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
1 maintainer
Release files for mlserver-alibi-detect 1.6.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| mlserver_alibi_detect-1.6.1.tar.gz | 8.2 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| mlserver_alibi_detect-1.6.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 17.4 kB
Release files / mlserver_alibi_detect-1.6.1.tar.gz
| Download URL | mlserver_alibi_detect-1.6.1.tar.gz |
|---|---|
| Size | 8.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
08cd4be4f4b526a03681c4bfddb6649fc504dd72e4bc97ec69052882b6a8881b
|
|
BLAKE2b-256 checksum How to use checksums |
b9488951a0abcc1220ac27ef5af15ce27651111aceeaf0e48f56f201de3d2b92
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
poetry/1.8.3 CPython/3.10.14 Linux/6.5.0-1025-azure
|
Release files / mlserver_alibi_detect-1.6.1-py3-none-any.whl
| Download URL | mlserver_alibi_detect-1.6.1-py3-none-any.whl |
|---|---|
| Size | 9.3 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
21b2550be3b74ecc48d0b41d5a789bd776f6030ea128234e61b3e468c9b47952
|
|
BLAKE2b-256 checksum How to use checksums |
b7f364e240bfc352536561645cb2022c6be110e49b526ede967c0fbdc8d49a25
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
poetry/1.8.3 CPython/3.10.14 Linux/6.5.0-1025-azure
|
