Upload 12 files

config.json

@@ -0,0 +1,38 @@
+{
+  "adaptive_state": {
+    "meta": {
+      "fusion_mode": "SAVANT\u2013\u03a6\u2084.1\u221e+ symbiotic",
+      "fusion_timestamp": "2025-10-09"
+    },
+    "resonance_vector": [
+      0.006346969060972333
+    ]
+  },
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "geometry": "icosa\u2013dodeca\u2013resonant",
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "rrf_mode": "\u03a6\u2084.1\u221e+",
+  "symbiotic_energy": -0.695067822933197,
+  "transformers_version": "4.57.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0bf8ccf5d63e49ea13a92e38ece92a618d45c32d2a24fed9abb4880ffe23ab9b
+size 437958648

optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f82501ade94aff2225514cd2c189ab6a9c7b7db42ec6852e611f866e7198ad2
+size 876033163

persistent_memory.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9acb5ff8167135dfbb2e90230551615cf4e103961382c5b532eecc5714223a0f
+size 3458020

rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8d9997ac7114ba0fce35b01490f28374d48edc62599868a2f281645498cf19d
+size 14455

rrf_savant_symbiotic_adaptive.json

@@ -0,0 +1,15 @@
+{
+  "fusion_model": {
+    "alpha": 0.000800616224296391,
+    "beta": 0.48815417289733887,
+    "gamma": 0.5110452175140381,
+    "training_steps": 200,
+    "learning_rate": 0.01,
+    "adaptive_rule": "Homeostasis resonante \u03a6\u2084.3"
+  },
+  "meta": {
+    "version": "\u03a6\u2084.3",
+    "description": "Memoria simbi\u00f3tica resonante base para RRF-Savant",
+    "device": "cpu"
+  }
+}

