| { |
| "data": { |
| "bank_fee_probability": 0.08, |
| "candidate_amount_absolute_tolerance": 1.0, |
| "candidate_amount_relative_tolerance": 0.015, |
| "candidate_date_window": 4, |
| "date_horizon_days": 31, |
| "date_shift_days": 3, |
| "description_typo_probability": 0.12, |
| "duplicate_probability": 0.1, |
| "max_amount": 25000.0, |
| "max_bank_rows": 24, |
| "max_events": 16, |
| "max_gl_rows": 24, |
| "min_amount": 5.0, |
| "min_events": 8, |
| "missing_bank_probability": 0.08, |
| "missing_gl_probability": 0.1, |
| "num_accounts": 24, |
| "num_counterparties": 96, |
| "num_currencies": 3, |
| "num_descriptions": 256, |
| "num_entities": 4, |
| "num_references": 8192, |
| "num_samples": 4096, |
| "reference_loss_probability": 0.12, |
| "reference_typo_probability": 0.1, |
| "reversal_probability": 0.08, |
| "seed": 17, |
| "timing_exception_days": 1 |
| }, |
| "loss": { |
| "exception_weight": 0.35, |
| "match_weight": 1.0, |
| "one_to_one_weight": 0.05, |
| "unmatched_class_weight": 0.75 |
| }, |
| "mindweave": { |
| "provenance": { |
| "bank_dataset_id": "mindweave/bank-transactions-us", |
| "bank_dataset_url": "https://huggingface.co/datasets/mindweave/bank-transactions-us", |
| "bank_fee_label_rule": "zero provenance target candidates, blank source_id, source_module=banking, transaction_type=fee, negative amount, and a description containing both fee and a bank/account/service/monthly/maintenance/overdraft/wire term", |
| "bank_revision": "290e657395a1ce25837642b8309ca9a741f85303", |
| "commercial_use_allowed": false, |
| "file_sha256": { |
| "bank_accounts.csv": "bc3a4d01e9924745ae0f8371acfd7caf36a7810ecdc5c24d6e6bb791b4a9ca07", |
| "bank_transactions.csv": "1b20b074ecd254ba0e6056f2e2f196ebff7273aeabc54e389958cd7bbd048604", |
| "chart_of_accounts.csv": "156e10c1bdcd89f1d05da5ece223866ee2ad9d070868b0b484b10c5f75c1a6a8", |
| "journal_entries.csv": "5f8491158bf8c02f7b67f433e970ac5b4acee624eb3eddeede9ffea170adc819", |
| "journal_entry_lines.csv": "456b549d1ca2a55d407a033b3a0dfa0033d2376252406cc05371f9812a5c40a9" |
| }, |
| "label_method": "unique (company_id, source_module, source_id) journal-entry provenance joined to the bank account's mapped cash GL line", |
| "ledger_dataset_id": "mindweave/accounting-ledger-us", |
| "ledger_dataset_url": "https://huggingface.co/datasets/mindweave/accounting-ledger-us", |
| "ledger_revision": "b2f2d0890353438b4473f2c3b2d2b5e15a5132a0", |
| "license": "CC-BY-NC-4.0", |
| "unresolved_policy": "retain the bank row, use match_target=-100, and classify REVIEW; never infer unmatched solely from a missing provenance join" |
| }, |
| "test": { |
| "bank_rows": 702, |
| "cases": 30, |
| "inferred_bank_fees": 3, |
| "periods": [ |
| "2025-10", |
| "2025-11", |
| "2025-12" |
| ], |
| "provenance_matches": 699, |
| "unresolved_rows": 0 |
| }, |
| "train": { |
| "bank_rows": 2021, |
| "cases": 92, |
| "inferred_bank_fees": 18, |
| "periods": [ |
| "2024-01", |
| "2024-02", |
| "2024-03", |
| "2024-04", |
| "2024-05", |
| "2024-06", |
| "2024-07", |
| "2024-08", |
| "2024-09", |
| "2024-10", |
| "2024-11", |
| "2024-12", |
| "2025-01", |
| "2025-02", |
| "2025-03", |
| "2025-04", |
| "2025-05", |
| "2025-06" |
| ], |
| "provenance_matches": 2003, |
| "unresolved_rows": 0 |
| }, |
| "validation": { |
| "bank_rows": 509, |
| "cases": 23, |
| "inferred_bank_fees": 3, |
| "periods": [ |
| "2025-07", |
