Spaces:
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Merge branch 'main' into darabos-nx
Browse files
examples/BioNemo demo
ADDED
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@@ -0,0 +1,985 @@
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"benchmark_output10m": {
|
| 829 |
+
"name": "benchmark_output10m",
|
| 830 |
+
"position": "left",
|
| 831 |
+
"type": {
|
| 832 |
+
"type": "<class 'inspect._empty'>"
|
| 833 |
+
}
|
| 834 |
+
}
|
| 835 |
+
},
|
| 836 |
+
"name": "BioNeMo > Plot f1 comparison",
|
| 837 |
+
"outputs": {},
|
| 838 |
+
"params": {},
|
| 839 |
+
"position": {
|
| 840 |
+
"x": 1716.0,
|
| 841 |
+
"y": 309.0
|
| 842 |
+
},
|
| 843 |
+
"type": "visualization"
|
| 844 |
+
},
|
| 845 |
+
"params": {},
|
| 846 |
+
"status": "done",
|
| 847 |
+
"title": "BioNeMo > Plot f1 comparison"
|
| 848 |
+
},
|
| 849 |
+
"dragHandle": ".bg-primary",
|
| 850 |
+
"height": 863.0,
|
| 851 |
+
"id": "BioNeMo > Plot f1 comparison 1",
|
| 852 |
+
"position": {
|
| 853 |
+
"x": 2091.687426186124,
|
| 854 |
+
"y": -368.096892874947
|
| 855 |
+
},
|
| 856 |
+
"type": "visualization",
|
| 857 |
+
"width": 1034.0
|
| 858 |
+
},
|
| 859 |
+
{
|
| 860 |
+
"data": {
|
| 861 |
+
"display": {
|
| 862 |
+
"grid": {
|
| 863 |
+
"bottom": "10%",
|
| 864 |
+
"height": "70%",
|
| 865 |
+
"left": "20%",
|
| 866 |
+
"right": "10%",
|
| 867 |
+
"top": "10%",
|
| 868 |
+
"width": "70%"
|
| 869 |
+
},
|
| 870 |
+
"series": [
|
| 871 |
+
{
|
| 872 |
+
"data": [
|
| 873 |
+
0.8385031821273431,
|
| 874 |
+
0.9053958718388249
|
| 875 |
+
],
|
| 876 |
+
"itemStyle": {
|
| 877 |
+
"color": "#440154"
|
| 878 |
+
},
|
| 879 |
+
"name": "Accuracy",
|
| 880 |
+
"type": "bar"
|
| 881 |
+
},
|
| 882 |
+
{
|
| 883 |
+
"data": [
|
| 884 |
+
[
|
| 885 |
+
0.8221974395834195,
|
| 886 |
+
0.8548089246712667
|
| 887 |
+
],
|
| 888 |
+
[
|
| 889 |
+
0.8901141406971089,
|
| 890 |
+
0.9206776029805408
|
| 891 |
+
]
|
| 892 |
+
],
|
| 893 |
+
"itemStyle": {
|
| 894 |
+
"color": "#1f77b4"
|
| 895 |
+
},
|
| 896 |
+
"name": "Error Bars",
|
| 897 |
+
"type": "errorbar"
|
| 898 |
+
}
|
| 899 |
+
],
|
| 900 |
+
"title": {
|
| 901 |
+
"left": "center",
|
| 902 |
+
"text": "Accuracy Comparison",
|
| 903 |
+
"textStyle": {
|
| 904 |
+
"fontSize": 20,
|
| 905 |
+
"fontWeight": "bold"
|
| 906 |
+
}
|
| 907 |
+
},
|
| 908 |
+
"tooltip": {
|
| 909 |
+
"axisPointer": {
|
| 910 |
+
"type": "shadow"
|
| 911 |
+
},
|
| 912 |
+
"trigger": "axis"
|
| 913 |
+
},
|
| 914 |
+
"xAxis": {
|
| 915 |
+
"axisLabel": {
|
| 916 |
+
"align": "right",
|
| 917 |
+
"rotate": 45,
|
| 918 |
+
"textStyle": {
|
| 919 |
+
"fontSize": 14,
|
| 920 |
+
"fontWeight": "bold"
|
| 921 |
+
}
|
| 922 |
+
},
|
| 923 |
+
"data": [
|
| 924 |
+
"10M parameters",
|
| 925 |
+
