Natural Memory NM2.1: 记忆路由器分叉、数据集缺陷修复与全轴评测证据
- 引入 MemoryRouterXL 与 v5/v6 流式多线程训练/编码管线 - 修复 prepare_memory_router_dataset 候选池重建缺陷（mega 家族 3568x 加速，输出逐字节相同） - 修复 v5 被破坏的拒答与多跳标签（train 未知样本 319 -> 16319，multi_hop 平均正例 1.00 -> 2.00） - 同存储预算下 V2-128 v6 逐轴 22/22 通过：Top-1 41.12% -> 94.62%，未知拒答 0.00% -> 100.00% - 记录三条被实测推翻的显然优化（logits_to_keep=1 反而慢 55%、XL 容量未带来收益） - 记忆手术跨架构可移植性 14/14，读写关闭时与原生模型逐位相同
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{
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"format_version": 3,
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"generator": "prepare_memory_router_dataset.py",
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"seed": 20260909,
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"candidate_count": 32,
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"schema": {
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"query": "natural-language routing query",
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"candidates": "bounded memory records with text and provenance",
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"positive_indices": "one or more supporting memory records; empty means abstain",
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"need_memory": "1 if evidence is required and present, 0 for unknown/unsupported queries",
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"hop": "0 for abstention, otherwise number of supporting records clipped to router max_hops",
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"group_id": "conversation or QA episode identity; no group may cross train/eval"
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},
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"files": {
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"train": {
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"path": "H:\\Memory\\V2_dpskw\\data\\router_training_v5\\train.jsonl",
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"episodes": 87155,
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"sha256": "d84cd3ccb26e56303ae29ee95d925a3f30b8b8eb208cc4bd42bf445630b69c17"
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},
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"eval": {
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"path": "H:\\Memory\\V2_dpskw\\data\\router_training_v5\\eval.jsonl",
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"episodes": 21920,
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"sha256": "bdcca17476dfcbdacf64d3e89b963a26d0dd6ac17a3e3001c9a61765c594207e"
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}
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},
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"counts": {
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"train_groups": 84155,
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"eval_groups": 21120,
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"train_episodes": 87155,
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"eval_episodes": 21920,
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"train_unknown": 319,
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"eval_unknown": 106,
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"train_candidates": 2788960,
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"eval_candidates": 701440
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},
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"local_sources": [
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{
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"source": "H:/Memory/dynamic_memory_lab/data/benchmark_train.jsonl",
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"rows": 128,
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"kind": "benchmark",
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"split": "train"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/native_memory/train.jsonl",
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"rows": 512,
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"kind": "native_memory",
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"split": "train"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/production_memory/train.jsonl",
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"rows": 1485,
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"kind": "normalized_policy",
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"split": "train"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/production_memory_hard_v2/train.jsonl",
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"rows": 27000,
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"kind": "normalized_policy",
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"split": "train"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/mega_validation/memory_validation_80k_train.jsonl",
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"rows": 80000,
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"kind": "mega_validation",
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"split": "train"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/benchmark_eval.jsonl",
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"rows": 64,
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"kind": "benchmark",
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"split": "eval"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/native_memory/eval.jsonl",
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"rows": 128,
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"kind": "native_memory",
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"split": "eval"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/production_memory/eval.jsonl",
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"rows": 363,
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"kind": "normalized_policy",
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"split": "eval"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/production_memory_hard_v2/eval.jsonl",
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"rows": 7200,
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"kind": "normalized_policy",
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"split": "eval"
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},
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{
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"source": "H:/Memory/dynamic_memory_lab/data/mega_validation/memory_validation_20k_eval.jsonl",
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"rows": 20000,
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"kind": "mega_validation",
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"split": "eval"
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}
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],
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"public_sources": [],
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"public_catalog": [
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{
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"name": "hotpotqa_train",
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"dataset_id": "hotpot_qa",
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"config": "distractor",
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"split": "train",
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"split_kind": "train",
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"task": "qa",
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"url": "https://huggingface.co/datasets/hotpot_qa"
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},
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{
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"name": "hotpotqa_validation",
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"dataset_id": "hotpot_qa",
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"config": "distractor",
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"split": "validation",
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"split_kind": "eval",
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"task": "qa",
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"url": "https://huggingface.co/datasets/hotpot_qa"
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},
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{
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"name": "codesearchnet_python_train",
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"dataset_id": "code_search_net",
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"config": "python",
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"split": "train",
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"split_kind": "train",
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"task": "code",
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"url": "https://huggingface.co/datasets/code_search_net"
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},
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{
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"name": "codesearchnet_python_validation",
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"dataset_id": "code_search_net",
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"config": "python",
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"split": "validation",
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"split_kind": "eval",
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"task": "code",
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"url": "https://huggingface.co/datasets/code_search_net"
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},
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{
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"name": "fever_train",
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"dataset_id": "fever",
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"config": "v1.0",
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"split": "train",
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"split_kind": "train",
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"task": "evidence",
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"url": "https://huggingface.co/datasets/fever"
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},
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{
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"name": "fever_validation",
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"dataset_id": "fever",
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"config": "v1.0",
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"split": "labelled_dev",
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"split_kind": "eval",
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"task": "evidence",
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"url": "https://huggingface.co/datasets/fever"
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}
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],
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"split_stats": {
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"train": {
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"kept": 87155,
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"unknown": 319,
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"family:benchmark_qa": 128,
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"family:native_memory": 512,
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"family:memory_policy": 6515,
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"family:mega_validation": 80000,
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"written": 87155
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},
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"eval": {
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"kept": 21920,
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"unknown": 106,
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"family:benchmark_qa": 64,
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"family:native_memory": 128,
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"family:memory_policy": 1728,
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"family:mega_validation": 20000,
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"written": 21920
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}
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},
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"leakage_check": {
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"group_overlap": 0,
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"passed": true
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},
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"conflict_policy": {
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"enabled": true,
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"answerable_positive_conflicts_excluded": true,
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"unknown_hard_conflicts_retained": true
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},
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"evaluation_policy": "eval.jsonl is generated and hashed before router training; the trainer refuses an optional hash mismatch.",
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"warnings": [
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"Local generated memory-policy files are useful hard negatives but are not public-human chat data.",
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"Add redacted real user traces only after consent and PII removal.",
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"Public download failures are recorded; failed sources contribute zero rows."
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]
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}
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