diff --git a/.gitignore b/.gitignore
index e05d7c4..820f445 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,21 @@
 clearml.conf
-models/**
+MISC.txt
+
 *.pt
 .ipynb_checkpoints/**
+**/.ipynb_checkpoints/**
+
 *tmp
+.vscode/**
+
+images_out/**
+videos/**
+runs/**
+models/**
+backup/**
+outputs/**
+
+AdaBins/**
+CLIP/**
+GMA/**
+taming-transformers/**
\ No newline at end of file
diff --git a/README.md b/README.md
index fa95303..c4a0ff6 100644
--- a/README.md
+++ b/README.md
@@ -1,22 +1,17 @@
 # pytti-docker
 
-Port of PYTTI notebook geared towards local execution. Integrated with ClearML for job logging, monitoring, and comparison. 
+Port of PYTTI notebook geared towards local execution.
 
 Contributions welcome.
 
 ## Requirements
 
 * docker
-* ClearML 
-  - either a local instance (requires docker-compose) or create a free account on the hosted service
-  - Will change this to not be a requirement soon.
-  - Also planning to add support for WandB, etc. 
 
 ## Setup
 
 1. Clone and CD into this project
-2. Add your `clearml.conf` to the root directory
-3. Build the container
+2. Build the container
 
       ``` $ docker build -t pytti:test . ```
     
@@ -24,11 +19,17 @@ Contributions welcome.
 
 4. Start the container
 
-      ``` $ mkdir /opt/colab/images_out ```
-      ``` $ docker run --rm -it -p 8181:8181 --gpus all -v /opt/colab/images_out:/opt/colab/images_out pytti:test ```
+      ``` 
+$ mkdir /opt/colab/images_out
+$ docker run --rm -it \
+      -p 8181:8181 \
+      --gpus all\
+       -v /opt/colab/images_out:/opt/colab/images_out \
+       -v /opt/colab/videos:/opt/colab/videos
+       pytti:test 
+```
       
-    
-      You should know have a jupyter server running at http://localhost:8181/lab?token=UniqueNewYork . (You should change that token for security)
+      You should now have a jupyter server running at http://localhost:8181/lab?token=UniqueNewYork . (You should change that token for security)
 
 ## Usage
 
@@ -41,6 +42,8 @@ Additionally, the container contains a modified version of the notebook code whi
 2. Open a terminal on the jupyter server
 3. Run the script, passing the experiment defining config as an argument for hydra.
 
-      ``` $ python pytti_cli_w_clearml.py conf=demo ```
+      ``` $ python pytti/workhorse.py conf=demo ```
     
-  Because the config is managed by hydra, you can override experiment parameters by specifspecified them on the command line.
+  Because the config is managed by hydra, you can override experiment parameters by specifying them on the command line, e.g.
+
+      ``` $ python pytti/workhorse.py conf=demo save_every=20 steps_per_scene=1000```
diff --git a/base-container/Dockerfile b/base-container/Dockerfile
index a7b4388..55b43d0 100644
--- a/base-container/Dockerfile
+++ b/base-container/Dockerfile
@@ -1,92 +1,58 @@
-
-#ARG CUDA_VERSION=11.3
-
 FROM nvidia/cuda:11.3.1-cudnn8-runtime-ubuntu20.04
 
-# install Python
+# CI/CD
+ARG CI_BRANCH_NAME=p5-cli
+
+# Python
 ARG _PY_SUFFIX=3
 ARG PYTHON=python${_PY_SUFFIX}
 ARG PIP=pip${_PY_SUFFIX}
 
-RUN apt-get update && apt-get -y dist-upgrade
+# Jupyter
+ARG COLAB_PORT=8181
+EXPOSE ${COLAB_PORT}
+ENV COLAB_PORT ${COLAB_PORT}
+
+# Tensorboard
+ARG TENSORBOARD_PORT=6006
+EXPOSE ${TENSORBOARD_PORT}
+ENV TENSORBOARD_PORT ${TENSORBOARD_PORT}
 
-RUN apt-get install -y \
-    ${PYTHON} \
-    ${PYTHON}-pip
+#################
+
+#RUN apt-get update && apt-get -y dist-upgrade
+RUN apt-get update --fix-missing && apt-get -y dist-upgrade
+
+#RUN apt-get install -y \
+RUN DEBIAN_FRONTEND=noninteractive TZ=Etc/UTC \
+    apt-get install -y \
+        ${PYTHON} \
+        ${PYTHON}-pip \
+        git \
+        curl \
+        tzdata \
+        ffmpeg \
+        python3-opencv
 
 RUN ${PIP} --no-cache-dir install --upgrade \
-    pip \
-    setuptools
+    pip
     
 RUN ln -s $(which ${PYTHON}) /usr/local/bin/python
 
-##########
-
-RUN apt-get install -y \
-    git \
-    curl
-
 RUN mkdir -p /opt/colab/images_out
+RUN mkdir -p /opt/colab/videos
 WORKDIR /opt/colab
 
