Skip to content

LLM Compressor Docs

llmcompressor.pipelines.basic.pipeline

Initializing search

LLM Compressor Docs

About LLM Compressor
Getting started
Getting started
Guides
Guides
Examples
Examples
Developer
Developer
Observers Overview
API Reference
API Reference
- 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 llmcompressor.pipelines.basic.pipeline
    Table of contents
    
    BasicPipeline
    
    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
  - 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

BasicPipeline

llmcompressor.pipelines.basic.pipeline

Classes:

BasicPipeline –

BasicPipeline

Bases: CalibrationPipeline

llmcompressor.pipelines.basic

llmcompressor.pipelines.data_free