Skip to main content

A high-performance, embeddable graph database with Python bindings

Project description

grafeo

Python bindings for Grafeo, a high-performance, embeddable graph database with a Rust core.

Installation

uv add grafeo
# or: pip install grafeo

Quick Start

from grafeo import GrafeoDB

# In-memory database
db = GrafeoDB()

# Or persistent
# db = GrafeoDB("./my-graph")

# Create nodes
db.execute("INSERT (:Person {name: 'Alice', age: 30})")
db.execute("INSERT (:Person {name: 'Bob', age: 25})")
db.execute("INSERT (:Person {name: 'Alice'})-[:KNOWS]->(:Person {name: 'Bob'})")

# Query the graph
result = db.execute("MATCH (p:Person) WHERE p.age > 20 RETURN p.name, p.age")
for row in result:
    print(row)

API Overview

Database

db = GrafeoDB()              # in-memory
db = GrafeoDB("./path")      # persistent
db = GrafeoDB.open("./path") # open existing

db.node_count   # number of nodes
db.edge_count   # number of edges

Query Languages

result = db.execute(gql)                        # GQL (ISO standard)
result = db.execute_with_params(gql, params)    # GQL with parameters
result = db.execute_cypher(query)               # Cypher
result = db.execute_sparql(query)               # SPARQL
result = db.execute_gremlin(query)              # Gremlin
result = db.execute_graphql(query)              # GraphQL

Node & Edge CRUD

node = db.create_node(["Person"], {"name": "Alice", "age": 30})
edge = db.create_edge(source_id, target_id, "KNOWS", {"since": 2024})

n = db.get_node(node_id)   # Node or None
e = db.get_edge(edge_id)   # Edge or None

db.set_node_property(node_id, "key", "value")
db.set_edge_property(edge_id, "key", "value")

db.delete_node(node_id)
db.delete_edge(edge_id)

Transactions

# Context manager (auto-rollback on exception)
with db.begin_transaction() as tx:
    tx.execute("INSERT (:Person {name: 'Carol'})")
    tx.commit()

# With isolation levels
from grafeo import IsolationLevel
with db.begin_transaction(IsolationLevel.SERIALIZABLE) as tx:
    tx.execute("MATCH (n:Person) SET n.verified = true")
    tx.commit()

QueryResult

result = db.execute("MATCH (n:Person) RETURN n.name, n.age")

result.columns          # column names
len(result)             # row count
result.execution_time   # execution time (seconds)

for row in result:      # iterate rows
    print(row)

result[0]               # access by index
result.scalar()         # first column of first row

Vector Search

# Create an HNSW index
db.create_vector_index("Document", "embedding", dimensions=384)

# Insert vectors
node = db.create_node(["Document"], {"embedding": [0.1, 0.2, ...]})

# Search
results = db.vector_search("Document", "embedding", query_vector, k=10)

Features

  • GQL, Cypher, SPARQL, Gremlin and GraphQL query languages
  • Full node/edge CRUD with native Python types
  • ACID transactions with configurable isolation levels
  • HNSW vector similarity search
  • Property indexes for fast lookups
  • Async support via asyncio
  • Type stubs included

Links

License

Apache-2.0

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

grafeo-0.5.4.tar.gz (927.9 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

grafeo-0.5.4-cp314-cp314t-musllinux_1_2_x86_64.whl (3.1 MB view details)

Uploaded CPython 3.14tmusllinux: musl 1.2+ x86-64

grafeo-0.5.4-cp314-cp314t-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.14tmusllinux: musl 1.2+ ARM64

grafeo-0.5.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.7 MB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.17+ ARM64

grafeo-0.5.4-cp314-cp314-musllinux_1_2_x86_64.whl (3.1 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

grafeo-0.5.4-cp314-cp314-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

grafeo-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

grafeo-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.7 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

grafeo-0.5.4-cp313-cp313t-musllinux_1_2_x86_64.whl (3.1 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ x86-64

grafeo-0.5.4-cp313-cp313t-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ ARM64

grafeo-0.5.4-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.7 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ ARM64

grafeo-0.5.4-cp313-cp313-musllinux_1_2_x86_64.whl (3.1 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

grafeo-0.5.4-cp313-cp313-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

grafeo-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

grafeo-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.7 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

grafeo-0.5.4-cp312-cp312-win_amd64.whl (2.7 MB view details)

