Parallel replicas with varying tr-vl masks

extra_tests/regression_fits/central_16.json

@@ -51,44 +51,44 @@
   ],
   "stop_epoch": 1100,
   "best_epoch": 1099,
-  "erf_tr": 2.6700053215026855,
-  "erf_vl": 2.596088409423828,
-  "chi2": 2.1046974658966064,
+  "erf_tr": 2.670098304748535,
+  "erf_vl": 2.5964081287384033,
+  "chi2": 2.1027894020080566,
   "pos_state": "POS_VETO",
   "arc_lengths": [
-    1.3207831327275608,
-    1.4752541158950256,
-    1.1834874152294614,
-    1.0011426742289826,
-    1.1960979802612568
+    1.320814433685272,
+    1.4723886173965648,
+    1.1834960676986725,
+    1.0011427382272051,
+    1.196111193543841
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   "integrability": [
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-    4.8332353002611406e-05,
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+    4.8332128016359555e-05,
+    0.4625752046704281,
+    0.006963436899239506
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   "timing": {
     "walltime": {
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+      "Total": 20.482789754867554,
       "start": 0.0,
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-      "replica_fitted": 18.854573249816895,
-      "replica_set_to_replica_fitted": 18.495413064956665
+      "replica_set": 0.38495421409606934,
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     "cputime": {
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+      "Total": 22.8096241,
       "start": 0.0,
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+      "replica_set": 0.6998853,
+      "replica_fitted": 22.809518,
+      "replica_set_to_replica_fitted": 22.1096327
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   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.24.4",
-    "nnpdf": "4.0.8.post297.dev0+234efa01e",
-    "validphys": "4.0.8.post297.dev0+234efa01e"
+    "nnpdf": "4.0.8.post339.dev0+bc76939f2",
+    "validphys": "4.0.8.post339.dev0+bc76939f2"
   }
 }

extra_tests/regression_fits/diagonal_45.json

@@ -51,44 +51,44 @@
   ],
   "stop_epoch": 1100,
   "best_epoch": 1099,
-  "erf_tr": 3.3770620822906494,
+  "erf_tr": 3.3770642280578613,
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-  "chi2": 2.229722023010254,
+  "chi2": 2.2297263145446777,
   "pos_state": "POS_VETO",
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+    1.3182265509206665,
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+    1.1791074624024902,
+    1.0015316549599111,
+    1.2179114648035199
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+      "replica_set": 0.7038960999999997,
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+      "replica_set_to_replica_fitted": 20.561157
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   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.24.4",
-    "nnpdf": "4.0.8.post297.dev0+234efa01e",
-    "validphys": "4.0.8.post297.dev0+234efa01e"
+    "nnpdf": "4.0.8.post339.dev0+bc76939f2",
+    "validphys": "4.0.8.post339.dev0+bc76939f2"
   }
 }

extra_tests/regression_fits/feature_scaling_81.json

@@ -71,24 +71,24 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 18.211228370666504,
+      "Total": 19.78455400466919,
       "start": 0.0,
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-      "replica_fitted": 18.211086988449097,
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+      "replica_set": 0.3843960762023926,
+      "replica_fitted": 19.78445529937744,
+      "replica_set_to_replica_fitted": 19.40005922317505
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     "cputime": {
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+      "Total": 21.797165300000003,
       "start": 0.0,
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-      "replica_fitted": 20.081615399999997,
-      "replica_set_to_replica_fitted": 19.381082799999998
+      "replica_set": 0.7009340999999996,
+      "replica_fitted": 21.797065099999998,
+      "replica_set_to_replica_fitted": 21.096131
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   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.24.4",
-    "nnpdf": "4.0.8.post297.dev0+234efa01e",
-    "validphys": "4.0.8.post297.dev0+234efa01e"
+    "nnpdf": "4.0.8.post339.dev0+bc76939f2",
+    "validphys": "4.0.8.post339.dev0+bc76939f2"
   }
 }

