diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/README.md b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/README.md new file mode 100644 index 0000000000000000000000000000000000000000..e9391093c251711a324bfa3af106bc82280a33f2 --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/README.md @@ -0,0 +1,5 @@ +# Issue 42 Percentile Proxy Artifacts + +This package contains the 100x 1%ile destructive MLP proxy scan, top-20 union mask, and teacher-forced proxy substrate-only metrics. + +Upstream HY-MT model weights are not included. diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/damage/percentile_results.jsonl b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/damage/percentile_results.jsonl new file mode 100644 index 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"kl_gap_recovery_vs_zero_all": 0.15042278143481724, "kl_ratio_vs_zero_all": 0.8495772185651828}} diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/issue42_progress.log b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/issue42_progress.log new file mode 100644 index 0000000000000000000000000000000000000000..15a61ee5faef9e89cf6fb4a637466f5c67ccaa90 --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/issue42_progress.log @@ -0,0 +1,6 @@ +[2026-05-18T11:02:53+00:00] issue42 start percentile proxy gpus=0 1 2 3 +[2026-05-18T11:02:53+00:00] run 100x 1%ile MLP nuke KL damage scan over 4 GPUs +[2026-05-18T11:05:50+00:00] select top-20 destructive 1%ile union +[2026-05-18T11:05:54+00:00] run teacher-forced proxy eval for all-zero, nuked top-20, and substrate-only top-20 +[2026-05-18T11:06:27+00:00] summarize issue42 +[2026-05-18T11:06:28+00:00] package and upload issue42 artifacts diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/merge_percentile_results.log b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/merge_percentile_results.log new file mode 100644 index 0000000000000000000000000000000000000000..7267d0f9f3a8ab96789e93eac91072d04db6773d --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/merge_percentile_results.log @@ -0,0 +1 @@ +/root/runs/issue42_percentile_proxy_8b46e31/damage/percentile_results.jsonl diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/nohup.log b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/nohup.log new file mode 100644 index 0000000000000000000000000000000000000000..15a61ee5faef9e89cf6fb4a637466f5c67ccaa90 --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/nohup.log @@ -0,0 +1,6 @@ +[2026-05-18T11:02:53+00:00] issue42 start percentile proxy gpus=0 1 2 3 +[2026-05-18T11:02:53+00:00] run 100x 1%ile MLP nuke KL damage scan over 4 GPUs +[2026-05-18T11:05:50+00:00] select top-20 destructive 1%ile union +[2026-05-18T11:05:54+00:00] run teacher-forced proxy eval for all-zero, nuked top-20, and substrate-only top-20 +[2026-05-18T11:06:27+00:00] summarize issue42 +[2026-05-18T11:06:28+00:00] package and upload issue42 artifacts diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/package_issue42_hf_upload.log b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/logs/package_issue42_hf_upload.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git 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+{ + "upload_prefix": "issue42_percentile_proxy_20260518T110628Z", + "run_root": "/root/runs/issue42_percentile_proxy_8b46e31", + "file_count": 155, + "bytes": 3936795, + "weights_policy": "Includes proxy outputs, masks, summaries, scripts, and logs. Excludes upstream HY-MT weights, HF caches, API keys, and service tokens." +} diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/actdelta_mlp_common.py b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/actdelta_mlp_common.py new file mode 100644 index 0000000000000000000000000000000000000000..483fdfef4ad29732263af57ebe03f9ad9ce8d14c --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/actdelta_mlp_common.py @@ -0,0 +1,252 @@ +#!/usr/bin/env python3 +"""Shared helpers for ActDeltaLoRA MLP MVC experiments.""" + +from __future__ import annotations + +import json +from dataclasses import dataclass +from pathlib import Path +from typing import Any, Iterable + +import numpy as np +import torch +import torch.nn.functional as F + +from translation_io import DEFAULT_PROMPT_STYLE, Pair, load_flores_devtest_any +from translation_region_student import ( + collate_translation, + decoder_root, + encode_supervised_row, + load_mask_npz, + save_mask_npz, + text_config, +) + + +@dataclass(frozen=True) +class Candidate: + name: str + ranges: tuple[tuple[int, int], ...] + meta: dict[str, Any] + + +def dtype_from_name(name: str) -> torch.dtype: + return { + "float32": torch.float32, + "float16": torch.float16, + "bfloat16": torch.bfloat16, + }[name] + + +def mlp_total(n_layers: int, d_ffn: int) -> int: + return int(n_layers) * int(d_ffn) + + +def flat_to_layer_channel(flat_idx: int, d_ffn: int) -> tuple[int, int]: + return int(flat_idx) // int(d_ffn), int(flat_idx) % int(d_ffn) + + +def sector_ranges(total: int, sectors: int) -> list[tuple[int, int]]: + return [ + (int(total * i // sectors), int(total * (i + 1) // sectors)) + for i in range(sectors) + ] + + +def split_range(start: int, end: int, parts: int) -> list[tuple[int, int]]: + size = end - start + return [ + (start + int(size * i // parts), start + int(size * (i + 1) // parts)) + for i in range(parts) + ] + + +def normalize_ranges(ranges: Iterable[tuple[int, int]]) -> tuple[tuple[int, int], ...]: + out = [] + for start, end in ranges: + start = int(start) + end = int(end) + if end > start: + out.append((start, end)) + return tuple(out) + + +def mask_from_ranges(ranges: Iterable[tuple[int, int]], n_layers: int, + d_ffn: int) -> dict[int, torch.Tensor]: + mask = {layer: torch.zeros(d_ffn, dtype=torch.bool) for layer in range(n_layers)} + total = mlp_total(n_layers, d_ffn) + for raw_start, raw_end in ranges: + start = max(0, int(raw_start)) + end = min(total, int(raw_end)) + for flat in range(start, end): + layer, channel = flat_to_layer_channel(flat, d_ffn) + mask[layer][channel] = True + return mask + + +def count_mask(mask: dict[int, torch.Tensor]) -> int: + return int(sum(int(v.sum().item()) for v in mask.values())) + + +def mask_to_ranges(mask: dict[int, torch.Tensor], d_ffn: int) -> list[tuple[int, int]]: + flats: list[int] = [] + for layer, values in sorted(mask.items()): + idx = torch.nonzero(values.cpu(), as_tuple=False).flatten().tolist() + flats.extend([int(layer) * d_ffn + int(i) for i in idx]) + if not flats: + return [] + flats.sort() + ranges: list[tuple[int, int]] = [] + start = prev = flats[0] + for flat in flats[1:]: + if flat == prev + 1: + prev = flat + continue + ranges.append((start, prev + 1)) + start = prev = flat + ranges.append((start, prev + 1)) + return ranges + + +def load_candidate_jsonl(path: str | Path) -> list[dict[str, Any]]: + rows: list[dict[str, Any]] = [] + with Path(path).open() as f: + for line in f: + if line.strip(): + rows.append(json.loads(line)) + return rows + + +def write_jsonl(path: str | Path, rows: Iterable[dict[str, Any]]) -> None: + out = Path(path) + out.parent.mkdir(parents=True, exist_ok=True) + with out.open("w") as f: + for row in rows: + f.write(json.dumps(row, ensure_ascii=False) + "\n") + + +def load_pairs(path: str | None, *, src_lang: str = "eng_Latn", + tgt_lang: str = "por_Latn", max_rows: int | None = None) -> list[Pair]: + if path is None: + return load_flores_devtest_any( + src_lang=src_lang, + tgt_lang=tgt_lang, + max_examples=max_rows, + ) + rows: list[Pair] = [] + with Path(path).open() as f: + for line in f: + if not line.strip(): + continue + raw = json.loads(line) + src = (raw.get("en") or raw.get("src") or "").strip() + tgt = (raw.get("model_hyp") or raw.get("pt") or raw.get("tgt") or "").strip() + if src and tgt: + rows.append(Pair(src=src, tgt=tgt)) + if max_rows is not None and len(rows) >= max_rows: + break + return rows + + +def build_supervised_examples(pairs: list[Pair], tokenizer, *, target_language: str, + prompt_style: str = DEFAULT_PROMPT_STYLE, + max_seq_length: int = 1024) -> list[dict[str, Any]]: + examples: list[dict[str, Any]] = [] + for pair in pairs: + row = {"en": pair.src, "target": pair.tgt, "raw": {"en": pair.src, "pt": pair.tgt}} + enc = encode_supervised_row( + row, + tokenizer, + target_language=target_language, + prompt_style=prompt_style, + max_seq_length=max_seq_length, + kl_on="answer", + ) + if enc is not None: + examples.append(enc) + return examples + + +def iter_batches(examples: list[dict[str, Any]], *, batch_size: int, pad_id: int): + for start in range(0, len(examples), batch_size): + yield collate_translation(examples[start:start + batch_size], pad_id) + + +def move_batch(batch: dict[str, Any], device: str) -> dict[str, Any]: + return {k: v.to(device) if torch.is_tensor(v) else v for k, v in batch.items()} + + +def tokenwise_kl(teacher_logits: torch.Tensor, student_logits: torch.Tensor, + logit_mask: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: + mask = logit_mask[:, :-1] + t_logits = teacher_logits[:, :-1, :] + s_logits = student_logits[:, :-1, :] + log_t = F.log_softmax(t_logits, dim=-1) + prob_t = log_t.exp() + log_s = F.log_softmax(s_logits, dim=-1) + kl = (prob_t * (log_t - log_s)).sum(dim=-1) + return kl, mask + + +def sentence_kl_values(teacher_logits: torch.Tensor, student_logits: torch.Tensor, + logit_mask: torch.Tensor) -> list[float]: + kl, mask = tokenwise_kl(teacher_logits, student_logits, logit_mask) + values: list[float] = [] + for row_idx in range(kl.shape[0]): + row_mask = mask[row_idx] + if bool(row_mask.any().item()): + values.append(float(kl[row_idx][row_mask].mean().detach().cpu().item())) + else: + values.append(0.0) + return values + + +def install_mlp_nuke_hooks(model, nuke_mask: dict[int, torch.Tensor], + *, device: str, dtype: torch.dtype) -> list[Any]: + hooks: list[Any] = [] + root = decoder_root(model) + for layer_idx, layer in enumerate(root.layers): + selected = nuke_mask[layer_idx].to(device) + if not bool(selected.any().item()): + continue + keep = (~selected).to(dtype=dtype).view(1, 1, -1) + + def make_hook(keep: torch.Tensor): + def hook_fn(module, hook_args): + act = hook_args[0] + return (act * keep,) + hook_args[1:] + return hook_fn + + hooks.append(layer.mlp.down_proj.register_forward_pre_hook(make_hook(keep))) + return hooks + + +def install_mlp_keep_only_hooks(model, keep_mask: dict[int, torch.Tensor], + *, device: str, dtype: torch.dtype) -> list[Any]: + """Keep selected MLP down-proj input channels and zero every other MLP channel.""" + hooks: list[Any] = [] + root = decoder_root(model) + for layer_idx, layer in enumerate(root.layers): + keep = keep_mask[layer_idx].to(device=device, dtype=dtype).view(1, 1, -1) + + def make_hook(keep: torch.Tensor): + def hook_fn(module, hook_args): + act = hook_args[0] + return (act * keep,) + hook_args[1:] + return hook_fn + + hooks.append(layer.mlp.down_proj.register_forward_pre_hook(make_hook(keep))) + return hooks + + +def save_mask_for_candidate(out_dir: Path, candidate: Candidate, n_layers: int, + d_ffn: int) -> str: + mask = mask_from_ranges(candidate.ranges, n_layers, d_ffn) + path = out_dir / f"{candidate.name}.full.npz" + save_mask_npz(path, mask) + return str(path) + + +def model_mlp_shape(model) -> tuple[int, int, int]: + cfg = text_config(model) + return int(cfg.num_hidden_layers), int(cfg.hidden_size), int(cfg.intermediate_size) diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/actdelta_mlp_damage_scan.py b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/actdelta_mlp_damage_scan.py new file mode 100644 index 0000000000000000000000000000000000000000..05b5a68b38d46fcc0acb7bb7fdeb96bfd8d4479a --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/actdelta_mlp_damage_scan.py @@ -0,0 +1,274 @@ +#!