savant_memory.json

@@ -0,0 +1,421 @@
+{
+    "memory": [],
+    "amplitudes": [
+        [
+            0.056892029941082,
+            0.05952773615717888,
+            0.04445318505167961,
+            0.14803488552570343,
+            0.05987276881933212,
+            0.09482742846012115,
+            0.1063532754778862,
+            0.03459411859512329,
+            0.1619667112827301,
+            0.03337251394987106,
+            0.1561996191740036,
+            0.22277751564979553,
+            0.11728870868682861,
+            0.21592633426189423,
+            0.1259865015745163,
+            0.020165592432022095,
+            0.06431867927312851,
+            0.11951536685228348,
+            0.037470925599336624,
+            0.06852785497903824,
+            0.08949869126081467,
+            0.039852648973464966,
+            0.04039335995912552,
+            0.06355886906385422,
+            0.0924481749534607,
+            0.03228127211332321,
+            0.04314116761088371,
+            0.12787184119224548,
+            0.0684284195303917,
+            0.1350363940000534,
+            0.17442438006401062,
+            0.11218706518411636,
+            0.10577476769685745,
+            0.11955694854259491,
+            0.1282026618719101,
+            0.0584060400724411,
+            0.09495127946138382,
+            0.04437434300780296,
+            0.06861383467912674,
+            0.0880039781332016,
+            0.10097548365592957,
+            0.09876112639904022,
+            0.13796661794185638,
+            0.10605544596910477,
+            0.04120873659849167,
+            0.14327996969223022,
+            0.1641949862241745,
+            0.15481260418891907,
+            0.08846719563007355,
+            0.07893561571836472,
+            0.09644895792007446,
+            0.12810666859149933,
+            0.04870922118425369,
+            0.07056593894958496,
+            0.17310068011283875,
+            0.05604520067572594,
+            0.1846081018447876,
+            0.14437757432460785,
+            0.2121194452047348,
+            0.05265621095895767,
+            0.11583056300878525,
+            0.06436533480882645,
+            0.03778358921408653,
+            0.12737217545509338,
+            0.12227239459753036,
+            0.15458042919635773,
+            0.011597455479204655,
+            0.06736740469932556,
+            0.09075843542814255,
+            0.1894134283065796,
+            0.08048037439584732,
+            0.031064040958881378,
+            0.16268721222877502,
+            0.1013776957988739,
+            0.14728236198425293,
+            0.16232165694236755,
+            0.07867415249347687,
+            0.04913463816046715,
+            0.08754217624664307,
+            0.15876245498657227,
+            0.03275766968727112
+        ],
+        [
+            0.14829625189304352,
+            0.15512493252754211,
+            0.03914814069867134,
+            0.06555774062871933,
+            0.05990465357899666,
+            0.03295810520648956,
+            0.08766032010316849,
+            0.10948015749454498,
+            0.14929257333278656,
+            0.1636131852865219,
+            0.025554371997714043,
+            0.14017559587955475,
+            0.07128864526748657,
+            0.11794980615377426,
+            0.0693037286400795,
+            0.19229769706726074,
+            0.08946534991264343,
+            0.03706657886505127,
+            0.1354297250509262,
+            0.05717466026544571,
+            0.18424083292484283,
+            0.0997103825211525,
+            0.11397986114025116,
+            0.19686445593833923,
+            0.02208847366273403,
+            0.11396732181310654,
+            0.05646184831857681,
+            0.021357065066695213,
+            0.04905319958925247,
+            0.1373707801103592,
+            0.09777510166168213,
+            0.16230082511901855,
+            0.17212650179862976,
+            0.06044118478894234,
+            0.17302539944648743,
+            0.1516740322113037,
+            0.11480984091758728,
+            0.11212828755378723,
+            0.13051019608974457,
+            0.1259135603904724,
+            0.14487555623054504,
+            0.07542016357183456,
+            0.09608656913042068,
+            0.06596358120441437,
+            0.06123696267604828,
+            0.03510856255888939,
+            0.10967577248811722,
+            0.09663422405719757,
+            0.07583988457918167,
+            0.030772387981414795,
+            0.13568541407585144,
+            0.11237046122550964,
+            0.16585254669189453,
+            0.07331005483865738,
+            0.085857093334198,
+            0.11858277767896652,
+            0.03952164202928543,
+            0.1176833063364029,
+            0.11694764345884323,
+            0.12619516253471375,
+            0.05838320031762123,
+            0.1905718594789505,
+            0.08752542734146118,
+            0.08380717039108276,
+            0.013249458745121956,
+            0.057197678834199905,
+            0.15725494921207428,
+            0.05597039312124252,
+            0.024537773802876472,
+            0.09476655721664429,
+            0.16937516629695892,
+            0.17330801486968994,
+            0.07905454933643341,
+            0.11097399145364761,
+            0.023063216358423233,
+            0.1047133058309555,
+            0.10232297331094742,
+            0.028811678290367126,
+            0.14693908393383026,
+            0.15418849885463715,
+            0.05848316848278046
+        ],
+        [
+            0.215057373046875,
+            0.11154554784297943,
+            0.1638101190328598,
+            0.07144363969564438,
+            0.06663699448108673,
+            0.1272411048412323,
+            0.12196137756109238,
+            0.06312914937734604,
+            0.12780798971652985,
+            0.1240636557340622,
+            0.026306195184588432,
+            0.05106892064213753,
+            0.037378229200839996,
+            0.1381838172674179,
+            0.12722338736057281,
+            0.07015471160411835,
+            0.13621237874031067,
+            0.05486321821808815,
+            0.04869812726974487,
+            0.07963905483484268,
+            0.07478136569261551,
+            0.092708520591259,
+            0.03438325226306915,
+            0.17191196978092194,
+            0.16001059114933014,
+            0.08146941661834717,
+            0.17459119856357574,
+            0.06136479601264,
+            0.13503938913345337,
+            0.09088079631328583,
+            0.03905002772808075,
+            0.043284859508275986,
+            0.10689138621091843,
+            0.10481469333171844,
+            0.11188378185033798,
+            0.05188078060746193,
+            0.21304020285606384,
+            0.09637568891048431,
+            0.06038949638605118,
+            0.08546897768974304,
