diff --git a/config/experiments/demo_med/KA_130923_fbFMFDe1_lung_description_decision.yaml b/config/experiments/demo_med/KA_130923_fbFMFDe1_lung_description_decision.yaml
new file mode 100644
index 00000000..871cd1f3
--- /dev/null
+++ b/config/experiments/demo_med/KA_130923_fbFMFDe1_lung_description_decision.yaml
@@ -0,0 +1,8 @@
+# @package _global_
+defaults:
+  - override /models: classification/lung_description_decision.yaml
+  - override /datasets: classification/lung_description_decision_datamodule.yaml
+  - override /callbacks: lung_description_decision
+
+project: "lung_description_decision"
+task: "table-classification"
diff --git a/config/experiments/demo_med/KG_100323_ianfq90_lion_test.yaml b/config/experiments/demo_med/KG_100323_ianfq90_lion_test.yaml
new file mode 100644
index 00000000..2ff8ee0b
--- /dev/null
+++ b/config/experiments/demo_med/KG_100323_ianfq90_lion_test.yaml
@@ -0,0 +1,19 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/unet
+  - override /datasets: semantic-segmentation/segmentation_brain.yaml
+  - override /optimizers: lion.yaml
+  - override /augmentations_train: none
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: segmentation_losses.yaml
+
+models:
+  in_channels: 1
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+stop_param: 10
+epochs: 10
+weights_freq: 1
+batch_size: 4
\ No newline at end of file
diff --git a/config/experiments/demo_med/KG_230323_sjdv8f20_segformer.yaml b/config/experiments/demo_med/KG_230323_sjdv8f20_segformer.yaml
new file mode 100644
index 00000000..f9cba032
--- /dev/null
+++ b/config/experiments/demo_med/KG_230323_sjdv8f20_segformer.yaml
@@ -0,0 +1,26 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/segformer_for_segmentation.yaml
+  - override /datasets: semantic-segmentation/segmentation_brain.yaml
+  - override /augmentations_train: none
+  - override /optimizers: adam.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: segmentation_losses.yaml
+  - override /callbacks: segmentation
+
+
+models:
+  num_channels: 1
+  num_labels: 1
+  retain_dim: True
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+stop_param: 3
+epochs: 3
+weights_freq: 1
+batch_size: 8
+accelerator: cpu # gpu
+#override hydra/job_logging: stdout
+
diff --git a/config/experiments/demo_med/SK_100923_unet_brain_mri.yaml b/config/experiments/demo_med/SK_100923_unet_brain_mri.yaml
new file mode 100644
index 00000000..73891dda
--- /dev/null
+++ b/config/experiments/demo_med/SK_100923_unet_brain_mri.yaml
@@ -0,0 +1,17 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/unet
+  - override /datasets: semantic-segmentation/segmentation_brain.yaml
+  - override /augmentations_train: none #segmentation_stroke.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: segmentation_losses.yaml
+models:
+  in_channels: 1
+project: "segmentation"
+task: "image-segmentation-complexing"
+random_seed: 42
+stop_param: 10
+epochs: 300
+weights_freq: 1
+batch_size: 10
diff --git a/config/experiments/demo_med/SK_180822_qmciwj41_unet_brain.yaml b/config/experiments/demo_med/SK_180822_qmciwj41_unet_brain.yaml
new file mode 100644
index 00000000..dd97d9f0
--- /dev/null
+++ b/config/experiments/demo_med/SK_180822_qmciwj41_unet_brain.yaml
@@ -0,0 +1,17 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/unet
+  - override /datasets: semantic-segmentation/segmentation_brain.yaml
+  - override /augmentations_train: none #segmentation_stroke.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: segmentation_losses.yaml
+models:
+  in_channels: 1
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+stop_param: 10
+epochs: 300
+weights_freq: 1
+batch_size: 10
diff --git a/config/experiments/demo_med/SK_180822_qwefnew31_yolov5_lungs.yaml b/config/experiments/demo_med/SK_180822_qwefnew31_yolov5_lungs.yaml
new file mode 100644
index 00000000..17ac2ea2
--- /dev/null
+++ b/config/experiments/demo_med/SK_180822_qwefnew31_yolov5_lungs.yaml
@@ -0,0 +1,12 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection/detection_lungs
+
+
+project: "lungs"
+task: "image-detection"
+random_seed: 43
+epochs: 300
+batch_size: 2
+weights_freq: 1
diff --git a/config/experiments/demo_med/SK_180822_qwefnew31_yolov5_lungs_seg.yaml b/config/experiments/demo_med/SK_180822_qwefnew31_yolov5_lungs_seg.yaml
new file mode 100644
index 00000000..a22b1bea
--- /dev/null
+++ b/config/experiments/demo_med/SK_180822_qwefnew31_yolov5_lungs_seg.yaml
@@ -0,0 +1,12 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5_segmentation
+  - override /datasets: detection/detection_lungs
+
+
+project: "lungs"
+task: "image-detection"
+random_seed: 43
+epochs: 20
+batch_size: 2
+weights_freq: 1
diff --git a/config/experiments/demo_med/SK_210722_vfdkmls3_deeplabv3.yaml b/config/experiments/demo_med/SK_210722_vfdkmls3_deeplabv3.yaml
new file mode 100644
index 00000000..b7dae60b
--- /dev/null
+++ b/config/experiments/demo_med/SK_210722_vfdkmls3_deeplabv3.yaml
@@ -0,0 +1,16 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/deeplabv3plus.yaml
+  - override /datasets: semantic-segmentation/segmentation_arable.yaml
+  - override /optimizers: adam.yaml
+  - override /losses: segmentation_losses
+  - override /augmentations_train: none #segmentation_inference
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /initializations: he
+
