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;
  • reasoning-effort levels inferred from Databricks served-entity identity, with endpoint-family fallback for summaries that omit it;
  • exact and fuzzy endpoint resolution with deterministic class ordering;
  • Databricks invocation URL and process-serialized per-request authentication helpers, so concurrent SDK refreshes converge;
  • 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)
print(
    next(
        endpoint.reasoning_efforts for endpoint in endpoints if endpoint.name == 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;
  • reasoning — model-family and served-entity reasoning-level inference;
  • classify, classes, fallback — model taxonomy and ordering;
  • resolve — exact/fuzzy ranking and single-model selection;
  • serving — structural WorkspaceClient endpoint listing;
  • invoke - URLs, process-serialized SDK authentication headers, and JSON POST helpers;
  • chat, embedding — request sanitization and response extraction.

Project links

Data verified by PyPI on Aug 8, 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 8, 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-0.6.93.tar.gz (11.0 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-0.6.93-py3-none-any.whl (15.6 kB view details)

Uploaded Python 3

File details

Details for the file dbx_tools_model-0.6.93.tar.gz.

File metadata

  • Download URL: dbx_tools_model-0.6.93.tar.gz
  • Upload date:
  • Size: 11.0 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-0.6.93.tar.gz
Algorithm Hash digest
SHA256 3662a0ac1641d77327ee88c9153e100e180f23566d64f599364b74fec4b78da1
MD5 f8162a61ae7ed3e1f031f93d7f2afb38
BLAKE2b-256 1197602169cd850b0f49a790167d9e1cbe538234c293ba34a7a14510bcebf547

See more details on using hashes here.

Provenance

The following attestation bundles were made for dbx_tools_model-0.6.93.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-0.6.93-py3-none-any.whl.

File metadata

File hashes

Hashes for dbx_tools_model-0.6.93-py3-none-any.whl
Algorithm Hash digest
SHA256 a7e93a14f454297e615949154321ba58c3e3731e3ffb853d3bb5117b81a5fde5
MD5 ca923281e5aae2bb1bb2c7c69466d68c
BLAKE2b-256 b32cbc4a317a5830c0fc88b48cf1e723e245adc98f116b0ec16e9554afda3839

See more details on using hashes here.

Provenance

The following attestation bundles were made for dbx_tools_model-0.6.93-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

This release

0.6.93 This release

2 files

0.6.92

2 files

0.6.91

2 files

0.6.90

2 files

0.6.89

2 files

0.6.88

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