Add t0theoryid for the correlated replicas method (CRM)

.github/workflows/redo_regressions.yml

@@ -58,6 +58,7 @@ jobs:
       shell: bash -l {0}
       run: |
         git config user.name "Redo regressions bot"
+        git config user.email "<>"
         git add extra_tests/regression_fits/*
         git status
         git commit -m "Automatically regenerated regressions from PR ${{ github.event.number }}, branch ${{ github.event.pull_request.head.ref }}."

conda-recipe/conda_build_config.yaml

@@ -1,7 +1,7 @@
 #For some reason the resolver decides to use an old version of numpy
 #without this
 numpy:
-    - 1.24
+    - 1.26
 
 pin_run_as_build:
     lhapdf: x.x.x

extra_tests/regression_checks.py

@@ -28,6 +28,7 @@
     "no_csr": 613,
     "polarized_evol": 34,
     "multi_dense": 316,
+    "t0theoryid": 100,
 }
 
 

extra_tests/regression_fits/central_16.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 12.018421173095703,
+      "Total": 11.461867332458496,
       "start": 0.0,
-      "replica_set": 0.23227167129516602,
-      "replica_fitted": 12.018356561660767,
-      "replica_set_to_replica_fitted": 11.7860848903656
+      "replica_set": 0.22239995002746582,
+      "replica_fitted": 11.46180772781372,
+      "replica_set_to_replica_fitted": 11.239407777786255
     },
     "cputime": {
-      "Total": 13.647957485,
+      "Total": 13.093227772000002,
       "start": 0.0,
-      "replica_set": 0.23026263799999924,
-      "replica_fitted": 13.647891120999997,
-      "replica_set_to_replica_fitted": 13.417628482999998
+      "replica_set": 0.22140489500000005,
+      "replica_fitted": 13.093166188000001,
+      "replica_set_to_replica_fitted": 12.871761293
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/diagonal_45.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 10.89296817779541,
+      "Total": 10.632083654403687,
       "start": 0.0,
-      "replica_set": 0.2278742790222168,
-      "replica_fitted": 10.892873764038086,
-      "replica_set_to_replica_fitted": 10.66499948501587
+      "replica_set": 0.24991393089294434,
+      "replica_fitted": 10.63199520111084,
+      "replica_set_to_replica_fitted": 10.382081270217896
     },
     "cputime": {
-      "Total": 12.396652105999998,
+      "Total": 12.098074116,
       "start": 0.0,
-      "replica_set": 0.227109338,
-      "replica_fitted": 12.396556207,
-      "replica_set_to_replica_fitted": 12.169446869000001
+      "replica_set": 0.24743486699999995,
+      "replica_fitted": 12.097983746999997,
+      "replica_set_to_replica_fitted": 11.850548879999998
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/feature_scaling_81.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 11.31751823425293,
+      "Total": 11.171345472335815,
       "start": 0.0,
-      "replica_set": 0.23138642311096191,
-      "replica_fitted": 11.317461729049683,
-      "replica_set_to_replica_fitted": 11.08607530593872
+      "replica_set": 0.2302110195159912,
+      "replica_fitted": 11.171200513839722,
+      "replica_set_to_replica_fitted": 10.94098949432373
     },
     "cputime": {
-      "Total": 12.811329942,
+      "Total": 12.607453065000001,
       "start": 0.0,
-      "replica_set": 0.2290858440000001,
-      "replica_fitted": 12.811271753,
-      "replica_set_to_replica_fitted": 12.582185909
+      "replica_set": 0.22927526099999973,
+      "replica_fitted": 12.607306401999999,
+      "replica_set_to_replica_fitted": 12.378031141
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/flavour_29.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 4.7116029262542725,
+      "Total": 4.690255403518677,
       "start": 0.0,
-      "replica_set": 0.22231054306030273,
-      "replica_fitted": 4.711346387863159,
-      "replica_set_to_replica_fitted": 4.4890358448028564
+      "replica_set": 0.23582863807678223,
+      "replica_fitted": 4.690072774887085,
+      "replica_set_to_replica_fitted": 4.454244136810303
     },
     "cputime": {
-      "Total": 4.862365402999999,
+      "Total": 4.831552295,
       "start": 0.0,
-      "replica_set": 0.2213146479999999,
-      "replica_fitted": 4.862106009999999,
-      "replica_set_to_replica_fitted": 4.640791361999999
+      "replica_set": 0.2345493980000004,
+      "replica_fitted": 4.831367581,
+      "replica_set_to_replica_fitted": 4.596818183
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/multi_dense_316.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 11.636826753616333,
+      "Total": 11.391953229904175,
       "start": 0.0,
-      "replica_set": 0.22696971893310547,
-      "replica_fitted": 11.63676381111145,
-      "replica_set_to_replica_fitted": 11.409794092178345
+      "replica_set": 0.22628402709960938,
+      "replica_fitted": 11.391895294189453,
+      "replica_set_to_replica_fitted": 11.165611267089844
     },
     "cputime": {
-      "Total": 13.214493326,
+      "Total": 13.023389705,
       "start": 0.0,
-      "replica_set": 0.22588198299999984,
-      "replica_fitted": 13.214427934,
-      "replica_set_to_replica_fitted": 12.988545951
+      "replica_set": 0.2253089749999999,
+      "replica_fitted": 13.023330024,
+      "replica_set_to_replica_fitted": 12.798021048999999
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/no_csr_613.json