-#COPY pytti_5_beta.ipynb .
-RUN git clone https://github.com/pytti-tools/pytti-notebook.git
-RUN cp pytti-notebook/pytti_5_beta.ipynb .
-
-#RUN pip install -r requirements.txt \
-RUN ${PIP} install jupyterlab==3.2.5 ipywidgets \
+RUN ${PIP} install --no-cache-dir jupyterlab==3.2.5 ipywidgets \
     && jupyter nbextension enable --py widgetsnbextension
     
-# https://pytorch.org/get-started/locally/
-RUN ${PIP} install \ 
-      torch==1.10.1+cu113 \
-      torchvision==0.11.2+cu113 \
-      torchaudio==0.10.1+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
-
-ARG COLAB_PORT=8181
-EXPOSE ${COLAB_PORT}
-ENV COLAB_PORT ${COLAB_PORT}
-
-#############
-# pytti requirements
-
-RUN ${PIP} install \
-   tensorflow==2.7.0 \
-   transformers==4.15.0
-
-RUN ${PIP} install \
-   gdown===4.2.0 \
-   PyGLM==2.5.7 \
-   ftfy==6.0.3 \
-   regex \
-   tqdm==4.62.3 \
-   omegaconf==2.1.1 \ 
-   pytorch-lightning==1.5.7 \
-   kornia==0.6.2 \
-   einops==0.3.2 \
-   imageio-ffmpeg==0.4.5 \
-   adjustText \ 
-   exrex \ 
-   bunch==1.0.1 \
-   matplotlib-label-lines==0.4.3 \
-   pandas==1.3.4 \
-   imageio==2.13.5 \
-   seaborn==0.11.2 \
-   scikit-learn \
-   loguru \
-   hydra-core \
-   setuptools==59.5.0
-
-# suppress interactive tzdata configuration
-RUN DEBIAN_FRONTEND=noninteractive TZ=Etc/UTC apt-get -y install tzdata
-
-# install cv2
-# experiencing issues all of a sudden. Hopefully --fix-missing resolves it?
-RUN apt-get update --fix-missing
-RUN apt-get install -y python3-opencv
-
-# for video in/out
-RUN apt-get install -y ffmpeg
-
+RUN ${PIP} install --no-cache-dir --use-deprecated=html5lib \ 
+      torch==1.10.2+cu113 \
+      torchvision==0.11.3+cu113 \
+      torchaudio==0.10.2+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
 
+RUN git clone --branch ${CI_BRANCH_NAME} https://github.com/pytti-tools/pytti-core.git pytti && cd pytti && git checkout da342e7
+RUN git clone --branch ${CI_BRANCH_NAME} https://github.com/pytti-tools/pytti-notebook.git && cd pytti-notebook && git checkout 09c1d32
+RUN cp pytti-notebook/pytti_5_beta.ipynb .
 
+RUN ${PIP} install --no-cache-dir -r pytti/requirements.txt
diff --git a/full-container/Dockerfile b/full-container/Dockerfile
index 98bb7ec..f0d172c 100644
--- a/full-container/Dockerfile
+++ b/full-container/Dockerfile
@@ -2,25 +2,22 @@ ARG OWNER=pyttitools
 ARG BASE_CONTAINER=$OWNER/pytti-base:test
 FROM $BASE_CONTAINER
 
-
-
 RUN git clone https://github.com/openai/CLIP.git && \
     git clone https://github.com/CompVis/taming-transformers.git && \
-    git clone --branch p5 https://github.com/sportsracer48/pytti.git && \
     git clone https://github.com/shariqfarooq123/AdaBins.git && \
     git clone https://github.com/zacjiang/GMA.git
-    #git clone --branch p5.1 https://github.com/dmarx/pytti.git
 
 # this works
 RUN touch /opt/colab/GMA/core/__init__.py
 
 COPY download_models.sh .
-RUN mkdir ./models && ./download_models.sh
-RUN mkdir -p AdaBins/pretrained && \
-    cp models/AdaBins_nyu.pt AdaBins/pretrained/ 
+RUN mkdir ./models
+RUN mkdir -p AdaBins/pretrained
+#RUN ./download_models.sh && \
+#    cp models/AdaBins_nyu.pt AdaBins/pretrained/ 
 
 
-#COPY models/AdaBins_nyu.pt AdaBins/pretrained/   
+COPY models/AdaBins_nyu.pt AdaBins/pretrained/   
 
 ENV PYTHONPATH=/opt/colab/GMA/core:./:./pytti:/opt/colab
 
@@ -28,10 +25,10 @@ ENV PYTHONPATH=/opt/colab/GMA/core:./:./pytti:/opt/colab
 
 
 #RUN ${PIP} install clearml
-COPY ./pytti_cli_w_clearml.py .
+#COPY ./pytti_cli_w_clearml.py .
 #COPY clearml.conf /root/clearml.conf
-RUN touch /root/clearml.conf
-COPY ./config /opt/colab/config
+#RUN touch /root/clearml.conf
+#COPY ./config /opt/colab/config
 
 
 CMD jupyter notebook --port $COLAB_PORT --NotebookApp.port_retries=0 --ip 0.0.0.0 --no-browser --NotebookApp.token=UniqueNewYork --allow-root