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# Copyright © 2018 Battelle Memorial Institute | ||
# All rights reserved. | ||
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import pickle | ||
import json | ||
import fastjsonschema | ||
import requests | ||
from .exception import HyperNetXError | ||
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schema_url = "https://raw.githubusercontent.com/pszufe/HIF_validators/main/schemas/hif_schema_v0.1.0.json" | ||
resp = requests.get(url) | ||
schema = json.loads(resp.text) | ||
validator = fastjsonschema.compile(schema) | ||
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def to_pickle(obj, filename): | ||
"""Writes object to a pickle file""" | ||
with open(f"{filename}", "wb") as f: | ||
pickle.dump(obj, f) | ||
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def from_hif(hif): | ||
assert validator(hif) | ||
incidences = pd.DataFrame(hif["incidences"]) | ||
misc_cell_properties_col = 'attrs' if 'attrs' in incidences.columns else None | ||
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def load_from_pickle(filepath): | ||
"""Returns object from file""" | ||
with open(filepath, "rb") as f: | ||
temp = pickle.load(f) | ||
return temp | ||
if "edges" in hif and len(hif["edges"])>0: | ||
edges = pd.DataFrame(hif['edges']).rename(columns={'edge':'id'}) | ||
misc_edge_properties_col = 'attrs' if 'attrs' in edges.columns else None | ||
else: | ||
edges = None | ||
misc_edge_properties_col = None | ||
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if "nodes" in hif and len(hif["nodes"])>0: | ||
nodes = pd.DataFrame(hif['nodes']).rename(columns={'node':'id'}) | ||
misc_node_properties_col = 'attrs' if 'attrs' in nodes.columns else None | ||
else: | ||
nodes = None | ||
misc_node_properties_col = None | ||
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h = hnx.Hypergraph(incidences, misc_cell_properties_col=misc_cell_properties_col, | ||
node_properties=nodes, misc_node_properties_col=misc_node_properties_col, | ||
edge_properties=edges, misc_edge_properties_col=misc_edge_properties_col, | ||
) | ||
## store additional data for reuse later | ||
h.hif_data = {k:hif[k] for k in set(hif.keys()).difference(['edges','nodes','incidences'])} | ||
return h | ||
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def to_hif(hg): | ||
edgj = hg.edges.to_dataframe.rename(columns={"misc_properties":"attrs"}) | ||
edid = edgj.index._name or "index" | ||
nodj = hg.nodes.to_dataframe.rename(columns={"misc_properties":"attrs"}) | ||
ndid = nodj.index._name or "index" | ||
edgj = edgj.reset_index().rename(columns={edid: "edge"}).to_dict(orient="records") | ||
nodj = nodj.reset_index().rename(columns={ndid: "node"}).to_dict(orient="records") | ||
incj = ( | ||
hg.incidences.to_dataframe.reset_index() | ||
.rename(columns={"nodes": "node", "edges": "edge","misc_properties":"attrs"}) | ||
.to_dict(orient="records") | ||
) | ||
hif = {"edges": edgj, "nodes": nodj, "incidences": incj} | ||
hif.update(getattr(hg,'hif_data',{})) | ||
assert validator(hif) | ||
return hif |