From 178d8d81e44c5d4b298a6960cc359f90a1db8e9d Mon Sep 17 00:00:00 2001
From: Redo regressions bot
 <runner@fv-az1149-156.p0yfcspwqgdenibuqhnf5ysfnc.dx.internal.cloudapp.net>
Date: Thu, 7 Mar 2024 13:11:12 +0000
Subject: [PATCH] Automatically regenerated regressions from PR 1923, branch
 reproducibility.

---
 extra_tests/regression_fits/central_16.json   |   22 +-
 extra_tests/regression_fits/diagonal_45.json  |   22 +-
 .../regression_fits/feature_scaling_81.json   |   22 +-
 extra_tests/regression_fits/flavour_29.json   |   22 +-
 .../regression_fits/no_csr_613.exportgrid     | 1170 ++++++++---------
 extra_tests/regression_fits/no_csr_613.json   |   84 +-
 .../regression_fits/no_lagrange_27.json       |   22 +-
 extra_tests/regression_fits/no_msr_92.json    |   22 +-
 .../regression_fits/no_sumrules_18.json       |   22 +-
 extra_tests/regression_fits/no_vsr_54.json    |   22 +-
 .../regression_fits/normal_fit_72.exportgrid  | 1170 ++++++++---------
 .../regression_fits/normal_fit_72.json        |   84 +-
 .../regression_fits/trainable_prepro_61.json  |   22 +-
 13 files changed, 1353 insertions(+), 1353 deletions(-)

diff --git a/extra_tests/regression_fits/central_16.json b/extra_tests/regression_fits/central_16.json
index 75fba37d4f..91f6b14d1d 100644
--- a/extra_tests/regression_fits/central_16.json
+++ b/extra_tests/regression_fits/central_16.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 19.864250659942627,
+      "Total": 19.067643642425537,
       "start": 0.0,
-      "replica_set": 0.26352787017822266,
-      "replica_fitted": 19.864111185073853,
-      "replica_set_to_replica_fitted": 19.60058331489563
+      "replica_set": 0.2691524028778076,
+      "replica_fitted": 19.067547082901,
+      "replica_set_to_replica_fitted": 18.798394680023193
     },
     "cputime": {
-      "Total": 22.015899042999997,
+      "Total": 20.805063351,
       "start": 0.0,
-      "replica_set": 0.5629123569999992,
-      "replica_fitted": 22.01575814,
-      "replica_set_to_replica_fitted": 21.452845783
+      "replica_set": 0.5839991970000007,
+      "replica_fitted": 20.804965238,
+      "replica_set_to_replica_fitted": 20.220966041
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/diagonal_45.json b/extra_tests/regression_fits/diagonal_45.json
index 7deafe427b..dacb427991 100644
--- a/extra_tests/regression_fits/diagonal_45.json
+++ b/extra_tests/regression_fits/diagonal_45.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 18.32338809967041,
+      "Total": 17.70769500732422,
       "start": 0.0,
-      "replica_set": 0.2960944175720215,
-      "replica_fitted": 18.323251724243164,
-      "replica_set_to_replica_fitted": 18.027157306671143
+      "replica_set": 0.25739622116088867,
+      "replica_fitted": 17.70762538909912,
+      "replica_set_to_replica_fitted": 17.450229167938232
     },
     "cputime": {
-      "Total": 20.373533403,
+      "Total": 19.413020977000002,
       "start": 0.0,
-      "replica_set": 0.6116645140000001,
-      "replica_fitted": 20.373394633,
-      "replica_set_to_replica_fitted": 19.761730119
+      "replica_set": 0.5726430499999999,
+      "replica_fitted": 19.412949704,
+      "replica_set_to_replica_fitted": 18.840306654000003
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/feature_scaling_81.json b/extra_tests/regression_fits/feature_scaling_81.json
index 275da048db..a58c1771ae 100644
--- a/extra_tests/regression_fits/feature_scaling_81.json
+++ b/extra_tests/regression_fits/feature_scaling_81.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 18.8630473613739,
+      "Total": 19.08158278465271,
       "start": 0.0,
-      "replica_set": 0.39873695373535156,
-      "replica_fitted": 18.862903118133545,
-      "replica_set_to_replica_fitted": 18.464166164398193
+      "replica_set": 0.39364171028137207,
+      "replica_fitted": 19.081433534622192,
+      "replica_set_to_replica_fitted": 18.68779182434082
     },
     "cputime": {
-      "Total": 20.546169369999998,
+      "Total": 20.744764767,
       "start": 0.0,
-      "replica_set": 0.7153101849999999,
-      "replica_fitted": 20.546022876,
-      "replica_set_to_replica_fitted": 19.830712691
+      "replica_set": 0.7075304789999999,
+      "replica_fitted": 20.744614046000002,
+      "replica_set_to_replica_fitted": 20.037083567
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/flavour_29.json b/extra_tests/regression_fits/flavour_29.json
index 2aca169888..2200544f1b 100644
--- a/extra_tests/regression_fits/flavour_29.json
+++ b/extra_tests/regression_fits/flavour_29.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 7.447087287902832,
+      "Total": 7.596189260482788,
       "start": 0.0,
-      "replica_set": 0.41586947441101074,
-      "replica_fitted": 7.446886301040649,
-      "replica_set_to_replica_fitted": 7.031016826629639
+      "replica_set": 0.43732333183288574,
+      "replica_fitted": 7.596093416213989,
+      "replica_set_to_replica_fitted": 7.1587700843811035
     },
     "cputime": {
-      "Total": 8.007859389,
+      "Total": 8.141307009,
       "start": 0.0,