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 10
diff --git a/config/experiments/demo_med/SK_260722_frwmfrw4_faster_rcnn.yaml b/config/experiments/demo_med/SK_260722_frwmfrw4_faster_rcnn.yaml
new file mode 100644
index 00000000..70980a4a
--- /dev/null
+++ b/config/experiments/demo_med/SK_260722_frwmfrw4_faster_rcnn.yaml
@@ -0,0 +1,13 @@
+# @package _global_
+defaults:
+  - override /models: detection/faster_rcnn
+  - override /datasets: detection/detection_wheat
+  - override /optimizers: adam.yaml
+
+
+project: "wheat"
+task: "image-detection"
+random_seed: 42
+epochs: 300
+batch_size: 2
+weights_freq: 1
diff --git a/config/experiments/demo_med/example_image_segmentation_unet.yaml b/config/experiments/demo_med/example_image_segmentation_unet.yaml
index 41c45138..f48224ea 100644
--- a/config/experiments/demo_med/example_image_segmentation_unet.yaml
+++ b/config/experiments/demo_med/example_image_segmentation_unet.yaml
@@ -6,13 +6,13 @@ defaults:
   - override /augmentations_val: none
   - override /augmentations_test: none
   - override /losses: segmentation_losses.yaml
+  - override /clear_ml: enabled
 models:
   in_channels: 1
 project: "segmentation"
 task: "image-segmentation"
 random_seed: 42
-stop_param: 10
 epochs: 35
 weights_freq: 1
 batch_size: 10
-ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/segmentation_unet_brain.pt
\ No newline at end of file
+ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/med/stroke/baseline/unet_fscore94.pt
diff --git a/config/experiments/demo_med/uwmadison/KG_150423_lsjdvnd8_segformer_uwmadison.yaml b/config/experiments/demo_med/uwmadison/KG_150423_lsjdvnd8_segformer_uwmadison.yaml
new file mode 100644
index 00000000..3f0f0d93
--- /dev/null
+++ b/config/experiments/demo_med/uwmadison/KG_150423_lsjdvnd8_segformer_uwmadison.yaml
@@ -0,0 +1,37 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/segformer_for_segmentation.yaml
+  - override /datasets: semantic-segmentation/segmentation_uwmadison
+  - override /optimizers: lion.yaml
+  - override /augmentations_train: none
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /callbacks: multiclass_segmentation
+  - override /losses: multiclass_segmentation_losses
+  - override /loggers: wandb
+
+models:
+  num_channels: 1
+  num_labels: 4
+  retain_dim: True
+
+optimizers:
+  lr: 0.0003
+
+project: "organs segmentation"
+task: "multiclass-image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 16
+n_classes: 4
+epochs: 100
+accelerator: gpu
+override hydra/job_logging: stdout
+
+wandb:
+  enable: True
+  project: uw_madison
+  entity: "k-galliamov"
+  group: none
+  job_type: training
+
diff --git a/config/experiments/demo_med/uwmadison/KG_260423_boqe16_unet_uwmadison.yaml b/config/experiments/demo_med/uwmadison/KG_260423_boqe16_unet_uwmadison.yaml
new file mode 100644
index 00000000..bc34eb78
--- /dev/null
+++ b/config/experiments/demo_med/uwmadison/KG_260423_boqe16_unet_uwmadison.yaml
@@ -0,0 +1,38 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/unet
+  - override /datasets: semantic-segmentation/segmentation_uwmadison
+  - override /optimizers: adam.yaml
+  - override /augmentations_train: none
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /callbacks: multiclass_segmentation
+  - override /losses: multiclass_segmentation_losses
+  - override /loggers: wandb
+
+n_classes: 4
+
+models:
+  in_channels: 1
+  classes: ${n_classes}
+  encoder_name: resnet34
+
+optimizers:
+  lr: 0.00477
+
+project: "organs segmentation"
+task: "multiclass-image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 8
+epochs: 25
+accelerator: gpu
+devices: 1
+override hydra/job_logging: stdout
+
+wandb:
+ enable: True
+ project: uw_madison
+ entity: "k-galliamov"
+ job_type: training
+
diff --git a/config/experiments/demo_med/uwmadison/KG_260423_pgn135_deeplab_uwmadison.yaml b/config/experiments/demo_med/uwmadison/KG_260423_pgn135_deeplab_uwmadison.yaml
new file mode 100644
index 00000000..a96a504b
--- /dev/null
+++ b/config/experiments/demo_med/uwmadison/KG_260423_pgn135_deeplab_uwmadison.yaml
@@ -0,0 +1,41 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/deeplabv3plus.yaml
+  - override /datasets: semantic-segmentation/segmentation_uwmadison
+  - override /optimizers: adam.yaml
+  - override /augmentations_train: ../augmentations/position/random_horizontal_flip.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /callbacks: multiclass_segmentation
+  - override /losses: multiclass_segmentation_losses
+  - override /loggers: wandb
+
+models:
+  in_channels: 1
+  classes: 4
+  encoder_name: resnet34
+
+optimizers:
+  lr: 0.004313519324382217
+
+n_classes: 4
+project: "organs segmentation"
+task: "multiclass-image-segmentation"
+random_seed: 42
+weights_freq: 1
+ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/segmentation/uw_madison_deeplabv3plus.pickle
+
+# When tuning from the checkpoint, the number of epochs has to be set to at least
+#  the № of epoch on which the checkpoint was created + 1 (in this case, 39 + 1 = 40 would be a lower bound)
+epochs: 50
+batch_size: 128
+accelerator: gpu
+devices: 1
+override hydra/job_logging: stdout
+
+wandb:
+  enable: True
+  project: uw_madison
+  entity: "k-galliamov"
+  job_type: training
+
diff --git a/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9.yaml b/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9.yaml
