dbx-tools-model

Python contracts and runtime helpers for Databricks Model Serving. This package mirrors the reusable parts of @dbx-tools/shared-model and @dbx-tools/model without AppKit cache or Mastra dependencies.

Install from PyPI:

pip install dbx-tools-model

To install the current main branch directly from the repository instead:

pip install "dbx-tools-model @ git+https://github.com/reggie-db/dbx-tools.git@main#subdirectory=packages/py/model"

Key features:

  • stable Pydantic endpoint, profile, query, and ranked-result models;
  • live endpoint listing through a structural WorkspaceClient protocol;
  • score-driven model classification with family fallbacks;
  • exact and fuzzy endpoint resolution with deterministic class ordering;
  • Databricks invocation URL and per-request authentication helpers;
  • OpenAI chat request sanitization and content extraction;
  • embedding vector extraction with optional dimension validation.
from databricks.sdk import WorkspaceClient
from dbx_tools.model import ModelClass, list_serving_endpoints, resolve_model

endpoints = list_serving_endpoints(WorkspaceClient())
selection = resolve_model(endpoints, model_class=ModelClass.CHAT_BALANCED)
print(selection.model_id)

The Python port intentionally omits AppKit CacheManager integration, Mastra-specific adapters, and browser-only schemas. Callers can cache the plain Pydantic results with their preferred Python cache.

Relationship to the Databricks SDK

Use the native SDK directly when an endpoint name is already known and its typed query method fits the request. Use this package when endpoint choice, stable cross-runtime models, OpenAI-shaped HTTP invocation, or provider-neutral chat and embedding normalization is the repetitive part.

Module map

  • models — Pydantic wire contracts;
  • classify, classes, fallback — model taxonomy and ordering;
  • resolve — exact/fuzzy ranking and single-model selection;
  • serving — structural WorkspaceClient endpoint listing;
  • invoke — URLs, SDK authentication headers, and JSON POST helpers;
  • chat, embedding — request sanitization and response extraction.

Project links

Data verified by PyPI on Aug 5, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.6.186)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for reggie-db from gravatar.com reggie-db

GitHub Statistics

Data verified by PyPI on Aug 5, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

Requires

Python >=3.10

Report project as malware

Download files

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

Source Distribution

dbx_tools_model-0.6.88.tar.gz (9.3 kB view details)

Uploaded Source

Built Distribution

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

dbx_tools_model-0.6.88-py3-none-any.whl (13.4 kB view details)

Uploaded Python 3

File details

Details for the file dbx_tools_model-0.6.88.tar.gz.

File metadata

  • Download URL: dbx_tools_model-0.6.88.tar.gz
  • Upload date:
  • Size: 9.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for dbx_tools_model-0.6.88.tar.gz
Algorithm Hash digest
SHA256 e6e0873eddba339f8671fcf4a77a657f117478df935ab16370be4125f168dba5
MD5 19cb92617961be42143023bef047b975
BLAKE2b-256 d52c90fc91c01d19bf19c240a4f90dc102f2f5777f62c48f442bc56b668db493

See more details on using hashes here.

Provenance

The following attestation bundles were made for dbx_tools_model-0.6.88.tar.gz:

Publisher: python-release.yml on reggie-db/dbx-tools

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

File details

Details for the file dbx_tools_model-0.6.88-py3-none-any.whl.

File metadata

File hashes

Hashes for dbx_tools_model-0.6.88-py3-none-any.whl
Algorithm Hash digest
SHA256 4aa31ab23ef98cfc1919e0dc438ca9f235c085e436e066836d18e59f15e68947
MD5 b5b9a55e93b13c46dba282f7effe8ba0
BLAKE2b-256 54260a99cd99f9e1e8b769cfe8d06e23334d58907c6f602625dd9f06f3b96ac1

See more details on using hashes here.

Provenance

The following attestation bundles were made for dbx_tools_model-0.6.88-py3-none-any.whl:

Publisher: python-release.yml on reggie-db/dbx-tools

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

Release history Release notifications | RSS feed

0.6.186

2 files

0.6.185

2 files

0.6.183

2 files

0.6.182

2 files

0.6.181

2 files

0.6.180

2 files

0.6.179

2 files

0.6.177

2 files

0.6.176

2 files

0.6.175

2 files

0.6.174

2 files

0.6.173

2 files

0.6.172

2 files

0.6.171

2 files

0.6.170

2 files

0.6.168

2 files

0.6.163

2 files

0.6.161

2 files

0.6.160

2 files

0.6.158

2 files

0.6.153

2 files

0.6.147

2 files

0.6.146

2 files

0.6.145

2 files

0.6.144

2 files

0.6.143

2 files

0.6.142

2 files

0.6.141

2 files

0.6.140

2 files

0.6.139

2 files

0.6.138

2 files

0.6.137

2 files

0.6.136

2 files

0.6.135

2 files

0.6.134

2 files

0.6.133

2 files

0.6.131

2 files

0.6.130

2 files

0.6.129

2 files

0.6.128

2 files

0.6.127

2 files

0.6.126

2 files

0.6.125

2 files

0.6.124

2 files

0.6.123

2 files

0.6.122

2 files

0.6.121

2 files

0.6.120

2 files

0.6.119

2 files

0.6.118

2 files

0.6.117

2 files

0.6.116

2 files

0.6.115

2 files

0.6.114

2 files

0.6.113

2 files

0.6.112

2 files

0.6.111

2 files

0.6.110

2 files

0.6.109

2 files

0.6.108

2 files

0.6.107

2 files

0.6.106

2 files

0.6.105

2 files

0.6.104

2 files

0.6.103

2 files

0.6.102

2 files

0.6.101

2 files

0.6.100

2 files

0.6.99

2 files

0.6.98

2 files

0.6.97

2 files

0.6.96

2 files

0.6.95

2 files

0.6.94

2 files

0.6.93

2 files

0.6.92

2 files

0.6.91

2 files

0.6.90

2 files

0.6.89

2 files

This release

0.6.88 This release

2 files

0.6.87

2 files

0.6.86

2 files

0.6.85

2 files

0.6.82

2 files

0.6.78

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page