { name = "numpy" }, + { name = "scikit-learn" }, + { name = "scipy" }, + { name = "torch" }, + { name = "tqdm" }, + { name = "transformers" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/4d/68/7f98c221940ce783b492ad6140384daf2e2918cd7175009d6a362c22b9ee/sentence_transformers-5.4.1.tar.gz", hash = "sha256:436bcb1182a0ff42a8fb2b1c43498a70d0a75b688d182f2cd0d1dd115af61ddc", size = 428910, upload-time = "2026-04-14T13:34:59.006Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c5/d9/3a9b6f2ccdedc9dc00fe37b2fc58f58f8efbff44565cf4bf39d8568bb13a/sentence_transformers-5.4.1-py3-none-any.whl", hash = "sha256:a6d640fc363849b63affb8e140e9d328feabab86f83d58ac3e16b1c28140b790", size = 571311, upload-time = "2026-04-14T13:34:57.731Z" }, +] + +[[package]] +name = "setuptools" +version = "81.0.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/0d/1c/73e719955c59b8e424d015ab450f51c0af856ae46ea2da83eba51cc88de1/setuptools-81.0.0.tar.gz", hash = "sha256:487b53915f52501f0a79ccfd0c02c165ffe06631443a886740b91af4b7a5845a", size = 1198299, upload-time = "2026-02-06T21:10:39.601Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e1/e3/c164c88b2e5ce7b24d667b9bd83589cf4f3520d97cad01534cd3c4f55fdb/setuptools-81.0.0-py3-none-any.whl", hash = "sha256:fdd925d5c5d9f62e4b74b30d6dd7828ce236fd6ed998a08d81de62ce5a6310d6", size = 1062021, upload-time = "2026-02-06T21:10:37.175Z" }, +] + [[package]] name = "shellingham" version = "1.5.4" @@ -1888,6 +2412,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl", hash = "sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3", size = 39814, upload-time = "2026-03-04T18:55:31.284Z" }, ] +[[package]] +name = "threadpoolctl" +version = "3.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b7/4d/08c89e34946fce2aec4fbb45c9016efd5f4d7f24af8e5d93296e935631d8/threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e", size = 21274, upload-time = "2025-03-13T13:49:23.031Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/32/d5/f9a850d79b0851d1d4ef6456097579a9005b31fea68726a4ae5f2d82ddd9/threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb", size = 18638, upload-time = "2025-03-13T13:49:21.846Z" }, +] + [[package]] name = "tiktoken" version = "0.12.0" @@ -1935,6 +2468,75 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/af/df/c7891ef9d2712ad774777271d39fdef63941ffba0a9d59b7ad1fd2765e57/tiktoken-0.12.0-cp314-cp314t-win_amd64.whl", hash = "sha256:f61c0aea5565ac82e2ec50a05e02a6c44734e91b51c10510b084ea1b8e633a71", size = 920667, upload-time = "2025-10-06T20:22:34.444Z" }, ] +[[package]] +name = "tokenizers" +version = "0.22.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/73/6f/f80cfef4a312e1fb34baf7d85c72d4411afde10978d4657f8cdd811d3ccc/tokenizers-0.22.2.tar.gz", hash = "sha256:473b83b915e547aa366d1eee11806deaf419e17be16310ac0a14077f1e28f917", size = 372115, upload-time = "2026-01-05T10:45:15.988Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/92/97/5dbfabf04c7e348e655e907ed27913e03db0923abb5dfdd120d7b25630e1/tokenizers-0.22.2-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:544dd704ae7238755d790de45ba8da072e9af3eea688f698b137915ae959281c", size = 3100275, upload-time = "2026-01-05T10:41:02.158Z" }, + { url = "https://files.pythonhosted.org/packages/2e/47/174dca0502ef88b28f1c9e06b73ce33500eedfac7a7692108aec220464e7/tokenizers-0.22.2-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:1e418a55456beedca4621dbab65a318981467a2b188e982a23e117f115ce5001", size = 2981472, upload-time = "2026-01-05T10:41:00.276Z" }, + { url = "https://files.pythonhosted.org/packages/d6/84/7990e799f1309a8b87af6b948f31edaa12a3ed22d11b352eaf4f4b2e5753/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2249487018adec45d6e3554c71d46eb39fa8ea67156c640f7513eb26f318cec7", size = 3290736, upload-time = "2026-01-05T10:40:32.165Z" }, + { url = "https://files.pythonhosted.org/packages/78/59/09d0d9ba94dcd5f4f1368d4858d24546b4bdc0231c2354aa31d6199f0399/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:25b85325d0815e86e0bac263506dd114578953b7b53d7de09a6485e4a160a7dd", size = 3168835, upload-time = "2026-01-05T10:40:38.847Z" }, + { url = "https://files.pythonhosted.org/packages/47/50/b3ebb4243e7160bda8d34b731e54dd8ab8b133e50775872e7a434e524c28/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bfb88f22a209ff7b40a576d5324bf8286b519d7358663db21d6246fb17eea2d5", size = 3521673, upload-time = "2026-01-05T10:40:56.614Z" }, + { url = "https://files.pythonhosted.org/packages/e0/fa/89f4cb9e08df770b57adb96f8cbb7e22695a4cb6c2bd5f0c4f0ebcf33b66/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1c774b1276f71e1ef716e5486f21e76333464f47bece56bbd554485982a9e03e", size = 3724818, upload-time = "2026-01-05T10:40:44.507Z" }, + { url = "https://files.pythonhosted.org/packages/64/04/ca2363f0bfbe3b3d36e95bf67e56a4c88c8e3362b658e616d1ac185d47f2/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:df6c4265b289083bf710dff49bc51ef252f9d5be33a45ee2bed151114a56207b", size = 3379195, upload-time = "2026-01-05T10:40:51.139Z" }, + { url = "https://files.pythonhosted.org/packages/2e/76/932be4b50ef6ccedf9d3c6639b056a967a86258c6d9200643f01269211ca/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:369cc9fc8cc10cb24143873a0d95438bb8ee257bb80c71989e3ee290e8d72c67", size = 3274982, upload-time = "2026-01-05T10:40:58.331Z" }, + { url = "https://files.pythonhosted.org/packages/1d/28/5f9f5a4cc211b69e89420980e483831bcc29dade307955cc9dc858a40f01/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:29c30b83d8dcd061078b05ae0cb94d3c710555fbb44861139f9f83dcca3dc3e4", size = 9478245, upload-time = "2026-01-05T10:41:04.053Z" }, + { url = "https://files.pythonhosted.org/packages/6c/fb/66e2da4704d6aadebf8cb39f1d6d1957df667ab24cff2326b77cda0dcb85/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:37ae80a28c1d3265bb1f22464c856bd23c02a05bb211e56d0c5301a435be6c1a", size = 9560069, upload-time = "2026-01-05T10:45:10.673Z" }, + { url = "https://files.pythonhosted.org/packages/16/04/fed398b05caa87ce9b1a1bb5166645e38196081b225059a6edaff6440fac/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:791135ee325f2336f498590eb2f11dc5c295232f288e75c99a36c5dbce63088a", size = 9899263, upload-time = "2026-01-05T10:45:12.559Z" }, + { url = "https://files.pythonhosted.org/packages/05/a1/d62dfe7376beaaf1394917e0f8e93ee5f67fea8fcf4107501db35996586b/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:38337540fbbddff8e999d59970f3c6f35a82de10053206a7562f1ea02d046fa5", size = 10033429, upload-time = "2026-01-05T10:45:14.333Z" }, + { url = "https://files.pythonhosted.org/packages/fd/18/a545c4ea42af3df6effd7d13d250ba77a0a86fb20393143bbb9a92e434d4/tokenizers-0.22.2-cp39-abi3-win32.whl", hash = "sha256:a6bf3f88c554a2b653af81f3204491c818ae2ac6fbc09e76ef4773351292bc92", size = 2502363, upload-time = "2026-01-05T10:45:20.593Z" }, + { url = "https://files.pythonhosted.org/packages/65/71/0670843133a43d43070abeb1949abfdef12a86d490bea9cd9e18e37c5ff7/tokenizers-0.22.2-cp39-abi3-win_amd64.whl", hash = "sha256:c9ea31edff2968b44a88f97d784c2f16dc0729b8b143ed004699ebca91f05c48", size = 2747786, upload-time = "2026-01-05T10:45:18.411Z" }, + { url = "https://files.pythonhosted.org/packages/72/f4/0de46cfa12cdcbcd464cc59fde36912af405696f687e53a091fb432f694c/tokenizers-0.22.2-cp39-abi3-win_arm64.whl", hash = "sha256:9ce725d22864a1e965217204946f830c37876eee3b2ba6fc6255e8e903d5fcbc", size = 2612133, upload-time = "2026-01-05T10:45:17.232Z" }, +] + +[[package]] +name = "torch" +version = "2.11.