diff --git a/_modules/icebrem/common.html b/_modules/icebrem/common.html index 43af1cd4..8add2532 100644 --- a/_modules/icebrem/common.html +++ b/_modules/icebrem/common.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icebrk/cutstats.html b/_modules/icebrk/cutstats.html index fe4f10da..23ff719c 100644 --- a/_modules/icebrk/cutstats.html +++ b/_modules/icebrk/cutstats.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icebrk/fasthistos.html b/_modules/icebrk/fasthistos.html index 24db149f..38c51037 100644 --- a/_modules/icebrk/fasthistos.html +++ b/_modules/icebrk/fasthistos.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icebrk/features.html b/_modules/icebrk/features.html index 9b732da0..b812d4cd 100644 --- a/_modules/icebrk/features.html +++ b/_modules/icebrk/features.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icebrk/histos.html b/_modules/icebrk/histos.html index 46626e4f..00787c3c 100644 --- a/_modules/icebrk/histos.html +++ b/_modules/icebrk/histos.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icebrk/loop.html b/_modules/icebrk/loop.html index d31e2395..7559b470 100644 --- a/_modules/icebrk/loop.html +++ b/_modules/icebrk/loop.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icebrk/tools.html b/_modules/icebrk/tools.html index e8653bf2..9532e7bf 100644 --- a/_modules/icebrk/tools.html +++ b/_modules/icebrk/tools.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icedqcd/common.html b/_modules/icedqcd/common.html index 250798c2..885351b1 100644 --- a/_modules/icedqcd/common.html +++ b/_modules/icedqcd/common.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icedqcd/deploy.html b/_modules/icedqcd/deploy.html index f98eb668..c9cff4a0 100644 --- a/_modules/icedqcd/deploy.html +++ b/_modules/icedqcd/deploy.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icedqcd/graphio.html b/_modules/icedqcd/graphio.html index 4ee30549..6a49e4a0 100644 --- a/_modules/icedqcd/graphio.html +++ b/_modules/icedqcd/graphio.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icedqcd/limits.html b/_modules/icedqcd/limits.html index b1c73101..3177b0b2 100644 --- a/_modules/icedqcd/limits.html +++ b/_modules/icedqcd/limits.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icedqcd/optimize.html b/_modules/icedqcd/optimize.html index 3e95acca..74d86322 100644 --- a/_modules/icedqcd/optimize.html +++ b/_modules/icedqcd/optimize.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/abcd.html b/_modules/icefit/abcd.html index 5be566ed..fc92e833 100644 --- a/_modules/icefit/abcd.html +++ b/_modules/icefit/abcd.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/commutator.html b/_modules/icefit/commutator.html index 90463dea..ade5c84f 100644 --- a/_modules/icefit/commutator.html +++ b/_modules/icefit/commutator.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/cortools.html b/_modules/icefit/cortools.html index 6d9b88b7..742803a9 100644 --- a/_modules/icefit/cortools.html +++ b/_modules/icefit/cortools.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/dequantize.html b/_modules/icefit/dequantize.html index fb9d5569..57ffd2dc 100644 --- a/_modules/icefit/dequantize.html +++ b/_modules/icefit/dequantize.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/em.html b/_modules/icefit/em.html index e702742b..fb939b43 100644 --- a/_modules/icefit/em.html +++ b/_modules/icefit/em.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/icelimit.html b/_modules/icefit/icelimit.html index 179facd9..ace2f13c 100644 --- a/_modules/icefit/icelimit.html +++ b/_modules/icefit/icelimit.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/jacobian.html b/_modules/icefit/jacobian.html index 16f7009c..690bda71 100644 --- a/_modules/icefit/jacobian.html +++ b/_modules/icefit/jacobian.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/lognormal.html b/_modules/icefit/lognormal.html index 015e4a1b..6514e3bc 100644 --- a/_modules/icefit/lognormal.html +++ b/_modules/icefit/lognormal.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/mantissa.html b/_modules/icefit/mantissa.html index 6411352c..83a7df12 100644 --- a/_modules/icefit/mantissa.html +++ b/_modules/icefit/mantissa.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/mine.html b/_modules/icefit/mine.html index 462a06bd..04346162 100644 --- a/_modules/icefit/mine.html +++ b/_modules/icefit/mine.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/peakfit.html b/_modules/icefit/peakfit.html index 68c8a2f4..df6cca9e 100644 --- a/_modules/icefit/peakfit.html +++ b/_modules/icefit/peakfit.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/score.html b/_modules/icefit/score.html index 07c1b8ec..f1c0ba7e 100644 --- a/_modules/icefit/score.html +++ b/_modules/icefit/score.