-      "replica_set": 0.7283489909999998,
-      "replica_fitted": 8.007656770999999,
-      "replica_set_to_replica_fitted": 7.279307779999999
+      "replica_set": 0.751879143,
+      "replica_fitted": 8.141209577,
+      "replica_set_to_replica_fitted": 7.389330434
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/no_csr_613.exportgrid b/extra_tests/regression_fits/no_csr_613.exportgrid
index 73b0a1685b..3d89827329 100644
--- a/extra_tests/regression_fits/no_csr_613.exportgrid
+++ b/extra_tests/regression_fits/no_csr_613.exportgrid
@@ -1,590 +1,590 @@
 labels: [TBAR, BBAR, CBAR, SBAR, UBAR, DBAR, GLUON, D, U, S, C, B, T, PHT]
 pdfgrid:
-- [0.0, 0.0, -0.30240771174430847, 0.57944256067276, 0.5797740817070007, 0.5797742009162903,
-  -10.475486755371094, 0.5795538425445557, 0.5795539617538452, 0.5797671675682068,
-  -0.30227768421173096, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.29551804065704346, 0.5635684728622437, 0.5639249086380005, 0.56392502784729,
-  -10.519404411315918, 0.5636879205703735, 0.5636880397796631, 0.5639152526855469,
-  -0.29537448287010193, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2887496054172516, 0.5480939745903015, 0.5484769344329834, 0.5484771728515625,
-  -10.563275337219238, 0.5482221245765686, 0.5482223629951477, 0.5484642386436462,
-  -0.2885912358760834, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2821008265018463, 0.5330086350440979, 0.5334198474884033, 0.5334201455116272,
-  -10.607067108154297, 0.5331461429595947, 0.5331464409828186, 0.533403754234314,
-  -0.2819259464740753, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2755695581436157, 0.5183023810386658, 0.5187437534332275, 0.5187440514564514,
-  -10.65077018737793, 0.5184497237205505, 0.5184500813484192, 0.5187236070632935,
-  -0.27537646889686584, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2691536843776703, 0.5039650797843933, 0.5044386386871338, 0.5044390559196472,
-  -10.694368362426758, 0.5041230320930481, 0.5041234493255615, 0.5044137835502625,
-  -0.26894062757492065, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2628515362739563, 0.4899872839450836, 0.49049505591392517, 0.490495502948761,
-  -10.737832069396973, 0.4901565611362457, 0.49015700817108154, 0.4904647469520569,
-  -0.26261621713638306, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.25666114687919617, 0.476359486579895, 0.4769035875797272, 0.4769041836261749,
-  -10.781158447265625, 0.476540744304657, 0.47654134035110474, 0.4768672287464142,
-  -0.2564012408256531, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.25058072805404663, 0.46307265758514404, 0.4636553227901459, 0.4636560082435608,
-  -10.824297904968262, 0.46326667070388794, 0.46326735615730286, 0.46361204981803894,
-  -0.25029370188713074, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.24460843205451965, 0.4501178562641144, 0.4507414698600769, 0.45074230432510376,
-  -10.867237091064453, 0.45032548904418945, 0.4503263235092163, 0.45069023966789246,
-  -0.24429133534431458, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2387426644563675, 0.4374862611293793, 0.4381532073020935, 0.4381542205810547,
-  -10.909937858581543, 0.4377082884311676, 0.4377093017101288, 0.4380929172039032,
-  -0.23839229345321655, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.23298168182373047, 0.42516952753067017, 0.42588233947753906, 0.42588356137275696,
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-  -0.23259449005126953, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.22732383012771606, 0.41315948963165283, 0.41392070055007935, 0.4139222204685211,
-  -10.994484901428223, 0.41341307759284973, 0.4134145975112915, 0.41383856534957886,
-  -0.22689585387706757, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.221767395734787, 0.40144795179367065, 0.4022601842880249, 0.40226203203201294,
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-  -0.22129423916339874, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.21631106734275818, 0.39002710580825806, 0.39089298248291016, 0.390895277261734,
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-- [0.0, 0.0, -0.21095317602157593, 0.3788895010948181, 0.37981176376342773, 0.3798145651817322,
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-- [0.0, 0.0, -0.2056923359632492, 0.3680276870727539, 0.36900901794433594, 0.3690124452114105,
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-- [0.0, 0.0, -0.20052719116210938, 0.3574344217777252, 0.35847747325897217, 0.35848167538642883,
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-- [0.0, 0.0, -0.19545632600784302, 0.34710273146629333, 0.3482101559638977, 0.3482152819633484,
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-  -0.1946725994348526, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.19047877192497253, 0.3370260000228882, 0.33820027112960815, 0.33820658922195435,
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-  -0.18961112201213837, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.18559302389621735, 0.3271973431110382, 0.3284408152103424, 0.3284485936164856,