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cuda-bindings", marker = "sys_platform == 'linux'" }, + { name = "cuda-toolkit", extra = ["cublas", "cudart", "cufft", "cufile", "cupti", "curand", "cusolver", "cusparse", "nvjitlink", "nvrtc", "nvtx"], marker = "sys_platform == 'linux'" }, + { name = "filelock" }, + { name = "fsspec" }, + { name = "jinja2" }, + { name = "networkx" }, + { name = "nvidia-cudnn-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-cusparselt-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-nccl-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-nvshmem-cu13", marker = "sys_platform == 'linux'" }, + { name = "setuptools" }, + { name = "sympy" }, + { name = "triton", marker = "sys_platform == 'linux'" }, + { name = "typing-extensions" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/6f/8b/69e3008d78e5cee2b30183340cc425081b78afc5eff3d080daab0adda9aa/torch-2.11.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34", size = 80606338, upload-time = "2026-03-23T18:11:34.781Z" }, + { url = "https://files.pythonhosted.org/packages/13/16/42e5915ebe4868caa6bac83a8ed59db57f12e9a61b7d749d584776ed53d5/torch-2.11.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f", size = 419731115, upload-time = "2026-03-23T18:11:06.944Z" }, + { url = "https://files.pythonhosted.org/packages/1a/c9/82638ef24d7877510f83baf821f5619a61b45568ce21c0a87a91576510aa/torch-2.11.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756", size = 530712279, upload-time = "2026-03-23T18:10:31.481Z" }, + { url = "https://files.pythonhosted.org/packages/1c/ff/6756f1c7ee302f6d202120e0f4f05b432b839908f9071157302cedfc5232/torch-2.11.0-cp312-cp312-win_amd64.whl", hash = "sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10", size = 114556047, upload-time = "2026-03-23T18:10:55.931Z" }, + { url = "https://files.pythonhosted.org/packages/87/89/5ea6722763acee56b045435fb84258db7375c48165ec8be7880ab2b281c5/torch-2.11.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18", size = 80606801, upload-time = "2026-03-23T18:10:18.649Z" }, + { url = "https://files.pythonhosted.org/packages/32/d1/8ed2173589cbfe744ed54e5a73efc107c0085ba5777ee93a5f4c1ab90553/torch-2.11.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd", size = 419732382, upload-time = "2026-03-23T18:08:30.835Z" }, + { url = "https://files.pythonhosted.org/packages/3d/e1/b73f7c575a4b8f87a5928f50a1e35416b5e27295d8be9397d5293e7e8d4c/torch-2.11.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db", size = 530711509, upload-time = "2026-03-23T18:08:47.213Z" }, + { url = "https://files.pythonhosted.org/packages/66/82/3e3fcdd388fbe54e29fd3f991f36846ff4ac90b0d0181e9c8f7236565f82/torch-2.11.0-cp313-cp313-win_amd64.whl", hash = "sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd", size = 114555842, upload-time = "2026-03-23T18:09:52.111Z" }, + { url = "https://files.pythonhosted.org/packages/db/38/8ac78069621b8c2b4979c2f96dc8409ef5e9c4189f6aac629189a78677ca/torch-2.11.