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icefit/statstools.html b/_modules/icefit/statstools.html index 384bc629..4bbc9327 100644 --- a/_modules/icefit/statstools.html +++ b/_modules/icefit/statstools.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icehgcal/common.html b/_modules/icehgcal/common.html index f4467bcd..132ee1f5 100644 --- a/_modules/icehgcal/common.html +++ b/_modules/icehgcal/common.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icehgcal/graphio.html b/_modules/icehgcal/graphio.html index 2f8634c8..e8b007b7 100644 --- a/_modules/icehgcal/graphio.html +++ b/_modules/icehgcal/graphio.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icehgcal/preprocess.html b/_modules/icehgcal/preprocess.html index f49f4e9b..66618374 100644 --- a/_modules/icehgcal/preprocess.html +++ b/_modules/icehgcal/preprocess.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icehnl/common.html b/_modules/icehnl/common.html index 33a31e00..7cc027d4 100644 --- a/_modules/icehnl/common.html +++ b/_modules/icehnl/common.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/iceid/common.html b/_modules/iceid/common.html index 5c30e3d4..a2f31afc 100644 --- a/_modules/iceid/common.html +++ b/_modules/iceid/common.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/iceid/graphio.html b/_modules/iceid/graphio.html index c44a9e9a..f727df06 100644 --- a/_modules/iceid/graphio.html +++ b/_modules/iceid/graphio.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icemc/icemc.html b/_modules/icemc/icemc.html index 78efc6e8..62243695 100644 --- a/_modules/icemc/icemc.html +++ b/_modules/icemc/icemc.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/algo/analytic.html b/_modules/icenet/algo/analytic.html index 871e070a..d90963be 100644 --- a/_modules/icenet/algo/analytic.html +++ b/_modules/icenet/algo/analytic.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/algo/flr.html b/_modules/icenet/algo/flr.html index 6884873a..0dd325b2 100644 --- a/_modules/icenet/algo/flr.html +++ b/_modules/icenet/algo/flr.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/algo/nmf.html b/_modules/icenet/algo/nmf.html index 048908b1..d567ca14 100644 --- a/_modules/icenet/algo/nmf.html +++ b/_modules/icenet/algo/nmf.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/autogradxgb.html b/_modules/icenet/deep/autogradxgb.html index 48c5c987..8c21c852 100644 --- a/_modules/icenet/deep/autogradxgb.html +++ b/_modules/icenet/deep/autogradxgb.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/bnaf.html b/_modules/icenet/deep/bnaf.html index 3da46ba5..0161112e 100644 --- a/_modules/icenet/deep/bnaf.html +++ b/_modules/icenet/deep/bnaf.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/cnn.html b/_modules/icenet/deep/cnn.html index f5607310..0290420f 100644 --- a/_modules/icenet/deep/cnn.html +++ b/_modules/icenet/deep/cnn.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/da.html b/_modules/icenet/deep/da.html index c064a70b..dab7f674 100644 --- a/_modules/icenet/deep/da.html +++ b/_modules/icenet/deep/da.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/dbnf.html b/_modules/icenet/deep/dbnf.html index 595d3fa5..ab58bec2 100644 --- a/_modules/icenet/deep/dbnf.html +++ b/_modules/icenet/deep/dbnf.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/deeptools.html b/_modules/icenet/deep/deeptools.html index c7719d68..7b171248 100644 --- a/_modules/icenet/deep/deeptools.html +++ b/_modules/icenet/deep/deeptools.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/deps.html b/_modules/icenet/deep/deps.html index 5017b6ef..ce15b79e 100644 --- a/_modules/icenet/deep/deps.html +++ b/_modules/icenet/deep/deps.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/dmlp.html b/_modules/icenet/deep/dmlp.html index 4b306bb5..675ae228 100644 --- a/_modules/icenet/deep/dmlp.html +++ b/_modules/icenet/deep/dmlp.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/fastkan.html b/_modules/icenet/deep/fastkan.html index e146d094..4fa67cd1 100644 --- a/_modules/icenet/deep/fastkan.html +++ b/_modules/icenet/deep/fastkan.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/gcnn.html b/_modules/icenet/deep/gcnn.html index 4e2316d5..6e6e6104 100644 --- a/_modules/icenet/deep/gcnn.html +++ b/_modules/icenet/deep/gcnn.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/graph.html b/_modules/icenet/deep/graph.html index fc0c0256..b807c54c 100644 --- a/_modules/icenet/deep/graph.html +++ b/_modules/icenet/deep/graph.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
diff --git a/_modules/icenet/deep/iceboost.html b/_modules/icenet/deep/iceboost.html index 99fde3ab..91ec5328 100644 --- a/_modules/icenet/deep/iceboost.html +++ b/_modules/icenet/deep/iceboost.html @@ -32,7 +32,7 @@
- 0.1.2.4 + 0.1.2.5
@@ -1002,7 +1002,9 @@

