LSSTDESC · theabbybault · Aug 31, 2020 · Aug 31, 2020 · Aug 31, 2020 · Aug 31, 2020
diff --git a/.DS_Store b/.DS_Store
diff --git a/bin/challenge.py b/bin/challenge.py
@@ -7,6 +7,7 @@
 
 ## get root dir, one dir above this script
 root_dir=os.path.join(os.path.split(sys.argv[0])[0],"..")
+print(root_dir)
 sys.path.append(root_dir)
 import tomo_challenge as tc
 
@@ -66,7 +67,7 @@ def main(config_yaml):
                                  training_data, training_z, validation_data, validation_z,
                                  config['metrics'], metrics_fn)
 
-                output_file.write (f"{classifier_name} {run} {settings} {scores} \n")
+                output_file.write(f"{classifier_name} {run} {settings} {scores} \n")
 
 
 
@@ -93,6 +94,7 @@ def run_one(classifier_name, bands, settings, train_data, train_z, valid_data,
 
     print ("Training...")
     C.train(train_data,train_z)
+    #perfect = C.train(train_data,train_z)
 
     print ("Applying...")
     results = C.apply(valid_data)

diff --git a/example/.DS_Store b/example/.DS_Store
diff --git a/example/funbins_example.yaml b/example/funbins_example.yaml
@@ -0,0 +1,27 @@
+metrics:  all
+bands: riz
+training_file: data/training.hdf5
+validation_file: data/validation.hdf5
+output_file: funbins_chi.txt
+# Backend implementing the metrics, either: "firecrown" (default), "jax-cosmo"
+metrics_impl: jax-cosmo
+
+run:
+  # This is a class name which will be looked up
+  funbins:
+    run_4:
+      # This setting is sent to the classifier
+      bins: 4
+      #if no seed is present or None, the default seed is 123
+      seed: 123 
+      #acceptable methods: 'log', 'random', 'chi', 'linear'
+      method: 'chi' 
+      #to combine bins, list 2 bins to be combined as a list. Ex) [0,2] 
+      #for example, running 4 bins you can combine any 2 of bins 0, 1, 2, or 3.
+      #if nothing here or None, no bins will be combined.
+      combinebins: 
+      # These special settings decide whether the
+      # color and error colums are passed to the classifier
+      # as well as the magnitudes
+      colors: True
+      errors: True
diff --git a/funbins_results.ipynb b/funbins_results.ipynb
diff --git a/plots/RandomForest_{'bins'_ 2, 'colors'_ True, 'errors'_ False}_riz.png b/plots/RandomForest_{'bins'_ 2, 'colors'_ True, 'errors'_ False}_riz.png
diff --git a/plots/RandomForest_{'bins'_ 4, 'colors'_ True, 'errors'_ False}_riz.png b/plots/RandomForest_{'bins'_ 4, 'colors'_ True, 'errors'_ False}_riz.png
diff --git a/plots/RandomForest_{'bins'_ 4, 'colors'_ True, 'errors'_ True}_riz.png b/plots/RandomForest_{'bins'_ 4, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/results/.DS_Store b/results/.DS_Store
diff --git a/results/chi/funbins_chi_10bins.txt b/results/chi/funbins_chi_10bins.txt
@@ -0,0 +1 @@
+funbins run_10 {'bins': 10, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.3131103515625, 'FOM_ww': 42.954627990722656, 'FOM_DETF_ww': 0.998559296131134, 'SNR_gg': 1558.8424072265625, 'FOM_gg': 3393.94921875, 'FOM_DETF_gg': 28.310165405273438, 'SNR_3x2': 1560.711669921875, 'FOM_3x2': 11873.3955078125, 'FOM_DETF_3x2': 151.22581481933594} 
diff --git a/results/chi/funbins_chi_12bins.txt b/results/chi/funbins_chi_12bins.txt
@@ -0,0 +1 @@
+funbins run_12 {'bins': 12, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.59197998046875, 'FOM_ww': 43.62521743774414, 'FOM_DETF_ww': 1.0060865879058838, 'SNR_gg': 1667.6494140625, 'FOM_gg': 3912.66796875, 'FOM_DETF_gg': 32.30958557128906, 'SNR_3x2': 1669.431396484375, 'FOM_3x2': 13472.0498046875, 'FOM_DETF_3x2': 162.13380432128906} 
diff --git a/results/chi/funbins_chi_14bins.txt b/results/chi/funbins_chi_14bins.txt
@@ -0,0 +1 @@
+funbins run_14 {'bins': 14, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.6208801269531, 'FOM_ww': 44.28642654418945, 'FOM_DETF_ww': 1.013672113418579, 'SNR_gg': 1766.71826171875, 'FOM_gg': 4394.3798828125, 'FOM_DETF_gg': 36.23318862915039, 'SNR_3x2': 1768.39990234375, 'FOM_3x2': 14904.86328125, 'FOM_DETF_3x2': 171.53282165527344} 
diff --git a/results/chi/funbins_chi_16bins.txt b/results/chi/funbins_chi_16bins.txt
@@ -0,0 +1 @@
