diff --git a/Dockerfile b/Dockerfile
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+++ b/Dockerfile
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+FROM tensorflow/tensorflow:latest-gpu 
+MAINTAINER Avgerinos Christos <christosavg@gmail.com>
+
+RUN mkdir -p /subspace/
+RUN mkdir -p /subspace/Data/
+RUN mkdir -p /subspace/models/
+RUN mkdir -p /subspace/models_DSC/
+RUN mkdir - p /subspace/logs/
+RUN pip install munkres 
+
+COPY ./Data /subspace/Data/
+COPY ./models /subspace/models/
+COPY *.py /subspace/
+
+ENV MAT EYB_fc
+ENV MODEL EYBfc_af
+
+WORKDIR /subspace/
+
+CMD ["sh", "-c", "python affinity_fusion.py --mat ${MAT} --model ${MODEL} && /bin/bash"]
+
diff --git a/Dockerfile~ b/Dockerfile~
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--- /dev/null
+++ b/Dockerfile~
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+FROM tensorflow/tensorflow:latest-gpu 
+
+
+RUN mkdir -p /subspace/
+RUN mkdir -p /subspace/Data/
+RUN mkdir -p /subspace/models/
+RUN mkdir -p /subspace/models_DSC/
+RUN mkdir - p /subspace/logs/
+RUN pip install munkres 
+
+COPY ./Data /subspace/Data/
+COPY ./models /subspace/models/
+COPY *.py /subspace/
+
+ENV MAT EYB_fc
+ENV MODEL EYBfc_af
+
+WORKDIR /subspace/
+
+CMD ["sh", "-c", "python affinity_fusion.py --mat ${MAT} --model ${MODEL} && /bin/bash"]
+
diff --git a/run.sh b/run.sh
new file mode 100755
index 0000000..5a05d6a
--- /dev/null
+++ b/run.sh
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+docker build -t deep-multimodal:latest -f Dockerfile .
+#nvidia-docker run -it --rm deep-multimodal /bin/bash
+nvidia-docker run --rm deep-multimodal 
+
+
diff --git a/run.sh~ b/run.sh~
new file mode 100755
index 0000000..c20606f
--- /dev/null
+++ b/run.sh~
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+docker build -t deep-multimodal:latest -f Dockerfile .
+#nvidia-docker run -it --rm deep-multimodal /bin/bash
+nvidia-docker run --rm deep-multimodal /bin/bash
+
+