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-  -0.18463222682476044, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.1807982325553894, 0.31761041283607483, 0.3189254701137543, 0.31893494725227356,
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-- [0.0, 0.0, -0.17609325051307678, 0.3082590401172638, 0.3096475899219513, 0.3096592128276825,
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-  -0.17491398751735687, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.171477273106575, 0.2991371750831604, 0.3006008267402649, 0.3006150424480438,
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-- [0.0, 0.0, -0.1669495552778244, 0.29023903608322144, 0.2917790412902832, 0.2917965352535248,
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-  -0.1655002236366272, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.16250935196876526, 0.2815588414669037, 0.2831759750843048, 0.28319740295410156,
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-- [0.0, 0.0, -0.158156156539917, 0.27309122681617737, 0.27478569746017456, 0.2748119533061981,
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-- [0.0, 0.0, -0.15388959646224976, 0.26483070850372314, 0.26660194993019104, 0.26663416624069214,
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-- [0.0, 0.0, -0.14970940351486206, 0.2567722797393799, 0.25861892104148865, 0.25865837931632996,
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-- [0.0, 0.0, -0.1456155776977539, 0.24891097843647003, 0.2508305311203003, 0.2508789300918579,
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-  -0.1431712508201599, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.14160841703414917, 0.2412419468164444, 0.24323071539402008, 0.24329005181789398,
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-- [0.0, 0.0, -0.13768824934959412, 0.2337605506181717, 0.23581340909004211, 0.23588615655899048,
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-  -0.13466526567935944, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.1338558793067932, 0.22646242380142212, 0.2285725325345993, 0.22866173088550568,
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-  -0.130491241812706, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.13011233508586884, 0.21934305131435394, 0.22150155901908875, 0.2216109186410904,
-  -11.673465728759766, 0.22033320367336273, 0.22044256329536438, 0.22052274644374847,
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-- [0.0, 0.0, -0.12645895779132843, 0.21239836513996124, 0.21459409594535828, 0.21472814679145813,
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-  -0.12228309363126755, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.12289765477180481, 0.2056242823600769, 0.20784331858158112, 0.20800763368606567,
-  -11.691208839416504, 0.20677383244037628, 0.20693828165531158, 0.20668844878673553,
-  -0.11824090033769608, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.11943071335554123, 0.19901682436466217, 0.20124199986457825, 0.20144344866275787,
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-  -0.11423394083976746, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.11606106907129288, 0.19257213175296783, 0.19478268921375275, 0.1950296312570572,
-  -11.691786766052246, 0.19392336905002594, 0.1941704899072647, 0.19344869256019592,
-  -0.11025726050138474, 0.0, 0.0, 0.0]
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+  0.08857931196689606, 0.012932244688272476, 0.06087445840239525, -0.01899453066289425,
+  0.026022115722298622, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.02857942506670952, 0.013279161415994167, -0.04942529276013374, -0.005911980289965868,
+  0.0789603665471077, 0.011510537937283516, 0.05696361884474754, -0.018074246123433113,
+  0.024167533963918686, 0.0, 0.0, 0.0]
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+  0.07011615484952927, 0.010178937576711178, 0.05318945273756981, -0.017165863886475563,
+  0.02238932065665722, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0245579294860363, 0.011813749559223652, -0.04292367771267891, -0.0038886317051947117,
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+  0.02068731188774109, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.02267533726990223, 0.011105400510132313, -0.039852917194366455, -0.0030022284481674433,
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+  0.01906123384833336, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.020877622067928314, 0.010413925163447857, -0.036902789026498795, -0.002196818357333541,
+  0.04785483703017235, 0.006710219196975231, 0.04268968850374222, -0.014520673081278801,
+  0.017510714009404182, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.019164223223924637, 0.009739894419908524, -0.034073565155267715, -0.0014703597407788038,
+  0.04173382371664047, 0.0057238247245550156, 0.03946414217352867, -0.0136685436591506,
+  0.01603526622056961, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.01753447763621807, 0.009083781391382217, -0.031365297734737396, -0.0008206338970921934,
+  0.036201510578393936, 0.004819224122911692, 0.03637547045946121, -0.012832695618271828,
+  0.014634299091994762, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.015987638384103775, 0.00844602845609188, -0.028777893632650375, -0.0002452538756188005,
+  0.03122212551534176, 0.003994280472397804, 0.03342324122786522, -0.012013953179121017,
+  0.01330712903290987, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.014522838406264782, 0.007827148772776127, -0.026311099529266357, 0.0002582554880063981,
+  0.026760471984744072, 0.0032467618584632874, 0.030606897547841072, -0.011213213205337524,
+  0.012052958831191063, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.013139124028384686, 0.007227547001093626, -0.02396448329091072, 0.0006925894413143396,
+  0.022782130166888237, 0.002574219135567546, 0.027925703674554825, -0.01043127290904522,
+  0.010870900005102158, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.011835439130663872, 0.006647889036685228, -0.021737562492489815, 0.0010604406706988811,
+  0.019253358244895935, 0.001974196173250675, 0.02537889964878559, -0.009669186547398567,
+  0.009759956039488316, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.01061062328517437, 0.006088501773774624, -0.019629530608654022, 0.0013648251770064235,
+  0.01614123024046421, 0.0014439175138249993, 0.022965406998991966, -0.008927686139941216,
+  0.008719028905034065, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.009463426657021046, 0.005549972411245108, -0.017639566212892532, 0.0016087678959593177,
+  0.013413693755865097, 0.0009805930312722921, 0.02068415656685829, -0.008207756094634533,
+  0.0077469260431826115, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.008392495103180408, 0.005032798275351524, -0.015766646713018417, 0.001795488060452044,
+  0.011039599776268005, 0.0005812381859868765, 0.01853388175368309, -0.007510307710617781,
+  0.006842351518571377, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.007396380882710218, 0.004537441302090883, -0.014009575359523296, 0.001928377547301352,
+  0.008988750167191029, 0.00024269841378554702, 0.016513165086507797, -0.006836221553385258,
+  0.006003911141306162, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.006473534274846315, 0.00406447472050786, -0.012367061339318752, 0.002010918455198407,
+  0.007231987081468105, -3.8274934922810644e-05, 0.01462051272392273, -0.006186500191688538,
+  0.00523010641336441, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.005622317083179951, 0.003614392364397645, -0.010837635956704617, 0.002046797191724181,
+  0.005741211120039225, -0.00026512707700021565, 0.012854267843067646, -0.0055620805360376835,
+  0.004519348032772541, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.00484097097069025, 0.003187744878232479, -0.00941967312246561, 0.0020398215856403112,
+  0.004489397630095482, -0.00044142676051706076, 0.011212630197405815, -0.004963968880474567,
+  0.00386992609128356, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.004127661231905222, 0.0027851173654198647, -0.008111449889838696,
+  0.0019939581397920847, 0.0034507298842072487, -0.0005708907265216112, 0.009693730622529984,
+  -0.004393226467072964, 0.003280047560110688, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.003480440704151988, 0.0024070024956017733, -0.006911030970513821,
+  0.001913387794047594, 0.0026005690451711416, -0.0006574448780156672, 0.008295501582324505,
+  -0.0038508428260684013, 0.0027478067204356194, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0028972604777663946, 0.002054049400612712, -0.00581640750169754, 0.0018023863667622209,
+  0.0019155452027916908, -0.0007051011198200285, 0.007015828974545002, -0.003337990026921034,
+  0.0022711933124810457, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.002375975251197815, 0.0017268197843804955, -0.004825389478355646,
+  0.0016654764767736197, 0.0013735920656472445, -0.0007181024411693215, 0.005852441303431988,
+  -0.002855786122381687, 0.0018480924190953374, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0019143271492794156, 0.001425933325663209, -0.003935655113309622,
+  0.0015073445392772555, 0.0009539881721138954, -0.0007008410175330937, 0.004802965559065342,
+  -0.0024054446257650852, 0.0014762766659259796, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0015099536394700408, 0.0011520173866301775, -0.003144743386656046,
+  0.0013328957138583064, 0.0006374182412400842, -0.0006579040782526135, 0.0038649223279207945,
+  -0.001988236326724291, 0.0011534057557582855, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0011603828752413392, 0.0009057244751602411, -0.0024500563740730286,
+  0.0011472587939351797, 0.0004060152859892696, -0.0005940715200267732, 0.0030357392970472574,
+  -0.0016055229352787137, 0.0008770237327553332, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0008630253141745925, 0.000687700929120183, -0.0018488455098122358,
+  0.0009558312012813985, 0.00024341199605260044, -0.000514353858307004, 0.0023127393797039986,
+  -0.001258739037439227, 0.0006445503095164895, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0006151763373054564, 0.0004986193380318582, -0.0013382394099608064,