+funbins run_16 {'bins': 16, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.7373962402344, 'FOM_ww': 44.8723258972168, 'FOM_DETF_ww': 1.0189826488494873, 'SNR_gg': 1846.935546875, 'FOM_gg': 4927.30517578125, 'FOM_DETF_gg': 39.980995178222656, 'SNR_3x2': 1848.527099609375, 'FOM_3x2': 16619.26953125, 'FOM_DETF_3x2': 179.15760803222656} 
diff --git a/results/chi/funbins_chi_18bins.txt b/results/chi/funbins_chi_18bins.txt
@@ -0,0 +1 @@
+funbins run_18 {'bins': 18, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.7864685058594, 'FOM_ww': 45.14503860473633, 'FOM_DETF_ww': 1.02281653881073, 'SNR_gg': 1935.201171875, 'FOM_gg': 5388.544921875, 'FOM_DETF_gg': 43.69058609008789, 'SNR_3x2': 1936.7386474609375, 'FOM_3x2': 17930.822265625, 'FOM_DETF_3x2': 187.78726196289062} 
diff --git a/results/chi/funbins_chi_20bins.txt b/results/chi/funbins_chi_20bins.txt
@@ -0,0 +1 @@
+funbins run_20 {'bins': 20, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.82049560546875, 'FOM_ww': 45.32192611694336, 'FOM_DETF_ww': 1.0239624977111816, 'SNR_gg': 1993.5626220703125, 'FOM_gg': 5813.80712890625, 'FOM_DETF_gg': 46.539649963378906, 'SNR_3x2': 1995.0289306640625, 'FOM_3x2': 19282.109375, 'FOM_DETF_3x2': 193.2664337158203} 
diff --git a/results/chi/funbins_chi_2bins.txt b/results/chi/funbins_chi_2bins.txt
@@ -0,0 +1 @@
+funbins run_2 {'bins': 2, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 346.5560302734375, 'FOM_ww': 9.114718437194824, 'FOM_DETF_ww': 0.2503356337547302, 'SNR_gg': 883.410888671875, 'FOM_gg': 39.0669059753418, 'FOM_DETF_gg': 0.4050174355506897, 'SNR_3x2': 896.4786376953125, 'FOM_3x2': 843.8729248046875, 'FOM_DETF_3x2': 24.316349029541016} 
diff --git a/results/chi/funbins_chi_4bins.txt b/results/chi/funbins_chi_4bins.txt
@@ -0,0 +1 @@
+funbins run_4 {'bins': 4, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 354.8981628417969, 'FOM_ww': 32.0916748046875, 'FOM_DETF_ww': 0.8403875231742859, 'SNR_gg': 1135.8251953125, 'FOM_gg': 856.9429931640625, 'FOM_DETF_gg': 8.652419090270996, 'SNR_3x2': 1138.489013671875, 'FOM_3x2': 2470.149169921875, 'FOM_DETF_3x2': 52.71646499633789} 
diff --git a/results/chi/funbins_chi_6bins.txt b/results/chi/funbins_chi_6bins.txt
@@ -0,0 +1 @@
+funbins run_6 {'bins': 6, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 355.50146484375, 'FOM_ww': 37.755615234375, 'FOM_DETF_ww': 0.926099956035614, 'SNR_gg': 1291.5467529296875, 'FOM_gg': 1620.9384765625, 'FOM_DETF_gg': 15.487205505371094, 'SNR_3x2': 1293.889404296875, 'FOM_3x2': 5691.78515625, 'FOM_DETF_3x2': 107.30359649658203} 
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png b/..., 'method'_ 'chi', 'combinebins'_ None, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/results/comb_bins/.DS_Store b/results/comb_bins/.DS_Store
diff --git a/results/comb_bins/log/.DS_Store b/results/comb_bins/log/.DS_Store
diff --git a/...g/RF_Log_CombineBins_{'bins': 5, 'colors': True, 'errors': True}_riz_[0, 1].png b/...g/RF_Log_CombineBins_{'bins': 5, 'colors': True, 'errors': True}_riz_[0, 1].png
diff --git a/...g/RF_Log_CombineBins_{'bins'_ 5, 'colors'_ True, 'errors'_ True}_riz_[0, 2].png b/...g/RF_Log_CombineBins_{'bins'_ 5, 'colors'_ True, 'errors'_ True}_riz_[0, 2].png
diff --git a/...g/RF_Log_CombineBins_{'bins'_ 5, 'colors'_ True, 'errors'_ True}_riz_[0, 3].png b/...g/RF_Log_CombineBins_{'bins'_ 5, 'colors'_ True, 'errors'_ True}_riz_[0, 3].png
diff --git a/results/comb_bins/log/riz_rf_log_5bins0_1.txt b/results/comb_bins/log/riz_rf_log_5bins0_1.txt
@@ -0,0 +1 @@
+RF_Log_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 347.1550052435396, 'FOM_ww': 43.281384668444375, 'SNR_gg': 1178.1020177366966, 'FOM_gg': 1937.6331074516759, 'SNR_3x2': 1180.154312947983, 'FOM_3x2': 8170.834082030528} 
diff --git a/results/comb_bins/log/riz_rf_log_5bins0_2.txt b/results/comb_bins/log/riz_rf_log_5bins0_2.txt
@@ -0,0 +1 @@
+RF_Log_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 347.11524596040493, 'FOM_ww': 12.496906081438635, 'SNR_gg': 1130.6537186403334, 'FOM_gg': 1725.6973362282138, 'SNR_3x2': 1132.7475032766674, 'FOM_3x2': 4340.897488251889} 
