tfmot.quantization.keras.default_8bit.Default8BitQuantizeLayoutTransform
Stay organized with collections
Save and categorize content based on your preferences.
Default model transformations.
Inherits From: QuantizeLayoutTransform
Methods
apply
View source
apply(
model, layer_quantize_map
)
Implement default 8-bit transforms.
Currently this means the following.
- Pull activations into layers, and apply fuse activations. (
- Modify range in incoming layers for Concat. (
- Fuse Conv2D/DepthwiseConv2D + BN into single layer.
| Args |
|---|
model
|
Keras model to be quantized.
|
layer_quantize_map
|
Map with keys as layer names, and values as dicts
containing custom QuantizeConfigs which may have been passed with
layers.
|
| Returns |
|---|
|
(Transformed Keras model to better match TensorFlow Lite backend, updated
layer quantize map.)
|
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2023-05-26 UTC.
[{
"type": "thumb-down",
"id": "missingTheInformationINeed",
"label":"Missing the information I need"
},{
"type": "thumb-down",
"id": "tooComplicatedTooManySteps",
"label":"Too complicated / too many steps"
},{
"type": "thumb-down",
"id": "outOfDate",
"label":"Out of date"
},{
"type": "thumb-down",
"id": "samplesCodeIssue",
"label":"Samples / code issue"
},{
"type": "thumb-down",
"id": "otherDown",
"label":"Other"
}]
[{
"type": "thumb-up",
"id": "easyToUnderstand",
"label":"Easy to understand"
},{
"type": "thumb-up",
"id": "solvedMyProblem",
"label":"Solved my problem"
},{
"type": "thumb-up",
"id": "otherUp",
"label":"Other"
}]
{"lastModified": "Last updated 2023-05-26 UTC."}
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2023-05-26 UTC."],[],[]]
View source on GitHub