@@ -77,25 +77,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 9.675678253173828,
+      "Total": 9.481953382492065,
       "start": 0.0,
-      "replica_set": 0.23419880867004395,
-      "replica_fitted": 9.675537109375,
-      "replica_set_to_replica_fitted": 9.441338300704956
+      "replica_set": 0.22993159294128418,
+      "replica_fitted": 9.481811761856079,
+      "replica_set_to_replica_fitted": 9.251880168914795
     },
     "cputime": {
-      "Total": 10.798555852999998,
+      "Total": 10.565282932000002,
       "start": 0.0,
-      "replica_set": 0.23191265599999955,
-      "replica_fitted": 10.798412807,
-      "replica_set_to_replica_fitted": 10.566500151
+      "replica_set": 0.22892762300000058,
+      "replica_fitted": 10.565139715,
+      "replica_set_to_replica_fitted": 10.336212092
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/no_lagrange_27.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 15.686562776565552,
+      "Total": 15.563487768173218,
       "start": 0.0,
-      "replica_set": 0.22611141204833984,
-      "replica_fitted": 15.686427593231201,
-      "replica_set_to_replica_fitted": 15.460316181182861
+      "replica_set": 0.23473668098449707,
+      "replica_fitted": 15.563342332839966,
+      "replica_set_to_replica_fitted": 15.328605651855469
     },
     "cputime": {
-      "Total": 17.064158211,
+      "Total": 16.861277111,
       "start": 0.0,
-      "replica_set": 0.22520821400000024,
-      "replica_fitted": 17.064021315999998,
-      "replica_set_to_replica_fitted": 16.838813102
+      "replica_set": 0.232657691,
+      "replica_fitted": 16.861129706,
+      "replica_set_to_replica_fitted": 16.628472015
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/no_msr_92.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 21.57416319847107,
+      "Total": 21.4597225189209,
       "start": 0.0,
-      "replica_set": 0.2312939167022705,
-      "replica_fitted": 21.574037075042725,
-      "replica_set_to_replica_fitted": 21.342743158340454
+      "replica_set": 0.23497629165649414,
+      "replica_fitted": 21.459640741348267,
+      "replica_set_to_replica_fitted": 21.224664449691772
     },
     "cputime": {
-      "Total": 23.208116806,
+      "Total": 23.170773932000003,
       "start": 0.0,
-      "replica_set": 0.22919140999999943,
-      "replica_fitted": 23.207989188,
-      "replica_set_to_replica_fitted": 22.978797778
+      "replica_set": 0.23272350500000005,
+      "replica_fitted": 23.170689936000002,
+      "replica_set_to_replica_fitted": 22.937966431
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/no_sumrules_18.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 17.569430351257324,
+      "Total": 17.269383192062378,
       "start": 0.0,
-      "replica_set": 0.23427820205688477,
-      "replica_fitted": 17.569316625595093,
-      "replica_set_to_replica_fitted": 17.335038423538208
+      "replica_set": 0.23167967796325684,
+      "replica_fitted": 17.269216537475586,
+      "replica_set_to_replica_fitted": 17.03753685951233
     },
     "cputime": {
-      "Total": 19.022983414,
+      "Total": 18.788655262,
       "start": 0.0,
-      "replica_set": 0.23228657200000047,
-      "replica_fitted": 19.022868079,
-      "replica_set_to_replica_fitted": 18.790581507
+      "replica_set": 0.23061819099999958,
+      "replica_fitted": 18.788486498,
+      "replica_set_to_replica_fitted": 18.557868307
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }

extra_tests/regression_fits/no_vsr_54.json

@@ -71,25 +71,25 @@
   ],
   "timing": {
     "walltime": {
-      "Total": 11.739926099777222,
+      "Total": 11.414241790771484,
       "start": 0.0,
-      "replica_set": 0.22898173332214355,
-      "replica_fitted": 11.739850759506226,
-      "replica_set_to_replica_fitted": 11.510869026184082
+      "replica_set": 0.22046661376953125,
+      "replica_fitted": 11.414183139801025,
+      "replica_set_to_replica_fitted": 11.193716526031494
     },
     "cputime": {
-      "Total": 13.339112153000002,
+      "Total": 13.054506966,
       "start": 0.0,
-      "replica_set": 0.22787525900000016,
-      "replica_fitted": 13.339034288,
-      "replica_set_to_replica_fitted": 13.111159029
+      "replica_set": 0.21948998699999933,
+      "replica_fitted": 13.054446142999998,
+      "replica_set_to_replica_fitted": 12.834956155999999
     }
   },
   "version": {
     "keras": "3.6.0",
-    "tensorflow": "2.17.0, mkl=False",
+    "tensorflow": "2.18.0, mkl=False",
     "numpy": "1.26.4",
-    "nnpdf": "4.0.9.post1366.dev0+f934deb20",
-    "validphys": "4.0.9.post1366.dev0+f934deb20"
+    "nnpdf": "4.0.9.post1608.dev0+77c3343e3",
+    "validphys": "4.0.9.post1608.dev0+77c3343e3"
   }
 }