diff --git a/results/comb_bins/log/riz_rf_log_5bins0_3.txt b/results/comb_bins/log/riz_rf_log_5bins0_3.txt
@@ -0,0 +1 @@
+RF_Log_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 346.29772734556116, 'FOM_ww': 20.391566310838982, 'SNR_gg': 1132.9429122353106, 'FOM_gg': 1108.2282006433647, 'SNR_3x2': 1135.5513182455525, 'FOM_3x2': 3247.449479310309} 
diff --git a/results/comb_bins/random/.DS_Store b/results/comb_bins/random/.DS_Store
diff --git a/..._Uniform_CombineBins_{'bins': 5, 'colors': True, 'errors': True}_riz_[0, 2].png b/..._Uniform_CombineBins_{'bins': 5, 'colors': True, 'errors': True}_riz_[0, 2].png
diff --git a/..._Uniform_CombineBins_{'bins': 5, 'colors': True, 'errors': True}_riz_[0, 3].png b/..._Uniform_CombineBins_{'bins': 5, 'colors': True, 'errors': True}_riz_[0, 3].png
diff --git a/..._Uniform_CombineBins_{'bins'_ 5, 'colors'_ True, 'errors'_ True}_riz_[0, 1].png b/..._Uniform_CombineBins_{'bins'_ 5, 'colors'_ True, 'errors'_ True}_riz_[0, 1].png
diff --git a/results/comb_bins/random/riz_rf_u_5bins0_1.txt b/results/comb_bins/random/riz_rf_u_5bins0_1.txt
@@ -0,0 +1 @@
+RF_Uniform_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 350.62629992935354, 'FOM_ww': 69.62333557208532, 'SNR_gg': 961.3423758223748, 'FOM_gg': 998.7919662764982, 'SNR_3x2': 970.9692811096805, 'FOM_3x2': 2878.907835879231} 
diff --git a/results/comb_bins/random/riz_rf_u_5bins0_2.txt b/results/comb_bins/random/riz_rf_u_5bins0_2.txt
@@ -0,0 +1 @@
+RF_Uniform_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 332.91946164294785, 'FOM_ww': 1573.8141960234443, 'SNR_gg': 969.7202847355114, 'FOM_gg': 3157.055747538249, 'SNR_3x2': 984.1608880916402, 'FOM_3x2': 28180.732187357935} 
diff --git a/results/comb_bins/random/riz_rf_u_5bins0_3.txt b/results/comb_bins/random/riz_rf_u_5bins0_3.txt
@@ -0,0 +1 @@
+RF_Uniform_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 344.4664127650933, 'FOM_ww': 707.9343834362847, 'SNR_gg': 1111.5530740704078, 'FOM_gg': 1722.9278602544168, 'SNR_3x2': 1115.220976362594, 'FOM_3x2': 36901.359762732245} 
diff --git a/results/log/.DS_Store b/results/log/.DS_Store
diff --git a/results/log/firecrown/.DS_Store b/results/log/firecrown/.DS_Store
diff --git a/...firecrown/RandomForest_log_{'bins': 10, 'colors': True, 'errors': True}_riz.png b/...firecrown/RandomForest_log_{'bins': 10, 'colors': True, 'errors': True}_riz.png
diff --git a/.../firecrown/RandomForest_log_{'bins': 2, 'colors': True, 'errors': True}_riz.png b/.../firecrown/RandomForest_log_{'bins': 2, 'colors': True, 'errors': True}_riz.png
diff --git a/.../firecrown/RandomForest_log_{'bins': 4, 'colors': True, 'errors': True}_riz.png b/.../firecrown/RandomForest_log_{'bins': 4, 'colors': True, 'errors': True}_riz.png
diff --git a/.../firecrown/RandomForest_log_{'bins': 6, 'colors': True, 'errors': True}_riz.png b/.../firecrown/RandomForest_log_{'bins': 6, 'colors': True, 'errors': True}_riz.png
diff --git a/.../firecrown/RandomForest_log_{'bins': 8, 'colors': True, 'errors': True}_riz.png b/.../firecrown/RandomForest_log_{'bins': 8, 'colors': True, 'errors': True}_riz.png
diff --git a/results/log/firecrown/riz_10bins.txt b/results/log/firecrown/riz_10bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_10 {'bins': 10, 'colors': True, 'errors': True} {'SNR_ww': 353.9796471119985, 'FOM_ww': 26.366472753947036, 'SNR_gg': 1500.0369417052223, 'FOM_gg': 181648.05441643775, 'SNR_3x2': 1501.7979111080479, 'FOM_3x2': 205723.43115529948} 
diff --git a/results/log/firecrown/riz_2bins.txt b/results/log/firecrown/riz_2bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_2 {'bins': 2, 'colors': True, 'errors': True} {'SNR_ww': 332.1252628616624, 'FOM_ww': 14.983596087283678, 'SNR_gg': 879.7755517457832, 'FOM_gg': 6800.843125725617, 'SNR_3x2': 885.1510794851065, 'FOM_3x2': 69314.82169237411} 
diff --git a/results/log/firecrown/riz_4bins.txt b/results/log/firecrown/riz_4bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_4 {'bins': 4, 'colors': True, 'errors': True} {'SNR_ww': 344.3523864717793, 'FOM_ww': 7.472714237157305, 'SNR_gg': 1129.9924402851957, 'FOM_gg': 2217.7143967350557, 'SNR_3x2': 1132.3499261021177, 'FOM_3x2': 17438.170598255823} 