+            0.12288887053728104,
+            0.18026725947856903,
+            0.11594679951667786,
+            0.08643033355474472,
+            0.1261996179819107,
+            0.03543182089924812,
+            0.04860331863164902,
+            0.08311817795038223,
+            0.19140763580799103,
+            0.05513821914792061,
+            0.07510905712842941,
+            0.10570697486400604,
+            0.13732792437076569,
+            0.08915523439645767,
+            0.15161539614200592,
+            0.053832877427339554,
+            0.08374471962451935,
+            0.08242113143205643,
+            0.06412201374769211,
+            0.17947036027908325,
+            0.12684565782546997,
+            0.17043907940387726,
+            0.08966780453920364,
+            0.1529945284128189,
+            0.10570265352725983,
+            0.07137627899646759,
+            0.04408152028918266,
+            0.02605956420302391,
+            0.05663192644715309,
+            0.05893414095044136,
+            0.11211363971233368,
+            0.1751665323972702,
+            0.15283453464508057,
+            0.12059901654720306,
+            0.18750157952308655,
+            0.05327003449201584,
+            0.04131291061639786,
+            0.13716934621334076,
+            0.08461213111877441,
+            0.04506805166602135,
+            0.11456884443759918
+        ],
+        [
+            0.20075097680091858,
+            0.0847720056772232,
+            0.08828472346067429,
+            0.07872723042964935,
+            0.14929881691932678,
+            0.08148001879453659,
+            0.05817962810397148,
+            0.048155128955841064,
+            0.004302178043872118,
+            0.18142491579055786,
+            0.1269724816083908,
+            0.07491837441921234,
+            0.14996011555194855,
+            0.09336312860250473,
+            0.04513074457645416,
+            0.036855440586805344,
+            0.024683328345417976,
+            0.11695119738578796,
+            0.07910124957561493,
+            0.09920864552259445,
+            0.08432159572839737,
+            0.14141325652599335,
+            0.10799527168273926,
+            0.021080750972032547,
+            0.050083450973033905,
+            0.1501615345478058,
+            0.04766415059566498,
+            0.06608851999044418,
+            0.08840975165367126,
+            0.03826615959405899,
+            0.07320788502693176,
+            0.11715981364250183,
+            0.15067964792251587,
+            0.05530809611082077,
+            0.052419617772102356,
+            0.021477939561009407,
+            0.14402103424072266,
+            0.08832044899463654,
+            0.0865321159362793,
+            0.04926703870296478,
+            0.11746454238891602,
+            0.056136149913072586,
+            0.21148429811000824,
+            0.19227662682533264,
+            0.07879449427127838,
+            0.2525883615016937,
+            0.14811086654663086,
+            0.13561144471168518,
+            0.09265180677175522,
+            0.07356728613376617,
+            0.141165629029274,
+            0.131316140294075,
+            0.041908953338861465,
+            0.0820860043168068,
+            0.11832208186388016,
+            0.0882294774055481,
+            0.09874981641769409,
+            0.09538484364748001,
+            0.09845920652151108,
+            0.1589694619178772,
+            0.07163756340742111,
+            0.06895830482244492,
+            0.060422301292419434,
+            0.04507890343666077,
+            0.2034529447555542,
+            0.10601270198822021,
+            0.15184739232063293,
+            0.18772201240062714,
+            0.10835809260606766,
+            0.09588900953531265,
+            0.1620982140302658,
+            0.06641475111246109,
+            0.08308545500040054,
+            0.12341884523630142,
+            0.19160671532154083,
+            0.06719950586557388,
+            0.07942123711109161,
+            0.08253579586744308,
+            0.0551418736577034,
+            0.04089301824569702,
+            0.11816096305847168
+        ],
+        [
+            0.01429471094161272,
+            0.06752955168485641,
+            0.16355788707733154,
+            0.07550300657749176,
+            0.15386976301670074,
+            0.13879498839378357,
+            0.013522189110517502,
+            0.1251963973045349,
+            0.060235440731048584,
+            0.11573512852191925,
+            0.05353183299303055,
+            0.029619382694363594,
+            0.12253239750862122,
+            0.034431349486112595,
+            0.16287875175476074,
+            0.11938271671533585,
+            0.09182711690664291,
+            0.12737007439136505,
+            0.09902498871088028,
+            0.23856598138809204,
+            0.1498088389635086,
+            0.10701476037502289,
+            0.05373286083340645,
+            0.15037377178668976,
+            0.11987368762493134,
+            0.11199163645505905,
+            0.0661640390753746,
+            0.0841449573636055,
+            0.021293390542268753,
+            0.09777210652828217,
+            0.14007271826267242,
+            0.12218482047319412,
+            0.06639350205659866,
+            0.046787846833467484,
+            0.04002770036458969,
+            0.07314414530992508,
+            0.03443494439125061,
+            0.1434900164604187,
+            0.12145433574914932,
+            0.09363097697496414,
+            0.12811653316020966,
+            0.08789440244436264,
+            0.193766787648201,
+            0.08214998245239258,
+            0.12373560667037964,
+            0.03680651634931564,
+            0.09820695221424103,
+            0.0042859409004449844,
+            0.11145763844251633,
+            0.10851626843214035,
+            0.09544067084789276,
+            0.05720015987753868,
+            0.07819048315286636,
+            0.03964831680059433,
+            0.09145601093769073,
+            0.06766696274280548,
+            0.11953655630350113,
+            0.021326741203665733,
+            0.126051664352417,
+            0.017847510054707527,
+            0.08942970633506775,
+            0.08930236846208572,
+            0.1566222906112671,
+            0.1951378583908081,
+            0.1033610850572586,
+            0.08082937449216843,
+            0.021365605294704437,
+            0.07013069093227386,
+            0.02733847126364708,
+            0.10711563378572464,
+            0.24184322357177734,
+            0.10268162190914154,
+            0.0864168182015419,
+            0.14098897576332092,
+            0.1871117502450943,
+            0.17228354513645172,
+            0.08754562586545944,
+            0.0946442037820816,
+            0.157916858792305,
+            0.06993955373764038,
+            0.17279551923274994
+        ]
+    ],
+    "entropy": 0.049563340842723846
+}