new file mode 100644
index 00000000..80d8431b
--- /dev/null
+++ b/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regression
+  - override /datasets: qm9
+  - override /callbacks: regression
+
+
+project: "qm9"
+task: "qsar-regression"
+random_seed: 42
diff --git a/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9_non_pretrained.yaml b/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9_non_pretrained.yaml
new file mode 100644
index 00000000..f57ce619
--- /dev/null
+++ b/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9_non_pretrained.yaml
@@ -0,0 +1,18 @@
+# @package _global_
+defaults:
+  - override /initializations: random
+  - override /models: regression/catboost_regression
+  - override /datasets: qm9_2
+  - override /callbacks: regression
+  
+
+
+project: "qm9"
+task: "qsar-regression"
+random_seed: 42
+
+# ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/catboost_regression_qm9.pickle
+
+
+models:
+    learning_rate: 0.1
diff --git a/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9_pretrained.yaml b/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9_pretrained.yaml
new file mode 100644
index 00000000..8d2b7857
--- /dev/null
+++ b/config/experiments/demo_nm/GR_050822_AGgrv2Dg_catboost_regressor_qm9_pretrained.yaml
@@ -0,0 +1,13 @@
+# @package _global_
+defaults:
+  - initializations:
+  - override /models: regression/catboost_regression
+  - override /datasets: qm9_2
+  - override /callbacks: regression
+
+
+project: "qm9"
+task: "qsar-regression"
+random_seed: 42
+
+ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/catboost_regression_qm9.pickle
diff --git a/config/experiments/demo_nm/GR_061022_DkOLIn2s_vae_qm9_reverse.yaml b/config/experiments/demo_nm/GR_061022_DkOLIn2s_vae_qm9_reverse.yaml
new file mode 100644
index 00000000..2fe0be67
--- /dev/null
+++ b/config/experiments/demo_nm/GR_061022_DkOLIn2s_vae_qm9_reverse.yaml
@@ -0,0 +1,18 @@
+# @package _global_
+defaults:
+  - override /models: text-vae/hier_vae.py
+  - override /datasets: qm9_selfies
+  - override /losses: vae
+
+
+experiment_name: "GR_061022_DkOLIn2s_vae_qm9_reverse"
+project: chem-vae
+task: text-vae-reverse
+random_seed: 42
+accelerator: cpu
+devices: 1
+batch_size: 128
+num_workers: 0
+
+datasets:
+  work_mode: reverse
\ No newline at end of file
diff --git a/config/experiments/demo_nm/GR_061022_skOLI42s_vae_qm9_forward.yaml b/config/experiments/demo_nm/GR_061022_skOLI42s_vae_qm9_forward.yaml
new file mode 100644
index 00000000..a1e75125
--- /dev/null
+++ b/config/experiments/demo_nm/GR_061022_skOLI42s_vae_qm9_forward.yaml
@@ -0,0 +1,18 @@
+# @package _global_
+defaults:
+  - override /models: text-vae/hier_vae.py
+  - override /datasets: qm9_selfies
+  - override /losses: vae
+
+
+experiment_name: "GR_061022_skOLI42s_vae_qm9_forward"
+project: chem-vae
+task: text-vae-forward
+random_seed: 42
+accelerator: cpu
+devices: 1
+batch_size: 128
+num_workers: 0
+
+datasets:
+  work_mode: forward
\ No newline at end of file
diff --git a/config/experiments/demo_nm/GR_070922_jLqZn8Wh_catboost_regressor_mcl1.yaml b/config/experiments/demo_nm/GR_070922_jLqZn8Wh_catboost_regressor_mcl1.yaml
new file mode 100644
index 00000000..524097e7
--- /dev/null
+++ b/config/experiments/demo_nm/GR_070922_jLqZn8Wh_catboost_regressor_mcl1.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regression
+  - override /datasets: mcl1
+  - override /callbacks: regression
+  
+project: "mcl1"
+task: "qsar-regression"
+random_seed: 42
+# original_work_dir: ${hydra:runtime.cwd}
diff --git a/config/experiments/demo_nm/GR_160822_AsdDwgf2_catboost_active_learning_qm9.yaml b/config/experiments/demo_nm/GR_160822_AsdDwgf2_catboost_active_learning_qm9.yaml
new file mode 100644
index 00000000..70c5f474
--- /dev/null
+++ b/config/experiments/demo_nm/GR_160822_AsdDwgf2_catboost_active_learning_qm9.yaml
@@ -0,0 +1,16 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regression
+  - override /datasets: qm9
+  - override /callbacks: regression
+
+
+project: "qm9"
+task: "qsar-regression"
+random_seed: 42
+
+extra:
+  active_learning:
+    query_size: 100
+    epochs_num: 5
+    use_data_uncertainty: False
diff --git a/config/experiments/demo_nm/GR_180822_dAdsW3e5_catboost_uncertainty_active_learning_qm9.yaml b/config/experiments/demo_nm/GR_180822_dAdsW3e5_catboost_uncertainty_active_learning_qm9.yaml
new file mode 100644
index 00000000..f03a85cd
--- /dev/null
+++ b/config/experiments/demo_nm/GR_180822_dAdsW3e5_catboost_uncertainty_active_learning_qm9.yaml
@@ -0,0 +1,16 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regressor_uncertainty
+  - override /datasets: qm9
+  - override /callbacks: regression
+
+
+project: "qm9"
+task: "qsar-regression"
+random_seed: 42
+
+extra:
+  active_learning:
+    query_size: 100
+    epochs_num: 5
+    use_data_uncertainty: True
diff --git a/config/experiments/demo_nm/GR_230822_ASdw31ga_catboost_industry_data.yaml b/config/experiments/demo_nm/GR_230822_ASdw31ga_catboost_industry_data.yaml
new file mode 100644
index 00000000..6957ea18
--- /dev/null
+++ b/config/experiments/demo_nm/GR_230822_ASdw31ga_catboost_industry_data.yaml
@@ -0,0 +1,11 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regression
+  - override /datasets: regression/regression_industry_data
+  - override /callbacks: regression
+
+