diff --git a/results/log/firecrown/riz_6bins.txt b/results/log/firecrown/riz_6bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_6 {'bins': 6, 'colors': True, 'errors': True} {'SNR_ww': 349.54961947303974, 'FOM_ww': 74.88239992499268, 'SNR_gg': 1283.0924805979128, 'FOM_gg': 2748.246880322987, 'SNR_3x2': 1285.0762826516666, 'FOM_3x2': 25527.319489134214} 
diff --git a/results/log/firecrown/riz_8bins.txt b/results/log/firecrown/riz_8bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_8 {'bins': 8, 'colors': True, 'errors': True} {'SNR_ww': 352.1677239587554, 'FOM_ww': 46.08137841821119, 'SNR_gg': 1407.4491566491292, 'FOM_gg': 11509.47849600147, 'SNR_3x2': 1409.2785646359137, 'FOM_3x2': 76079.64260621843} 
diff --git a/results/log/jax/.DS_Store b/results/log/jax/.DS_Store
diff --git a/...ts/log/jax/RandomForest_log_{'bins': 2, 'colors': True, 'errors': True}_riz.png b/...ts/log/jax/RandomForest_log_{'bins': 2, 'colors': True, 'errors': True}_riz.png
diff --git a/...ts/log/jax/RandomForest_log_{'bins': 4, 'colors': True, 'errors': True}_riz.png b/...ts/log/jax/RandomForest_log_{'bins': 4, 'colors': True, 'errors': True}_riz.png
diff --git a/...ts/log/jax/RandomForest_log_{'bins': 6, 'colors': True, 'errors': True}_riz.png b/...ts/log/jax/RandomForest_log_{'bins': 6, 'colors': True, 'errors': True}_riz.png
diff --git a/...ts/log/jax/RandomForest_log_{'bins': 8, 'colors': True, 'errors': True}_riz.png b/...ts/log/jax/RandomForest_log_{'bins': 8, 'colors': True, 'errors': True}_riz.png
diff --git a/...s/log/jax/RandomForest_log_{'bins'_ 10, 'colors'_ True, 'errors'_ True}_riz.png b/...s/log/jax/RandomForest_log_{'bins'_ 10, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...s/log/jax/RandomForest_log_{'bins'_ 12, 'colors'_ True, 'errors'_ True}_riz.png b/...s/log/jax/RandomForest_log_{'bins'_ 12, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...s/log/jax/RandomForest_log_{'bins'_ 14, 'colors'_ True, 'errors'_ True}_riz.png b/...s/log/jax/RandomForest_log_{'bins'_ 14, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...s/log/jax/RandomForest_log_{'bins'_ 16, 'colors'_ True, 'errors'_ True}_riz.png b/...s/log/jax/RandomForest_log_{'bins'_ 16, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...s/log/jax/RandomForest_log_{'bins'_ 18, 'colors'_ True, 'errors'_ True}_riz.png b/...s/log/jax/RandomForest_log_{'bins'_ 18, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...s/log/jax/RandomForest_log_{'bins'_ 20, 'colors'_ True, 'errors'_ True}_riz.png b/...s/log/jax/RandomForest_log_{'bins'_ 20, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/results/log/jax/log_10bins.txt b/results/log/jax/log_10bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_10 {'bins': 10, 'colors': True, 'errors': True} {'SNR_ww': 353.3896484375, 'FOM_ww': 25.69645118713379, 'FOM_DETF_ww': 0.7485368847846985, 'SNR_gg': 1490.1297607421875, 'FOM_gg': 1509.4334716796875, 'FOM_DETF_gg': 16.625934600830078, 'SNR_3x2': 1491.8892822265625, 'FOM_3x2': 4315.92431640625, 'FOM_DETF_3x2': 124.80682373046875} 
diff --git a/results/log/jax/log_12bins.txt b/results/log/jax/log_12bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_12 {'bins': 12, 'colors': True, 'errors': True} {'SNR_ww': 353.4909362792969, 'FOM_ww': 28.18546485900879, 'FOM_DETF_ww': 0.7837417125701904, 'SNR_gg': 1581.24755859375, 'FOM_gg': 1861.4588623046875, 'FOM_DETF_gg': 19.349151611328125, 'SNR_3x2': 1582.9195556640625, 'FOM_3x2': 5589.23876953125, 'FOM_DETF_3x2': 133.16567993164062} 
diff --git a/results/log/jax/log_14bins.txt b/results/log/jax/log_14bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_14 {'bins': 14, 'colors': True, 'errors': True} {'SNR_ww': 353.81439208984375, 'FOM_ww': 30.821815490722656, 'FOM_DETF_ww': 0.8196653723716736, 'SNR_gg': 1660.472412109375, 'FOM_gg': 2167.390869140625, 'FOM_DETF_gg': 21.795621871948242, 'SNR_3x2': 1662.0672607421875, 'FOM_3x2': 6755.2568359375, 'FOM_DETF_3x2': 140.04119873046875} 
