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: 'Alix', age: 30})")
db.execute("INSERT (:Person {name: 'Gus', age: 25})")
db.execute("INSERT (:Person {name: 'Alix'})-[:KNOWS]->(:Person {name: 'Gus'})")

# 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(gql, {"name": "Alix"})     # 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": "Alix", "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: 'Harm'})")
    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-0.5.16.tar.gz (1.3 MB view details)

Uploaded Source

Built Distributions

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

grafeo-0.5.16-cp314-cp314t-musllinux_1_2_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.14tmusllinux: musl 1.2+ x86-64

grafeo-0.5.16-cp314-cp314t-musllinux_1_2_aarch64.whl (3.6 MB view details)

Uploaded CPython 3.14tmusllinux: musl 1.2+ ARM64

grafeo-0.5.16-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.4 MB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.17+ ARM64

grafeo-0.5.16-cp314-cp314-musllinux_1_2_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

grafeo-0.5.16-cp314-cp314-musllinux_1_2_aarch64.whl (3.6 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

grafeo-0.5.16-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.5 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

grafeo-0.5.16-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.4 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

grafeo-0.5.16-cp313-cp313t-musllinux_1_2_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ x86-64

grafeo-0.5.16-cp313-cp313t-musllinux_1_2_aarch64.whl (3.6 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ ARM64

grafeo-0.5.16-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.4 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ ARM64

grafeo-0.5.16-cp313-cp313-musllinux_1_2_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

grafeo-0.5.16-cp313-cp313-musllinux_1_2_aarch64.whl (3.6 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

grafeo-0.5.16-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.5 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

grafeo-0.5.16-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.4 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

grafeo-0.5.16-cp312-cp312-win_amd64.whl (3.4 MB view details)

Uploaded CPython 3.12Windows x86-64

grafeo-0.5.16-cp312-cp312-win32.whl (3.1 MB view details)

Uploaded CPython 3.12Windows x86

grafeo-0.5.16-cp312-cp312-musllinux_1_2_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

grafeo-0.5.16-cp312-cp312-musllinux_1_2_aarch64.whl (3.6 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

grafeo-0.5.16-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.5 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

grafeo-0.5.16-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.4 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

grafeo-0.5.16-cp312-cp312-macosx_11_0_arm64.whl (3.2 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

grafeo-0.5.16-cp312-cp312-macosx_10_12_x86_64.whl (3.4 MB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

File details

Details for the file grafeo-0.5.16.tar.gz.

File metadata

  • Download URL: grafeo-0.5.16.tar.gz
  • Upload date:
  • Size: 1.3 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for grafeo-0.5.16.tar.gz
Algorithm Hash digest
SHA256 9fefe12090cffd70d51898143ee1e1d889f2bcfb381dcb4c9bca3edae54303a5
MD5 0e1d62912628a1c1cd2f9a6b26c67adf
BLAKE2b-256 07da840aa1e9ffb07b42fa39d057b44098050bc04de4c6938d28ad4ee331c567

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16.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-0.5.16-cp314-cp314t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 6732577949482eaf2f6a73d65b5c6d5ef81f1c83744ff554f856d7809ace5651
MD5 41ae12dc58c82f55cd43c7369f7807ca
BLAKE2b-256 c636d11fe409efc86696b42b35df1ce4283f1c7b68151bd78361d50b4e28de96

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp314-cp314t-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314t-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 9f87bea620d0e57385209e0b4cba008928993684037b64f6cf0e0e51e5c2ebf2
MD5 937c82d2e73293af9aecbd3cff6adc6e
BLAKE2b-256 eabd9bb222182695257a994af8f2a0d962cde76282d74b9396f06e708df1af0c

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 d525c45b0b1ab4d419651cd0441d32a46eea11c174b222ffd82fd7c391614bab
MD5 af7a2b07fbce46f7c8449e561c20d1f4
BLAKE2b-256 1a54d6453912f1d4ea07605a1942923464972c9088bda3745ad66b016709ba81

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 07542340f8a27cad1dc2f16ff531d666fb7789bfa8dc21ae1bae6ed38c6039c1
MD5 4016c27c2a22b7c0d621b8ebfa5cd552
BLAKE2b-256 4fd4b9f4d9e107e5d92ac13d25c129ad21466cce1beea985af0cc2ff6612b34e

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 3e0ed2aa0322ed0afe6ba1953a4a4f7ad08a28c8d707714c049f7f1cc346cf3e
MD5 513b2ee5e0197655dcdb26c7ba6e629f
BLAKE2b-256 ee42edd06565f3826ac233952b87d9b4633804c2717a4766a3e8d140f6b95566

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3009c7af3202a1e35981c691b181dc7d25addaf46741f2d4280a76a3c7d11f32
MD5 97f85854761daec37ad5c66d82293a12
BLAKE2b-256 c4d4d8b01e2f12788f6a3af35f012bb3ea5b9e4d8f4f08e70b7d055a5087cda5

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 8c3cb4d8468e33ef3da7d148080816960a2542cd828ea53bf7250a1ccc4b29f5
MD5 588a06fb6a958da154dfb520b1a66d17
BLAKE2b-256 2902a9d2033b6641f60f67634b229b8b9475488c9e12fe87f42b19f0949e12ab