+project: "industry_data"
+task: "table-regression"
+random_seed: 42
+#ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/catboost_industry_data.cbm
diff --git a/config/experiments/demo_nm/GR_240822_BCXas132_catboost_regressor_qm9_screening.yaml b/config/experiments/demo_nm/GR_240822_BCXas132_catboost_regressor_qm9_screening.yaml
new file mode 100644
index 00000000..99ceb395
--- /dev/null
+++ b/config/experiments/demo_nm/GR_240822_BCXas132_catboost_regressor_qm9_screening.yaml
@@ -0,0 +1,14 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regression
+  - override /datasets: qm9
+  - override /callbacks: regression
+
+
+project: "qm9"
+task: "qsar-regression"
+random_seed: 42
+
+datasets:
+  target_value: 0.35
+  delta_precision: 0.05
diff --git a/config/experiments/demo_nm/GR_300822_LIj29Hw_biobert_ner_drugprot.yaml b/config/experiments/demo_nm/GR_300822_LIj29Hw_biobert_ner_drugprot.yaml
new file mode 100644
index 00000000..b2f6f0b5
--- /dev/null
+++ b/config/experiments/demo_nm/GR_300822_LIj29Hw_biobert_ner_drugprot.yaml
@@ -0,0 +1,17 @@
+# @package _global_
+defaults:
+  - override /models: classification/Bert_for_token_classification
+  - override /datasets: token_classification_drugprot
+  - override /losses: token_classification
+
+
+project: biobert-ner
+task: text-ner
+random_seed: 42
+batch_size: 1
+weights_freq: 1
+
+epochs: 1
+
+trainer:
+  limit_train_batches: 1
\ No newline at end of file
diff --git a/config/experiments/demo_nm/GR_300822_skOLIn2s_vae_qm9.yaml b/config/experiments/demo_nm/GR_300822_skOLIn2s_vae_qm9.yaml
new file mode 100644
index 00000000..d6cb4008
--- /dev/null
+++ b/config/experiments/demo_nm/GR_300822_skOLIn2s_vae_qm9.yaml
@@ -0,0 +1,22 @@
+# @package _global_
+defaults:
+  - override /models: text-vae/hier_vae.py
+  - override /datasets: qm9_selfies
+  - override /losses: vae
+
+
+experiment_name: "GR_300822_skOLIn2s_vae_qm9"
+project: chem-vae
+task: text-vae
+random_seed: 42
+accelerator: cpu
+devices: 1
+batch_size: 128
+epochs: 1
+num_workers: 0
+
+trainer:
+  limit_train_batches: 10
+
+datasets:
+  work_mode: vae
\ No newline at end of file
diff --git a/config/experiments/demo_nm/LR_150922_dAdeBe9_catboost_uncertainty_active_learning_mcl1.yaml b/config/experiments/demo_nm/LR_150922_dAdeBe9_catboost_uncertainty_active_learning_mcl1.yaml
new file mode 100644
index 00000000..22fd7ec4
--- /dev/null
+++ b/config/experiments/demo_nm/LR_150922_dAdeBe9_catboost_uncertainty_active_learning_mcl1.yaml
@@ -0,0 +1,17 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regressor_uncertainty
+  - override /datasets: mcl1
+  - override /callbacks: regression
+
+
+project: "mcl1"
+task: "table-regression"
+random_seed: 42
+
+
+extra:
+  active_learning:
+    query_size: 100
+    epochs_num: 5
+    use_data_uncertainty: True
\ No newline at end of file
diff --git a/config/experiments/demo_prom/DA_230922_sdgh32lk_deeplab.yaml b/config/experiments/demo_prom/DA_230922_sdgh32lk_deeplab.yaml
new file mode 100644
index 00000000..33c5c509
--- /dev/null
+++ b/config/experiments/demo_prom/DA_230922_sdgh32lk_deeplab.yaml
@@ -0,0 +1,23 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/deeplabv3plus.yaml
+  - override /datasets: semantic-segmentation/segmentation_landslides
+  - override /optimizers: adam.yaml
+  - override /losses: segmentation_losses
+  - override /augmentations_train: none
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /initializations: he
+  - override /callbacks: segmentation
+
+project: "segmentation"
+task: "image-segmentation"
+
+random_seed: 42
+weights_freq: 1
+batch_size: 16
+epochs: 50
+accelerator: gpu
+gpus: 2 #[2]
+models:
+  in_channels: 4
diff --git a/config/experiments/demo_prom/DN_051923stroke.yaml b/config/experiments/demo_prom/DN_051923stroke.yaml
new file mode 100644
index 00000000..1fad8277
--- /dev/null
+++ b/config/experiments/demo_prom/DN_051923stroke.yaml
@@ -0,0 +1,38 @@
+# @package _global_
+task: "image-segmentation"
+defaults:
+  - override /models: semantic-segmentation/unet_smp.yaml
+  - override /datasets: semantic-segmentation/stroke_dataset.yaml
+  - override /losses: semantic-segmentation/focal_tversky_loss.yaml
+  - override /augmentations_train: stroke_segmentation.yaml
+  - override /augmentations_val: stroke_segmentation.yaml
+  - override /metrics: segmentation.yaml
+  - override /optimizers: lion.yaml
+  - override /loggers: wandb
+
+project: "segmentation"
+
+accelerator: gpu
+random_seed: 42
+epochs: 50
+batch_size: 64
+# original_work_dir: ${hydra:runtime.cwd}
+weights_freq: 1
+override hydra/job_logging: stdout
+metrics:
+  num_classes: 1
+  task: "image-segmentation"
+models:
+  in_channels: 1
+  classes: 1
+  encoder_name: resnet34
+
+optimizers:
+  lr: 3e-4
+
+wandb:
+  enable: True
+  project: unet
+  group: innofw
+  job_type: training
+  tags: ['Unet', 'MSL', 'Lion', 'resnet34', '+InvertImg']
\ No newline at end of file
diff --git a/config/experiments/demo_prom/DS_190423_8dca23dc_ucmerced.yaml b/config/experiments/demo_prom/DS_190423_8dca23dc_ucmerced.yaml
new file mode 100644
index 00000000..fc65bdda
--- /dev/null
+++ b/config/experiments/demo_prom/DS_190423_8dca23dc_ucmerced.yaml
@@ -0,0 +1,37 @@
+# @package _global_
+defaults:
+  - override /models: classification/resnet.yaml
+  - override /datasets: classification/classification_ucmerced.yaml
