diff --git a/niceml/mkdocs/mdgraph.py b/niceml/mkdocs/mdgraph.py
index 872b20ee..f5e45bdb 100644
--- a/niceml/mkdocs/mdgraph.py
+++ b/niceml/mkdocs/mdgraph.py
@@ -1,14 +1,20 @@
 """Module for generating a graph in mkdocs"""
-from dagster import JobDefinition
+from dagster import JobDefinition, DependencyDefinition, MultiDependencyDefinition
 
 
 def get_graph_md(job: JobDefinition) -> str:
     """Creates a graph as str with material for mkdocs"""
     deps = job.graph.dependencies
     graph_str = ""
-    for key, value in deps.items():
-        for _, val2 in value.items():
-            graph_str += f"  {val2.node} --> {key.name};\n"
+    for node, node_dependencies in deps.items():
+        for _, dependencies in node_dependencies.items():
+            if isinstance(dependencies, DependencyDefinition):
+                graph_str += f"  {dependencies.node} --> {node.name};\n"
+            elif isinstance(dependencies, MultiDependencyDefinition):
+                for dependency in dependencies.dependencies:
+                    graph_str += f"  {dependency.node} --> {node.name};\n"
+            else:
+                raise AttributeError("'dependencies' is not of expected type.")
     if len(graph_str) == 0:
         return ""
 
diff --git a/niceml/mkdocs/mdjob.py b/niceml/mkdocs/mdjob.py
index 858e4537..5d62e427 100644
--- a/niceml/mkdocs/mdjob.py
+++ b/niceml/mkdocs/mdjob.py
@@ -1,11 +1,9 @@
 """Module for generating mkdocs str for jobs"""
 from typing import List
 
-from dagster.core.definitions import NodeDefinition
-
 from niceml.mkdocs.mdgraph import get_graph_md
 from niceml.mkdocs.mdop import get_md_op
-from dagster import JobDefinition
+from dagster import JobDefinition, OpDefinition
 
 
 def get_job_md(job: JobDefinition, include_graph: bool = True) -> str:
@@ -17,13 +15,13 @@ def get_job_md(job: JobDefinition, include_graph: bool = True) -> str:
         graph_md = get_graph_md(job)
         if len(graph_md) > 0:
             job_md += graph_md + "\n\n"
-    op_list: List[NodeDefinition] = get_ops_from_job(job)
+    op_list: List[OpDefinition] = get_ops_from_job(job)
     for cur_op in op_list:
         job_md += get_md_op(cur_op)
 
     return job_md
 
 
-def get_ops_from_job(job: JobDefinition) -> List[NodeDefinition]:
+def get_ops_from_job(job: JobDefinition) -> List[OpDefinition]:
     """Returns all ops from job"""
     return job.all_node_defs
diff --git a/niceml/mkdocs/mdop.py b/niceml/mkdocs/mdop.py
index 92602a98..23f71195 100644
--- a/niceml/mkdocs/mdop.py
+++ b/niceml/mkdocs/mdop.py
@@ -1,13 +1,11 @@
 """Module for generating markdown strings for dagster ops"""
 from typing import Dict, List
 
-from dagster._core.definitions import NodeDefinition
-
 from niceml.mkdocs.mdtable import get_md_table
-from dagster import Field
+from dagster import Field, OpDefinition
 
 
-def get_md_op(op_def: NodeDefinition) -> str:
+def get_md_op(op_def: OpDefinition) -> str:
     """generates markdown strings for dagster ops"""
     col_widths: List[int] = [80, 120]
     op_fields = get_op_fields(op_def)
@@ -24,7 +22,7 @@ def get_md_op(op_def: NodeDefinition) -> str:
     return cur_md
 
 
-def get_op_fields(op_def: NodeDefinition) -> Dict[str, Field]:
+def get_op_fields(op_def: OpDefinition) -> Dict[str, Field]:
     """returns fields from OpDefinition"""
     try:
         return op_def.config_schema.config_type.fields