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- llmcompressor
  llmcompressor
  - llmcompressor.logger
  - llmcompressor.sentinel
  - 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
  - modeling
    
    modeling
    
    llmcompressor.modeling.deepseek_v3
    
    llmcompressor.modeling.fuse
    
    llmcompressor.modeling.llama4
    
    llmcompressor.modeling.prepare
    
    llmcompressor.modeling.qwen3_moe
  - modifiers
    
    modifiers
    
    llmcompressor.modifiers.factory
    
    llmcompressor.modifiers.interface
    
    llmcompressor.modifiers.modifier
    
    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
    
    transform
    
    transform
    
    quip
    
    quip
    
    llmcompressor.modifiers.transform.quip.base
    
    spinquant
    
    spinquant
    
    llmcompressor.modifiers.transform.spinquant.base
    
    llmcompressor.modifiers.transform.spinquant.mappings
    
    llmcompressor.modifiers.transform.spinquant.norm_mappings
    
    utils
    
    utils
    
    llmcompressor.modifiers.utils.constants
    
    llmcompressor.modifiers.utils.helpers
    
    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.ast_helpers
    
    llmcompressor.pipelines.sequential.helpers
    
    llmcompressor.pipelines.sequential.pipeline llmcompressor.pipelines.sequential.pipeline
    Table of contents
    
    SequentialPipeline
  - 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.metadata
    
    llmcompressor.recipe.recipe
    
    llmcompressor.recipe.utils
  - 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.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
    
    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

SequentialPipeline

llmcompressor.pipelines.sequential.pipeline

Classes:

SequentialPipeline –

SequentialPipeline

Bases: CalibrationPipeline

llmcompressor.pipelines.sequential.helpers

llmcompressor.pytorch