+  - override /augmentations_train: linear-roads-bin-seg
+  - override /augmentations_val: linear-roads-bin-seg
+  - override /augmentations_test: none
+  - override /losses: log_loss
+  - override /optimizers: adam
+  - override /trainer: auto
+  #- override /loggers: wandb
+  - override /callbacks: none
+
+models:
+  _target_: innofw.core.models.torch.architectures.classification.Resnet34
+  num_classes: 21
+  name: ucmerced_classification
+  description: resnet classification model trained on ucmerced dataset
+  ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/testing/satellite-classification.ckpt
+
+
+project: "ucmerced_classification"
+task: "image-classification"
+random_seed: 42
+# original_work_dir: ${hydra:runtime.cwd}
+weights_freq: 1
+batch_size: 256
+epochs: 30
+accelerator: gpu
+
+# wandb:
+#  enable: False
+#  entity: sadjava
+#  project: ucmerced
+#  group: 200423_just_testing_wandb
+#  job_type: training
+
diff --git a/config/experiments/demo_prom/IM_040822_rbe23lls_anomaly_detection_timeseries_lstm.yaml b/config/experiments/demo_prom/IM_040822_rbe23lls_anomaly_detection_timeseries_lstm.yaml
new file mode 100644
index 00000000..9542d55f
--- /dev/null
+++ b/config/experiments/demo_prom/IM_040822_rbe23lls_anomaly_detection_timeseries_lstm.yaml
@@ -0,0 +1,14 @@
+# @package _global_
+defaults:
+  - override /models: anomaly-detection/lstm_autoencoder.yaml
+  - override /datasets: anomaly_detection_timeseries_ecg.yaml
+  - override /losses: l1.yaml
+  - override /schedulers: cosine_annealing
+
+project: "ecg"
+task: "anomaly-detection-timeseries"
+random_seed: 42
+batch_size: 4
+weights_freq: 1
+epochs: 1
+
diff --git a/config/experiments/demo_prom/IM_130124_gdsfjbjh2_siz.yaml b/config/experiments/demo_prom/IM_130124_gdsfjbjh2_siz.yaml
new file mode 100644
index 00000000..62748c0b
--- /dev/null
+++ b/config/experiments/demo_prom/IM_130124_gdsfjbjh2_siz.yaml
@@ -0,0 +1,13 @@
+# @package _global_
+accelerator: gpu
+batch_size: 32
+ckpt_path: /home/qazybek/pmi_tatneft/innofw/dui/logs/something/20240122-093931/weights/best.pt
+defaults:
+- override /datasets: detection/detection_siz.yaml
+- override /models: detection/yolov5.yaml
+devices: 1
+epochs: 3
+project: siz
+random_seed: 43
+task: image-detection
+weights_freq: 1
diff --git a/config/experiments/demo_prom/IM_190722_gdsfjbjh2_yolov5_fruits.yaml b/config/experiments/demo_prom/IM_190722_gdsfjbjh2_yolov5_fruits.yaml
new file mode 100644
index 00000000..d3b848c3
--- /dev/null
+++ b/config/experiments/demo_prom/IM_190722_gdsfjbjh2_yolov5_fruits.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+batch_size: 2
+defaults:
+- override /models: detection/yolov5
+- override /datasets: detection/detection_rotten_fruits
+epochs: 3
+project: rotten_fruits
+random_seed: 43
+task: image-detection
+weights_freq: 1
diff --git a/config/experiments/demo_prom/IM_190722_vwer3f23_oneshotlearning.yaml b/config/experiments/demo_prom/IM_190722_vwer3f23_oneshotlearning.yaml
new file mode 100644
index 00000000..05f3efda
--- /dev/null
+++ b/config/experiments/demo_prom/IM_190722_vwer3f23_oneshotlearning.yaml
@@ -0,0 +1,18 @@
+# @package _global_
+defaults:
+  - override /models: one-shot-learning/one_shot_learning.yaml
+  - override /datasets: osl_faces.yaml
+  - override /augmentations_train: osl #one_shot_learning.yaml
+  - override /augmentations_val: osl
+  - override /augmentations_test: none
+  - override /losses: one_shot_learning.yaml
+
+
+project: "faces"
+task: "one-shot-learning"
+random_seed: 42
+weights_freq: 1
+epochs: 50
+accelerator: "gpu"
+devices: 1
+batch_size: 64
diff --git a/config/experiments/demo_prom/KA_031122_invalid_experiment.yaml b/config/experiments/demo_prom/KA_031122_invalid_experiment.yaml
new file mode 100644
index 00000000..9201fbfa
--- /dev/null
+++ b/config/experiments/demo_prom/KA_031122_invalid_experiment.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: regression/linear_regression
+  - override /datasets: osl_faces
+
+
+project: "incorrect"
+task: "image-detection"
+random_seed: 42
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KA_081122_df82ds8_defaults.yaml b/config/experiments/demo_prom/KA_081122_df82ds8_defaults.yaml
new file mode 100644
index 00000000..67f2ad58
--- /dev/null
+++ b/config/experiments/demo_prom/KA_081122_df82ds8_defaults.yaml
@@ -0,0 +1,11 @@
+# @package _global_
+defaults:
+  - override /datasets: regression/regression_house_prices
+  - override /models: regression/linear_regression
+
+project: "check_defaults"
+task: "table-regression"
+random_seed: 42
+epochs: 1
+batch_size: 2
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KA_110923_r7fgu34_yolov5_aircraft_video_infer.yaml b/config/experiments/demo_prom/KA_110923_r7fgu34_yolov5_aircraft_video_infer.yaml
new file mode 100644
index 00000000..16aa4c3c
--- /dev/null
+++ b/config/experiments/demo_prom/KA_110923_r7fgu34_yolov5_aircraft_video_infer.yaml
@@ -0,0 +1,12 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection/air_data
+  - override /optimizers: sgd
+
+project: "air_data"
+task: "image-detection"
+random_seed: 42
+epochs: 2
+batch_size: 2
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5.yaml b/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5.yaml
new file mode 100644
index 00000000..c883b532
--- /dev/null
+++ b/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5.yaml