diff --git a/results/log/jax/log_16bins.txt b/results/log/jax/log_16bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_16 {'bins': 16, 'colors': True, 'errors': True} {'SNR_ww': 354.19085693359375, 'FOM_ww': 33.06575393676758, 'FOM_DETF_ww': 0.850592851638794, 'SNR_gg': 1714.0537109375, 'FOM_gg': 2405.90869140625, 'FOM_DETF_gg': 23.72943687438965, 'SNR_3x2': 1715.613037109375, 'FOM_3x2': 7705.8701171875, 'FOM_DETF_3x2': 145.46725463867188} 
diff --git a/results/log/jax/log_18bins.txt b/results/log/jax/log_18bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_18 {'bins': 18, 'colors': True, 'errors': True} {'SNR_ww': 354.6062927246094, 'FOM_ww': 34.78291320800781, 'FOM_DETF_ww': 0.8756899833679199, 'SNR_gg': 1767.1658935546875, 'FOM_gg': 2667.28662109375, 'FOM_DETF_gg': 25.922611236572266, 'SNR_3x2': 1768.700439453125, 'FOM_3x2': 8578.8291015625, 'FOM_DETF_3x2': 151.23822021484375} 
diff --git a/results/log/jax/log_20bins.txt b/results/log/jax/log_20bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_20 {'bins': 20, 'colors': True, 'errors': True} {'SNR_ww': 354.8816833496094, 'FOM_ww': 36.55479049682617, 'FOM_DETF_ww': 0.8987427949905396, 'SNR_gg': 1821.4979248046875, 'FOM_gg': 2915.06396484375, 'FOM_DETF_gg': 27.992963790893555, 'SNR_3x2': 1823.001220703125, 'FOM_3x2': 9485.4541015625, 'FOM_DETF_3x2': 156.7353973388672} 
diff --git a/results/log/jax/log_2bins.txt b/results/log/jax/log_2bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_2 {'bins': 2, 'colors': True, 'errors': True} {'SNR_ww': 331.62371826171875, 'FOM_ww': 0.4617920517921448, 'FOM_DETF_ww': 0.013744479045271873, 'SNR_gg': 878.622314453125, 'FOM_gg': 53.327491760253906, 'FOM_DETF_gg': 0.786997377872467, 'SNR_3x2': 883.9085693359375, 'FOM_3x2': 255.66043090820312, 'FOM_DETF_3x2': 23.005399703979492} 
diff --git a/results/log/jax/log_4bins.txt b/results/log/jax/log_4bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_4 {'bins': 4, 'colors': True, 'errors': True} {'SNR_ww': 343.78753662109375, 'FOM_ww': 2.5369784832000732, 'FOM_DETF_ww': 0.18284554779529572, 'SNR_gg': 1126.6553955078125, 'FOM_gg': 460.51934814453125, 'FOM_DETF_gg': 7.035050868988037, 'SNR_3x2': 1128.9976806640625, 'FOM_3x2': 1246.9041748046875, 'FOM_DETF_3x2': 83.07261657714844} 
diff --git a/results/log/jax/log_6bins.txt b/results/log/jax/log_6bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_6 {'bins': 6, 'colors': True, 'errors': True} {'SNR_ww': 348.9933776855469, 'FOM_ww': 12.718839645385742, 'FOM_DETF_ww': 0.5421679019927979, 'SNR_gg': 1277.877685546875, 'FOM_gg': 823.6866455078125, 'FOM_DETF_gg': 11.198760986328125, 'SNR_3x2': 1279.864990234375, 'FOM_3x2': 2050.5126953125, 'FOM_DETF_3x2': 102.53814697265625} 
diff --git a/results/log/jax/log_8bins.txt b/results/log/jax/log_8bins.txt
@@ -0,0 +1 @@
+RandomForest_log run_8 {'bins': 8, 'colors': True, 'errors': True} {'SNR_ww': 351.5631408691406, 'FOM_ww': 20.807268142700195, 'FOM_DETF_ww': 0.6687530279159546, 'SNR_gg': 1400.4603271484375, 'FOM_gg': 1209.8232421875, 'FOM_DETF_gg': 14.164243698120117, 'SNR_3x2': 1402.2911376953125, 'FOM_3x2': 3289.179931640625, 'FOM_DETF_3x2': 114.87232208251953} 
diff --git a/results/random/.DS_Store b/results/random/.DS_Store
diff --git a/results/random/firecrown/.DS_Store b/results/random/firecrown/.DS_Store
diff --git a/...ecrown/RandomForestUniform_{'bins': 10, 'colors': True, 'errors': True}_riz.png b/...ecrown/RandomForestUniform_{'bins': 10, 'colors': True, 'errors': True}_riz.png
diff --git a/...recrown/RandomForestUniform_{'bins': 2, 'colors': True, 'errors': True}_riz.png b/...recrown/RandomForestUniform_{'bins': 2, 'colors': True, 'errors': True}_riz.png
diff --git a/...recrown/RandomForestUniform_{'bins': 4, 'colors': True, 'errors': True}_riz.png b/...recrown/RandomForestUniform_{'bins': 4, 'colors': True, 'errors': True}_riz.png
diff --git a/...recrown/RandomForestUniform_{'bins': 6, 'colors': True, 'errors': True}_riz.png b/...recrown/RandomForestUniform_{'bins': 6, 'colors': True, 'errors': True}_riz.png
diff --git a/...recrown/RandomForestUniform_{'bins': 8, 'colors': True, 'errors': True}_riz.png b/...recrown/RandomForestUniform_{'bins': 8, 'colors': True, 'errors': True}_riz.png