Source code for icenet.deep.iceboost

     
     loss_history_train = {}
     loss_history_eval  = {}
-
+    
+    # --------------------------------------------------------------
+    
     # TensorboardX
     if not args['__raytune_running__'] and param['tensorboard']:
         from tensorboardX import SummaryWriter
@@ -1055,7 +1057,7 @@ 
Source code for icenet.deep.iceboost
     # ---------------------------------------------------------
     # Choose weight mode
     if np.min(w_trn) < 0.0 or np.min(w_val) < 0.0:
-        print(f'Negative weights in the sample -- handled via custom loss')
+        print(f'Negative weights in the sample -- handled via custom loss', 'magenta')
         out_weights_on = True
         
         if not use_custom:
diff --git a/_modules/icenet/deep/losstools.html b/_modules/icenet/deep/losstools.html
index cadc6530..03a0bbaf 100644
--- a/_modules/icenet/deep/losstools.html
+++ b/_modules/icenet/deep/losstools.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/lzmlp.html b/_modules/icenet/deep/lzmlp.html
index c3b9a3fa..468ed67d 100644
--- a/_modules/icenet/deep/lzmlp.html
+++ b/_modules/icenet/deep/lzmlp.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/maxo.html b/_modules/icenet/deep/maxo.html
index f28b857d..292435d2 100644
--- a/_modules/icenet/deep/maxo.html
+++ b/_modules/icenet/deep/maxo.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/mlgr.html b/_modules/icenet/deep/mlgr.html
index c81872da..761cc1f1 100644
--- a/_modules/icenet/deep/mlgr.html
+++ b/_modules/icenet/deep/mlgr.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/optimize.html b/_modules/icenet/deep/optimize.html
index 57f98897..e76807e8 100644
--- a/_modules/icenet/deep/optimize.html
+++ b/_modules/icenet/deep/optimize.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
@@ -977,11 +977,11 @@ 
Source code for icenet.deep.optimize
     print(f'Computing device <{device}> chosen')
     
     if GPU_chosen:
-        used  = io.get_gpu_memory_map()[0]
-        total = io.torch_cuda_total_memory(device)
-        print(f'device <{device}> VRAM in use: {used:0.2f} / {total:0.2f} GB', 'yellow')
-        print('')
-
+        io.showmem_cuda(device)
+    else:
+        io.showmem()
+    print('')
+    
     return model, device

 
 

diff --git a/_modules/icenet/deep/pgraph.html b/_modules/icenet/deep/pgraph.html
index 0940fe7a..f3c9abec 100644
--- a/_modules/icenet/deep/pgraph.html
+++ b/_modules/icenet/deep/pgraph.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/predict.html b/_modules/icenet/deep/predict.html
index d7e11cee..c0d6f929 100644
--- a/_modules/icenet/deep/predict.html
+++ b/_modules/icenet/deep/predict.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/tempscale.html b/_modules/icenet/deep/tempscale.html
index 5372f416..4c4a1571 100644
--- a/_modules/icenet/deep/tempscale.html
+++ b/_modules/icenet/deep/tempscale.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
@@ -624,7 +624,7 @@ 
Source code for icenet.deep.tempscale
             return ece_criterion_before, ece_criterion_after
 
         except Exception as e:
-            print(e)
+            print(f'Error: {e}')
             return -1, -1

 

 
@@ -769,7 +769,7 @@ 
Source code for icenet.deep.tempscale
             return ece_criterion_before, ece_criterion_after
 
         except Exception as e:
-            print(e)
+            print(f'Error: {e}')
             return -1, -1

