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Examples
Quantizing Models with Activation-Aware Quantization (AWQ)
Quantizing Big Models with HF Accelerate
Quantizing Multimodal Audio Models
Quantizing Multimodal Vision-Language Models
int4 Weight Quantization of a 2:4 Sparse Model
fp8 Weight, Activation, and KV Cache Quantization
int4 Weight Quantization
fp8 Weight and Activation Quantization
int8 Weight and Activation Quantization
Quantizing Mixtral-8x7B-Instruct-v0.1 Model with FP8
Applying 2:4 Sparsity with Optional FP8 Quantization
Sparse Finetuning with TRL's SFTTrainer
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API Reference
API Reference
llmcompressor
llmcompressor
llmcompressor.logger
llmcompressor.typing
llmcompressor.version
args
args
llmcompressor.args.dataset_arguments
llmcompressor.args.model_arguments
llmcompressor.args.recipe_arguments
llmcompressor.args.training_arguments
llmcompressor.args.utils
core
core
llmcompressor.core.helpers
llmcompressor.core.lifecycle
llmcompressor.core.model_layer
llmcompressor.core.session
llmcompressor.core.session_functions
llmcompressor.core.state
events
events
llmcompressor.core.events.event
datasets
datasets
llmcompressor.datasets.utils
entrypoints
entrypoints
llmcompressor.entrypoints.oneshot
llmcompressor.entrypoints.train
llmcompressor.entrypoints.utils
metrics
metrics
llmcompressor.metrics.logger
utils
utils
llmcompressor.metrics.utils.frequency_manager
modifiers
modifiers
llmcompressor.modifiers.factory
llmcompressor.modifiers.interface
llmcompressor.modifiers.modifier
llmcompressor.modifiers.stage
awq
awq
llmcompressor.modifiers.awq.base
llmcompressor.modifiers.awq.mappings
distillation
distillation
output
output
llmcompressor.modifiers.distillation.output.base
utils
utils
pytorch
pytorch
llmcompressor.modifiers.distillation.utils.pytorch.kd_factory
llmcompressor.modifiers.distillation.utils.pytorch.kd_wrapper
llmcompressor.modifiers.distillation.utils.pytorch.model_wrapper
experimental
experimental
logarithmic equalization
logarithmic equalization
llmcompressor.modifiers.logarithmic_equalization.base
obcq
obcq
llmcompressor.modifiers.obcq.base
llmcompressor.modifiers.obcq.sgpt_base
llmcompressor.modifiers.obcq.sgpt_sparsify
pruning
pruning
llmcompressor.modifiers.pruning.helpers
constant
constant
llmcompressor.modifiers.pruning.constant.base
magnitude
magnitude
llmcompressor.modifiers.pruning.magnitude.base
utils
utils
pytorch
pytorch
llmcompressor.modifiers.pruning.utils.pytorch.layer_mask
llmcompressor.modifiers.pruning.utils.pytorch.mask_factory
wanda
wanda
llmcompressor.modifiers.pruning.wanda.base
llmcompressor.modifiers.pruning.wanda.wanda_sparsify
quantization
quantization
llmcompressor.modifiers.quantization.cache
llmcompressor.modifiers.quantization.calibration
gptq
gptq
llmcompressor.modifiers.quantization.gptq.base
llmcompressor.modifiers.quantization.gptq.gptq_quantize
quantization
quantization
llmcompressor.modifiers.quantization.quantization.base
llmcompressor.modifiers.quantization.quantization.mixin
smoothquant
smoothquant
llmcompressor.modifiers.smoothquant.base
llmcompressor.modifiers.smoothquant.utils
utils
utils
llmcompressor.modifiers.utils.constants
llmcompressor.modifiers.utils.hooks
llmcompressor.modifiers.utils.pytorch_helpers
observers
observers
llmcompressor.observers.base
llmcompressor.observers.helpers
llmcompressor.observers.min_max
llmcompressor.observers.mse
pipelines
pipelines
llmcompressor.pipelines.cache
llmcompressor.pipelines.registry
basic
basic
llmcompressor.pipelines.basic.pipeline
data free
data free
llmcompressor.pipelines.data_free.pipeline
independent
independent
llmcompressor.pipelines.independent.pipeline
layer sequential
layer sequential
llmcompressor.pipelines.layer_sequential.helpers
llmcompressor.pipelines.layer_sequential.pipeline
sequential
sequential
llmcompressor.pipelines.sequential.helpers
llmcompressor.pipelines.sequential.pipeline
pytorch
pytorch
model load
model load
llmcompressor.pytorch.model_load.helpers
utils
utils
llmcompressor.pytorch.utils.helpers
llmcompressor.pytorch.utils.sparsification
sparsification info
sparsification info
llmcompressor.pytorch.utils.sparsification_info.configs
llmcompressor.pytorch.utils.sparsification_info.helpers
llmcompressor.pytorch.utils.sparsification_info.module_sparsification_info
recipe
recipe
llmcompressor.recipe.base
llmcompressor.recipe.container
llmcompressor.recipe.metadata
llmcompressor.recipe.modifier
llmcompressor.recipe.recipe
llmcompressor.recipe.stage
transformers
transformers
compression
compression
llmcompressor.transformers.compression.helpers
llmcompressor.transformers.compression.quantization_format
llmcompressor.transformers.compression.sparsity_metadata_config
finetune
finetune
llmcompressor.transformers.finetune.callbacks
llmcompressor.transformers.finetune.session_mixin
llmcompressor.transformers.finetune.text_generation
llmcompressor.transformers.finetune.trainer
data
data
llmcompressor.transformers.finetune.data.base
llmcompressor.transformers.finetune.data.c4
llmcompressor.transformers.finetune.data.cnn_dailymail
llmcompressor.transformers.finetune.data.custom
llmcompressor.transformers.finetune.data.data_helpers
llmcompressor.transformers.finetune.data.evolcodealpaca
llmcompressor.transformers.finetune.data.flickr_30k
llmcompressor.transformers.finetune.data.gsm8k
llmcompressor.transformers.finetune.data.open_platypus
llmcompressor.transformers.finetune.data.peoples_speech
llmcompressor.transformers.finetune.data.ptb
llmcompressor.transformers.finetune.data.ultrachat_200k
llmcompressor.transformers.finetune.data.wikitext
sparsification
sparsification
llmcompressor.transformers.sparsification.compressed_tensors_utils
llmcompressor.transformers.sparsification.sparse_model
tracing
tracing
llmcompressor.transformers.tracing.debug
llmcompressor.transformers.tracing.gemma3
llmcompressor.transformers.tracing.idefics3
llmcompressor.transformers.tracing.llava
llmcompressor.transformers.tracing.mllama
llmcompressor.transformers.tracing.qwen2_5_vl
llmcompressor.transformers.tracing.qwen2_vl
utils
utils
llmcompressor.transformers.utils.helpers
llmcompressor.transformers.utils.preprocessing_functions
utils
utils
llmcompressor.utils.dev
llmcompressor.utils.helpers
llmcompressor.utils.metric_logging
fsdp
fsdp
llmcompressor.utils.fsdp.context
llmcompressor.utils.fsdp.helpers
pytorch
pytorch
llmcompressor.utils.pytorch.module
llmcompressor.utils.pytorch.utils
Table of contents
finetune
llmcompressor.transformers.finetune
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