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 be0d0e5c70c443d19e6c21b871504f7da570593397c24a6f1677c96ddd1bfeed
MD5 80adcc059d94a7f232b2151a9ff55ea6
BLAKE2b-256 1e1d0b514c9a9082cc04596cb3d6e6125df3f8307787f34c4b88060aad7dd24f

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313t-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313t-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 f4e166e86dc3ddd311415368ecb6930d4e69697dfe522a9a1a35374b71ffeb2b
MD5 1f22fae482a96e47b7e51d3bafde013c
BLAKE2b-256 5f48d086b580651b3364e77490231c36c52d0f25fed8789240cbfafc4eef0e40

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 3c413c46040d19f27eccfab006f93f543e124500ab86af9071633054cd4a62a9
MD5 2cad3aa1f8b9ffa0fcd413a7d5ad65dc
BLAKE2b-256 9262d279b80c39e4ce6c93b67c7d9ac861a8f1679c427c820fa2117ab7f14d21

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 366bb1cf9921026a622595dfc63b8aed2d01651382404b6ce1585a98bbd105c1
MD5 183a3fa7607195c7f1decbed198e46b4
BLAKE2b-256 fe55c083f9a2bc572ab1e2be9a1f5b227380f85285684360539c5336678bfd45

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 4ed29df17188f1b95aa67a8db68731a3fe7100789f1bbfa3985f9dfc214ebcfe
MD5 35083c95c7751a4c397cb80918aa4a42
BLAKE2b-256 73d25ddb6882b6e4cb62b3cb3ee2a271882d0405e8f67931189c4b5e308296ad

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0c37292b9fcd9eadee7ae90ff207b32e3f364296e871cde7142a42ec8154d564
MD5 97643ca731d2083e3f0746d99b5c3afc
BLAKE2b-256 5599b26622317f080998939a115b24164c6e36b6c8756dbc3e84fb234efb0572

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 feaf45baf21c5fe97ffd5e362ec88758aa0fda31f6b997fe347d501260905eca
MD5 d7b957e956453a79fce7ed54033f294b
BLAKE2b-256 9fb842c4dde04dc3a408c7a7ce5d89177b837774eb269596bc69a262d9ebf1f9

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: grafeo-0.5.16-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 3.4 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-0.5.16-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 58a58e65a5cb51f953b118f137a0586207f5da9b126ecacefbccdb9e7a4ea861
MD5 875b03cb1e89b9074b162874cf0d33ec
BLAKE2b-256 eaf862882c31dbda23979d2b4510748e1661f6af1a3e86e697c1a9e0ad74f071

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-win32.whl.

File metadata

  • Download URL: grafeo-0.5.16-cp312-cp312-win32.whl
  • Upload date:
  • Size: 3.1 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-0.5.16-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 4d4a55602b158d983a2eb3b7badd994dc7797320e91bb38b68391c99680cd750
MD5 5ee5b9d9fe5e9a0133d410143824743d
BLAKE2b-256 8cecaa2ac10779b1d2bb1edcd9e1889faf2e0e2d9a743918b9f16bfd97d4ec97

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 211f759262f5d7421754e73bc4bb4c2d2ded931b5f2091e0e4960957c5806a85
MD5 3a1f75872355f4fced069c78f12e0242
BLAKE2b-256 581e8c69fffcf586c478d4c91073aca3162a2440721c45dafde746062eae188c

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 cc4d624c6b8b665d099c973df92aa4d423007760de4323621318d44191db57cf
MD5 688572ba0570db609e1d91f299ed47ba
BLAKE2b-256 e5ce528646931e504cc5a8af815234a12700a7f0cd4fd7cd0bbb74c41a48a524

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8f5aae0d50b8549fef3849c798c6988ffd0f1f1de4caa012e0a023223b11f876
MD5 7c82cfc4b61d7d5ad121f8a8918d5a05
BLAKE2b-256 7d1e564a704d89ca21eece73c00f251a58da22bcace59791e85cf377d9818d87

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 f3615da6ed3a95f2183c3b54e83066da3f2b607d193e3e2c5fd6b1ff09d8ee45
MD5 258bc27fed25377e7e4dd326e5670618
BLAKE2b-256 d39c8a72772f6bbefdc9311b4da54eea1cb88f75946f115273f579dbafe8ff22

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5c39bc11c2b01a21530fdfdb79a6ed42aec027ca90200552248e429cca23ffc8
MD5 82f440328f34e2864cca0a9761537c07
BLAKE2b-256 c5ba382099a40fbc751988615906db7f2a88823a2cac953cd83d2207effb7bbb

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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-0.5.16-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for grafeo-0.5.16-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 5b110c647e4263afac62f21247558c6b479ecca370f993b67a151ea2935e9e39
MD5 bea7d74865f3585ad0f63a0f4129c671
BLAKE2b-256 cca2001dd3f5c10a7eca751d77c8607577a83b8fff9d36a2804ca54782abb7ee

See more details on using hashes here.

Provenance

The following attestation bundles were made for grafeo-0.5.16-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