+  0.0007643036660738289, 0.00013480101188179106, -0.0004239981935825199, 0.0016931892605498433,
+  -0.0009494582191109657, 0.0004532781313173473, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.00041400190093554556, 0.0003391376812942326, -0.0009152153506875038,
+  0.0005787257687188685, 6.698592187603936e-05, -0.00032853501033969223, 0.0011742881033569574,
+  -0.0006793899228796363, 0.00030035857344046235, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0002565417380537838, 0.0002098935074172914, -0.0005766279646195471,
+  0.00040560014895163476, 2.8450665922719054e-05, -0.0002338302438147366, 0.0007532352465204895,
+  -0.00045045107253827155, 0.00018279682262800634, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.0001396958396071568, 0.00011144435120513663, -0.00031920013134367764,
+  0.0002520347770769149, 9.428042176296003e-06, -0.00014617489068768919, 0.00042728273547254503,
+  -0.00026482949033379555, 9.743152622831985e-05, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -6.022172965458594e-05, 4.416123192640953e-05, -0.00013954800670035183,
+  0.0001260387507500127, 1.9863744000758743e-06, -7.243903382914141e-05, 0.00019389660155866295,
+  -0.00012514776608441025, 4.0914259443525225e-05, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -1.4753666619071737e-05, 7.88935267337365e-06, -3.4240427339682356e-05,
+  3.724344787769951e-05, 1.3846546664808557e-07, -2.0421784938662313e-05, 5.118039916851558e-05,
+  -3.484061380731873e-05, 9.68610038398765e-06, 0.0, 0.0, 0.0]
 - [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]
 q20: 2.7224999999999997
 replica: 613
diff --git a/extra_tests/regression_fits/no_csr_613.json b/extra_tests/regression_fits/no_csr_613.json
index 48bb085109..edbf1f7904 100644
--- a/extra_tests/regression_fits/no_csr_613.json
+++ b/extra_tests/regression_fits/no_csr_613.json
@@ -2,99 +2,99 @@
   "preprocessing": [
     {
       "fl": "sng",
-      "smallx": 1.1027021408081055,
-      "largex": 1.8596855401992798,
+      "smallx": 1.1105848550796509,
+      "largex": 2.114955425262451,
       "trainable": false
     },
     {
       "fl": "g",
-      "smallx": 0.9710510969161987,
-      "largex": 4.179272174835205,
+      "smallx": 1.030677318572998,
+      "largex": 3.8446826934814453,
       "trainable": false
     },
     {
       "fl": "v",
-      "smallx": 0.4820363521575928,
-      "largex": 2.497678756713867,
+      "smallx": 0.528389036655426,
+      "largex": 2.8246588706970215,
       "trainable": false
     },
     {
       "fl": "v3",
-      "smallx": 0.21653373539447784,
-      "largex": 3.361610174179077,
+      "smallx": 0.2703610062599182,
+      "largex": 1.9000691175460815,
       "trainable": false
     },
     {
       "fl": "v8",
-      "smallx": 0.6648194789886475,
-      "largex": 2.277589797973633,
+      "smallx": 0.6535636186599731,
+      "largex": 2.040726661682129,
       "trainable": false
     },
     {
       "fl": "t3",
-      "smallx": -0.3744121789932251,
-      "largex": 3.2967495918273926,
+      "smallx": 0.8444753289222717,
+      "largex": 2.6323747634887695,
       "trainable": false
     },
     {
       "fl": "t8",
-      "smallx": 0.6635965704917908,
-      "largex": 2.5050673484802246,
+      "smallx": 0.6921640634536743,
+      "largex": 1.6251585483551025,
       "trainable": false
     },
     {
       "fl": "t15",
-      "smallx": 1.0941872596740723,
-      "largex": 1.5046212673187256,
+      "smallx": 1.1406056880950928,
+      "largex": 1.9395548105239868,
       "trainable": false
     },
     {
       "fl": "v15",
-      "smallx": 0.6290720105171204,
-      "largex": 2.1919968128204346,
+      "smallx": 0.5977786183357239,
+      "largex": 1.9400408267974854,
       "trainable": false
     }
   ],
   "stop_epoch": 1100,
   "best_epoch": 1099,
-  "erf_tr": 54.45155334472656,
-  "erf_vl": 54.395992279052734,
-  "chi2": 30.443111419677734,
+  "erf_tr": 52.448638916015625,
+  "erf_vl": 52.26507568359375,
+  "chi2": 29.395509719848633,
   "pos_state": "POS_VETO",
   "arc_lengths": [
-    0.9924357795939481,
-    2.153827582732506,
-    1.3815051307856303,
-    1.011812049871994,
-    1.1839330251589315
+    0.9916716067259327,
+    1.925851668408791,
+    1.3551547467615719,
+    1.0247357427688604,
+    1.3300023139034007
   ],
   "integrability": [
-    0.0002960491219715644,
-    0.0045162774622438916,
-    1.1528991450054232e-05,
-    0.0018569572275740423,
-    0.006302967318333845
+    0.0005367033954793154,
+    0.002806974371196369,
+    1.8677989657378546e-05,
+    0.0024828700115913094,
+    0.01674120547249991
   ],
   "timing": {
     "walltime": {
-      "Total": 15.590842008590698,
+      "Total": 15.619823932647705,
       "start": 0.0,
-      "replica_set": 0.41428089141845703,
-      "replica_fitted": 15.590685367584229,
-      "replica_set_to_replica_fitted": 15.176404476165771
+      "replica_set": 0.4021031856536865,
+      "replica_fitted": 15.619724035263062,
+      "replica_set_to_replica_fitted": 15.217620849609375
     },
     "cputime": {
-      "Total": 17.148905814,