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4", size = 80959574, upload-time = "2026-03-23T18:10:14.214Z" }, + { url = "https://files.pythonhosted.org/packages/6d/6c/56bfb37073e7136e6dd86bfc6af7339946dd684e0ecf2155ac0eee687ae1/torch-2.11.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea", size = 419732324, upload-time = "2026-03-23T18:09:36.604Z" }, + { url = "https://files.pythonhosted.org/packages/07/f4/1b666b6d61d3394cca306ea543ed03a64aad0a201b6cd159f1d41010aeb1/torch-2.11.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778", size = 530596026, upload-time = "2026-03-23T18:09:20.842Z" }, + { url = "https://files.pythonhosted.org/packages/48/6b/30d1459fa7e4b67e9e3fe1685ca1d8bb4ce7c62ef436c3a615963c6c866c/torch-2.11.0-cp313-cp313t-win_amd64.whl", hash = "sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db", size = 114793702, upload-time = "2026-03-23T18:09:47.304Z" }, + { url = "https://files.pythonhosted.org/packages/26/0d/8603382f61abd0db35841148ddc1ffd607bf3100b11c6e1dab6d2fc44e72/torch-2.11.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7", size = 80573442, upload-time = "2026-03-23T18:09:10.117Z" }, + { url = "https://files.pythonhosted.org/packages/c7/86/7cd7c66cb9cec6be330fff36db5bd0eef386d80c031b581ec81be1d4b26c/torch-2.11.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7", size = 419749385, upload-time = "2026-03-23T18:07:33.77Z" }, + { url = "https://files.pythonhosted.org/packages/47/e8/b98ca2d39b2e0e4730c0ee52537e488e7008025bc77ca89552ff91021f7c/torch-2.11.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60", size = 530716756, upload-time = "2026-03-23T18:07:50.02Z" }, + { url = "https://files.pythonhosted.org/packages/78/88/d4a4cda8362f8a30d1ed428564878c3cafb0d87971fbd3947d4c84552095/torch-2.11.0-cp314-cp314-win_amd64.whl", hash = "sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718", size = 114552300, upload-time = "2026-03-23T18:09:05.617Z" }, + { url = "https://files.pythonhosted.org/packages/bf/46/4419098ed6d801750f26567b478fc185c3432e11e2cad712bc6b4c2ab0d0/torch-2.11.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd", size = 80959460, upload-time = "2026-03-23T18:09:00.818Z" }, + { url = "https://files.pythonhosted.org/packages/fd/66/54a56a4a6ceaffb567231994a9745821d3af922a854ed33b0b3a278e0a99/torch-2.11.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6", size = 419735835, upload-time = "2026-03-23T18:07:18.974Z" }, + { url = "https://files.pythonhosted.org/packages/b1/e7/0b6665f533aa9e337662dc190425abc0af1fe3234088f4454c52393ded61/torch-2.11.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2", size = 530613405, upload-time = "2026-03-23T18:08:07.014Z" }, + { url = "https://files.pythonhosted.org/packages/cf/bf/c8d12a2c86dbfd7f40fb2f56fbf5a505ccf2d9ce131eb559dfc7c51e1a04/torch-2.11.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0", size = 114792991, upload-time = "2026-03-23T18:08:19.216Z" }, +] + [[package]] name = "tqdm" version = "4.67.3" @@ -1947,6 +2549,43 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/16/e1/3079a9ff9b8e11b846c6ac5c8b5bfb7ff225eee721825310c91b3b50304f/tqdm-4.67.3-py3-none-any.whl", hash = "sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf", size = 78374, upload-time = "2026-02-03T17:35:50.982Z" }, ] +[[package]] +name = "transformers" +version = "5.8.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, + { name = "numpy" }, + { name = "packaging" }, + { name = "pyyaml" }, + { name = "regex" }, + { name = "safetensors" }, + { name = "tokenizers" }, + { name = "tqdm" }, + { name = "typer" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f2/36/390075693b76d4fb4a2bea360fb6080347763bd1f1147c49ed0ed938778c/transformers-5.8.0.tar.gz", hash = "sha256:6cc9a1f0291d16b1c1b735bad775e78ebefff7722701d4e28f98aaaa2bd6fb91", size = 8528141, upload-time = "2026-05-05T16:50:04.778Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/97/7b/5621d08b34ac35deb9fa14b58d27d124d21ef125ee1c64bc724ca47dfb63/transformers-5.8.0-py3-none-any.whl", hash = "sha256:e9d2cae6d195a7e1e05164c5ebf26142a7044e4dc4267274f4809204f92827e4", size = 10630279, upload-time = "2026-05-05T16:50:01.026Z" }, +] + +[[package]] +name = "triton" +version = "3.6.0" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/17/5d/08201db32823bdf77a0e2b9039540080b2e5c23a20706ddba942924ebcd6/triton-3.6.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:374f52c11a711fd062b4bfbb201fd9ac0a5febd28a96fb41b4a0f51dde3157f4", size = 176128243, upload-time = "2026-01-20T16:16:07.857Z" }, + { url = "https://files.pythonhosted.org/packages/ab/a8/cdf8b3e4c98132f965f88c2313a4b493266832ad47fb52f23d14d4f86bb5/triton-3.6.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74caf5e34b66d9f3a429af689c1c7128daba1d8208df60e81106b115c00d6fca", size = 188266850, upload-time = "2026-01-20T16:00:43.041Z" }, + { url = "https://files.pythonhosted.org/packages/3c/12/34d71b350e89a204c2c7777a9bba0dcf2f19a5bfdd70b57c4dbc5ffd7154/triton-3.6.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:448e02fe6dc898e9e5aa89cf0ee5c371e99df5aa5e8ad976a80b93334f3494fd", size = 176133521, upload-time = "2026-01-20T16:16:13.321Z" }, + { url = "https://files.pythonhosted.org/packages/f9/0b/37d991d8c130ce81a8728ae3c25b6e60935838e9be1b58791f5997b24a54/triton-3.6.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:10c7f76c6e72d2ef08df639e3d0d30729112f47a56b0c81672edc05ee5116ac9", size = 188289450, upload-time = "2026-01-20T16:00:49.136Z" }, + { url = "https://files.pythonhosted.org/packages/ce/4e/41b0c8033b503fd3cfcd12392cdd256945026a91ff02452bef40ec34bee7/triton-3.6.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1722e172d34e32abc3eb7711d0025bb69d7959ebea84e3b7f7a341cd7ed694d6", size = 176276087, upload-time = "2026-01-20T16:16:18.989Z" }, + { url = "https://files.pythonhosted.org/packages/35/f8/9c66bfc55361ec6d0e4040a0337fb5924ceb23de4648b8a81ae9d33b2b38/triton-3.6.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d002e07d7180fd65e622134fbd980c9a3d4211fb85224b56a0a0efbd422ab72f", size = 188400296, upload-time = "2026-01-20T16:00:56.042Z" }, + { url = "https://files.pythonhosted.org/packages/49/55/5ecf0dcaa0f2fbbd4420f7ef227ee3cb172e91e5fede9d0ecaddc43363b4/triton-3.6.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef5523241e7d1abca00f1d240949eebdd7c673b005edbbce0aca95b8191f1d43", size = 176138577, upload-time = "2026-01-20T16:16:25.426Z" }, + { url = "https://files.pythonhosted.org/packages/df/3d/9e7eee57b37c80cec63322c0231bb6da3cfe535a91d7a4d64896fcb89357/triton-3.6.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a17a5d5985f0ac494ed8a8e54568f092f7057ef60e1b0fa09d3fd1512064e803", size = 188273063, upload-time = "2026-01-20T16:01:07.278Z" }, + { url = "https://files.pythonhosted.org/packages/48/db/56ee649cab5eaff4757541325aca81f52d02d4a7cd3506776cad2451e060/triton-3.6.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0b3a97e8ed304dfa9bd23bb41ca04cdf6b2e617d5e782a8653d616037a5d537d", size = 176274804, upload-time = "2026-01-20T16:16:31.528Z" }, + { url = "https://files.pythonhosted.org/packages/f6/56/6113c23ff46c00aae423333eb58b3e60bdfe9179d542781955a5e1514cb3/triton-3.6.