diff --git a/results/random/firecrown/riz_10bins.txt b/results/random/firecrown/riz_10bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_10 {'bins': 10, 'colors': True, 'errors': True} {'SNR_ww': 354.9197295938117, 'FOM_ww': 152.37715773462213, 'SNR_gg': 1308.84532609303, 'FOM_gg': 21171.68195209693, 'SNR_3x2': 1311.9719252996663, 'FOM_3x2': 47065.21003389874} 
diff --git a/results/random/firecrown/riz_2bins.txt b/results/random/firecrown/riz_2bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_2 {'bins': 2, 'colors': True, 'errors': True} {'SNR_ww': 327.4681067505708, 'FOM_ww': 105.1466965449306, 'SNR_gg': 678.5458935974033, 'FOM_gg': 908.8160809482351, 'SNR_3x2': 701.5622646511446, 'FOM_3x2': 4534.786413137936} 
diff --git a/results/random/firecrown/riz_4bins.txt b/results/random/firecrown/riz_4bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_4 {'bins': 4, 'colors': True, 'errors': True} {'SNR_ww': 351.79965915406984, 'FOM_ww': 55.91220189211659, 'SNR_gg': 1109.8455489042597, 'FOM_gg': 1629.7915293979788, 'SNR_3x2': 1113.3628584854432, 'FOM_3x2': 5025.4907299214065} 
diff --git a/results/random/firecrown/riz_6bins.txt b/results/random/firecrown/riz_6bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_6 {'bins': 6, 'colors': True, 'errors': True} {'SNR_ww': 353.4995684607554, 'FOM_ww': 148.5449428914542, 'SNR_gg': 1155.0212895482066, 'FOM_gg': 2450.1410700563783, 'SNR_3x2': 1158.502391443923, 'FOM_3x2': 13404.867225041602} 
diff --git a/results/random/firecrown/riz_8bins.txt b/results/random/firecrown/riz_8bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_8 {'bins': 8, 'colors': True, 'errors': True} {'SNR_ww': 354.9124627287553, 'FOM_ww': 46.28382955361007, 'SNR_gg': 1250.552493913522, 'FOM_gg': 2881.0801502048794, 'SNR_3x2': 1253.8090733033507, 'FOM_3x2': 21691.232888150553} 
diff --git a/results/random/jax/.DS_Store b/results/random/jax/.DS_Store
diff --git a/...om/jax/RandomForestUniform_{'bins': 10, 'colors': True, 'errors': True}_riz.png b/...om/jax/RandomForestUniform_{'bins': 10, 'colors': True, 'errors': True}_riz.png
diff --git a/...dom/jax/RandomForestUniform_{'bins': 2, 'colors': True, 'errors': True}_riz.png b/...dom/jax/RandomForestUniform_{'bins': 2, 'colors': True, 'errors': True}_riz.png
diff --git a/...dom/jax/RandomForestUniform_{'bins': 4, 'colors': True, 'errors': True}_riz.png b/...dom/jax/RandomForestUniform_{'bins': 4, 'colors': True, 'errors': True}_riz.png
diff --git a/...dom/jax/RandomForestUniform_{'bins': 6, 'colors': True, 'errors': True}_riz.png b/...dom/jax/RandomForestUniform_{'bins': 6, 'colors': True, 'errors': True}_riz.png
diff --git a/...dom/jax/RandomForestUniform_{'bins': 8, 'colors': True, 'errors': True}_riz.png b/...dom/jax/RandomForestUniform_{'bins': 8, 'colors': True, 'errors': True}_riz.png
diff --git a/...ForestUniform_{'bins'_ 12, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png b/...ForestUniform_{'bins'_ 12, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...ForestUniform_{'bins'_ 14, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png b/...ForestUniform_{'bins'_ 14, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...ForestUniform_{'bins'_ 16, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png b/...ForestUniform_{'bins'_ 16, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...ForestUniform_{'bins'_ 18, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png b/...ForestUniform_{'bins'_ 18, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/...ForestUniform_{'bins'_ 20, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png b/...ForestUniform_{'bins'_ 20, 'seed'_ 123, 'colors'_ True, 'errors'_ True}_riz.png
diff --git a/results/random/jax/u_10bins.txt b/results/random/jax/u_10bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_10 {'bins': 10, 'colors': True, 'errors': True} {'SNR_ww': 354.3929748535156, 'FOM_ww': 37.14365768432617, 'FOM_DETF_ww': 0.8497052192687988, 'SNR_gg': 1302.3973388671875, 'FOM_gg': 1204.456298828125, 'FOM_DETF_gg': 9.355816841125488, 'SNR_3x2': 1305.5096435546875, 'FOM_3x2': 5697.7705078125, 'FOM_DETF_3x2': 57.619598388671875} 