/usr/bin/env python3 +"""Teacher-forced MLP nuke damage scan for ActDeltaLoRA MVC.""" + +from __future__ import annotations + +import argparse +import json +import statistics +import time +from pathlib import Path +from typing import Any + +import torch +from transformers import AutoModelForCausalLM, AutoTokenizer + +from actdelta_mlp_common import ( + Candidate, + build_supervised_examples, + count_mask, + dtype_from_name, + install_mlp_nuke_hooks, + iter_batches, + load_candidate_jsonl, + load_pairs, + mask_from_ranges, + mlp_total, + model_mlp_shape, + move_batch, + normalize_ranges, + save_mask_for_candidate, + sector_ranges, + sentence_kl_values, + split_range, + write_jsonl, +) + + +def parse_args() -> argparse.Namespace: + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--model", default="tencent/HY-MT1.5-1.8B") + p.add_argument("--mode", choices=["sectors", "chunks", "cumulative"], required=True) + p.add_argument("--out-dir", required=True) + p.add_argument("--out-jsonl", required=True) + p.add_argument("--input-jsonl", default=None) + p.add_argument("--max-rows", type=int, default=512) + p.add_argument("--batch-size", type=int, default=4) + p.add_argument("--max-seq-length", type=int, default=1024) + p.add_argument("--target-language", default="Portuguese") + p.add_argument("--src-lang", default="eng_Latn") + p.add_argument("--tgt-lang", default="por_Latn") + p.add_argument("--device", default="cuda") + p.add_argument("--dtype", default="bfloat16", choices=["float32", "float16", "bfloat16"]) + p.add_argument("--sectors", type=int, default=10) + p.add_argument("--parent-sectors", default=None, help="comma-separated sector ids for --mode chunks") + p.add_argument("--chunks-per-sector", type=int, default=10) + p.add_argument("--chunk-results", default=None, help="jsonl from chunks mode for cumulative mode") + p.add_argument("--top-n", default="1,2,3,4,5,6,7,8,9,10") + p.add_argument("--num-shards", type=int, default=1) + p.add_argument("--shard-index", type=int, default=0) + p.add_argument("--write-masks", action=argparse.BooleanOptionalAction, default=True) + return p.parse_args() + + +def parse_int_list(value: str | None) -> list[int]: + if value is None or not value.strip(): + return [] + return [int(x) for x in value.split(",") if x.strip()] + + +def build_candidates(args: argparse.Namespace, *, n_layers: int, d_ffn: int) -> list[Candidate]: + total = mlp_total(n_layers, d_ffn) + sectors = sector_ranges(total, args.sectors) + candidates: list[Candidate] = [] + if args.mode == "sectors": + for idx, (start, end) in enumerate(sectors): + candidates.append(Candidate( + name=f"sector_{idx}", + ranges=((start, end),), + meta={"kind": "sector", "sector": idx, "flat_start": start, "flat_end": end}, + )) + return candidates + + if args.mode == "chunks": + parent_ids = parse_int_list(args.parent_sectors) + if not parent_ids: + raise ValueError("--parent-sectors is required for chunks mode") + for sector_id in parent_ids: + start, end = sectors[sector_id] + for chunk_idx, (chunk_start, chunk_end) in enumerate( + split_range(start, end, args.chunks_per_sector) + ): + candidates.append(Candidate( + name=f"sector_{sector_id}_chunk_{chunk_idx}", + ranges=((chunk_start, chunk_end),), + meta={ + "kind": "chunk", + "sector": sector_id, + "chunk": chunk_idx, + "flat_start": chunk_start, + "flat_end": chunk_end, + }, + )) + return candidates + + rows = load_candidate_jsonl(args.chunk_results) + rows.sort(key=lambda row: float(row["score"]), reverse=True) + top_ns = parse_int_list(args.top_n) + for top_n in top_ns: + selected = rows[:top_n] + ranges: list[tuple[int, int]] = [] + for row in selected: + ranges.extend((int(a), int(b)) for a, b in row["ranges"]) + candidates.append(Candidate( + name=f"cumulative_top_{top_n}", + ranges=normalize_ranges(ranges), + meta={ + "kind": "cumulative", + "top_n": top_n, + "chunk_names": [row["name"] for row in selected], + }, + )) + return candidates + + +def quantile(values: list[float], q: float) -> float: + if not values: + return 0.0 + ordered = sorted(values) + idx = min(len(ordered) - 1, max(0, int(round(q * (len(ordered) - 1))))) + return float(ordered[idx]) + + +def evaluate_candidate(model, examples: list[dict[str, Any]], candidate: Candidate, + *, n_layers: int, d_ffn: int, pad_id: int, args: argparse.Namespace, + dtype: torch.dtype) -> dict[str, Any]: + mask = mask_from_ranges(candidate.ranges, n_layers, d_ffn) + kept = count_mask(mask) + sent_values: list[float] = [] + total_tokens = 0 + t0 = time.time() + for batch_cpu in iter_batches(examples, batch_size=args.batch_size, pad_id=pad_id): + batch = move_batch(batch_cpu, args.device) + with torch.no_grad(): + teacher = model( + input_ids=batch["input_ids"], + attention_mask=batch["attention_mask"], + use_cache=False, + ).logits.detach() + hooks = install_mlp_nuke_hooks(model, mask, device=args.device, dtype=dtype) + try: + nuked = model( + input_ids=batch["input_ids"], + attention_mask=batch["attention_mask"], + use_cache=False, + ).logits.detach() + finally: + for hook in hooks: + hook.remove() + values = sentence_kl_values(teacher, nuked, batch["kl_logit_mask"]) + sent_values.extend(values) + total_tokens += int(batch["kl_logit_mask"][:, :-1].sum().item()) + + mean_kl = statistics.fmean(sent_values) if sent_values else 0.0 + tail_kl = quantile(sent_values, 0.90) + score = mean_kl + 0.5 * tail_kl + return { + "name": candidate.name, + "ranges": [list(r) for r in candidate.ranges], + "channels": kept, + "channel_fraction": kept / max(mlp_total(n_layers, d_ffn), 1), + "mean_sentence_kl": mean_kl, + "tail90_sentence_kl": tail_kl, + "score": score, + "sentence_kl": sent_values, + "answer_tokens": total_tokens, + "elapsed_s": time.time() - t0, + **candidate.meta, + } + + +def main() -> None: + args = parse_args() + if args.shard_index < 0 or args.shard_index >= args.num_shards: + raise ValueError("--shard-index must be in [0, num_shards)") + out_dir = Path(args.out_dir) + mask_dir = out_dir / "masks" + out_dir.mkdir(parents=True, exist_ok=True) + mask_dir.mkdir(parents=True, exist_ok=True) + dtype = dtype_from_name(args.dtype) + + tokenizer = AutoTokenizer.from_pretrained(args.model) + if tokenizer.pad_token_id is None: + tokenizer.pad_token = tokenizer.eos_token + model = AutoModelForCausalLM.from_pretrained( + args.model, + dtype=dtype, + attn_implementation="eager", + ).to(args.device).eval() + model.config.use_cache = False + for param in model.parameters(): + param.requires_grad_(False) + + n_layers, hidden_size, d_ffn = model_mlp_shape(model) + pairs = load_pairs( + args.input_jsonl, + src_lang=args.src_lang, + tgt_lang=args.tgt_lang, + max_rows=args.max_rows, + ) + examples = build_supervised_examples( + pairs, + tokenizer, + target_language=args.target_language, + max_seq_length=args.max_seq_length, + ) + if not examples: + raise ValueError("no supervised examples built") + + candidates = build_candidates(args, n_layers=n_layers, d_ffn=d_ffn) + candidates = [ + candidate for idx, candidate in enumerate(candidates) + if idx % args.num_shards == args.shard_index + ] + + rows = [] + for candidate in candidates: + row = evaluate_candidate( + model, + examples, + candidate, + n_layers=n_layers, + d_ffn=d_ffn, + pad_id=int(tokenizer.pad_token_id), + args=args, + dtype=dtype, + ) + if