+      "Total": 16.929444454,
       "start": 0.0,
-      "replica_set": 0.7305481599999997,
-      "replica_fitted": 17.148747939,
-      "replica_set_to_replica_fitted": 16.418199779
+      "replica_set": 0.7151704030000001,
+      "replica_fitted": 16.929343175,
+      "replica_set_to_replica_fitted": 16.214172771999998
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/no_lagrange_27.json b/extra_tests/regression_fits/no_lagrange_27.json
index 434969b451..768020e206 100644
--- a/extra_tests/regression_fits/no_lagrange_27.json
+++ b/extra_tests/regression_fits/no_lagrange_27.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 22.332959175109863,
+      "Total": 22.64839267730713,
       "start": 0.0,
-      "replica_set": 0.24885153770446777,
-      "replica_fitted": 22.33288311958313,
-      "replica_set_to_replica_fitted": 22.084031581878662
+      "replica_set": 0.2564716339111328,
+      "replica_fitted": 22.64828395843506,
+      "replica_set_to_replica_fitted": 22.391812324523926
     },
     "cputime": {
-      "Total": 23.851705048,
+      "Total": 24.290361283,
       "start": 0.0,
-      "replica_set": 0.5655524129999998,
-      "replica_fitted": 23.851627404,
-      "replica_set_to_replica_fitted": 23.286074991
+      "replica_set": 0.5724489049999999,
+      "replica_fitted": 24.290250286,
+      "replica_set_to_replica_fitted": 23.717801381
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/no_msr_92.json b/extra_tests/regression_fits/no_msr_92.json
index 4a46cd8731..598d53d971 100644
--- a/extra_tests/regression_fits/no_msr_92.json
+++ b/extra_tests/regression_fits/no_msr_92.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 34.55268096923828,
+      "Total": 32.641329288482666,
       "start": 0.0,
-      "replica_set": 0.30286431312561035,
-      "replica_fitted": 34.55250835418701,
-      "replica_set_to_replica_fitted": 34.2496440410614
+      "replica_set": 0.2623887062072754,
+      "replica_fitted": 32.641178607940674,
+      "replica_set_to_replica_fitted": 32.3787899017334
     },
     "cputime": {
-      "Total": 36.777390032,
+      "Total": 34.76780325,
       "start": 0.0,
-      "replica_set": 0.602308334,
-      "replica_fitted": 36.777215676,
-      "replica_set_to_replica_fitted": 36.174907342
+      "replica_set": 0.5775030430000001,
+      "replica_fitted": 34.767650695,
+      "replica_set_to_replica_fitted": 34.190147652
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/no_sumrules_18.json b/extra_tests/regression_fits/no_sumrules_18.json
index 5ad73be317..aec00f2724 100644
--- a/extra_tests/regression_fits/no_sumrules_18.json
+++ b/extra_tests/regression_fits/no_sumrules_18.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 26.75956153869629,
+      "Total": 27.75906491279602,
       "start": 0.0,
-      "replica_set": 0.29163527488708496,
-      "replica_fitted": 26.759380340576172,
-      "replica_set_to_replica_fitted": 26.467745065689087
+      "replica_set": 0.31566333770751953,
+      "replica_fitted": 27.758901834487915,
+      "replica_set_to_replica_fitted": 27.443238496780396
     },
     "cputime": {
-      "Total": 28.793412523,
+      "Total": 29.705988494,
       "start": 0.0,
-      "replica_set": 0.603225406,
-      "replica_fitted": 28.793229712,
-      "replica_set_to_replica_fitted": 28.190004306
+      "replica_set": 0.6208636369999994,
+      "replica_fitted": 29.705823335999998,
+      "replica_set_to_replica_fitted": 29.084959699
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/no_vsr_54.json b/extra_tests/regression_fits/no_vsr_54.json
index fbe06eaf4e..0061d5c84b 100644
--- a/extra_tests/regression_fits/no_vsr_54.json
+++ b/extra_tests/regression_fits/no_vsr_54.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 18.771843194961548,
+      "Total": 18.800585746765137,
       "start": 0.0,
-      "replica_set": 0.2998361587524414,
-      "replica_fitted": 18.77169966697693,
-      "replica_set_to_replica_fitted": 18.471863508224487
+      "replica_set": 0.26001858711242676,
+      "replica_fitted": 18.800503730773926,
+      "replica_set_to_replica_fitted": 18.5404851436615
     },
     "cputime": {
-      "Total": 20.616639457,
+      "Total": 20.795346321,
       "start": 0.0,
-      "replica_set": 0.6060228510000005,
-      "replica_fitted": 20.616494206000002,
-      "replica_set_to_replica_fitted": 20.010471355
+      "replica_set": 0.5764106189999998,
+      "replica_fitted": 20.795262424,
+      "replica_set_to_replica_fitted": 20.218851805
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/normal_fit_72.exportgrid b/extra_tests/regression_fits/normal_fit_72.exportgrid
index 8f6d2a4bd1..02d6b688db 100644
--- a/extra_tests/regression_fits/normal_fit_72.exportgrid
+++ b/extra_tests/regression_fits/normal_fit_72.exportgrid
@@ -1,590 +1,590 @@
 labels: [TBAR, BBAR, CBAR, SBAR, UBAR, DBAR, GLUON, D, U, S, C, B, T, PHT]
 pdfgrid:
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-  -2.409233808517456, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -2.3328938484191895, 0.24700449407100677, 0.216040700674057, 0.21609395742416382,
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-- [0.0, 0.0, -2.2589735984802246, 0.24383944272994995, 0.2116365134716034, 0.2116970419883728,
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-  -2.2589735984802246, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -2.1873955726623535, 0.2410227656364441, 0.20752973854541779, 0.20759855210781097,
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-- [0.0, 0.0, -2.118083953857422, 0.2385512888431549, 0.20371484756469727, 0.20379313826560974,
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-  -2.118083953857422, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -2.0509679317474365, 0.2364216148853302, 0.20018622279167175, 0.20027519762516022,
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-- [0.0, 0.0, -1.9859763383865356, 0.2346305400133133, 0.19693803787231445, 0.19703929126262665,
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-- [0.0, 0.0, -1.862099051475525, 0.23205770552158356, 0.1912662535905838, 0.19139710068702698,
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-- [0.0, 0.0, -1.6905922889709473, 0.2306998074054718, 0.18475402891635895, 0.18494637310504913,
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-- [0.0, 0.0, -1.0761321783065796, 0.264911949634552, 0.18393582105636597, 0.18509134650230408,
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-- [0.0, 0.0, -1.0418596267700195, 0.2700720727443695, 0.18566298484802246, 0.1869756281375885,
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+  2.7458621843834408e-05, -0.02021615020930767, 0.07086574286222458, 0.022831600159406662,
+  0.0013731432845816016, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.001226368942297995, -0.016299007460474968, -0.04802602902054787, 0.0138169564306736,
+  1.820809302444104e-05, -0.019029490649700165, 0.06013089790940285, 0.018494881689548492,
+  0.001226367661729455, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0010844544740393758, -0.012782477773725986, -0.04030368849635124, 0.01340507809072733,
+  1.168187282019062e-05, -0.017595797777175903, 0.050395965576171875, 0.01473113615065813,
+  0.0010844557546079159, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0009479829459451139, -0.009793619625270367, -0.03334382548928261, 0.01267046108841896,
+  7.209881914604921e-06, -0.015962738543748856, 0.041633639484643936, 0.011505115777254105,
+  0.0009479831787757576, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0008175318944267929, -0.007295378018170595, -0.027124131098389626,
+  0.011665964499115944, 4.2491319618420675e-06, -0.014179483987390995, 0.033814720809459686,
+  0.008779999800026417, 0.0008175320108421147, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0006936808931641281, -0.005249089561402798, -0.021621007472276688,
+  0.010446375235915184, 2.3681072889303323e-06, -0.012296705506742, 0.02690834552049637,
+  0.006517504807561636, 0.0006936813006177545, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0005770204588770866, -0.0036144673358649015, -0.01680966652929783,
+  0.009068548679351807, 1.231702867698914e-06, -0.010366628877818584, 0.020882004871964455,
+  0.004677893593907356, 0.0005770208081230521, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0004681598220486194, -0.002349636284634471, -0.012664164416491985,
+  0.007591403089463711, 5.86929047585727e-07, -0.008442935533821583, 0.0157015360891819,
+  0.0032200270798057318, 0.0004681598802562803, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.00036774377804249525, -0.0014111746568232775, -0.009157688356935978,
+  0.006076130084693432, 2.4939396325862617e-07, -0.0065808529034256935, 0.011331364512443542,
+  0.0021014497615396976, 0.0003677438944578171, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0002764744567684829, -0.0007540924707427621, -0.006262590643018484,
+  0.004586317110806704, 9.0609979963574e-08, -0.00483709154650569, 0.0077344090677797794,
+  0.001278413226827979, 0.0002764744567684829, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.00019515544408932328, -0.0003318763920105994, -0.003950845915824175,
+  0.003188350470736623, 2.6237605865730984e-08, -0.003269975306466222, 0.004872453864663839,
+  0.0007060222560539842, 0.00019515544408932328, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 0.0001247705949936062, -9.64331193245016e-05, -0.002194369677454233,
+  0.0019519247580319643, 5.307498884832285e-09, -0.0019394711125642061, 0.0027062923181802034,
+  0.00033835068461485207, 0.00012477058044169098, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 6.665874389000237e-05, 2.0056143057445297e-06, -0.0009658074704930186,
+  0.0009511543321423233, 5.578941197903475e-10, -0.0009074161644093692, 0.0011963192373514175,
+  0.00012872125080320984, 6.665874389000237e-05, 0.0, 0.0, 0.0]
+- [0.0, 0.0, 2.302195025549736e-05, 1.5264322428265586e-05, -0.0002402018872089684,
+  0.00026726757641881704, 1.1853830417241085e-11, -0.00023809126287233084, 0.00030409632017835975,
+  3.0384322599275038e-05, 2.3021953893476166e-05, 0.0, 0.0, 0.0]
 - [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]
