fixed docker file

Dockerfile

@@ -14,12 +14,11 @@ WORKDIR /api
 # Copy the environment file and install dependencies
 COPY --chown=user api/environment.yml ./
 
-# Initialize conda for bash, create the environment, and clean up
-RUN conda init bash && \
-    bash -c "source ~/.bashrc && conda env create -f environment.yml && conda clean -a -y"
+# Install the conda environment
+RUN conda env create -n mgd --file environment.yml && conda clean -a -y
 
-# Ensure conda is available in non-interactive shells
-RUN echo "source ~/.bashrc" >> /home/user/.bashrc
+# Install additional Python packages via pip after activating conda environment
+RUN /bin/bash -c "source /opt/conda/etc/profile.d/conda.sh && conda activate mgd && pip install Flask Flask-Cors Flask-Limiter gunicorn"
 
 # Copy the backend application code
 COPY --chown=user api/ .
@@ -27,5 +26,5 @@ COPY --chown=user api/ .
 # Expose port 7860 for the backend service
 EXPOSE 7860
 
-# Set default command to run the backend model using the specified port
-CMD ["bash", "-c", "source ~/.bashrc && conda activate mgd && python app.py --port 7860"]
+# Set default command to initialize conda, activate the environment, and start the backend model
+CMD ["bash", "-c", "source /opt/conda/etc/profile.d/conda.sh && conda activate mgd && python app.py --port 7860"]

api/Dockerfile_backend

@@ -1,14 +0,0 @@
-# import conda
-FROM continuumio/miniconda3:latest
-
-RUN conda create -n mgd -y python=3.9
-RUN conda activate mgd
-RUN pip install torch==1.12.1 torchmetrics==0.11.0 opencv-python==4.7.0.68 diffusers==0.12.0 transformers==4.25.1 accelerate==0.15.0 clean-fid==0.1.35 torchmetrics[image]==0.11.0 flask
-
-
-WORKDIR /app
-#COPY requirements.txt requirements.txt
-#RUN pip install -r requirements.txt
-COPY . .
-
-CMD ["python", "app.py"]

api/app.py

@@ -9,9 +9,10 @@ CORS(app)
 # Ensure that Flask looks for the HTML templates in the correct folder
 app.template_folder = './templates'
 
+print(f"Current working directory: {os.getcwd()}")
 # Set the directory for the output images
 output_dir = 'api/output'
-image_filename = 'generato_paired.png'
+image_filename = '03191_00.jpg'
 
 @app.route('/')
 def index():
@@ -21,11 +22,11 @@ def index():
 def generate_design():
     # Command handling
     command = [
-        'python', 'app/model/src/eval.py',
-        '--dataset_path', './assets/data/vitonhd',
+        'python', './model/src/eval.py',
+        '--dataset_path', './model/assets/data/vitonhd/test',
         '--batch_size', '1',
         '--mixed_precision', 'fp16',
-        '--output_dir', output_dir,
+        '--output_dir', './output',
         '--save_name', 'generato_paired',
         '--num_workers_test', '4',
         '--sketch_cond_rate', '0.2',
@@ -41,7 +42,7 @@ def generate_design():
         # Check if the image was generated
         if os.path.exists(image_path):
             print("IMMAGINE CREATA")
-            return jsonify({"status": "success", "image_url": f"/output/{image_filename}"})
+            return jsonify({"status": "success", "image_url": f"/output/generato_paired_paired/images/{image_filename}"})
         else:
             print("IMMAGINE NON CREATA")
             return jsonify({"status": "error", "message": "Image generation failed"}), 500

api/environment.yml

@@ -1,6 +1,7 @@
 name: mgd
 channels:
   - defaults
+  - conda-forge
 dependencies:
   - _libgcc_mutex=0.1=main
   - _openmp_mutex=5.1=1_gnu
@@ -22,6 +23,7 @@ dependencies:
   - wheel=0.38.4=py39h06a4308_0
   - xz=5.4.2=h5eee18b_0
   - zlib=1.2.13=h5eee18b_0
+  - libglib  # Se disponibile su conda-forge
   - pip:
       - accelerate==0.15.0
       - certifi==2023.7.22
@@ -29,8 +31,6 @@ dependencies:
       - clean-fid==0.1.35
       - diffusers==0.12.0
       - filelock==3.12.4
-      - flask
-      - flask-cors
       - fsspec==2023.9.1
       - huggingface-hub==0.17.2
       - idna==3.4
@@ -53,6 +53,27 @@ dependencies:
       - torchvision==0.13.1
       - tqdm==4.66.1
       - transformers==4.25.1
-      - typing-extensions==4.8.0
+      - typing-extensions==4.12.2
       - urllib3==2.0.5
       - zipp==3.17.0
+      - blinker==1.8.2
+      - click==8.1.7
+      - colorama==0.4.6
+      - Deprecated==1.2.14
+      - Flask==3.0.3
+      - Flask-Cors==4.0.1
+      - Flask-Limiter==3.8.0
+      - gunicorn==23.0.0
+      - importlib_resources==6.4.4
+      - itsdangerous==2.2.0
+      - Jinja2==3.1.4
+      - limits==3.13.0
+      - markdown-it-py==3.0.0
+      - MarkupSafe==2.1.5
+      - mdurl==0.1.2
+      - ordered-set==4.1.0
+      - Pygments==2.18.0
+      - rich==13.7.1
+      - typing_extensions==4.12.2
+      - Werkzeug==3.0.4
+      - wrapt==1.16.0