args.write_masks: + row["mask_path"] = save_mask_for_candidate(mask_dir, candidate, n_layers, d_ffn) + row["n_layers"] = n_layers + row["hidden_size"] = hidden_size + row["d_ffn"] = d_ffn + row["mode"] = args.mode + row["shard_index"] = args.shard_index + rows.append(row) + print(json.dumps({ + "name": row["name"], + "channels": row["channels"], + "score": row["score"], + "mean_sentence_kl": row["mean_sentence_kl"], + "tail90_sentence_kl": row["tail90_sentence_kl"], + }), flush=True) + + write_jsonl(args.out_jsonl, rows) + summary = { + "model": args.model, + "mode": args.mode, + "n_rows": len(pairs), + "n_examples": len(examples), + "n_layers": n_layers, + "hidden_size": hidden_size, + "d_ffn": d_ffn, + "mlp_total": mlp_total(n_layers, d_ffn), + "num_shards": args.num_shards, + "shard_index": args.shard_index, + "candidate_count": len(rows), + "out_jsonl": args.out_jsonl, + } + Path(args.out_jsonl).with_suffix(".summary.json").write_text( + json.dumps(summary, indent=2, ensure_ascii=False) + "\n" + ) + + +if __name__ == "__main__": + main() diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/evaluate_mlp_proxy_translation.py b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/evaluate_mlp_proxy_translation.py new file mode 100644 index 0000000000000000000000000000000000000000..1f42521bbf44ed32483377baddf3cc2cb10ba626 --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/evaluate_mlp_proxy_translation.py @@ -0,0 +1,245 @@ +#!/usr/bin/env python3 +"""Teacher-forced proxy evals for MLP nuke and substrate-only interventions.""" + +from __future__ import annotations + +import argparse +from collections import defaultdict +import json +import statistics +import time +from pathlib import Path +from typing import Any + +import torch +import torch.nn.functional as F +from transformers import AutoModelForCausalLM, AutoTokenizer + +from actdelta_mlp_common import ( + build_supervised_examples, + count_mask, + dtype_from_name, + install_mlp_keep_only_hooks, + install_mlp_nuke_hooks, + iter_batches, + load_pairs, + model_mlp_shape, + move_batch, + tokenwise_kl, +) +from translation_region_student import load_mask_npz + + +def parse_args() -> argparse.Namespace: + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--model", default="tencent/HY-MT1.5-1.8B") + p.add_argument("--system", action="append", default=[], + help="NAME:INTERVENTION:PATH, where intervention is nuke-zero or keep-only.") + p.add_argument("--include-zero-all", action="store_true") + p.add_argument("--out-json", required=True) + p.add_argument("--input-jsonl", default=None) + p.add_argument("--max-rows", type=int, default=512) + p.add_argument("--batch-size", type=int, default=4) + p.add_argument("--max-seq-length", type=int, default=1024) + p.add_argument("--target-language", default="Portuguese") + p.add_argument("--src-lang", default="eng_Latn") + p.add_argument("--tgt-lang", default="por_Latn") + p.add_argument("--device", default="cuda") + p.add_argument("--dtype", default="bfloat16", choices=["float32", "float16", "bfloat16"]) + return p.parse_args() + + +def parse_systems(values: list[str]) -> list[dict[str, Any]]: + systems = [] + for value in values: + parts = value.split(":", 2) + if len(parts) != 3: + raise ValueError(f"--system must be NAME:INTERVENTION:PATH, got {value!r}") + name, intervention, path = parts + if intervention not in {"nuke-zero", "keep-only"}: + raise ValueError(f"bad intervention {intervention!r}") + systems.append({"name": name, "intervention": intervention, "path": path}) + return systems + + +def quantile(values: list[float], q: float) -> float: + if not values: + return 0.0 + ordered = sorted(values) + idx = min(len(ordered) - 1, max(0, int(round(q * (len(ordered) - 1))))) + return float(ordered[idx]) + + +def update_metrics(acc: dict[str, Any], teacher_logits: torch.Tensor, + student_logits: torch.Tensor, logit_mask: torch.Tensor) -> None: + kl, mask = tokenwise_kl(teacher_logits, student_logits, logit_mask) + mask = mask.bool() + token_count = int(mask.sum().item()) + if token_count == 0: + return + masked_kl = kl[mask].detach().to(torch.float32) + acc["kl_sum"] += float(masked_kl.sum().cpu().item()) + acc["token_count"] += token_count + + for row_idx in range(kl.shape[0]): + row_mask = mask[row_idx] + if bool(row_mask.any().item()): + acc["sentence_kl"].append(float(kl[row_idx][row_mask].mean().detach().cpu().item())) + + teacher_slice = teacher_logits[:, :-1, :] + student_slice = student_logits[:, :-1, :] + teacher_argmax = teacher_slice.argmax(dim=-1) + student_argmax = student_slice.argmax(dim=-1) + acc["teacher_top1_match"] += int((teacher_argmax[mask] == student_argmax[mask]).sum().item()) + + student_top5 = student_slice.topk(k=5, dim=-1).indices + teacher_selected = teacher_argmax[mask].unsqueeze(-1) + student_top5_selected = student_top5[mask] + acc["teacher_top5_contains"] += int((student_top5_selected == teacher_selected).any(dim=-1).sum().item()) + + log_probs = F.log_softmax(student_slice, dim=-1) + teacher_token_nll = -log_probs.gather(dim=-1, index=teacher_argmax.unsqueeze(-1)).squeeze(-1) + acc["teacher_argmax_nll_sum"] += float(teacher_token_nll[mask].detach().to(torch.float32).sum().cpu().item()) + + +def finalize_metrics(acc: dict[str, Any], *, elapsed_s: float, + zero_all_mean_token_kl: float | None = None) -> dict[str, Any]: + token_count = int(acc["token_count"]) + sentence_kl = list(acc["sentence_kl"]) + mean_token_kl = acc["kl_sum"] / max(token_count, 1) + row = { + "mean_token_kl": mean_token_kl, + "mean_sentence_kl": statistics.fmean(sentence_kl) if sentence_kl else 0.0, + "tail90_sentence_kl": quantile(sentence_kl, 0.90), + "teacher_top1_agreement": acc["teacher_top1_match"] / max(token_count, 1), + "teacher_top5_contains": acc["teacher_top5_contains"] / max(token_count, 1), + "teacher_argmax_nll": acc["teacher_argmax_nll_sum"] / max(token_count, 1), + "answer_tokens": token_count, + "n_sentences": len(sentence_kl), + "elapsed_s": elapsed_s, + } + if zero_all_mean_token_kl is not None: + row["kl_gap_recovery_vs_zero_all"] = 1.0 - (mean_token_kl / max(zero_all_mean_token_kl, 1e-12)) + row["kl_ratio_vs_zero_all"] = mean_token_kl / max(zero_all_mean_token_kl, 1e-12) + return row + + +def empty_mask(n_layers: int, d_ffn: int) -> dict[int, torch.Tensor]: + return {layer: torch.zeros(d_ffn, dtype=torch.bool) for layer in range(n_layers)} + + +def main() -> None: + args = parse_args() + dtype = dtype_from_name(args.dtype) + out_path = Path(args.out_json) + out_path.parent.mkdir(parents=True, exist_ok=True) + + tokenizer = AutoTokenizer.from_pretrained(args.model) + if tokenizer.pad_token_id is None: + tokenizer.pad_token = tokenizer.eos_token + model = AutoModelForCausalLM.from_pretrained( + args.model, + dtype=dtype, + attn_implementation="eager", + ).to(args.device).eval() + model.config.use_cache = False + for param in model.parameters(): + param.requires_grad_(False) + + n_layers, hidden_size, d_ffn = model_mlp_shape(model) + systems = parse_systems(args.system) + if args.include_zero_all: + systems.insert(0, {"name": "all_mlp_zero", "intervention": "keep-only", "path": None}) + if not systems: + raise ValueError("no proxy systems requested") + + loaded_systems = [] + for spec in systems: + mask = empty_mask(n_layers, d_ffn) if spec["path"] is None else load_mask_npz(spec["path"], n_layers, d_ffn) + loaded_systems.append({**spec, "mask": mask, "channels": count_mask(mask)}) + + pairs = load_pairs( + args.input_jsonl, + src_lang=args.src_lang, + tgt_lang=args.tgt_lang, + max_rows=args.max_rows, + ) + examples = build_supervised_examples( + pairs, + tokenizer, + target_language=args.target_language, + max_seq_length=args.max_seq_length, + ) + if not examples: + raise ValueError("no supervised examples built") + + accs = { + system["name"]: defaultdict(float, {"sentence_kl": []}) + for system in loaded_systems + } + start_times = {system["name"]: time.time() for system in loaded_systems} + elapsed = {system["name"]: 0.0 for system in loaded_systems} + + for batch_cpu in iter_batches(examples, batch_size=args.batch_size, pad_id=int(tokenizer.pad_token_id)): + batch = move_batch(batch_cpu, args.device) + with torch.no_grad(): + teacher_logits = model( + input_ids=batch["input_ids"], + attention_mask=batch["attention_mask"], + use_cache=False, + ).logits.detach() + + for system in loaded_systems: + t0 = time.time() + if system["intervention"] == "nuke-zero": + hooks = install_mlp_nuke_hooks(model, system["mask"], device=args.device, dtype=dtype) + else: + hooks = install_mlp_keep_only_hooks(model, system["mask"], device=args.device, dtype=dtype) + try: + student_logits = model( + input_ids=batch["input_ids"], + attention_mask=batch["attention_mask"], + use_cache=False, + ).logits.detach() + finally: + for hook in hooks: + hook.remove() + elapsed[system["name"]] += time.time() - t0 + update_metrics(accs[system["name"]], teacher_logits, student_logits, batch["kl_logit_mask"]) + + zero_kl = None + if "all_mlp_zero" in accs: + zero_kl = accs["all_mlp_zero"]["kl_sum"] / max(int(accs["all_mlp_zero"]["token_count"]), 1) + + result_rows = {} + for system in loaded_systems: + metrics = finalize_metrics( + accs[system["name"]], + elapsed_s=elapsed[system["name"]], + zero_all_mean_token_kl=zero_kl, + ) + result_rows[system["name"]] = { + "intervention": system["intervention"], + "mask_path": system["path"], + "channels": system["channels"], + "channel_fraction": system["channels"] / max(n_layers * d_ffn, 1), + "metrics": metrics, + } + print(json.dumps({"name": system["name"], **result_rows[system["name"]]}, ensure_ascii=False), flush=True) + + payload = { + "model": args.model, + "n_rows": len(pairs), + "n_examples": len(examples), + "n_layers": n_layers, + "hidden_size": hidden_size, + "d_ffn": d_ffn, + "mlp_total": n_layers * d_ffn, + "zero_all_mean_token_kl": zero_kl, + "results": result_rows, + } + out_path.write_text(json.dumps(payload, indent=2, ensure_ascii=False) + "\n") + + +if __name__ == "__main__": + main() diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/issue42_percentile_proxy_runner.sh b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/issue42_percentile_proxy_runner.sh new file mode 100644 index 0000000000000000000000000000000000000000..c2a9f681413ac4ef06b3df6399c4d4975e00655e --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/issue42_percentile_proxy_runner.sh @@ -0,0 +1,164 @@ +#!/usr/bin/env bash +# Issue #42 proxy-only destructive 1%ile search and substrate eval. +set -euo pipefail + +export TOKENIZERS_PARALLELISM="${TOKENIZERS_PARALLELISM:-false}" +export TORCH_ALLOW_TF32_CUBLAS_OVERRIDE="${TORCH_ALLOW_TF32_CUBLAS_OVERRIDE:-1}" + +REPO_DIR="${REPO_DIR:-/root/work/circuit-shotting}" +cd "$REPO_DIR" + +MODEL="${MODEL:-tencent/HY-MT1.5-1.8B}" +RUN_ROOT="${RUN_ROOT:-/root/runs/issue42_percentile_proxy}" +TRAIN_JSONL="${TRAIN_JSONL:-}" +GPU_LIST="${GPU_LIST:-}" +DAMAGE_MAX_ROWS="${DAMAGE_MAX_ROWS:-256}" +PROXY_MAX_ROWS="${PROXY_MAX_ROWS:-512}" +BATCH_SIZE_KL="${BATCH_SIZE_KL:-4}" +PROXY_BATCH_SIZE="${PROXY_BATCH_SIZE:-4}" +TOP_N="${TOP_N:-20}" +UPLOAD_AFTER="${UPLOAD_AFTER:-0}" + +mkdir -p "$RUN_ROOT"/{logs,damage,selection,eval,summaries,package} + +mark() { + echo "[$(date -Iseconds)] $*" | tee -a "$RUN_ROOT/logs/issue42_progress.log" +} + +detect_gpus() { + if [[ -n "$GPU_LIST" ]]; then + echo "$GPU_LIST" | tr ',' ' ' + return + fi + nvidia-smi --query-gpu=index --format=csv,noheader | tr '\n' ' ' +} + +read -r -a GPU_ARRAY <<<"$(detect_gpus)" +GPU_COUNT="${#GPU_ARRAY[@]}" +if ((GPU_COUNT < 1)); then + echo "no GPUs found" >&2 + exit 2 +fi + +wait_pids() { + local failed=0 + for pid in "$@"; do + if ! wait "$pid"; then + failed=1 + fi + done + return "$failed" +} + +merge_jsonl() { + local out="$1" + shift + python3 - "$out" "$@" <<'PY' +import sys +from pathlib import Path +out = Path(sys.argv[1]) +parts = [Path(p) for p in sys.argv[2:]] +out.parent.mkdir(parents=True, exist_ok=True) +with out.open("w") as w: + for part in parts: + if not part.exists(): + continue + with part.open() as r: + for line in r: + if line.strip(): + w.write(line) +print(out) +PY +} + +run_percentile_damage_scan() { + local merged="$RUN_ROOT/damage/percentile_results.jsonl" + if [[ -s "$merged" ]]; then + return 0 + fi + mark "run 100x 1%ile MLP nuke KL damage scan over $GPU_COUNT GPUs" + pids=() + parts=() + for ((j=0; j "$RUN_ROOT/logs/percentile_scan_shard${j}.log" 2>&1 & + pids+=("$!") + done + wait_pids "${pids[@]}" + merge_jsonl "$merged" "${parts[@]}" > "$RUN_ROOT/logs/merge_percentile_results.log" 2>&1 +} + +select_top20() { + if [[ -s "$RUN_ROOT/selection/selection_summary.json" ]]; then + return 0 + fi + mark "select top-$TOP_N destructive 1%ile union" + python3 select_percentile_mlp_mix.py \ + --chunk-results "$RUN_ROOT/damage/percentile_results.jsonl" \ + --out-dir "$RUN_ROOT/selection" \ + --top-n "$TOP_N" \ + > "$RUN_ROOT/logs/select_percentile_mix.log" 2>&1 +} + +top20_mask() { + python3 - "$RUN_ROOT/selection/selection_summary.json" <<'PY' +import json, sys +s = json.load(open(sys.argv[1])) +print(s["final_mix"]["mask_path"]) +PY +} + +run_proxy_eval() { + local out="$RUN_ROOT/eval/top20_proxy.json" + if [[ -s "$out" ]]; then + return 0 + fi + local mask + mask="$(top20_mask)" + mark "run teacher-forced proxy eval for all-zero, nuked top-$TOP_N, and substrate-only top-$TOP_N" + CUDA_VISIBLE_DEVICES="${GPU_ARRAY[0]}" python3 evaluate_mlp_proxy_translation.py \ + --model "$MODEL" \ + --out-json "$out" \ + ${TRAIN_JSONL:+--input-jsonl "$TRAIN_JSONL"} \ + --max-rows "$PROXY_MAX_ROWS" \ + --batch-size "$PROXY_BATCH_SIZE" \ + --include-zero-all \ + --system "nuked_percentile_top_${TOP_N}:nuke-zero:$mask" \ + --system "native_percentile_top_${TOP_N}_substrate_only:keep-only:$mask" \ + > "$RUN_ROOT/logs/eval_top20_proxy.log" 2>&1 +} + +summarize() { + mark "summarize issue42" + python3 summarize_issue42_percentile_proxy.py \ + --run-root "$RUN_ROOT" \ + --out-json "$RUN_ROOT/summaries/issue42_summary.json" \ + --out-md "$RUN_ROOT/summaries/issue42_summary.md" \ + > "$RUN_ROOT/logs/summarize_issue42.log" 2>&1 +} + +mark "issue42 start percentile proxy gpus=${GPU_ARRAY[*]}" +run_percentile_damage_scan +select_top20 +run_proxy_eval +summarize +if [[ "$UPLOAD_AFTER" == "1" || "$UPLOAD_AFTER" == "true" ]]; then + mark "package and upload issue42 artifacts" + RUN_ROOT="$RUN_ROOT" REPO_DIR="$REPO_DIR" bash scripts/package_issue42_hf_upload.sh \ + > "$RUN_ROOT/logs/package_issue42_hf_upload.log" 2>&1 +fi +mark "issue42 done" diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/package_issue42_hf_upload.sh b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/package_issue42_hf_upload.sh new file mode 100644 index 0000000000000000000000000000000000000000..8f1420dca40c2e995ff01f4970badabf089376dd --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/package_issue42_hf_upload.sh @@ -0,0 +1,71 @@ +#!/usr/bin/env bash +# Package and upload issue #42 percentile proxy artifacts. +set -euo pipefail + +RUN_ROOT="${RUN_ROOT:-/root/runs/issue42_percentile_proxy}" +REPO_DIR="${REPO_DIR:-/root/work/circuit-shotting}" +STAMP="$(date -u +%Y%m%dT%H%M%SZ)" +UPLOAD_PREFIX="${UPLOAD_PREFIX:-issue42_percentile_proxy_$STAMP}" +SYNTH_HF_REPO="${SYNTH_HF_REPO:-TokenBender/synth-data-en-pt-circuit}" +CIRCUIT_HF_REPO="${CIRCUIT_HF_REPO:-TokenBender/circuit-discovery}" +UPLOAD_DIR="$RUN_ROOT/package/$UPLOAD_PREFIX" + +rm -rf "$UPLOAD_DIR" +mkdir -p "$UPLOAD_DIR"/{spec,scripts,damage,selection,eval,summaries,logs,manifests} + +copy_if_present() { + local src="$1" + local dst="$2" + if [[ -e "$src" ]]; then + mkdir -p "$(dirname "$dst")" + cp -a "$src" "$dst" + fi +} + +copy_if_present "$REPO_DIR/configs/issue42_percentile_proxy.json" "$UPLOAD_DIR/spec/issue42_percentile_proxy.json" + +for path in \ + actdelta_mlp_common.py \ + actdelta_mlp_damage_scan.py \ + select_percentile_mlp_mix.py \ + evaluate_mlp_proxy_translation.py \ + summarize_issue42_percentile_proxy.py \ + issue42_percentile_proxy_runner.sh \ + scripts/package_issue42_hf_upload.sh; do + copy_if_present "$REPO_DIR/$path" "$UPLOAD_DIR/scripts/$(basename "$path")" +done + +cp -a "$RUN_ROOT/damage"/* "$UPLOAD_DIR/damage/" 2>/dev/null || true +cp -a "$RUN_ROOT/selection"/* "$UPLOAD_DIR/selection/" 2>/dev/null || true +cp -a "$RUN_ROOT/eval"/* "$UPLOAD_DIR/eval/" 2>/dev/null || true +cp -a "$RUN_ROOT/summaries"/* "$UPLOAD_DIR/summaries/" 2>/dev/null || true +cp -a "$RUN_ROOT/logs"/* "$UPLOAD_DIR/logs/" 2>/dev/null || true + +find "$UPLOAD_DIR" -type f -print0 | sort -z | xargs -0 sha256sum > "$UPLOAD_DIR/manifests/SHA256SUMS" +python3 - "$UPLOAD_DIR" "$RUN_ROOT" "$UPLOAD_PREFIX" <<'PY' +import json, sys +from pathlib import Path +upload = Path(sys.argv[1]) +run_root = Path(sys.argv[2]) +prefix = sys.argv[3] +files = [p for p in upload.rglob("*") if p.is_file()] +manifest = { + "upload_prefix": prefix, + "run_root": str(run_root), + "file_count": len(files), + "bytes": sum(p.stat().st_size for p in files), + "weights_policy": "Includes proxy outputs, masks, summaries, scripts, and logs. Excludes upstream HY-MT weights, HF caches, API keys, and service tokens.", +} +(upload / "manifests" / "manifest.json").write_text(json.dumps(manifest, indent=2) + "\n") +(upload / "README.md").write_text( + "# Issue 42 Percentile Proxy Artifacts\n\n" + "This package contains the 100x 1%ile destructive MLP proxy scan, top-20 union mask, " + "and teacher-forced proxy substrate-only metrics.\n\n" + "Upstream HY-MT model weights are not included.\n" +) +PY + +hf upload "$SYNTH_HF_REPO" "$UPLOAD_DIR" "$UPLOAD_PREFIX" --repo-type dataset +hf upload "$CIRCUIT_HF_REPO" "$UPLOAD_DIR" "circuit-shotting/artifacts/percentile_proxy/$UPLOAD_PREFIX" --repo-type dataset + +echo "$UPLOAD_PREFIX" diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/select_percentile_mlp_mix.py b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/select_percentile_mlp_mix.py new file mode 100644 index 0000000000000000000000000000000000000000..05ba4d96a8b538017823c327bcf8c6d61c73d9fc --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/select_percentile_mlp_mix.py @@ -0,0 +1,104 @@ +#!/usr/bin/env python3 +"""Select destructive 1%ile MLP chunks and emit cumulative union masks.""" + +from __future__ import annotations + +import argparse +import json +from pathlib import Path + +from actdelta_mlp_common import ( + Candidate, + count_mask, + load_candidate_jsonl, + mask_from_ranges, + mlp_total, + normalize_ranges, + save_mask_npz, + write_jsonl, +) + + +def parse_args() -> argparse.Namespace: + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--chunk-results", required=True) + p.add_argument("--out-dir", required=True) + p.add_argument("--n-layers", type=int, default=32) + p.add_argument("--d-ffn", type=int, default=6144) + p.add_argument("--top-n", type=int, default=20) + return p.parse_args() + + +def main() -> None: + args = parse_args() + out_dir = Path(args.out_dir) + mask_dir = out_dir / "masks" + out_dir.mkdir(parents=True, exist_ok=True) + mask_dir.mkdir(parents=True, exist_ok=True) + + rows = load_candidate_jsonl(args.chunk_results) + ranked = sorted(rows, key=lambda row: float(row["score"]), reverse=True) + write_jsonl(out_dir / "ranked_percentiles.jsonl", ranked) + + cumulative_rows = [] + for top_n in range(1, min(args.top_n, len(ranked)) + 1): + selected = ranked[:top_n] + ranges = [] + for row in selected: + ranges.extend((int(start), int(end)) for start, end in row["ranges"]) + ranges = normalize_ranges(ranges) + name = f"percentile_top_{top_n}" + candidate = Candidate( + name=name, + ranges=ranges, + meta={"top_n": top_n, "chunk_names": [row["name"] for row in selected]}, + ) + mask = mask_from_ranges(candidate.ranges, args.n_layers, args.d_ffn) + mask_path = mask_dir / f"{name}.full.npz" + save_mask_npz(mask_path, mask) + cumulative_rows.append({ + "name": name, + "top_n": top_n, + "ranges": [list(r) for r in candidate.ranges], + "channels": count_mask(mask), + "channel_fraction": count_mask(mask) / max(mlp_total(args.n_layers, args.d_ffn), 1), + "chunk_names": candidate.meta["chunk_names"], + "mask_path": str(mask_path), + "selected_chunks": [ + { + "rank": idx + 1, + "name": row["name"], + "score": row["score"], + "mean_sentence_kl": row["mean_sentence_kl"], + "tail90_sentence_kl": row["tail90_sentence_kl"], + "channels": row["channels"], + "ranges": row["ranges"], + } + for idx, row in enumerate(selected) + ], + }) + write_jsonl(out_dir / "cumulative_percentile_mixes.jsonl", cumulative_rows) + final = cumulative_rows[-1] if cumulative_rows else None + + summary = { + "n_layers": args.n_layers, + "d_ffn": args.d_ffn, + "mlp_total": mlp_total(args.n_layers, args.d_ffn), + "top_n": args.top_n, + "ranked_percentiles_jsonl": str(out_dir / "ranked_percentiles.jsonl"), + "cumulative_percentile_mixes_jsonl": str(out_dir / "cumulative_percentile_mixes.jsonl"), + "final_mix": final, + } + (out_dir / "selection_summary.json").write_text( + json.dumps(summary, indent=2, ensure_ascii=False) + "\n" + ) + print(json.dumps({ + "top_n": args.top_n, + "final_mix": None if final is None else final["name"], + "channels": None if final is None else final["channels"], + "out_dir": str(out_dir), + }, indent=2), flush=True) + + +if __name__ == "__main__": + main() diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/summarize_issue42_percentile_proxy.py b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/summarize_issue42_percentile_proxy.py new file mode 100644 index 0000000000000000000000000000000000000000..16ec6f461aa5d188d62d562489f075678bf2e29d --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/scripts/summarize_issue42_percentile_proxy.py @@ -0,0 +1,96 @@ +#!/usr/bin/env python3 +"""Summarize issue #42 percentile damage and substrate-only proxy results.""" + +from __future__ import annotations + +import argparse +import json +from pathlib import Path + +from actdelta_mlp_common import load_candidate_jsonl + + +def parse_args() -> argparse.Namespace: + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--run-root", required=True) + p.add_argument("--out-json", required=True) + p.add_argument("--out-md", required=True) + return p.parse_args() + + +def maybe_json(path: Path): + if path.exists(): + return json.load(open(path)) + return None + + +def main() -> None: + args = parse_args() + root = Path(args.run_root) + selection = maybe_json(root / "selection" / "selection_summary.json") or {} + proxy = maybe_json(root / "eval" / "top20_proxy.json") or {} + ranked_path = root / "selection" / "ranked_percentiles.jsonl" + ranked = load_candidate_jsonl(ranked_path) if ranked_path.exists() else [] + top_ranked = ranked[:20] + final_mix = selection.get("final_mix") or {} + + out = { + "run_root": str(root), + "selection": selection, + "proxy": proxy, + "top_20_ranked_percentiles": top_ranked, + } + out_json = Path(args.out_json) + out_md = Path(args.out_md) + out_json.parent.mkdir(parents=True, exist_ok=True) + out_md.parent.mkdir(parents=True, exist_ok=True) + out_json.write_text(json.dumps(out, indent=2, ensure_ascii=False) + "\n") + + lines = [ + "# Issue 42 Percentile Proxy Summary", + "", + ] + if final_mix: + lines.extend([ + f"- Final mix: `{final_mix.get('name')}`", + f"- 1%ile chunks: `{final_mix.get('top_n')}`", + f"- Channels: `{final_mix.get('channels')}`", + f"- Channel fraction: `{final_mix.get('channel_fraction')}`", + "", + ]) + + lines.extend([ + "## Proxy Metrics", + "", + "| system | intervention | channels | mean token KL | mean sentence KL | tail90 sentence KL | top1 agree | top5 contains | KL recovery vs all-zero |", + "|---|---|---:|---:|---:|---:|---:|---:|---:|", + ]) + for name, row in (proxy.get("results") or {}).items(): + metrics = row.get("metrics") or {} + lines.append( + f"| `{name}` | `{row.get('intervention')}` | `{row.get('channels')}` | " + f"`{metrics.get('mean_token_kl')}` | `{metrics.get('mean_sentence_kl')}` | " + f"`{metrics.get('tail90_sentence_kl')}` | `{metrics.get('teacher_top1_agreement')}` | " + f"`{metrics.get('teacher_top5_contains')}` | `{metrics.get('kl_gap_recovery_vs_zero_all')}` |" + ) + + lines.extend([ + "", + "## Top 20 Destructive 1%iles", + "", + "| rank | chunk | score | mean sentence KL | tail90 sentence KL | channels |", + "|---:|---|---:|---:|---:|---:|", + ]) + for idx, row in enumerate(top_ranked, start=1): + lines.append( + f"| {idx} | `{row.get('name')}` | `{row.get('score')}` | " + f"`{row.get('mean_sentence_kl')}` | `{row.get('tail90_sentence_kl')}` | " + f"`{row.get('channels')}` |" + ) + + out_md.write_text("\n".join(lines) + "\n") + print(json.dumps({"out_json": str(out_json), "out_md": str(out_md)}, indent=2), flush=True) + + +if __name__ == "__main__": + main() diff --git a/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/selection/cumulative_percentile_mixes.jsonl b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/selection/cumulative_percentile_mixes.