 q20: 2.7224999999999997
 replica: 72
diff --git a/extra_tests/regression_fits/normal_fit_72.json b/extra_tests/regression_fits/normal_fit_72.json
index ab1f9e6a29..d1525f11bd 100644
--- a/extra_tests/regression_fits/normal_fit_72.json
+++ b/extra_tests/regression_fits/normal_fit_72.json
@@ -2,93 +2,93 @@
   "preprocessing": [
     {
       "fl": "sng",
-      "smallx": 1.1168484687805176,
-      "largex": 1.4932247400283813,
+      "smallx": 1.1169028282165527,
+      "largex": 1.5083885192871094,
       "trainable": false
     },
     {
       "fl": "g",
-      "smallx": 0.9923287034034729,
-      "largex": 3.7714877128601074,
+      "smallx": 1.0074294805526733,
+      "largex": 5.557572364807129,
       "trainable": false
     },
     {
       "fl": "v",
-      "smallx": 0.4898352324962616,
-      "largex": 1.672149658203125,
+      "smallx": 0.46293434500694275,
+      "largex": 3.0015149116516113,
       "trainable": false
     },
     {
       "fl": "v3",
-      "smallx": 0.28436920046806335,
-      "largex": 3.4038245677948,
+      "smallx": 0.233890563249588,
+      "largex": 1.9483736753463745,
       "trainable": false
     },
     {
       "fl": "v8",
-      "smallx": 0.635401725769043,
-      "largex": 1.9356087446212769,
+      "smallx": 0.5536706447601318,
+      "largex": 2.5246317386627197,
       "trainable": false
     },
     {
       "fl": "t3",
-      "smallx": 0.5063296556472778,
-      "largex": 2.4878852367401123,
+      "smallx": 0.878019392490387,
+      "largex": 2.429672956466675,
       "trainable": false
     },
     {
       "fl": "t8",
-      "smallx": 0.8517391681671143,
-      "largex": 2.7349023818969727,
+      "smallx": 0.6426376700401306,
+      "largex": 2.8608205318450928,
       "trainable": false
     },
     {
       "fl": "t15",
-      "smallx": 1.1255686283111572,
-      "largex": 1.68263578414917,
+      "smallx": 1.1094956398010254,
+      "largex": 3.0880308151245117,
       "trainable": false
     }
   ],
-  "stop_epoch": 1685,
-  "best_epoch": 383,
-  "erf_tr": 3.821265459060669,
-  "erf_vl": 4.180363178253174,
-  "chi2": 2.3835039138793945,
+  "stop_epoch": 2134,
+  "best_epoch": 832,
+  "erf_tr": 4.174088478088379,
+  "erf_vl": 4.912529468536377,
+  "chi2": 2.991608142852783,
   "pos_state": "POS_PASS",
   "arc_lengths": [
-    1.3161292389302772,
-    1.275602426125607,
-    1.1709180106884327,
-    1.0013887654792042,
-    1.189978486036015
+    1.100077204736143,
+    1.2557507152756973,
+    7.28493050587275,
+    1.8764351329303919,
+    1.06133741257218
   ],
   "integrability": [
-    0.0009236232654095122,
-    0.0009236232654077914,
-    4.70585732721962e-05,
-    0.519963674247264,
-    0.006994351395404719
+    0.013183596660380548,
+    0.013183596660382768,
+    6.194089883199139e-05,
+    0.006448252825065781,
+    0.0019265863666069194
   ],
   "timing": {
     "walltime": {
-      "Total": 25.531643390655518,
+      "Total": 30.5302574634552,
       "start": 0.0,
-      "replica_set": 0.37755560874938965,
-      "replica_fitted": 25.531479835510254,
-      "replica_set_to_replica_fitted": 25.153924226760864
+      "replica_set": 0.266298770904541,
+      "replica_fitted": 30.530073642730713,
+      "replica_set_to_replica_fitted": 30.263774871826172
     },
     "cputime": {
-      "Total": 27.701625737,
+      "Total": 33.634691678,
       "start": 0.0,
-      "replica_set": 0.6947178940000001,
-      "replica_fitted": 27.701460048,
-      "replica_set_to_replica_fitted": 27.006742154
+      "replica_set": 0.5827569669999999,
+      "replica_fitted": 33.634505951,
+      "replica_set_to_replica_fitted": 33.051748984
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}
diff --git a/extra_tests/regression_fits/trainable_prepro_61.json b/extra_tests/regression_fits/trainable_prepro_61.json
index a2954c2d04..b920b71374 100644
--- a/extra_tests/regression_fits/trainable_prepro_61.json
+++ b/extra_tests/regression_fits/trainable_prepro_61.json
@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 19.374747276306152,
+      "Total": 19.335994243621826,
       "start": 0.0,
-      "replica_set": 0.25377511978149414,
-      "replica_fitted": 19.37464189529419,
-      "replica_set_to_replica_fitted": 19.120866775512695
+      "replica_set": 0.2786440849304199,
+      "replica_fitted": 19.3359375,
+      "replica_set_to_replica_fitted": 19.05729341506958
     },
     "cputime": {
-      "Total": 21.205371475,
+      "Total": 21.199827569999997,
       "start": 0.0,
-      "replica_set": 0.5699853940000006,
-      "replica_fitted": 21.205264796,
-      "replica_set_to_replica_fitted": 20.635279402000002
+      "replica_set": 0.5940154189999998,
+      "replica_fitted": 21.199769150999998,
+      "replica_set_to_replica_fitted": 20.605753732
     }
   },
   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post86.dev0+f5530d5f0",
-    "validphys": "4.0.9.post86.dev0+f5530d5f0"
+    "nnpdf": "4.0.9.post120.dev0+9cfa7c2df",
+    "validphys": "4.0.9.post120.dev0+9cfa7c2df"
   }
-}
\ No newline at end of file
+}