| "2025-08", |
| "2025-09" |
| ], |
| "provenance_matches": 506, |
| "unresolved_rows": 0 |
| } |
| }, |
| "model": { |
| "H_cycles": 2, |
| "H_layers": 1, |
| "L_cycles": 2, |
| "L_layers": 1, |
| "attention_dropout": 0.0, |
| "category_cardinalities": [ |
| 4, |
| 5, |
| 25, |
| 97, |
| 8193, |
| 257 |
| ], |
| "continuous_dim": 3, |
| "expansion": 4.0, |
| "hidden_size": 128, |
| "init_std": null, |
| "mask_logit_value": -10000.0, |
| "max_bank_rows": 24, |
| "max_gl_rows": 24, |
| "num_exception_types": 6, |
| "num_heads": 4, |
| "rms_norm_eps": 1e-05 |
| }, |
| "synthetic_retention": { |
| "bank_fee_probability": 0.08, |
| "candidate_amount_absolute_tolerance": 1.0, |
| "candidate_amount_relative_tolerance": 0.015, |
| "candidate_date_window": 4, |
| "date_horizon_days": 31, |
| "date_shift_days": 3, |
| "description_typo_probability": 0.12, |
| "duplicate_probability": 0.1, |
| "max_amount": 25000.0, |
| "max_bank_rows": 24, |
| "max_events": 16, |
| "max_gl_rows": 24, |
| "min_amount": 5.0, |
| "min_events": 8, |
| "missing_bank_probability": 0.08, |
| "missing_gl_probability": 0.1, |
| "num_accounts": 24, |
| "num_counterparties": 96, |
| "num_currencies": 3, |
| "num_descriptions": 256, |
| "num_entities": 4, |
| "num_references": 8192, |
| "num_samples": 512, |
| "reference_loss_probability": 0.12, |
| "reference_typo_probability": 0.1, |
| "reversal_probability": 0.08, |
| "seed": 8000074, |
| "timing_exception_days": 1 |
| }, |
| "synthetic_training": { |
| "bank_fee_probability": 0.08, |
| "candidate_amount_absolute_tolerance": 1.0, |
| "candidate_amount_relative_tolerance": 0.015, |
| "candidate_date_window": 4, |
| "date_horizon_days": 31, |
| "date_shift_days": 3, |
| "description_typo_probability": 0.12, |
| "duplicate_probability": 0.1, |
| "max_amount": 25000.0, |
| "max_bank_rows": 24, |
| "max_events": 16, |
| "max_gl_rows": 24, |
| "min_amount": 5.0, |
| "min_events": 8, |
| "missing_bank_probability": 0.08, |
| "missing_gl_probability": 0.1, |
| "num_accounts": 24, |
| "num_counterparties": 96, |
| "num_currencies": 3, |
| "num_descriptions": 256, |
| "num_entities": 4, |
| "num_references": 8192, |
| "num_samples": 512, |
| "reference_loss_probability": 0.12, |
| "reference_typo_probability": 0.1, |
| "reversal_probability": 0.08, |
| "seed": 7000060, |
| "timing_exception_days": 1 |
| }, |
| "train": { |
| "amp": true, |
| "bank_dir": "data/raw/mindweave/bank-transactions-us", |
| "batch_size": 16, |
| "checkpoint": "runs/reconciliation-20260723/best.pt", |
| "confidence_threshold": 0.9, |
| "dataset": "mindweave-paired-with-synthetic-retention", |
| "description_dropout": 0.1, |
| "device": "cuda", |
| "device_resolved": "cuda", |
| "eval_every": 25, |
| "grad_clip": 1.0, |
| "initial_checkpoint_sha256": "e320f5cb15c7af94b803b61f20568b8e09811a0ea28bcb558984c821350ed810", |
| "initial_checkpoint_step": 900, |
| "learning_rate": 5e-05, |
| "ledger_dir": "data/raw/mindweave/accounting-ledger-us", |
| "log_every": 25, |
| "model_parameters": 1665352, |
| "num_workers": 0, |
| "output_dir": "runs/mindweave-robust-20260723", |
| "reference_dropout": 0.25, |
| "seed": 41, |
| "segments": 4, |
| "source_module_dropout": 0.05, |
| "steps": 150, |
| "synthetic_every": 4, |
| "synthetic_samples": 512, |
| "train_end": "2025-06", |
| "validation_end": "2025-09", |
| "warmup_updates": 40, |
| "weight_decay": 0.01 |
| } |
| } |
|
|