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d141f6eebbc3d344d6be195789caf5a4e1055efd --- /dev/null +++ b/circuit-shotting/artifacts/percentile_proxy/issue42_percentile_proxy_20260518T110628Z/selection/cumulative_percentile_mixes.jsonl @@ -0,0 +1,20 @@ +{"name": "percentile_top_1", "top_n": 1, "ranges": [[0, 1966]], "channels": 1966, "channel_fraction": 0.009999593098958334, "chunk_names": ["sector_0_chunk_0"], "mask_path": "/root/runs/issue42_percentile_proxy_8b46e31/selection/masks/percentile_top_1.full.npz", "selected_chunks": [{"rank": 1, "name": "sector_0_chunk_0", "score": 0.3821094371378422, "mean_sentence_kl": 0.18972662463784218, "tail90_sentence_kl": 0.384765625, "channels": 1966, "ranges": [[0, 1966]]}]} +{"name": "percentile_top_2", "top_n": 2, "ranges": [[0, 1966], [1966, 3932]], "channels": 3932, "channel_fraction": 0.019999186197916668, "chunk_names": ["sector_0_chunk_0", "sector_0_chunk_1"], "mask_path": "/root/runs/issue42_percentile_proxy_8b46e31/selection/masks/percentile_top_2.full.npz", "selected_chunks": [{"rank": 1, "name": "sector_0_chunk_0", "score": 0.3821094371378422, "mean_sentence_kl": 0.18972662463784218, "tail90_sentence_kl": 0.384765625, "channels": 1966, "ranges": [[0, 1966]]}, {"rank": 2, "name": "sector_0_chunk_1", "score": 0.36368532478809357, "mean_sentence_kl": 0.17325563728809357, "tail90_sentence_kl": 0.380859375, "channels": 1966, "ranges": [[1966, 3932]]}]} +{"name": "percentile_top_3", "top_n": 3, "ranges": [[0, 1966], [1966, 3932], [3932, 5898]], "channels": 5898, "channel_fraction": 0.029998779296875, "chunk_names": ["sector_0_chunk_0", "sector_0_chunk_1", "sector_0_chunk_2"], "mask_path": "/root/runs/issue42_percentile_proxy_8b46e31/selection/masks/percentile_top_3.full.npz", "selected_chunks": [{"rank": 1, "name": "sector_0_chunk_0", "score": 0.3821094371378422, "mean_sentence_kl": 0.18972662463784218, "tail90_sentence_kl": 0.384765625, "channels": 1966, "ranges": [[0, 1966]]}, {"rank": 2, "name": "sector_0_chunk_1", "score": 0.36368532478809357, "mean_sentence_kl": 0.17325563728809357, "tail90_sentence_kl": 0.380859375, "channels": 1966, "ranges": [[1966, 3932]]}, {"rank": 3, "name": "sector_0_chunk_2", "score": 0.32993651553988457, "mean_sentence_kl": 0.15220214053988457, "tail90_sentence_kl": 0.35546875, "channels": 1966, "ranges": [[3932, 5898]]}]} +{"name": "percentile_top_4", "top_n": 4, "ranges": [[0, 1966], [1966, 3932], [3932, 5898], [178913, 180879]], "channels": 7864, "channel_fraction": 0.039998372395833336, "chunk_names": ["sector_0_chunk_0", "sector_0_chunk_1", "sector_0_chunk_2", "sector_0_chunk_91"], "mask_path": "/root/runs/issue42_percentile_proxy_8b46e31/selection/masks/percentile_top_4.full.npz", "selected_chunks": [{"rank": 1, "name": "sector_0_chunk_0", "score": 0.3821094371378422, "mean_sentence_kl": 0.18972662463784218, "tail90_sentence_kl": 0.384765625, "channels": 1966, "ranges": [[0, 1966]]}, {"rank": 2, "name": "sector_0_chunk_1", "score": 0.36368532478809357, "mean_sentence_kl": 0.17325563728809357, "tail90_sentence_kl": 0.380859375, "channels": 1966, "ranges": [[1966, 3932]]}, {"rank": 3, "name": "sector_0_chunk_2", "score": 0.32993651553988457, "mean_sentence_kl": 0.15220214053988457, "tail90_sentence_kl": 0.35546875, "channels": 1966, "ranges": [[3932, 5898]]}, {"rank": 4, "name": "sector_0_chunk_91", "score": 0.19272078573703766, "mean_sentence_kl": 0.08676375448703766, "tail90_sentence_kl": 0.2119140625, "channels": 1966, "ranges": [[178913, 180879]]}]} +{"name": "percentile_top_5", "top_n": 5, "ranges": [[0, 1966], [1966, 3932], [3932, 5898], [178913, 180879], [7864, 9830]], 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Final mix: `percentile_top_20` +- 1%ile chunks: `20` +- Channels: `39321` +- Channel fraction: `0.1999969482421875` + +## Proxy Metrics + +| system | intervention | channels | mean token KL | mean sentence KL | tail90 sentence KL | top1 agree | top5 contains | KL recovery vs all-zero | +|---|---|---:|---:|---:|---:|---:|---:|---:| +| `all_mlp_zero` | `keep-only` | `0` | `12.821661838961273` | `12.828857421875` | `13.3125` | `0.00018033452053559354` | `0.00040575267120508544` | `0.0` | +| `nuked_percentile_top_20` | `nuke-zero` | `39321` | `13.415645710292592` | `13.41259765625` | `14.0` | `0.0` | `9.016726026779677e-05` | `-0.046326590015529634` | +| `native_percentile_top_20_substrate_only` | `keep-only` | `39321` | `10.892991802528064` | `10.8990478515625` | `11.5` | `0.001172174383481358` | `0.0051846174653983135` | `0.15042278143481724` | + +## Top 20 Destructive 1%iles + +| rank | chunk | score | mean sentence KL | tail90 sentence KL | channels | +|---:|---|---:|---:|---:|---:| +| 1 | `sector_0_chunk_0` | `0.3821094371378422` | `0.18972662463784218` | `0.384765625` | `1966` | +| 2 | `sector_0_chunk_1` | `0.36368532478809357` | `0.17325563728809357` | `0.380859375` | `1966` | +| 3 | `sector_0_chunk_2` | `0.32993651553988457` | `0.15220214053988457` | `0.35546875` | `1966` | +| 4 | `sector_0_chunk_91` | `0.19272078573703766` | `0.08676375448703766` | `0.2119140625` | `1966` | +| 5 | `sector_0_chunk_4` | `0.1307773245498538` | `0.0599765432998538` | `0.1416015625` | `1966` | +| 6 | `sector_0_chunk_3` | `0.12398696690797806` | `0.05855727940797806` | `0.130859375` | `1966` | +| 7 | `sector_0_chunk_23` | `0.1231808140873909` | `0.0592159703373909` | `0.1279296875` | `1966` | +| 8 | `sector_0_chunk_5` | `0.11249938979744911` | `0.05122009292244911` | `0.12255859375` | `1966` | +| 9 | `sector_0_chunk_20` | `0.10601149499416351` | `0.05474196374416351` | `0.1025390625` | `1966` | +| 10 | `sector_0_chunk_65` | `0.0985150970518589` | `0.0460248626768589` | `0.10498046875` | `1966` | +| 11 | `sector_0_chunk_56` | `0.09739024937152863` | `0.049538686871528625` | `0.095703125` | `1966` | +| 12 | `sector_0_chunk_7` | `0.09699758514761925` | `0.04548391327261925` | `0.10302734375` | `1966` | +| 13 | `sector_0_chunk_58` | `0.09512045234441757` | `0.04800131171941757` | `0.09423828125` | `1966` | +| 14 | `sector_0_chunk_6` | `0.09350507520139217` | `0.041991403326392174` | `0.10302734375` | `1966` | +| 15 | `sector_0_chunk_62` | `0.08989111706614494` | `0.04472510144114494` | `0.09033203125` | `1967` | +| 16 | `sector_0_chunk_9` | `0.08937827311456203` | `0.041526710614562035` | `0.095703125` | `1966` | +| 17 | `sector_0_chunk_57` | `0.08864056691527367` | `0.044695254415273666` | `0.087890625` | `1966` | +| 18 | `sector_0_chunk_59` | `0.08843556046485901` | `0.04473438858985901` | `0.08740234375` | `1966` | +| 19 | `sector_0_chunk_18` | `0.08735546190291643` | `0.04170116502791643` | `0.09130859375` | `1966` | +| 20 | `sector_0_chunk_60` | `0.08616224676370621` | `0.04392591863870621` | `0.08447265625` | `1966` |