"106M parameters"
|
| 926 |
+
],
|
| 927 |
+
"type": "category"
|
| 928 |
+
},
|
| 929 |
+
"yAxis": {
|
| 930 |
+
"axisLabel": {
|
| 931 |
+
"textStyle": {
|
| 932 |
+
"fontSize": 14,
|
| 933 |
+
"fontWeight": "bold"
|
| 934 |
+
}
|
| 935 |
+
},
|
| 936 |
+
"interval": 0.1,
|
| 937 |
+
"max": 1,
|
| 938 |
+
"min": 0,
|
| 939 |
+
"name": "Accuracy",
|
| 940 |
+
"type": "value"
|
| 941 |
+
}
|
| 942 |
+
},
|
| 943 |
+
"error": null,
|
| 944 |
+
"meta": {
|
| 945 |
+
"inputs": {
|
| 946 |
+
"benchmark_output100m": {
|
| 947 |
+
"name": "benchmark_output100m",
|
| 948 |
+
"position": "left",
|
| 949 |
+
"type": {
|
| 950 |
+
"type": "<class 'inspect._empty'>"
|
| 951 |
+
}
|
| 952 |
+
},
|
| 953 |
+
"benchmark_output10m": {
|
| 954 |
+
"name": "benchmark_output10m",
|
| 955 |
+
"position": "left",
|
| 956 |
+
"type": {
|
| 957 |
+
"type": "<class 'inspect._empty'>"
|
| 958 |
+
}
|
| 959 |
+
}
|
| 960 |
+
},
|
| 961 |
+
"name": "BioNeMo > Plot accuracy comparison",
|
| 962 |
+
"outputs": {},
|
| 963 |
+
"params": {},
|
| 964 |
+
"position": {
|
| 965 |
+
"x": 1574.0,
|
| 966 |
+
"y": 720.0
|
| 967 |
+
},
|
| 968 |
+
"type": "visualization"
|
| 969 |
+
},
|
| 970 |
+
"params": {},
|
| 971 |
+
"status": "done",
|
| 972 |
+
"title": "BioNeMo > Plot accuracy comparison"
|
| 973 |
+
},
|
| 974 |
+
"dragHandle": ".bg-primary",
|
| 975 |
+
"height": 200.0,
|
| 976 |
+
"id": "BioNeMo > Plot accuracy comparison 1",
|
| 977 |
+
"position": {
|
| 978 |
+
"x": 2160.0,
|
| 979 |
+
"y": 915.0
|
| 980 |
+
},
|
| 981 |
+
"type": "visualization",
|
| 982 |
+
"width": 200.0
|
| 983 |
+
}
|
| 984 |
+
]
|
| 985 |
+
}
|
lynxkite-app/src/lynxkite_app/__main__.py
CHANGED
|
@@ -6,7 +6,13 @@ import os
|
|
| 6 |
def main():
|
| 7 |
port = int(os.environ.get("PORT", "8000"))
|
| 8 |
reload = bool(os.environ.get("LYNXKITE_RELOAD", ""))
|
| 9 |
-
uvicorn.run(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
|
| 11 |
|
| 12 |
if __name__ == "__main__":
|
|
|
|
| 6 |
def main():
|
| 7 |
port = int(os.environ.get("PORT", "8000"))
|
| 8 |
reload = bool(os.environ.get("LYNXKITE_RELOAD", ""))
|
| 9 |
+
uvicorn.run(
|
| 10 |
+
"lynxkite_app.main:app",
|
| 11 |
+
host="0.0.0.0",
|
| 12 |
+
port=port,
|
| 13 |
+
reload=reload,
|
| 14 |
+
loop="asyncio",
|
| 15 |
+
)
|
| 16 |
|
| 17 |
|
| 18 |
if __name__ == "__main__":
|
lynxkite-graph-analytics/README.md
CHANGED
|
@@ -11,3 +11,44 @@ pip install lynxkite lynxkite-graph-analytics
|
|
| 11 |
```
|
| 12 |
|
| 13 |
Run LynxKite with `NX_CUGRAPH_AUTOCONFIG=True` to enable GPU-accelerated graph data science operations.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
```
|
| 12 |
|
| 13 |
Run LynxKite with `NX_CUGRAPH_AUTOCONFIG=True` to enable GPU-accelerated graph data science operations.
