Shorter gif for cfg example; better UI; [skip ci]

Replaced the modeling config example gif with a shorter, interim data
config example. This one is shorter, while still showing what needs to
be shown.

Improved post-config saving message of all config types to include the
path to the saved config (previously only modeling configs had this,
now all do).

Author: Sebastijan-Dominis

README.md

@@ -66,9 +66,9 @@ See the [usage guide](docs/usage.md) for instructions on running the workflow.
 
 ### Usage examples (via `ml_service`):
 
-#### Modeling Configs Writing, Validation, Saving, and Viewing
+#### Interim Data Configs Writing, Validation, Saving, and Viewing
 
-!["Gif portrayal of writing modeling configs with ml_service"](assets/gifs/ml_service_modeling_configs_v3.gif)
+!["Gif portrayal of writing interim data configs with ml_service"](assets/gifs/ml_service_data_configs_v1.gif)
 
 **Similar functionality exists for other supported configs**
 

assets/gifs/ml_service_data_configs_v1.gif

@@ -0,0 +1,34 @@
+data:
+  name: example_dataset
+  version: v3
+  output:
+    path_suffix: data.parquet
+    format: parquet
+    compression: snappy
+data_schema:
+  example_column_1: string
+  example_column_2: integer
+  example_column_3: float
+raw_data_version: v1
+cleaning:
+  lowercase_columns: true
+  strip_strings: true
+  replace_spaces_in_columns: true
+  replace_dashes_in_columns: true
+invariants:
+  example_column_2:
+    allowed_values:
+    - 1
+    - 2
+    - 3
+  example_column_3:
+    allowed_values:
+    - 0.0
+    - 1.0
+    - 2.0
+drop_duplicates: true
+drop_missing_ints: true
+min_rows: 100000
+lineage:
+  created_by: Name Surname
+  created_at: '2026-03-28T14:32:00Z'

assets/gifs/ml_service_modeling_configs_v3.gif

@@ -105,4 +105,4 @@ def write_config(_, active_tab, yaml_text):
         result = r.json()
         if result.get("status") == "exists":
             return dbc.Alert(result.get("message"), color="warning"), False
-        return dbc.Alert("Config written successfully.", color="success"), False
+        return dbc.Alert(f"Config written successfully to {result.get('path')}.", color="success"), False

configs/data/interim/example_dataset/v3.yaml

@@ -90,4 +90,4 @@ def write_yaml(_, name, version, yaml_text):
         if result.get("status") == "exists":
             return dbc.Alert(result.get("message"), color="warning"), False
 
-        return dbc.Alert("Feature config written.", color="success"), False
+        return dbc.Alert(f"Feature set config written successfully to {result.get('path')}.", color="success"), False

ml_service/frontend/configs/data/callbacks.py

@@ -94,4 +94,4 @@ def write_config(_, data_type, algorithm, yaml_text):
         result = r.json()
         if result.get("status") == "exists":
             return dbc.Alert(result.get("message"), color="warning"), False
-        return dbc.Alert("Config written successfully.", color="success"), False
+        return dbc.Alert(f"Config written successfully to {result.get('path')}.", color="success"), False

ml_service/frontend/configs/features/callbacks.py

@@ -78,4 +78,4 @@ def write_config(_, problem_type, segment, yaml_text):
         result = r.json()
         if result.get("status") == "exists":
             return dbc.Alert(result.get("message"), color="warning"), False
-        return dbc.Alert("Config written successfully.", color="success"), False
+        return dbc.Alert(f"Config written successfully to {result.get('path')}.", color="success"), False