@@ -0,0 +1,12 @@
+# @package _global_
+batch_size: 32
+defaults:
+- override /models: detection/yolov5
+- override /datasets: detection_lep
+- override /optimizers: sgd
+
+epochs: 500
+project: lep
+random_seed: 42
+task: image-detection
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5_non_pretrained.yaml b/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5_non_pretrained.yaml
new file mode 100644
index 00000000..cfa98114
--- /dev/null
+++ b/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5_non_pretrained.yaml
@@ -0,0 +1,13 @@
+# @package _global_
+batch_size: 2
+ckpt_path: /home/qazybek/pmi_tatneft/innofw/dui/logs/something/20240122-082640/weights/best.pt
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection_lep
+  - override /initializations: random
+
+project: "lep"
+task: "image-detection"
+
+random_seed: 42
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5_pretrained.yaml b/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5_pretrained.yaml
new file mode 100644
index 00000000..f5c0dca8
--- /dev/null
+++ b/config/experiments/demo_prom/KA_120722_8adfcdaa_yolov5_pretrained.yaml
@@ -0,0 +1,15 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection_lep
+
+
+project: "lep"
+task: "image-detection"
+random_seed: 42
+epochs: 1
+batch_size: 2
+weights_freq: 1
+
+
+ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/lep_yolov5.pt
diff --git a/config/experiments/demo_prom/KA_120923_fad49tg_yolov5_sort_infer.yaml b/config/experiments/demo_prom/KA_120923_fad49tg_yolov5_sort_infer.yaml
new file mode 100644
index 00000000..e654d2ec
--- /dev/null
+++ b/config/experiments/demo_prom/KA_120923_fad49tg_yolov5_sort_infer.yaml
@@ -0,0 +1,13 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection/wares_sort
+  - override /optimizers: sgd
+
+project: "auto"
+task: "image-detection"
+random_seed: 42
+epochs: 2
+batch_size: 2
+weights_freq: 1
+accelerator: gpu
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KA_120923_sa47f1v6_yolov5_auto_infer.yaml b/config/experiments/demo_prom/KA_120923_sa47f1v6_yolov5_auto_infer.yaml
new file mode 100644
index 00000000..e74997f3
--- /dev/null
+++ b/config/experiments/demo_prom/KA_120923_sa47f1v6_yolov5_auto_infer.yaml
@@ -0,0 +1,12 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection/auto
+  - override /optimizers: sgd
+
+project: "auto"
+task: "image-detection"
+random_seed: 42
+epochs: 2
+batch_size: 2
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KA_130722_9f7134db_linear_regression.yaml b/config/experiments/demo_prom/KA_130722_9f7134db_linear_regression.yaml
new file mode 100644
index 00000000..9cfbb9dd
--- /dev/null
+++ b/config/experiments/demo_prom/KA_130722_9f7134db_linear_regression.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: regression/linear_regression
+  - override /datasets: regression/regression_house_prices
+  - override /callbacks: regression
+
+
+project: "house_prices"
+task: "table-regression"
+random_seed: 42
diff --git a/config/experiments/demo_prom/KA_190722_0a70ef39_xgbregressor_cc.yaml b/config/experiments/demo_prom/KA_190722_0a70ef39_xgbregressor_cc.yaml
new file mode 100644
index 00000000..e0e71914
--- /dev/null
+++ b/config/experiments/demo_prom/KA_190722_0a70ef39_xgbregressor_cc.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: regression/xgboost_regressor
+  - override /datasets: regression/credit_cards
+  - override /callbacks: regression
+
+
+project: "credit_cards"
+task: "table-regression"
+random_seed: 42
diff --git a/config/experiments/demo_prom/KA_230922_sdgh32lk_deeplab.yaml b/config/experiments/demo_prom/KA_230922_sdgh32lk_deeplab.yaml
new file mode 100644
index 00000000..3d8621f5
--- /dev/null
+++ b/config/experiments/demo_prom/KA_230922_sdgh32lk_deeplab.yaml
@@ -0,0 +1,21 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/deeplabv3plus.yaml
+  - override /datasets: semantic-segmentation/segmentation_arable
+  - override /optimizers: adam.yaml
+  - override /losses: semantic-segmentation/dice.yaml
+  - override /augmentations_train: arable_sentinel2
+  - override /augmentations_val: arable_sentinel2
+  - override /augmentations_test: arable_sentinel2
+  - override /initializations: he
+  - override /callbacks: segmentation
+  - override /schedulers: lambda
+
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 10
+epochs: 3
+models:
+  in_channels: 4
diff --git a/config/experiments/demo_prom/KA_230922_sdgh32lk_deeplab_full.yaml b/config/experiments/demo_prom/KA_230922_sdgh32lk_deeplab_full.yaml
new file mode 100644
index 00000000..e1ed485e
--- /dev/null
+++ b/config/experiments/demo_prom/KA_230922_sdgh32lk_deeplab_full.yaml
@@ -0,0 +1,22 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/deeplabv3plus.yaml
+  - override /datasets: semantic-segmentation/segmentation_arable_full
+  - override /optimizers: adam.yaml
+  - override /losses: segmentation_losses
+  - override /initializations: he
+  - override /augmentations_train: none #segmentation_satellite_imagery  # _inference
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /callbacks: segmentation
+
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 10
+epochs: 1
+accelerator: gpu
+models:
+  in_channels: 4
+  encoder_name: resnet101
