Alibi-Detect runtime for MLServer
Project description
Alibi-Detect runtime for MLServer
This package provides a MLServer runtime compatible with alibi-detect models.
Usage
You can install the mlserver-alibi-detect
runtime, alongside mlserver
, as:
pip install mlserver mlserver-alibi-detect
For further information on how to use MLServer with Alibi-Detect, you can check out this worked out example.
Content Types
If no content type is present on the request or metadata, the Alibi-Detect runtime will try to decode the payload as a NumPy Array. To avoid this, either send a different content type explicitly, or define the correct one as part of your model's metadata.
Settings
The Alibi Detect runtime exposes a couple setting flags which can be used to
customise how the runtime behaves.
These settings can be added under the parameters.extra
section of your
model-settings.json
file, e.g.
---
emphasize-lines: 6-8
---
{
"name": "drift-detector",
"implementation": "mlserver_alibi_detect.AlibiDetectRuntime",
"parameters": {
"uri": "./alibi-detect-artifact/",
"extra": {
"batch_size": 5
}
}
}
Reference
You can find the full reference of the accepted extra settings for the Alibi Detect runtime below:
.. autopydantic_settings:: mlserver_alibi_detect.runtime.AlibiDetectSettings
Project details
Release history Release notifications | RSS feed
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
Hashes for mlserver-alibi-detect-1.3.4rc1.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 85df1b3c157af027b875db8113123bcd086cda05ef571c9923813f313392ac0e |
|
MD5 | f2204a587db702fdfc031541e22829ad |
|
BLAKE2b-256 | 5e411974108c355a0a5d273e51f1b8ee824b4e4f727b0b61f5e17c14c5f175f9 |
Hashes for mlserver_alibi_detect-1.3.4rc1-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6315c32518b7c9eb28bb90c9c388f1fdd1d82e9fc1d1623ab18c548f71cbea8c |
|
MD5 | 445922c95a156e4f7be37cfeb5789d86 |
|
BLAKE2b-256 | c58612061105821f6f30d319d5059ef2dcb9c61798c43cdb7cc02af69d5f54eb |