extra_tests/regression_fits/flavour_29.exportgrid

@@ -87,9 +87,9 @@ pdfgrid:
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   -0.14895425736904144, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.15229447185993195, 0.24562674760818481, 0.37209370732307434, 0.10177303850650787,
-  -1.5791362524032593, 0.16366641223430634, 0.4733952283859253, 0.24422100186347961,
-  -0.15229450166225433, 0.0, 0.0, 0.0]
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   -0.15574213862419128, 0.0, 0.0, 0.0]
@@ -153,11 +153,11 @@ pdfgrid:
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   -0.2542527914047241, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.2609139382839203, 0.23570077121257782, 0.5066717863082886, 0.07188008725643158,
-  0.3206326365470886, 0.1208682730793953, 0.6193326711654663, 0.24034471809864044,
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+  0.3206326365470886, 0.12086828798055649, 0.6193326711654663, 0.24034471809864044,
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-- [0.0, 0.0, -0.2677140533924103, 0.234847292304039, 0.5155699253082275, 0.07077652961015701,
-  0.43332526087760925, 0.1188407614827156, 0.6287373900413513, 0.23976650834083557,
+- [0.0, 0.0, -0.2677140533924103, 0.234847292304039, 0.5155699253082275, 0.07077653706073761,
+  0.43332526087760925, 0.1188407689332962, 0.6287373900413513, 0.23976650834083557,
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   0.5479415655136108, 0.11687824130058289, 0.6383780837059021, 0.23909516632556915,
@@ -177,8 +177,8 @@ pdfgrid:
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   -0.3092227876186371, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.3156188428401947, 0.225355863571167, 0.5830909609794617, 0.06692209094762802,
-  1.255548119544983, 0.10715459287166595, 0.6986900568008423, 0.23181523382663727,
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+  1.255548119544983, 0.10715459287166595, 0.6986900568008423, 0.23181524872779846,
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   1.370976209640503, 0.10595400631427765, 0.7084061503410339, 0.22976996004581451,
@@ -192,8 +192,8 @@ pdfgrid:
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   -0.3356989622116089, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.33871889114379883, 0.21134883165359497, 0.6269066333770752, 0.06905965507030487,
-  1.789278507232666, 0.10225197672843933, 0.741624116897583, 0.21798917651176453,
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   1.8772753477096558, 0.10151956230401993, 0.7477944493293762, 0.2140510380268097,
@@ -315,11 +315,11 @@ pdfgrid:
 - [0.0, 0.0, -0.08735264092683792, 0.033624690026044846, 0.3773176074028015, 0.04446864128112793,
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   -0.08735264092683792, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.0824020653963089, 0.03150033950805664, 0.36699178814888, 0.04302497208118439,
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-- [0.0, 0.0, -0.07766158133745193, 0.029486387968063354, 0.3567582666873932, 0.04159330949187279,
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   0.8370882868766785, 0.04026041179895401, 0.3919968903064728, 0.024693578481674194,
@@ -363,9 +363,9 @@ pdfgrid:
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   0.40207329392433167, 0.022679267451167107, 0.2552758455276489, 0.008126295171678066,
   -0.030635468661785126, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -0.02844409830868244, 0.009889432229101658, 0.21844594180583954, 0.022617358714342117,
-  0.3771832585334778, 0.021568574011325836, 0.24599450826644897, 0.007366144564002752,
-  -0.02844409830868244, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -0.02844409830868244, 0.009889423847198486, 0.21844594180583954, 0.022617347538471222,
+  0.3771832585334778, 0.02156856842339039, 0.24599450826644897, 0.007366136647760868,
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 - [0.0, 0.0, -0.02637934312224388, 0.00912958849221468, 0.21042375266551971, 0.021564824506640434,
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   -0.02637934312224388, 0.0, 0.0, 0.0]
@@ -522,9 +522,9 @@ pdfgrid:
 - [0.0, 0.0, -2.928620233433321e-05, 4.5309374399948865e-05, 0.006419737357646227,
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   -5.0080634537152946e-05, -2.9286195058375597e-05, 0.0, 0.0, 0.0]
-- [0.0, 0.0, -2.2459134925156832e-05, 3.9259328332263976e-05, 0.005591817665845156,
-  0.00019066590175498277, 0.0005718927131965756, 0.000109249354864005, 0.006249779369682074,
-  -4.378720041131601e-05, -2.2459140382125042e-05, 0.0, 0.0, 0.0]
+- [0.0, 0.0, -2.2459134925156832e-05, 3.9259066397789866e-05, 0.005591817665845156,
+  0.00019066604727413505, 0.0005718927131965756, 0.00010924947127932683, 0.006249779369682074,
+  -4.378743324195966e-05, -2.2459140382125042e-05, 0.0, 0.0, 0.0]
 - [0.0, 0.0, -1.7001650121528655e-05, 3.3831860491773114e-05, 0.0048376163467764854,
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   -3.7972240534145385e-05, -1.7001650121528655e-05, 0.0, 0.0, 0.0]

extra_tests/regression_fits/flavour_29.json

@@ -56,11 +56,11 @@
   "chi2": 3.895918846130371,
   "pos_state": "POS_PASS",
   "arc_lengths": [
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     0.990491641076893,
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   "integrability": [
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@@ -71,24 +71,24 @@
   ],
   "timing": {
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   "version": {
     "tensorflow": "2.15.0, mkl=??",
     "numpy": "1.24.4",
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+    "nnpdf": "4.0.8.post339.dev0+bc76939f2",
+    "validphys": "4.0.8.post339.dev0+bc76939f2"
   }
 }