savant_rrf_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9201822cda404262b9c050ff2a638a01cb7f5b65a89bb085764002987620e36e
+size 103585

scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1b563dc1a68072e34cb2921b1281f6e4681ac6ed493f4d0b61fa0b6eca73deb
+size 1465

trainer_state.json

@@ -0,0 +1,55 @@
+{
+  "best_global_step": null,
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 1.0,
+  "eval_steps": 500,
+  "global_step": 63,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.31746031746031744,
+      "grad_norm": 0.43154916167259216,
+      "learning_rate": 2.095238095238095e-05,
+      "loss": 0.1419,
+      "step": 20
+    },
+    {
+      "epoch": 0.6349206349206349,
+      "grad_norm": 0.08845952898263931,
+      "learning_rate": 1.1428571428571429e-05,
+      "loss": 0.0067,
+      "step": 40
+    },
+    {
+      "epoch": 0.9523809523809523,
+      "grad_norm": 0.061147306114435196,
+      "learning_rate": 1.9047619047619047e-06,
+      "loss": 0.0028,
+      "step": 60
+    }
+  ],
+  "logging_steps": 20,
+  "max_steps": 63,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 1,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 65777763840000.0,
+  "train_batch_size": 4,
+  "trial_name": null,
+  "trial_params": null
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ce2259296581ee2cae5d76a38da0408566b6f0dd78b14cee8f74358de9306dc
+size 5841