Download docs/development-artifacts/hebbian-interface-v1/numerical-note.json from zsqzz/llm-memory-editability: direct link, hf CLI and curl.
- Browser
- Download file 4.91 kB
-
https://huggingface.co/datasets/zsqzz/llm-memory-editability/resolve/main/docs/development-artifacts/hebbian-interface-v1/numerical-note.json
- Command line
-
hf download hf://datasets/zsqzz/llm-memory-editability/docs/development-artifacts/hebbian-interface-v1/numerical-note.json
-
curl -L -o numerical-note.json https://huggingface.co/datasets/zsqzz/llm-memory-editability/resolve/main/docs/development-artifacts/hebbian-interface-v1/numerical-note.json
4.91 kB
| { | |
| "type": "Finite precision diagnosis; unchanged training results and unchanged strict replay tolerance", | |
| "scope": "Development 142941 and confirmation 142942 only; later worlds use the same strict audit script and classification rule.", | |
| "audit_files_preserved_unmodified": true, | |
| "audit_snapshots": [ | |
| { | |
| "phase": "development", | |
| "seed": 142941, | |
| "path": "docs/development-artifacts/hebbian-interface-v1/audit-development-142941.json", | |
| "sha256": "cfc549a84c26f915a6a7c933531d7b8ff72afa5ca7f9b535b7d9dbba1cabc600", | |
| "strict_passed": false, | |
| "strict_failures": [ | |
| "memory/mse/B/angle_mean" | |
| ], | |
| "checks": 182, | |
| "prediction_score_target_accuracy_replay_passed": true, | |
| "max_full_reader_score_absolute_difference": 4.76837158203125e-07 | |
| }, | |
| { | |
| "phase": "confirmation", | |
| "seed": 142942, | |
| "path": "docs/development-artifacts/hebbian-interface-v1/audit-confirmation-142942.json", | |
| "sha256": "c8bd120d48038cf4c39c6454fba277c0f9e635f671ebd8a52ea0b9250317eb61", | |
| "strict_passed": false, | |
| "strict_failures": [ | |
| "memory/mse/A/angle_mean", | |
| "memory/mse/B/angle_mean" | |
| ], | |
| "checks": 182, | |
| "prediction_score_target_accuracy_replay_passed": true, | |
| "max_full_reader_score_absolute_difference": 4.3213367462158203e-07 | |
| } | |
| ], | |
| "strict_atol": 1e-05, | |
| "strict_rtol": 1e-05, | |
| "derivation": "d acos(c) / dc = -1/sqrt(1-c*c). Near c=1, angle is approximately sqrt(2*(1-c)), so float32 cosine rounding can change a near-zero reported angle substantially even when vector directions and candidate scores agree. Averaging acos values does not remove the ill-conditioning.", | |
| "float32_epsilon": 1.1920928955078125e-07, | |
| "single_vector_angular_scale_from_one_cosine_epsilon_rad": 0.00048828125, | |
| "diagnostic_method": "Reload the same frozen checkpoint on CPU. Recompute original float32 cosine/acos, compare all normalized candidate scores against saved arrays with original atol=rtol=1e-5, and compute stable angle 2*atan2(||u-v||,||u+v||) in float64 for normalized CPU-replayed outputs. The stable angle is a diagnostic on replayed vectors, not a replacement score or a new scientific endpoint.", | |
| "diagnoses": [ | |
| { | |
| "phase": "development", | |
| "seed": 142941, | |
| "memory_loss": "mse", | |
| "mapping": "B", | |
| "strict_check": "memory/mse/B/angle_mean", | |
| "stored_GPU_float32_acos_mean_rad": 1.0326793017156888e-05, | |
| "CPU_float32_acos_mean_rad": 2.493108513590414e-05, | |
| "absolute_mean_difference_rad": 1.4604292118747253e-05, | |
| "CPU_float64_stable_angle_mean_rad": 2.358228236338423e-07, | |
| "CPU_float64_stable_angle_max_rad": 3.4727195123592466e-07, | |
| "CPU_float32_cosine_min": 0.9999998807907104, | |
| "CPU_float32_cosine_max": 1.0, | |
| "full_score_max_absolute_difference": 2.384185791015625e-07, | |
| "full_score_allclose_original_atol_rtol_1e_5": true, | |
| "predictions_exact_equal": true | |
| }, | |
| { | |
| "phase": "confirmation", | |
| "seed": 142942, | |
| "memory_loss": "mse", | |
| "mapping": "A", | |
| "strict_check": "memory/mse/A/angle_mean", | |
| "stored_GPU_float32_acos_mean_rad": 2.6973982585332124e-06, | |
| "CPU_float32_acos_mean_rad": 2.6511183023103513e-05, | |
| "absolute_mean_difference_rad": 2.38137847645703e-05, | |
| "CPU_float64_stable_angle_mean_rad": 2.3027325007214904e-07, | |
| "CPU_float64_stable_angle_max_rad": 3.2038382402902254e-07, | |
| "CPU_float32_cosine_min": 0.9999998807907104, | |
| "CPU_float32_cosine_max": 1.0, | |
| "full_score_max_absolute_difference": 2.980232238769531e-07, | |
| "full_score_allclose_original_atol_rtol_1e_5": true, | |
| "predictions_exact_equal": true | |
| }, | |
| { | |
| "phase": "confirmation", | |
| "seed": 142942, | |
| "memory_loss": "mse", | |
| "mapping": "B", | |
| "strict_check": "memory/mse/B/angle_mean", | |
| "stored_GPU_float32_acos_mean_rad": 2.6973982585332124e-06, | |
| "CPU_float32_acos_mean_rad": 2.7368518203729764e-05, | |
| "absolute_mean_difference_rad": 2.467111994519655e-05, | |
| "CPU_float64_stable_angle_mean_rad": 2.35533545957534e-07, | |
| "CPU_float64_stable_angle_max_rad": 3.3748774695660705e-07, | |
| "CPU_float32_cosine_min": 0.9999998211860657, | |
| "CPU_float32_cosine_max": 1.0, | |
| "full_score_max_absolute_difference": 3.5762786865234375e-07, | |
| "full_score_allclose_original_atol_rtol_1e_5": true, | |
| "predictions_exact_equal": true | |
| } | |
| ], | |
| "interpretation": "All prediction/score/target/accuracy replay checks pass for these worlds. The strict audits retain passed=false for the listed near-zero acos means. Do not interpret approximately 1e-5 rad variation as a precise scientific CE/MSE effect. No tolerance was widened and no training output was modified.", | |
| "environment": { | |
| "python": "3.12.7", | |
| "torch": "2.8.0+cu128", | |
| "numpy": "2.5.3", | |
| "device": "cpu", | |
| "threads": 1 | |
| } | |
| } | |