 

 
diff --git a/_modules/icenet/deep/train.html b/_modules/icenet/deep/train.html
index 396e7570..759050bb 100644
--- a/_modules/icenet/deep/train.html
+++ b/_modules/icenet/deep/train.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/deep/vae.html b/_modules/icenet/deep/vae.html
index 24552144..4974f9ca 100644
--- a/_modules/icenet/deep/vae.html
+++ b/_modules/icenet/deep/vae.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/optim/adam.html b/_modules/icenet/optim/adam.html
index 789c029f..4b55d73c 100644
--- a/_modules/icenet/optim/adam.html
+++ b/_modules/icenet/optim/adam.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/optim/adamax.html b/_modules/icenet/optim/adamax.html
index c52abefd..9a19e85a 100644
--- a/_modules/icenet/optim/adamax.html
+++ b/_modules/icenet/optim/adamax.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/optim/scheduler.html b/_modules/icenet/optim/scheduler.html
index 49f37a7c..71966db8 100644
--- a/_modules/icenet/optim/scheduler.html
+++ b/_modules/icenet/optim/scheduler.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/aux.html b/_modules/icenet/tools/aux.html
index 0f394450..939651af 100644
--- a/_modules/icenet/tools/aux.html
+++ b/_modules/icenet/tools/aux.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/aux_torch.html b/_modules/icenet/tools/aux_torch.html
index 40c7cbb9..79aa9118 100644
--- a/_modules/icenet/tools/aux_torch.html
+++ b/_modules/icenet/tools/aux_torch.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/icemap.html b/_modules/icenet/tools/icemap.html
index 4f20f3d3..789f08c8 100644
--- a/_modules/icenet/tools/icemap.html
+++ b/_modules/icenet/tools/icemap.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/iceroot.html b/_modules/icenet/tools/iceroot.html
index ba4cade0..984c3d8f 100644
--- a/_modules/icenet/tools/iceroot.html
+++ b/_modules/icenet/tools/iceroot.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/icevec.html b/_modules/icenet/tools/icevec.html
index c807c4e5..a856ca38 100644
--- a/_modules/icenet/tools/icevec.html
+++ b/_modules/icenet/tools/icevec.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/io.html b/_modules/icenet/tools/io.html
index 3dad3015..4fd5e8e2 100644
--- a/_modules/icenet/tools/io.html
+++ b/_modules/icenet/tools/io.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
@@ -763,10 +763,10 @@ 
Source code for icenet.tools.io
         gpu_memory = [int(x)/1024.0 for x in result.strip().split('\n')]
         gpu_memory_map = dict(zip(range(len(gpu_memory)), gpu_memory))
         return gpu_memory_map
-
+    
     except Exception as e:
-        print(f'Could not run nvidia-smi: {e}')
-        return ["null"]

+        print(f'Error: Could not run nvidia-smi: {e}')
+        return None

 
 
 

diff --git a/_modules/icenet/tools/plots.html b/_modules/icenet/tools/plots.html
index eac1d889..724045f7 100644
--- a/_modules/icenet/tools/plots.html
+++ b/_modules/icenet/tools/plots.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/prints.html b/_modules/icenet/tools/prints.html
index bf2ce218..11d10bfe 100644
--- a/_modules/icenet/tools/prints.html
+++ b/_modules/icenet/tools/prints.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/process.html b/_modules/icenet/tools/process.html
index 96fd2e46..377e6aae 100644
--- a/_modules/icenet/tools/process.html
+++ b/_modules/icenet/tools/process.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
@@ -876,7 +876,7 @@ 
Source code for icenet.tools.process
         args['plotdir']  = aux.makedir(f"{args['plotdir']}/{run_id}")
         
         if runmode == 'eval' and cli_dict['evaltag'] is not None:
-            args['plotdir'] = aux.makedir(f"{args['plotdir']}/{run_id}/evaltag__{cli_dict['evaltag']}")
+            args['plotdir'] = aux.makedir(f"{args['plotdir']}/evaltag__{cli_dict['evaltag']}")
             print(f'Changing eval plotdir to: {args["plotdir"]}', 'red')
         
         # ----------------------------------------------------------------
@@ -1369,7 +1369,13 @@ 
Source code for icenet.tools.process
         
         permute = args['permute'] if 'permute' in args else True
         trn, val, tst = io.split_data(X=X, Y=Y, W=W, ids=ids, frac=args['frac'], permute=permute)
-       
+    
+    # ----------------------------------------------------------
+    # ** Re-permute train and validation events for safety **
+    trn = trn.permute(np.random.permutation(trn.x.shape[0]))
+    val = val.permute(np.random.permutation(val.x.shape[0]))
+    # ----------------------------------------------------------    
+    
     # ----------------------------------------------------------
     if args['imputation_param']['active']:
         module = import_module(mvavars, 'configs.subpkg')
diff --git a/_modules/icenet/tools/raytools.html b/_modules/icenet/tools/raytools.html
index 4b6f6786..48caff1c 100644
--- a/_modules/icenet/tools/raytools.html
+++ b/_modules/icenet/tools/raytools.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/reweight.html b/_modules/icenet/tools/reweight.html
index c2373af7..19bbc61b 100644
--- a/_modules/icenet/tools/reweight.html
+++ b/_modules/icenet/tools/reweight.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icenet/tools/stx.html b/_modules/icenet/tools/stx.html
index 5b2a2864..fce7a45b 100644
--- a/_modules/icenet/tools/stx.html
+++ b/_modules/icenet/tools/stx.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/iceplot/iceplot.html b/_modules/iceplot/iceplot.html
index 0a9db32b..887cdca6 100644
--- a/_modules/iceplot/iceplot.html
+++ b/_modules/iceplot/iceplot.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icetrg/common.html b/_modules/icetrg/common.html
index 35fe82c7..1782b837 100644
--- a/_modules/icetrg/common.html
+++ b/_modules/icetrg/common.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/icezee/common.html b/_modules/icezee/common.html
index 0c9aa7a3..b31c1ce4 100644
--- a/_modules/icezee/common.html
+++ b/_modules/icezee/common.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/_modules/index.html b/_modules/index.html
index d9afc117..374bdd83 100644
--- a/_modules/index.html
+++ b/_modules/index.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/genindex.html b/genindex.html
index 6659ef85..d34bb822 100644
--- a/genindex.html
+++ b/genindex.html
@@ -32,7 +32,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/index.html b/index.html
index 6c5c4647..f152255d 100644
--- a/index.html
+++ b/index.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icebrem.html b/modules/icebrem.html
index 70ffd392..919ba324 100644
--- a/modules/icebrem.html
+++ b/modules/icebrem.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icebrk.html b/modules/icebrk.html
index 9b4f7cd5..3089b8df 100644
--- a/modules/icebrk.html
+++ b/modules/icebrk.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icedqcd.html b/modules/icedqcd.html
index 7cd1a965..e69e6e6e 100644
--- a/modules/icedqcd.html
+++ b/modules/icedqcd.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icefit.html b/modules/icefit.html
index af3e8013..ea1ea31d 100644
--- a/modules/icefit.html
+++ b/modules/icefit.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icehgcal.html b/modules/icehgcal.html
index d824c73d..f4faad48 100644
--- a/modules/icehgcal.html
+++ b/modules/icehgcal.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icehnl.html b/modules/icehnl.html
index 8136664d..caf2faef 100644
--- a/modules/icehnl.html
+++ b/modules/icehnl.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/iceid.html b/modules/iceid.html
index cb52a78b..0f306c37 100644
--- a/modules/iceid.html
+++ b/modules/iceid.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icemc.html b/modules/icemc.html
index 67bcf400..718e7192 100644
--- a/modules/icemc.html
+++ b/modules/icemc.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icenet.html b/modules/icenet.html
index 1cf53f1e..17c91718 100644
--- a/modules/icenet.html
+++ b/modules/icenet.html
@@ -36,7 +36,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/iceplot.html b/modules/iceplot.html
index 1d70385d..090d36bc 100644
--- a/modules/iceplot.html
+++ b/modules/iceplot.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icetrg.html b/modules/icetrg.html
index cb15a079..e9b104fe 100644
--- a/modules/icetrg.html
+++ b/modules/icetrg.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/modules/icezee.html b/modules/icezee.html
index 9cd8dc6a..112efe45 100644
--- a/modules/icezee.html
+++ b/modules/icezee.html
@@ -34,7 +34,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/notes/cmssw.html b/notes/cmssw.html
index edbd8f51..9fba10b1 100644
--- a/notes/cmssw.html
+++ b/notes/cmssw.html
@@ -33,7 +33,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/notes/installation.html b/notes/installation.html
index 8ad7a07a..b16b5735 100644
--- a/notes/installation.html
+++ b/notes/installation.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/notes/introduction.html b/notes/introduction.html
index 0b378f08..e8a7660b 100644
--- a/notes/introduction.html
+++ b/notes/introduction.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/notes/markup.html b/notes/markup.html
index d994f409..712f82af 100644
--- a/notes/markup.html
+++ b/notes/markup.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/objects.inv b/objects.inv
index 9e8346aa..c37ab334 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/py-modindex.html b/py-modindex.html
index f900c909..afe5b402 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5
               

 

   
diff --git a/search.html b/search.html
index 42eb1aca..9c9de3f9 100644
--- a/search.html
+++ b/search.html
@@ -35,7 +35,7 @@
             
           
               

-                0.1.2.4
+                0.1.2.5