(Work-in-progress)
The Hypergraph Interchange Format (HIF) is a standard for higher-order network data to facilitate seamless data exchange between higher-order network libraries.
This repository is organized into the following folders:
requirements
: This folder contains a list of all dependencies used in this project.schemas
: This folder contains all schemas used for specifying the HIF standard. For details of what has changed with each version, see the CHANGELOG.src
: This folder contains addition functionality for checking against the HIF specification.tests
: This folder contains all of the unit tests used for validating the schema against known compliant and non-compliant datasets.tutorials
: This folder contains tutorials detailing how each library uses the HIF standard and how the HIF standard allows seamless integration between libraries. For details of its contents, see the README.
The HIF standard specifies the following JSON file structure:
"network-type"
(optional):"asc"
,"directed"
, or"undirected"
"metadata"
(optional): A dictionary-like set of network-level attributes"incidences"
(required): A list of records, where each record is an incidence. Each incidence is a dictionary-like oject which may contain the following fields:"node"
(required): the node ID"edge"
(required): the edge ID"weight"
(optional): the incidence weight as an integer or floating point number"direction"
(optional):"head"
or"tail"
if the hyperedge is a directed hyperedge"attrs"
(optional): a dictionary-like object of all the miscellaneous incidence properties
"nodes"
(optional): A list of records, where each record is an node entry. Each entry is a dictionary-like object which may contain the following fields:"node"
(required): the node ID"attrs"
(optional): a dictionary-like object of all the miscellaneous nodal properties
"edges"
(optional): A list of records, where each record is an edge entry. Each entry is a dictionary-like object which may contain the following fields:"edge"
(required): the edge ID"attrs"
(optional): a dictionary-like object of all the miscellaneous edge properties
- All fields are optional except for "incidences".
- If a hypergraph is directed, the edge direction will be contained in the incidences record with keyword "direction".
- Isolated nodes and empty edges can be specified with entries in "nodes" and "edges" which are not present in the incidences.
- This schema explicitly describes all items in the schema using JSON objects and typing. This is a verbose presentation making it faster to instantiate than list-based schemas requiring a parser.
import fastjsonschema
import json
import requests
url = "https://raw.githubusercontent.com/pszufe/HIF-standard/main/schemas/hif_schema.json"
schema = requests.get(url).json()
validator = fastjsonschema.compile(schema)
hiftext = json.load(open(filename,'r'))
try:
validator(hiftext)
print("HIF-Compliant JSON.")
except Exception as e:
print(f"Invalid JSON: {e}")
library(jsonvalidate)
library(jsonlite)
url = "https://raw.githubusercontent.com/pszufe/HIF-standard/main/schemas/hif_schema.json"
schema <- paste(readLines(url, warn = FALSE))
validator <- json_validator(schema)
if (validator(filepath)) {
print("HIF-Compliant JSON.")
} else {
print("Invalid JSON.")
}
using HTTP
using JSON3
using JSONSchema
url = "https://raw.githubusercontent.com/pszufe/HIF-standard/main/schemas/hif_schema.json"
schema = String(HTTP.get(url).body)
validator = Schema(schema)
hiftext = JSON3.read(filepath)
result = JSONSchema.validate(validator, hiftext)
println(
result === nothing ?
"HIF-Compliant JSON." :
"Invalid JSON: " * "$result"
)
The authors, co-authors, or contributors of the following software libraries are represented:
- HypergraphX (Python)
- HyperNetX (Python)
- SimpleHypergraphs.jl (Julia)
- XGI (Python)
This project is an ongoing colaborative work of the following people (alphabetical order):
- Martín Coll (University of Buenos Aires)
- Cliff Joslyn (Pacific Northwest National Laboratory)
- Nicholas Landry (University of Virginia)
- Francesco Lotito (University of Trento)
- Audun Myers (Pacific Northwest National Laboratory)
- Brenda Praggastis (Pacific Northwest National Laboratory)
- Przemyslaw Szufel (SGH Warsaw School of Economics)