Prettier UI; removed comments; [skip ci]

Improved UI by adding background colors to the result text areas for
pipelines and scripts, indicating success (green) or error (red) based
on the presence of an "error" key in the result. Removed some parts of
the comments from docker-related files.

Author: Sebastijan-Dominis

Dockerfile

@@ -5,7 +5,7 @@
 # For faster development iterations, consider using a local Conda environment on your machine with the 
 # same environment.yml file.
 
-# ===== Base image with GPU support =====
+# Base image with GPU support
 FROM pytorch/pytorch:2.10.0-cuda12.8-cudnn9-runtime
 # NOTE: Uncomment the line below and comment out the line above only if you want to generate fake data.
 # For regular use, stick to the current image. If you use the image below, make sure to also uncomment
@@ -14,14 +14,14 @@ FROM pytorch/pytorch:2.10.0-cuda12.8-cudnn9-runtime
 
 # FROM nvidia/cuda:12.8.0-runtime-ubuntu22.04
 
-# ===== Set working directory =====
+# Set working directory
 WORKDIR /app
 
-# ===== Timezone fix =====
+# Timezone fix
 ENV TZ=Europe/Zagreb
 RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
 
-# ===== Install Miniconda and Git =====
+# Install Miniconda and Git
 RUN apt-get update && apt-get install -y wget bzip2 git && \
     wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O /tmp/miniconda.sh && \
     bash /tmp/miniconda.sh -b -p /opt/conda && \
@@ -31,14 +31,14 @@ RUN apt-get update && apt-get install -y wget bzip2 git && \
 # Add conda to PATH
 ENV PATH="/opt/conda/bin:$PATH"
 
-# ===== Accept Conda Terms of Service =====
+# Accept Conda Terms of Service
 RUN conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/main && \
     conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/r
 
-# ===== Copy environment.yml first for faster rebuilds =====
+# Copy environment.yml first for faster rebuilds
 COPY environment.yml /tmp/environment.yml
 
-# ===== Create Conda environment =====
+# Create Conda environment
 # Create env
 RUN conda env create -f /tmp/environment.yml -n hotel_management
 
@@ -61,10 +61,10 @@ COPY pyproject.toml .
 # Install rest
 RUN conda run -n hotel_management pip install -r /tmp/requirements.txt
 
-# ===== Use the environment for all container commands =====
+# Use the environment for all container commands
 SHELL ["conda", "run", "-n", "hotel_management", "/bin/bash", "-c"]
 
-# ===== Copy the code =====
+# Copy the code
 COPY ml ./ml
 COPY pipelines ./pipelines
 COPY scripts ./scripts
@@ -73,11 +73,11 @@ COPY ml_service ./ml_service
 # Install the package
 RUN conda run -n hotel_management pip install -e .
 
-# ===== Expose ports =====
+# Expose ports
 EXPOSE 8000
 EXPOSE 8050
 
-# ===== Run all services =====
+# Run all services
 CMD bash -c "\
     uvicorn ml_service.backend.main:app --reload --host 0.0.0.0 --port 8000 & \
     python -m ml_service.frontend.app --host 0.0.0.0 --port 8050 & \

docker-compose.yml

@@ -4,7 +4,7 @@ services:
       context: .
     tty: true
     stdin_open: true
-    # ===== GPU support =====
+    # GPU support
     deploy:
       resources:
         reservations:

ml_service/frontend/pipelines/callbacks.py

@@ -73,12 +73,18 @@ def run_pipeline(n_clicks, *values):
             print("Payload sent:", payload)
             result = call_pipeline(pipeline["endpoint"], payload)
 
+            bg_color="#81ff81" if not result.get("error") else "#ff8181"
+
             return dbc.Textarea(
                 value=str(result),
-                style={"width": "100%", "height": "200px"},
+                style={
+                    "width": "100%",
+                    "height": "200px",
+                    "backgroundColor": bg_color
+                },
                 className="mt-2",
                 id=f"{PAGE_PREFIX}-{pipeline['name']}-result",
-                name=f"{PAGE_PREFIX}-{pipeline['name']}-result"
+                name=f"{PAGE_PREFIX}-{pipeline['name']}-result",
             )
 
     for p in FRONTEND_PIPELINES:

ml_service/frontend/scripts/callbacks.py

@@ -76,12 +76,18 @@ def run_pipeline(n_clicks, *values):
             print("Payload sent:", payload)
             result = call_script(script["endpoint"], payload)
 
+            bg_color="#81ff81" if not result.get("error") else "#ff8181"
+
             return dbc.Textarea(
                 value=str(result),
-                style={"width": "100%", "height": "200px"},
+                style={
+                    "width": "100%",
+                    "height": "200px",
+                    "backgroundColor": bg_color
+                },
                 className="mt-2",
                 id=f"{PAGE_PREFIX}-{script['name']}-result",
-                name=f"{PAGE_PREFIX}-{script['name']}-result"
+                name=f"{PAGE_PREFIX}-{script['name']}-result",
             )
 
     for s in FRONTEND_SCRIPTS: