Pre-release
This release is a pre-release and may not be stable for production use.
The Fabric Data Agent SDK supports programmatic access for Fabric Data Agent artifacts.
This package is released as a preview and has been tested with Microsoft Fabric Python notebooks.
Getting started
Prerequisites
- A Microsoft Fabric subscription. Or sign up for a free Microsoft Fabric (Preview) trial.
- Sign in to Microsoft Fabric.
- Create a new notebook or a new spark job to use this package. Note that semantic link is supported only within Microsoft Fabric.
Install the fabric-data-agent-sdk package
To install the most recent version fabric-data-agent-sdk in your Fabric Python notebook kernel by executing this code in a notebook cell:
%pip install -U fabric-data-agent-sdk
Key concepts
Fabric Data Agent SDK has two main entry points:
- Data plane using OpenAI SDK for conversational interaction with an existing Data Agent artifact.
- Management plane to create, update and delete Data Agent artifacts.
Change logs
0.1.14a0
- fix thread url for fabcon tenant
0.1.13a0
- add support for granular quality feedback in few-shot validation and improve Dataframe output
- fix invalid data type for delta lake
0.1.12a0
- fix python error in the release pipeline
- add robust few-shot validation utilities to SDK with dual LLM support and DataFrame output
- update parameter type in add-datasource
0.1.11a0
- upgrade OneBranch Azure Linux Build Image: Migrating from 2.0 to 3.0
- remove "AISkill" from artifact name list due to invalid item type error in openai
- make Data Agent and Data Source Creation Idempotent
- add publish description
- refactoring the evaluation apis and add code coverage
- remove AISkill artifact type in data agent api
0.1.10a0
- fix get_evaluation_summary_per_question if no question fails
0.1.9a0
- Use correct workspace context in delete_data_agent function.
- Update notebooks with data source notes
- display failed threads and fix percentage
0.1.8a0
- evaluation API enhancements including parallelizing, number of variations and single thread.
- speed-up add_ground_truth_batch and stabilise Kusto tests
- ground-truth generation for Kusto (KQL) datasources
0.1.7a0
- added Warehouse to list of artifact types.
- added Method for Updating Ground Truth before Evaluation.
- made Publish Info Optional.
0.1.6a0
- update sdk to make compatible with both python and spark.
0.1.5a0
- add PySpark support for the evaluation APIs.
- added pipeline for running unit tests.
0.1.4a0
- switch to public apis for artifact management.
0.1.3a0
- add column/table descriptions for sql data sources.
- allow selection of multiple columns at once in the datasource.
- bug fix to address the run_steps response structure change.
0.1.2a0
- bugfix for fabric_openai artifact type - should support "DataAgent".
- bugfix for data source type ("datawarehouse" should be "warehouse").
0.1.1a0
- bugfix for create_data_agent where type should support "DataAgent".
0.1.0a0
- add upload_fewshots for adding multiple fewshots to DataSource.
0.0.4a0
- add evaluation APIs to the SDK
0.0.3a1
- return fewshot id from add_fewshots
- fix the aiskill stage parameter
- return datasource display name in pretty_print
- return thread object for get_or_create_thread API.
0.0.2a0
- rename module
- support Fabric get_or_create_thread to decouple from UX thread
0.0.1a0
Initial alpha release of the package.
- add: data plane client
- add: management plane client
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file fabric_data_agent_sdk-0.1.14a0.tar.gz.
File metadata
- Download URL: fabric_data_agent_sdk-0.1.14a0.tar.gz
- Upload date:
- Size: 108.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
RestSharp/106.13.0.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
32b367a5f98b8b7ddbf04e96a4d1b886dcd7ff82b9ca15fbe0add537c3067ebf
|
|
| MD5 |
a19a19542d57d50959d92e82ca4a6f3b
|
|
| BLAKE2b-256 |
c588240166e3261b0b1e7c260e112c3e21c1a428cb196753f6412835b30231dc
|
File details
Details for the file fabric_data_agent_sdk-0.1.14a0-py3-none-any.whl.
File metadata
- Download URL: fabric_data_agent_sdk-0.1.14a0-py3-none-any.whl
- Upload date:
- Size: 48.7 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
RestSharp/106.13.0.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
abd1a5df622d28867d22435644b5e9f72660b43368a0b1ce22003906ff3dee0d
|
|
| MD5 |
a15d31d64b764ed487735d18a74c3c3c
|
|
| BLAKE2b-256 |
d88750f7e8fcaaa87c808fc9b81c8364e46ac68a6b70a1ea25cfe3d1e004a943
|
