qbcompiler.configs.models.EquivalentTransformationConfig Class Reference

Mobilint SDK qb Compiler v1.1 MCS002-EN

• qbcompiler
• configs
• models
• EquivalentTransformationConfig

Classes | Public Member Functions | Static Public Attributes | List of all members

qbcompiler.configs.models.EquivalentTransformationConfig Class Reference

Configuration for equivalent transformation techniques. More...

Inheritance diagram for qbcompiler.configs.models.EquivalentTransformationConfig:

Classes
class	FeedForwardMultiLut
	Feed-forward multi-LUT transformation. More...
class	FlattenQuant
class	HeadOutChRotation
class	InRotation
class	NormConv
class	OptimizeFfn
class	Qk
class	QkRotation
class	SpinR1
class	SpinR2
class	Ud
class	Vo

Public Member Functions
"EquivalentTransformationConfig"	with_updates (self, **kwargs)
	Return a copy with updated fields.

Static Public Attributes
	model_config
int	seed = Field(default=0, description="Random seed for transformation")
bool	apply_hadamard_rotation_matrix
	NormConv
	default_factory
	alias
	Qk
	Ud
	Vo
	FeedForwardMultiLut
	SpinR1
	HeadOutChRotation
	InRotation
	SpinR2
	QkRotation
	FlattenQuant
	OptimizeFfn

Detailed Description

Configuration for equivalent transformation techniques.

Defines parameters for various equivalent transformation methods including NormConv, QK smoothing, and rotation matrices for improved quantization.

Parameters

seed	int. Random seed for transformation
apply_hadamard_rotation_matrix	bool. Apply Hadamard rotation matrix
norm_conv	NormConv. NormConv equivalent transformation
qk	Qk. QK smoothing transformation
ud	Ud. UD transformation
vo	Vo. VO transformation
feed_forward_multi_lut	FeedForwardMultiLut. Feed-forward multi-LUT transformation
spin_r1	SpinR1. SpinR1 rotation transformation
head_out_ch_rotation	HeadOutChRotation. Head output channel rotation transformation
in_rotation	InRotation. Input rotation transformation
spin_r2	SpinR2. SpinR2 rotation transformation
qk_rotation	QkRotation. QK rotation transformation
flatten_quant	FlattenQuant. Flatten quantization transformation
optimize_ffn	OptimizeFfn. FFN optimization

Definition at line 1023 of file models.py.

Member Function Documentation

◆ with_updates()

"EquivalentTransformationConfig" qbcompiler.configs.models.EquivalentTransformationConfig.with_updates	(		self,
		**	kwargs )

Return a copy with updated fields.

Definition at line 1319 of file models.py.

Member Data Documentation

◆ model_config

qbcompiler.configs.models.EquivalentTransformationConfig.model_config

static

Initial value:

= ConfigDict(

populate_by_name=True,

extra="forbid",

)

Definition at line 1046 of file models.py.

◆ seed

int qbcompiler.configs.models.EquivalentTransformationConfig.seed = Field(default=0, description="Random seed for transformation")

static

Definition at line 1051 of file models.py.

◆ apply_hadamard_rotation_matrix

bool qbcompiler.configs.models.EquivalentTransformationConfig.apply_hadamard_rotation_matrix

static

Initial value:

= Field(

default=True,

alias="applyHadamardRotationMatrix",

description="Apply Hadamard rotation matrix",

)

Definition at line 1052 of file models.py.

◆ NormConv

qbcompiler.configs.models.EquivalentTransformationConfig.NormConv

static

Definition at line 1084 of file models.py.

◆ default_factory

qbcompiler.configs.models.EquivalentTransformationConfig.default_factory

static

Definition at line 1084 of file models.py.

◆ alias

qbcompiler.configs.models.EquivalentTransformationConfig.alias

static

Definition at line 1084 of file models.py.

◆ Qk

qbcompiler.configs.models.EquivalentTransformationConfig.Qk

static

Definition at line 1108 of file models.py.

◆ Ud

qbcompiler.configs.models.EquivalentTransformationConfig.Ud

static

Definition at line 1136 of file models.py.

◆ Vo

qbcompiler.configs.models.EquivalentTransformationConfig.Vo

static

Definition at line 1160 of file models.py.

◆ FeedForwardMultiLut

qbcompiler.configs.models.EquivalentTransformationConfig.FeedForwardMultiLut

static

Definition at line 1177 of file models.py.

◆ SpinR1

qbcompiler.configs.models.EquivalentTransformationConfig.SpinR1

static

Definition at line 1195 of file models.py.

◆ HeadOutChRotation

qbcompiler.configs.models.EquivalentTransformationConfig.HeadOutChRotation

static

Definition at line 1213 of file models.py.

◆ InRotation

qbcompiler.configs.models.EquivalentTransformationConfig.InRotation

static

Definition at line 1237 of file models.py.

◆ SpinR2

qbcompiler.configs.models.EquivalentTransformationConfig.SpinR2

static

Definition at line 1255 of file models.py.

◆ QkRotation

qbcompiler.configs.models.EquivalentTransformationConfig.QkRotation

static

Definition at line 1273 of file models.py.

◆ FlattenQuant

qbcompiler.configs.models.EquivalentTransformationConfig.FlattenQuant

static

Definition at line 1299 of file models.py.

◆ OptimizeFfn

qbcompiler.configs.models.EquivalentTransformationConfig.OptimizeFfn

static

Definition at line 1317 of file models.py.

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The documentation for this class was generated from the following file:

• models.py

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