diff --git a/results/random/jax/u_12bins.txt b/results/random/jax/u_12bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_12 {'bins': 12, 'seed': 123, 'colors': True, 'errors': True} {'SNR_ww': 355.24688720703125, 'FOM_ww': 39.76428985595703, 'FOM_DETF_ww': 0.8731409311294556, 'SNR_gg': 1518.59033203125, 'FOM_gg': 1509.64501953125, 'FOM_DETF_gg': 11.755865097045898, 'SNR_3x2': 1521.27490234375, 'FOM_3x2': 7064.39501953125, 'FOM_DETF_3x2': 62.7745246887207} 
diff --git a/results/random/jax/u_14bins.txt b/results/random/jax/u_14bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_14 {'bins': 14, 'seed': 123, 'colors': True, 'errors': True} {'SNR_ww': 355.1941223144531, 'FOM_ww': 39.79475402832031, 'FOM_DETF_ww': 0.8728305697441101, 'SNR_gg': 1584.9996337890625, 'FOM_gg': 1644.683349609375, 'FOM_DETF_gg': 12.5249605178833, 'SNR_3x2': 1587.56787109375, 'FOM_3x2': 7788.44873046875, 'FOM_DETF_3x2': 64.36880493164062} 
diff --git a/results/random/jax/u_16bins.txt b/results/random/jax/u_16bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_16 {'bins': 16, 'seed': 123, 'colors': True, 'errors': True} {'SNR_ww': 355.55487060546875, 'FOM_ww': 39.971771240234375, 'FOM_DETF_ww': 0.8794472813606262, 'SNR_gg': 1690.378173828125, 'FOM_gg': 3778.079345703125, 'FOM_DETF_gg': 27.599533081054688, 'SNR_3x2': 1692.511474609375, 'FOM_3x2': 17064.439453125, 'FOM_DETF_3x2': 134.9441680908203} 
diff --git a/results/random/jax/u_18bins.txt b/results/random/jax/u_18bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_18 {'bins': 18, 'seed': 123, 'colors': True, 'errors': True} {'SNR_ww': 357.0149841308594, 'FOM_ww': 43.642425537109375, 'FOM_DETF_ww': 0.9857875108718872, 'SNR_gg': 1796.6209716796875, 'FOM_gg': 4112.5537109375, 'FOM_DETF_gg': 31.20852279663086, 'SNR_3x2': 1798.3226318359375, 'FOM_3x2': 17760.564453125, 'FOM_DETF_3x2': 152.83560180664062} 
diff --git a/results/random/jax/u_20bins.txt b/results/random/jax/u_20bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_20 {'bins': 20, 'seed': 123, 'colors': True, 'errors': True} {'SNR_ww': 357.0483093261719, 'FOM_ww': 43.82171630859375, 'FOM_DETF_ww': 0.9936894178390503, 'SNR_gg': 1842.779052734375, 'FOM_gg': 4300.279296875, 'FOM_DETF_gg': 32.844966888427734, 'SNR_3x2': 1844.4127197265625, 'FOM_3x2': 18573.9375, 'FOM_DETF_3x2': 160.4752197265625} 
diff --git a/results/random/jax/u_2bins.txt b/results/random/jax/u_2bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_2 {'bins': 2, 'colors': True, 'errors': True} {'SNR_ww': 327.1508483886719, 'FOM_ww': 3.3171546459198, 'FOM_DETF_ww': 0.092340387403965, 'SNR_gg': 677.09228515625, 'FOM_gg': 32.099971771240234, 'FOM_DETF_gg': 0.1580391675233841, 'SNR_3x2': 700.0398559570312, 'FOM_3x2': 852.3770751953125, 'FOM_DETF_3x2': 12.79428482055664} 
diff --git a/results/random/jax/u_4bins.txt b/results/random/jax/u_4bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_4 {'bins': 4, 'colors': True, 'errors': True} {'SNR_ww': 351.2440185546875, 'FOM_ww': 23.247020721435547, 'FOM_DETF_ww': 0.6437975764274597, 'SNR_gg': 1106.9310302734375, 'FOM_gg': 527.278076171875, 'FOM_DETF_gg': 5.282368183135986, 'SNR_3x2': 1110.4364013671875, 'FOM_3x2': 2280.726806640625, 'FOM_DETF_3x2': 43.6702995300293} 
diff --git a/results/random/jax/u_6bins.txt b/results/random/jax/u_6bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_6 {'bins': 6, 'colors': True, 'errors': True} {'SNR_ww': 352.9674072265625, 'FOM_ww': 30.201784133911133, 'FOM_DETF_ww': 0.7597047090530396, 'SNR_gg': 1151.7760009765625, 'FOM_gg': 819.4025268554688, 'FOM_DETF_gg': 7.07086181640625, 'SNR_3x2': 1155.22509765625, 'FOM_3x2': 3679.62744140625, 'FOM_DETF_3x2': 49.80576705932617} 
diff --git a/results/random/jax/u_8bins.txt b/results/random/jax/u_8bins.txt
@@ -0,0 +1 @@
+RandomForestUniform run_8 {'bins': 8, 'colors': True, 'errors': True} {'SNR_ww': 354.352294921875, 'FOM_ww': 36.73133850097656, 'FOM_DETF_ww': 0.8435292840003967, 'SNR_gg': 1244.733642578125, 'FOM_gg': 990.042724609375, 'FOM_DETF_gg': 8.24472427368164, 'SNR_3x2': 1247.9957275390625, 'FOM_3x2': 4521.0576171875, 'FOM_DETF_3x2': 55.020790100097656} 
diff --git a/results/riz_rf_4bins.txt b/results/riz_rf_4bins.txt
@@ -0,0 +1 @@