diff --git a/config/experiments/demo_prom/KA_250123_439erfks_basic_water_erosion_segmentation.yaml b/config/experiments/demo_prom/KA_250123_439erfks_basic_water_erosion_segmentation.yaml
new file mode 100644
index 00000000..577f3671
--- /dev/null
+++ b/config/experiments/demo_prom/KA_250123_439erfks_basic_water_erosion_segmentation.yaml
@@ -0,0 +1,39 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/deeplabv3plus.yaml
+  - override /datasets: semantic-segmentation/segmentation_arable_full.yaml
+  - override /optimizers: adam.yaml
+  - override /losses: segmentation_losses # triple_segmentation_loss
+  - override /augmentations_train: none #segmentation_satellite_imagery
+  # - override /initializations: he
+  - override /callbacks: segmentation_2
+  - override /wandb: default
+
+optimizers:
+  implementations:
+    torch:
+      Adam:
+        function:
+          lr: 3e-4
+
+trainers:
+  overfit_batches: 20  # fit only 20 val batches and 40 train batches
+
+models:
+  encoder_name: resnet101
+
+accelerator: gpu
+devices: 1
+gpus: 1  # use second gpu
+
+
+wandb:
+  project: water_erosion
+  group: 250123_just_testing_code
+  job_type: training
+
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 10
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KA_280722_9379c32c_kmeans_credit_cards.yaml b/config/experiments/demo_prom/KA_280722_9379c32c_kmeans_credit_cards.yaml
new file mode 100644
index 00000000..8a6fdb22
--- /dev/null
+++ b/config/experiments/demo_prom/KA_280722_9379c32c_kmeans_credit_cards.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: clustering/kmeans
+  - override /datasets: clustering/clustering_credit_cards
+  - override /callbacks: clustering
+
+
+project: "credit_cards"
+task: "table-clustering"
+random_seed: 42
diff --git a/config/experiments/demo_prom/KA_280722_ba099979_catboost_regressor.yaml b/config/experiments/demo_prom/KA_280722_ba099979_catboost_regressor.yaml
new file mode 100644
index 00000000..64e6e1a0
--- /dev/null
+++ b/config/experiments/demo_prom/KA_280722_ba099979_catboost_regressor.yaml
@@ -0,0 +1,10 @@
+# @package _global_
+defaults:
+  - override /models: regression/catboost_regression
+  - override /datasets: regression/regression_house_prices
+#  - override /callbacks: regression
+
+
+project: "house_prices"
+task: "table-regression"
+random_seed: 42
diff --git a/config/experiments/demo_prom/KG_041223_ingieq921_unet.yaml b/config/experiments/demo_prom/KG_041223_ingieq921_unet.yaml
new file mode 100644
index 00000000..58085b6a
--- /dev/null
+++ b/config/experiments/demo_prom/KG_041223_ingieq921_unet.yaml
@@ -0,0 +1,21 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/unet_smp.yaml
+  - override /datasets: semantic-segmentation/segmentation_arable.yaml
+  - override /optimizers: adam.yaml
+  - override /losses: segmentation_losses
+
+trainers:
+  overfit_batches: 20  # fit only 20 val batches and 40 train batches
+
+accelerator: gpu
+
+models:
+  in_channels: 4
+
+
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+weights_freq: 1
+batch_size: 10
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KG_090323_wpng92_mnist.yaml b/config/experiments/demo_prom/KG_090323_wpng92_mnist.yaml
new file mode 100644
index 00000000..c0beebad
--- /dev/null
+++ b/config/experiments/demo_prom/KG_090323_wpng92_mnist.yaml
@@ -0,0 +1,20 @@
+# @package _global_
+defaults:
+  - override /models: classification/resnet.yaml
+  - override /datasets: classification/classification_mnist.yaml
+  - override /augmentations_train: none #classification.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: log_loss.yaml
+  - override /optimizers: adam
+  - override /schedulers:
+
+project: "mnist_classification"
+task: "image-classification"
+random_seed: 42
+batch_size: 128
+epochs: 5
+accelerator: "gpu"
+devices: 2
+num_workers: 1
+weights_freq: 7
diff --git a/config/experiments/demo_prom/KG_100323_ianfq90_lion_test.yaml b/config/experiments/demo_prom/KG_100323_ianfq90_lion_test.yaml
new file mode 100644
index 00000000..2ff8ee0b
--- /dev/null
+++ b/config/experiments/demo_prom/KG_100323_ianfq90_lion_test.yaml
@@ -0,0 +1,19 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/unet
+  - override /datasets: semantic-segmentation/segmentation_brain.yaml
+  - override /optimizers: lion.yaml
+  - override /augmentations_train: none
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: segmentation_losses.yaml
+
+models:
+  in_channels: 1
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+stop_param: 10
+epochs: 10
+weights_freq: 1
+batch_size: 4
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KG_100323_lion_arable.yaml b/config/experiments/demo_prom/KG_100323_lion_arable.yaml
new file mode 100644
index 00000000..c9ef4c34
--- /dev/null
+++ b/config/experiments/demo_prom/KG_100323_lion_arable.yaml
@@ -0,0 +1,19 @@
+# @package _global_
+batch_size: 4
+defaults:
+- override /models: semantic-segmentation/unet
+- override /datasets: semantic-segmentation/segmentation_arable.yaml
+- override /optimizers: lion.yaml
+- override /augmentations_train: none
+- override /augmentations_val: none
+- override /augmentations_test: none
+- override /losses: segmentation_losses.yaml
+- override /callbacks: segmentation_2
+epochs: 5
+models:
+  in_channels: 4
+project: segmentation
+random_seed: 42
+stop_param: 10
+task: image-segmentation
+weights_freq: 1
