diff --git a/make_notebook.py b/make_notebook.py
new file mode 100644
index 0000000..a26d2a7
--- /dev/null
+++ b/make_notebook.py
@@ -0,0 +1,103 @@
+import json
+import sys
+from os import path
+
+header_comment = '# %%\n'
+
+def py2nb(py_str):
+    # remove leading header comment
+    if py_str.startswith(header_comment):
+        py_str = py_str[len(header_comment):]
+
+    cells = []
+    chunks = py_str.split('\n\n%s' % header_comment)
+
+    for chunk in chunks:
+        cell_type = 'code'
+        new_json = {'metadata':{}}
+        if chunk.startswith('# !!'):
+            new_json = json.loads("\n".join([x.strip() for x in chunk.splitlines() if '# !!' in x]).replace('# !!',''))
+            chunk = "\n".join([x for x in chunk.splitlines() if '# !!' not in x])
+        if chunk.startswith("'''"):
+            chunk = chunk.strip("'\n")
+            cell_type = 'markdown'
+        elif chunk.startswith('"""'):
+            chunk = chunk.strip('"\n')
+            cell_type = 'markdown'
+
+        cell = {
+            'cell_type': cell_type,
+            'metadata': new_json['metadata'],
+            'source': chunk.splitlines(True),
+        }
+
+        if cell_type == 'code':
+            cell.update({'outputs': [], 'execution_count': None})
+
+        cells.append(cell)
+
+    notebook = {
+        'cells': cells,
+        'metadata': {
+            'anaconda-cloud': {},
+            'accelerator': 'GPU',
+            'colab': {
+              'collapsed_sections': [
+                'CreditsChTop',
+                'TutorialTop',
+                'CheckGPU',
+                'InstallDeps',
+                'DefMidasFns',
+                'DefFns',
+                'DefSecModel',
+                'DefSuperRes',
+                'AnimSetTop',
+                'ExtraSetTop'
+              ],
+              'machine_shape': 'hm',
+              'name': 'Disco Diffusion v5.1 [w/ Turbo]',
+              'private_outputs': True,
+              'provenance': [],
+              'include_colab_link': True
+            },
+            'kernelspec': {
+              'display_name': 'Python 3',
+              'language': 'python',
+              'name': 'python3'
+            },
+            'language_info': {
+              'codemirror_mode': {
+                'name': 'ipython',
+                'version': 3
+              },
+              'file_extension': '.py',
+              'mimetype': 'text/x-python',
+              'name': 'python',
+              'nbconvert_exporter': 'python',
+              'pygments_lexer': 'ipython3',
+              'version': '3.6.1'
+            }
+          },
+          'nbformat': 4,
+          'nbformat_minor': 4
+    }
+
+    return notebook
+
+
+def convert(in_file, out_file):
+    _, in_ext = path.splitext(in_file)
+    _, out_ext = path.splitext(out_file)
+
+    if in_ext == '.py' and out_ext == '.ipynb':
+        with open(in_file, 'r', encoding='utf-8') as f:
+            py_str = f.read()
+        notebook = py2nb(py_str)
+        with open(out_file, 'w', encoding='utf-8') as f:
+            json.dump(notebook, f, indent=2)
+
+    else:
+        raise(Exception('Extensions must be .ipynb and .py or vice versa'))
+
+
+convert('disco.py', 'Disco_Diffusion.ipynb')
diff --git a/make_py.py b/make_py.py
new file mode 100644
index 0000000..b952fb0
--- /dev/null
+++ b/make_py.py
@@ -0,0 +1,48 @@
+import json
+import sys
+from os import path
+
+header_comment = '# %%\n'
+
+def nb2py(notebook):
+    result = []
+    cells = notebook['cells']
+
+    for cell in cells:
+        cell_type = cell['cell_type']
+        metadata = cell['metadata']
+        format_metadata = json.dumps(metadata,indent=2).split("\n")
+        reformat_metadata = '# !! {"metadata":'
+        for key in format_metadata:
+            if key == '{':
+                reformat_metadata+=f"{key}\n"
+            elif key == '}':
+                reformat_metadata+="# !! "+key+"}\n"
+            else:
+                reformat_metadata+=f'# !! {key}\n'
+    
+        if cell_type == 'markdown':
+            result.append('%s"""\n%s\n"""'%
+                          (header_comment+reformat_metadata, ''.join(cell['source'])))
+
+        if cell_type == 'code':
+            result.append("%s%s" % (header_comment+reformat_metadata, ''.join(cell['source'])))
+
+    return '\n\n'.join(result)
+
+def convert(in_file, out_file):
+    _, in_ext = path.splitext(in_file)
+    _, out_ext = path.splitext(out_file)
+
+    if in_ext == '.ipynb' and out_ext == '.py':
+        with open(in_file, 'r', encoding='utf-8') as f:
+            notebook = json.load(f)
+        py_str = nb2py(notebook)
+        with open(out_file, 'w', encoding='utf-8') as f:
+            f.write(py_str)
+
+    else:
+        raise(Exception('Extensions must be .ipynb and .py or vice versa'))
+
+
+convert('Disco_Diffusion.ipynb', 'disco.py')