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:46bd1c1af4b6704e554cad2eeb3b0a6513a980d470ccfa63189737340c7746a7", size = 188397994, upload-time = "2026-01-20T16:01:14.236Z" }, +] + [[package]] name = "typer" version = "0.24.1" From 5c9860ced8334538aff12b06c2573573f670f707 Mon Sep 17 00:00:00 2001 From: Dang Nguyen Date: Sun, 17 May 2026 21:44:05 -0500 Subject: [PATCH 2/3] gitignore: ignore reports/ and data/ under benchmarks/perturbation reports/ is regenerated from results/; data/ is locally-generated input that users supply for their own runs. Neither belongs in the repo. The previously-tracked reports/ files (README, combined, revision notes, surface_3models) were removed in the preceding commit. Co-Authored-By: Claude Opus 4.7 (1M context) --- benchmarks/perturbation/.gitignore | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/benchmarks/perturbation/.gitignore b/benchmarks/perturbation/.gitignore index bddf55d..62f9e83 100644 --- a/benchmarks/perturbation/.gitignore +++ b/benchmarks/perturbation/.gitignore @@ -4,9 +4,10 @@ _temp_results/ # Sample paper sources (data, not code; users supply their own) papers/ +data/ -# Run logs -reports/*.log +# Reports (regeneratable from results/) +reports/ # Temporary / ephemeral configs configs/_* From 76f6029c67955370bf08c3f1afd1dd800253dda4 Mon Sep 17 00:00:00 2001 From: Dang Nguyen Date: Sun, 17 May 2026 23:05:31 -0500 Subject: [PATCH 3/3] gitignore: ignore generated configs and conference_study symlinks MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - benchmarks/perturbation/configs/* — ephemeral per-domain configs are locally generated; keep only the canonical templates (default.yaml, coarse_{medium,short}.yaml, surface_errors{,_medium}.yaml) via `!` exceptions. - benchmarks/conference_study/{manifests,papers,results} — these are symlinks in this worktree (existing trailing-slash patterns matched dirs only); add the slashless variants. - benchmarks/experimental_perturbations/ — exploratory sweep outputs, large and not part of the published benchmark. Co-Authored-By: Claude Opus 4.7 (1M context) --- .gitignore | 6 ++++++ benchmarks/perturbation/.gitignore | 10 ++++++++-- 2 files changed, 14 insertions(+), 2 deletions(-) diff --git a/.gitignore b/.gitignore index 034b5fd..6364f2a 100644 --- a/.gitignore +++ b/.gitignore @@ -31,3 +31,9 @@ benchmarks/conference_study/reports/ # Symlink targets — trailing-slash patterns wouldn't match the symlinks benchmarks/conference_study/analyses/manifests benchmarks/conference_study/analyses/results +benchmarks/conference_study/manifests +benchmarks/conference_study/papers +benchmarks/conference_study/results + +# Exploratory perturbation experiments (not committed; large) +benchmarks/experimental_perturbations/ diff --git a/benchmarks/perturbation/.gitignore b/benchmarks/perturbation/.gitignore index 62f9e83..300b938 100644 --- a/benchmarks/perturbation/.gitignore +++ b/benchmarks/perturbation/.gitignore @@ -9,8 +9,14 @@ data/ # Reports (regeneratable from results/) reports/ -# Temporary / ephemeral configs -configs/_* +# Configs (mostly locally-generated per-domain ephemerals; tracked canonical +# ones are preserved by the `!` exceptions below). +configs/* +!configs/default.yaml +!configs/coarse_medium.yaml +!configs/coarse_short.yaml +!configs/surface_errors.yaml +!configs/surface_errors_medium.yaml # Python __pycache__/