diff --git a/config/experiments/demo_prom/KG_190124_wpiig1_ttpla.yaml b/config/experiments/demo_prom/KG_190124_wpiig1_ttpla.yaml
new file mode 100644
index 00000000..4e212bca
--- /dev/null
+++ b/config/experiments/demo_prom/KG_190124_wpiig1_ttpla.yaml
@@ -0,0 +1,21 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection/ttpla
+  - override /optimizers: sgd
+
+project: "ttpla"
+task: "image-detection"
+random_seed: 42
+epochs: 20
+batch_size: 2
+weights_freq: 1
+accelerator: gpu
+devices: 1
+
+wandb:
+  enable: True
+  project: ttpla
+  entity: "k-galliamov"
+  group: none
+  job_type: training
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KG_210124_xpibms_insplad.yaml b/config/experiments/demo_prom/KG_210124_xpibms_insplad.yaml
new file mode 100644
index 00000000..d7d8aebe
--- /dev/null
+++ b/config/experiments/demo_prom/KG_210124_xpibms_insplad.yaml
@@ -0,0 +1,21 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection_lep_insplad
+  - override /optimizers: sgd
+
+project: "ttpla"
+task: "image-detection"
+random_seed: 42
+epochs: 2
+batch_size: 2
+weights_freq: 1
+accelerator: gpu
+devices: 1
+
+wandb:
+  enable: True
+  project: ttpla
+  entity: "k-galliamov"
+  group: none
+  job_type: training
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KG_220524_coco.yaml b/config/experiments/demo_prom/KG_220524_coco.yaml
new file mode 100644
index 00000000..0c6b5dc5
--- /dev/null
+++ b/config/experiments/demo_prom/KG_220524_coco.yaml
@@ -0,0 +1,21 @@
+# @package _global_
+defaults:
+- override /datasets: detection/coco_pose_recognition.yaml
+- override /models: detection/yolo8_pose.yaml
+
+# devices: 1
+epochs: 3
+accelerator: gpu
+batch_size: 32
+project: coco_pose_recognition
+random_seed: 0
+task: image-detection
+weights_freq: 1
+
+
+wandb:
+  enable: True
+  project: coco_pose_recognition
+  entity: "k-galliamov"
+  group: none
+  job_type: training
\ No newline at end of file
diff --git a/config/experiments/demo_prom/KG_230323_sjdv8f20_segformer.yaml b/config/experiments/demo_prom/KG_230323_sjdv8f20_segformer.yaml
new file mode 100644
index 00000000..f9cba032
--- /dev/null
+++ b/config/experiments/demo_prom/KG_230323_sjdv8f20_segformer.yaml
@@ -0,0 +1,26 @@
+# @package _global_
+defaults:
+  - override /models: semantic-segmentation/segformer_for_segmentation.yaml
+  - override /datasets: semantic-segmentation/segmentation_brain.yaml
+  - override /augmentations_train: none
+  - override /optimizers: adam.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: segmentation_losses.yaml
+  - override /callbacks: segmentation
+
+
+models:
+  num_channels: 1
+  num_labels: 1
+  retain_dim: True
+project: "segmentation"
+task: "image-segmentation"
+random_seed: 42
+stop_param: 3
+epochs: 3
+weights_freq: 1
+batch_size: 8
+accelerator: cpu # gpu
+#override hydra/job_logging: stdout
+
diff --git a/config/experiments/demo_prom/MK_ArTaxOr_yolov5.yaml b/config/experiments/demo_prom/MK_ArTaxOr_yolov5.yaml
new file mode 100644
index 00000000..5c399e8e
--- /dev/null
+++ b/config/experiments/demo_prom/MK_ArTaxOr_yolov5.yaml
@@ -0,0 +1,18 @@
+# @package _global_
+defaults:
+  - override /models: detection/yolov5
+  - override /datasets: detection/detection_ar_tax_or
+  - override /optimizers: sgd
+
+optimizers:
+  lr0: 0.01
+  lrf: 0.01 
+
+project: "ar_tax_or"
+task: "image-detection"
+random_seed: 42
+epochs: 40
+batch_size: 16
+weights_freq: 1
+
+ckpt_path: https://api.blackhole.ai.innopolis.university/pretrained/testing/artaxor.pt
\ No newline at end of file
diff --git a/config/experiments/demo_prom/NP_010423_concatenated_classification.yaml b/config/experiments/demo_prom/NP_010423_concatenated_classification.yaml
new file mode 100644
index 00000000..46fb36cc
--- /dev/null
+++ b/config/experiments/demo_prom/NP_010423_concatenated_classification.yaml
@@ -0,0 +1,20 @@
+# @package _global_
+defaults:
+  # - /datasets@_dataset_dict.classification_mnist1: classification/classification_mnist
+  # - /datasets@_dataset_dict.classification_mnist2: classification/classification_mnist
+  - override /datasets: classification/classification_mnist
+  - override /models: classification/resnet.yaml
+  - override /augmentations_train: none #classification.yaml
+  - override /augmentations_val: none
+  - override /augmentations_test: none
+  - override /losses: log_loss.yaml
+  - override /optimizers: adam
+
+project: "mnist_classification"
+task: "image-classification"
+random_seed: 42
+# original_work_dir: ${hydra:runtime.cwd}
+weights_freq: 1
+batch_size: 8
+stop_param: 1
+epochs: 1
diff --git a/config/experiments/demo_prom/NP_210523_yolov8_insects.yaml b/config/experiments/demo_prom/NP_210523_yolov8_insects.yaml
new file mode 100644
index 00000000..8b3abf62
--- /dev/null
+++ b/config/experiments/demo_prom/NP_210523_yolov8_insects.yaml
@@ -0,0 +1,22 @@
+# @package _global_
+defaults:
+  # - override /models: ultralytics
+  - override /models: detection/yolov8
+  - override /datasets: detection/detection_ar_tax_or
+  - override /loggers: wandb
+  - override /optimizers: sgd
+
+project: "insects"
+task: "image-detection"
+random_seed: 43
+epochs: 100
+batch_size: 4
+weights_freq: 1
+n_classes: 7
+imgsz: 640
+optimizers:
+  name: SGD
+schedulers:
+  lr0: 0.0001
+  lrf: 0.01 
+#ckpt_path: 'C:\\Users\\nikit\\Downloads\\innofw-main\\innofw-main\\logs\\something\\20230522-125003\\weights\\best.pt'