Uploaded CPython 3.12Windows x86-64

grafeo-0.5.4-cp312-cp312-win32.whl (2.4 MB view details)

Uploaded CPython 3.12Windows x86

grafeo-0.5.4-cp312-cp312-musllinux_1_2_x86_64.whl (3.1 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

grafeo-0.5.4-cp312-cp312-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

grafeo-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

grafeo-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.7 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

grafeo-0.5.4-cp312-cp312-macosx_11_0_arm64.whl (2.6 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

grafeo-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl (2.7 MB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

File details

Details for the file grafeo-0.5.4.tar.gz.

File metadata

  • Download URL: grafeo-0.5.4.tar.gz
  • Upload date:
  • Size: 927.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for grafeo-0.5.4.tar.gz
Algorithm Hash digest
SHA256 bd516e253aacd1c41051ab5cfd68f33bb1777aec9f86f4d8259ec996d2b4633d
MD5 2669adeaaaffbeecfdc5d35d6a1db34f
BLAKE2b-256 2fbd9966dc151f6666453927608bd07dd02be45b0b71f0b21b6c0082202e701f

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4.tar.gz:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 30fb7efd8ede67e2da8c7540ab6a6901a7294b3672e4c4390047eaed7b544026
MD5 e771166b6475830868c8882392c0f062
BLAKE2b-256 1ad71de892a23080d66ce223ab24f8b7c94595581b8b0c767984213471c459dd

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314t-musllinux_1_2_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314t-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314t-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 6d930cd099177071e13025feb3d1dfb107b2f3fb38698b35b6453fa23a8ed066
MD5 5917295bc43dc6e31596e65511ed5f93
BLAKE2b-256 419d9ac3482dcb05feaf4a41709778af54a0276b11c53d3a71f6edac7d82e3a2

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314t-musllinux_1_2_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 cefeebdb362c881228b21ef9c4a773714a781221e0694fd0465566c4257abc02
MD5 3d38c327353277edca0e4056a5af871d
BLAKE2b-256 7e73699f504db8a8778bf200bd10a8b4934fd72e9ee22fd383d6b95fe3ad0271

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 2565c09b455d00862e73d95b14416f69f37fedcfeeea6b9fbb059c9565c32cf4
MD5 07806ec032f76b36e985617cf9c4909d
BLAKE2b-256 a569965d80f5363ab4662d87617f47385481a081c0239c8157906516536a6b85

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 99fd6da3aa11989374170bc9360b6b88adbeb517c9e9b86cd20356cf63793c9e
MD5 de46a09b393c8725bb6113d59a7464ab
BLAKE2b-256 a1244706b648cd8c19b86d114741c40db8e292a537f6ea916cb82102dd911c65

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314-musllinux_1_2_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 38ea475be0a785050b9690dc308e5cc31f20d93661da6bdbe67cf7f758304777
MD5 9b095694525f54482c92b2260743d161
BLAKE2b-256 a1a73bea762e50921029ac0ba44b7760b6867ec9e64797f705433ec708cc3441

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 c01ccc851d11b64b347d5154e6919b94c72ad27c94d22cc6ea0f05da9bcd9be3
MD5 4e2045bc9f8d6112610900b584f9b7f3
BLAKE2b-256 91dfc0a959e24f777c12b9ef67f8214389708e2fae9c0eb25bb0843452deb3f6

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 91a29963eb7b650d11aea8c0caf40301de87447bea65c58ee3c4c0941b777608
MD5 1a2d3c60bce592057a02d302e89a240b
BLAKE2b-256 87ac75fab03da644e0f10906ea976d2e77e109e422dd61894f54e771d7b528bd

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313t-musllinux_1_2_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313t-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313t-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 510c90875619d36e6545df9a2b1b9355080bcd62664e2005af71e423400f8fc0
MD5 9a396db2379831bc1a9d59ccddeb35d1
BLAKE2b-256 61c6ed3d0350022fcb790ea437e63b14ca63c70f6a41fadecca72697214b48bc

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313t-musllinux_1_2_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 12e4f5735d7da08827d7834bf514e1f0e001fad9480df84aa48573dc3dcc1d6d
MD5 16932179f3fc5f598c1754d28d121d31
BLAKE2b-256 0b1204803e23c64f509d13c28e4bbaed0ac46fb3b981751e7a4bfb47a7ea65eb