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
## BioNemo
|
| 17 |
+
|
| 18 |
+
If you want to use BioNemo operations, then you will have to use the provided Docker image, or
|
| 19 |
+
install BioNemo manually in your environment.
|
| 20 |
+
Take into account that BioNemo needs a GPU to work, you can find the specific requirements
|
| 21 |
+
[here](https://docs.nvidia.com/bionemo-framework/latest/user-guide/getting-started/pre-reqs/).
|
| 22 |
+
|
| 23 |
+
The import of BioNemo operations is gate keeped behing the `LYNXKITE_BIONEMO_INSTALLED` variable.
|
| 24 |
+
BioNemo operations will only be imported if this environment variable is set to true.
|
| 25 |
+
|
| 26 |
+
To build the image:
|
| 27 |
+
|
| 28 |
+
```bash
|
| 29 |
+
# in lynxkite-graph-analytics folder
|
| 30 |
+
$ docker build -f Dockerfile.bionemo -t lynxkite-bionemo ..
|
| 31 |
+
```
|
| 32 |
+
|
| 33 |
+
Take into account that this Dockerfile does not include the lynxkite-lynxscribe package. If you want to include it you will
|
| 34 |
+
need to set up git credentials inside the container.
|
| 35 |
+
|
| 36 |
+
Then, inside the image you can start LynxKite as usual.
|
| 37 |
+
|
| 38 |
+
If you want to do some development, then it is recommend to use the [devcontainers](https://code.visualstudio.com/docs/devcontainers/containers)
|
| 39 |
+
vscode extension. The following is a basic configuration to get started:
|
| 40 |
+
|
| 41 |
+
```json
|
| 42 |
+
// .devcontainer/devcontainer.json
|
| 43 |
+
{
|
| 44 |
+
"name": "Existing Dockerfile",
|
| 45 |
+
"runArgs": [
|
| 46 |
+
"--gpus=all",
|
| 47 |
+
"--shm-size=4g"
|
| 48 |
+
],
|
| 49 |
+
"build": {
|
| 50 |
+
"context": "..",
|
| 51 |
+
"dockerfile": "../lynxkite-graph-analytics/Dockerfile.bionemo"
|
| 52 |
+
}
|
| 53 |
+
}
|
| 54 |
+
```
|
lynxkite-graph-analytics/src/lynxkite_graph_analytics/__init__.py
CHANGED
|
@@ -14,3 +14,6 @@ from .core import * # noqa (easier access for core classes)
|
|
| 14 |
from . import lynxkite_ops # noqa (imported to trigger registration)
|
| 15 |
from . import networkx_ops # noqa (imported to trigger registration)
|
| 16 |
from . import pytorch_model_ops # noqa (imported to trigger registration)
|
|
|
|
|
|
|
|
|
|
|
|
| 14 |
from . import lynxkite_ops # noqa (imported to trigger registration)
|
| 15 |
from . import networkx_ops # noqa (imported to trigger registration)
|
| 16 |
from . import pytorch_model_ops # noqa (imported to trigger registration)
|
| 17 |
+
|
| 18 |
+
if os.environ.get("LYNXKITE_BIONEMO_INSTALLED", "").strip().lower() == "true":
|
| 19 |
+
from . import bionemo_ops # noqa (imported to trigger registration)
|