+RandomForest run_4 {'bins': 4, 'colors': True, 'errors': True} {'SNR_ww': 354.6609820268124, 'FOM_ww': 75.86045148833578, 'SNR_gg': 1225.4257263396669, 'FOM_gg': 1567.6121506994662, 'SNR_3x2': 1227.6735428278516, 'FOM_3x2': 11719.728722321575} 
diff --git a/tomo_challenge/.DS_Store b/tomo_challenge/.DS_Store
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_10 {'bins': 10, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.3131103515625, 'FOM_ww': 42.954627990722656, 'FOM_DETF_ww': 0.998559296131134, 'SNR_gg': 1558.8424072265625, 'FOM_gg': 3393.94921875, 'FOM_DETF_gg': 28.310165405273438, 'SNR_3x2': 1560.711669921875, 'FOM_3x2': 11873.3955078125, 'FOM_DETF_3x2': 151.22581481933594}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_12 {'bins': 12, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.59197998046875, 'FOM_ww': 43.62521743774414, 'FOM_DETF_ww': 1.0060865879058838, 'SNR_gg': 1667.6494140625, 'FOM_gg': 3912.66796875, 'FOM_DETF_gg': 32.30958557128906, 'SNR_3x2': 1669.431396484375, 'FOM_3x2': 13472.0498046875, 'FOM_DETF_3x2': 162.13380432128906}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_14 {'bins': 14, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.6208801269531, 'FOM_ww': 44.28642654418945, 'FOM_DETF_ww': 1.013672113418579, 'SNR_gg': 1766.71826171875, 'FOM_gg': 4394.3798828125, 'FOM_DETF_gg': 36.23318862915039, 'SNR_3x2': 1768.39990234375, 'FOM_3x2': 14904.86328125, 'FOM_DETF_3x2': 171.53282165527344}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_16 {'bins': 16, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.7373962402344, 'FOM_ww': 44.8723258972168, 'FOM_DETF_ww': 1.0189826488494873, 'SNR_gg': 1846.935546875, 'FOM_gg': 4927.30517578125, 'FOM_DETF_gg': 39.980995178222656, 'SNR_3x2': 1848.527099609375, 'FOM_3x2': 16619.26953125, 'FOM_DETF_3x2': 179.15760803222656}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_18 {'bins': 18, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.7864685058594, 'FOM_ww': 45.14503860473633, 'FOM_DETF_ww': 1.02281653881073, 'SNR_gg': 1935.201171875, 'FOM_gg': 5388.544921875, 'FOM_DETF_gg': 43.69058609008789, 'SNR_3x2': 1936.7386474609375, 'FOM_3x2': 17930.822265625, 'FOM_DETF_3x2': 187.78726196289062}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_20 {'bins': 20, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 357.82049560546875, 'FOM_ww': 45.32192611694336, 'FOM_DETF_ww': 1.0239624977111816, 'SNR_gg': 1993.5626220703125, 'FOM_gg': 5813.80712890625, 'FOM_DETF_gg': 46.539649963378906, 'SNR_3x2': 1995.0289306640625, 'FOM_3x2': 19282.109375, 'FOM_DETF_3x2': 193.2664337158203}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_2 {'bins': 2, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 346.5560302734375, 'FOM_ww': 9.114718437194824, 'FOM_DETF_ww': 0.2503356337547302, 'SNR_gg': 883.410888671875, 'FOM_gg': 39.0669059753418, 'FOM_DETF_gg': 0.4050174355506897, 'SNR_3x2': 896.4786376953125, 'FOM_3x2': 843.8729248046875, 'FOM_DETF_3x2': 24.316349029541016}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_4 {'bins': 4, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 354.8981628417969, 'FOM_ww': 32.0916748046875, 'FOM_DETF_ww': 0.8403875231742859, 'SNR_gg': 1135.8251953125, 'FOM_gg': 856.9429931640625, 'FOM_DETF_gg': 8.652419090270996, 'SNR_3x2': 1138.489013671875, 'FOM_3x2': 2470.149169921875, 'FOM_DETF_3x2': 52.71646499633789}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		funbins run_6 {'bins': 6, 'seed': 123, 'method': 'chi', 'combinebins': None, 'colors': True, 'errors': True} {'SNR_ww': 355.50146484375, 'FOM_ww': 37.755615234375, 'FOM_DETF_ww': 0.926099956035614, 'SNR_gg': 1291.5467529296875, 'FOM_gg': 1620.9384765625, 'FOM_DETF_gg': 15.487205505371094, 'SNR_3x2': 1293.889404296875, 'FOM_3x2': 5691.78515625, 'FOM_DETF_3x2': 107.30359649658203}
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		RF_Log_CombineBins run_5 {'bins': 5, 'colors': True, 'errors': True} {'SNR_ww': 347.1550052435396, 'FOM_ww': 43.281384668444375, 'SNR_gg': 1178.1020177366966, 'FOM_gg': 1937.6331074516759, 'SNR_3x2': 1180.154312947983, 'FOM_3x2': 8170.834082030528}