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 20c247e538a6cabd2eb66f5c436db4c57529f8a684a91ec7749cdddf69fe4c9e
MD5 dbfb8b652489088066b637bb80abfae3
BLAKE2b-256 c6e5b2c1d5a2933909f3502feb45cd3f4fa31bb429bc8b470125799c7d12cf22

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 a35050aab6c3ec1fc311bf5b58dd5a16e3bb9b0ca1a21b361afc3cd017e531f0
MD5 4b24bfd1543ee7a579c1c556a87ade42
BLAKE2b-256 e04cec2eb7c2072b2ea47ec250d5a64e8becaf30124e145279772b96bf290171

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 9eb0494e04fca247f72ef1a9533708b03acb0c5aa6cbac2708939f4d7b4df608
MD5 c6f879f6c2e9abecbd4404d865eb929c
BLAKE2b-256 93c0e079989d0117455be1acc16664dd42675848e50b2dd229fcc4fb20109b8b

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 73e3c731c712f087e70d3811358c7fb6cf9dfd4004025a8ffd2f68c2f4d0c690
MD5 b72e60855748d99c85ce4d26bd380dc0
BLAKE2b-256 18f9de8cd78f38384674ba0c289dae0708002c1e1aa89ed98d28294a4709acd9

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: grafeo-0.5.4-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 2.7 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 2a18194e849feac33551f9b030aa6bbcc099e2ab21b380a247edfd28a73ff749
MD5 98e82d0ac28293533ce0f83ab727f24d
BLAKE2b-256 e1cd40dac52cc25a1d7e59cbb3184b244bedc113a4756f487826b54972ba8f48

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-win_amd64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-win32.whl.

File metadata

  • Download URL: grafeo-0.5.4-cp312-cp312-win32.whl
  • Upload date:
  • Size: 2.4 MB
  • Tags: CPython 3.12, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 ba1456f33eebe0bd0d3a038dbdc04a7261344aa45da77bbeec1863c13032aabc
MD5 7a3222f83d10a38a04cb48dc4a49fb08
BLAKE2b-256 b27ee96e46213e5d5ff0ee0b388c26b9860fd3ea033bfa5ba282356f74b7af47

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-win32.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 24dd46133b6bf886e30e813794936118402d57f65610ed61939e16cd162b9792
MD5 1da0626633f5a1e505978fc2025193e9
BLAKE2b-256 ed74150fc53c64c27ef1533059a7f43c6c4fcc4e1a3b9271b2948b062941bac5

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 bd39b190e7ddaed566b261ce4e7131016c69a9b3df585aefefcad25c3d0592ef
MD5 69d1146563cf42bf64e7528d54d0ffac
BLAKE2b-256 f319bf63cff5fce869cab9be777a889944b23b9995ebad6fbd88c2a16db723aa

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d5217b8ff062e8efd4ffc2eef28d623536075f9f1e4b90cecaa65378e5ea63e3
MD5 fad8609013f348d61376e165c3c84aec
BLAKE2b-256 fde466faca607365f5a1738b6570e3a9a6d93f9928a77d06009793b5e9b173f1

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 513c13d0efb9c26d6432b70877bb77b18c1b35705ce6f71d48301ab646e45f79
MD5 d144141138edb162c4574ac81af83b01
BLAKE2b-256 f549c2ad49e5a5eaf000811f1b1f40885c68e02c390d53dc2d3b0305bfa76a85

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 0fff089764471e5902c0b630e14e568709e5fd0f3eba91361d7796a87d7623c1
MD5 ac29ef420f780846c0f73a43bb0bfed1
BLAKE2b-256 1ccd9160db6cf5e1b31469444be0f883cfcc56262419bae001fe764b07f09319

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file grafeo-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 15f54d2190fd729f9091e776372f2f4db42f5de4a912f305e7bdee47405ffd5b
MD5 f4331dd745b678647bffc002aaef23db
BLAKE2b-256 5e83db876f28784153f2036588e4081706d87ba409aca853f2ef59003fc7b2b7

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl:

Publisher: pypi.yml on GrafeoDB/grafeo

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page