Welcome to Towhee’s documentation!

User Guide

User Guide:

• User Guide
  • DataCollection in 10 Minutes

User API

User API:

• towhee
• towhee.DataCollection
  • Get Started
  • DataCollection
  • DataCollection Mixins
• Built-in Operators
  • Runas OP
  • Computer Vision
  • Tensor Like
  • Feature Engineer
  • Scikit-Learn
  • Milvus Search

Developer API

Developer API:

• towhee.operator
• trainer package
  • Subpackages
    • trainer.optimization package
    • trainer.utils package
  • Submodules
  • trainer.callback module
  • trainer.metrics module
  • trainer.modelcard module
  • trainer.scheduler module
  • trainer.trainer module
  • trainer.training_config module
  • Module contents
• trainer.optimization package
  • Submodules
  • trainer.optimization.adafactor module
  • trainer.optimization.adamw module
  • trainer.optimization.optimization module
  • Module contents
• trainer.utils package
  • Submodules
  • trainer.utils.layer_freezer module
  • trainer.utils.trainer_utils module
  • Module contents

Full API

Full API:

• towhee
  • towhee.add_cache_path
  • towhee.build_docker_image
  • towhee.dataset
  • towhee.update_default_cache
  • towhee.command
    • towhee.command.cmdline
      • towhee.command.cmdline.main
      • towhee.command.cmdline.main_body
    • towhee.command.develop
      • towhee.command.develop.SetupCommand
      • towhee.command.develop.UninstallCommand
    • towhee.command.execute
      • towhee.command.execute.ExecuteCommand
    • towhee.command.repo
      • towhee.command.repo.RepoCommand
    • towhee.command.user
      • towhee.command.user.LogoutCommand
      • towhee.command.user.UserCommand
      • towhee.command.user.WhoCommand
  • towhee.dag
    • towhee.dag.base_repr
      • towhee.dag.base_repr.BaseRepr
    • towhee.dag.dataframe_repr
      • towhee.dag.dataframe_repr.DataFrameRepr
    • towhee.dag.graph_repr
      • towhee.dag.graph_repr.GraphRepr
    • towhee.dag.operator_repr
      • towhee.dag.operator_repr.OperatorRepr
    • towhee.dag.variable_repr
      • towhee.dag.variable_repr.VariableRepr
  • towhee.data
    • towhee.data.dataset
      • towhee.data.dataset.dataset
        • towhee.data.dataset.dataset.TorchDataSet
        • towhee.data.dataset.dataset.TowheeDataSet
      • towhee.data.dataset.image_datasets
        • towhee.data.dataset.image_datasets.PyTorchImageDataset
  • towhee.dataframe
    • towhee.dataframe.array
      • towhee.dataframe.array.array
        • towhee.dataframe.array.array.Array
      • towhee.dataframe.array.utils
        • towhee.dataframe.array.utils.full
    • towhee.dataframe.dataframe
      • towhee.dataframe.dataframe.DataFrame
      • towhee.dataframe.dataframe.Responses
    • towhee.dataframe.iterators
      • towhee.dataframe.iterators.BatchIterator
      • towhee.dataframe.iterators.DataFrameIterator
      • towhee.dataframe.iterators.MapIterator
      • towhee.dataframe.iterators.WindowIterator
  • towhee.engine
    • towhee.engine.engine
      • towhee.engine.engine.start_engine
    • towhee.engine.execution
      • towhee.engine.execution.base_execution
        • towhee.engine.execution.base_execution.BaseExecution
      • towhee.engine.execution.pandas_execution
        • towhee.engine.execution.pandas_execution.PandasExecution
      • towhee.engine.execution.stateful_execution
        • towhee.engine.execution.stateful_execution.StatefulExecution
      • towhee.engine.execution.vectorized_execution
        • towhee.engine.execution.vectorized_execution.VectorizedExecution
    • towhee.engine.factory
      • towhee.engine.factory.create_op
      • towhee.engine.factory.op
      • towhee.engine.factory.pipeline
    • towhee.engine.graph_context
      • towhee.engine.graph_context.GraphContext
    • towhee.engine.operator_context
      • towhee.engine.operator_context.OpStatus
      • towhee.engine.operator_context.OperatorContext
    • towhee.engine.operator_io
      • towhee.engine.operator_io.create_reader
      • towhee.engine.operator_io.create_writer
      • towhee.engine.operator_io.reader
        • towhee.engine.operator_io.reader.BatchFrameReader
        • towhee.engine.operator_io.reader.BlockMapReaderWithOriginData
        • towhee.engine.operator_io.reader.DataFrameReader
        • towhee.engine.operator_io.reader.ReaderBase
        • towhee.engine.operator_io.reader.TimeWindowReader
      • towhee.engine.operator_io.writer
        • towhee.engine.operator_io.writer.DataFrameWriter
        • towhee.engine.operator_io.writer.DictDataFrameWriter
        • towhee.engine.operator_io.writer.RowDataFrameWriter
    • towhee.engine.operator_loader
      • towhee.engine.operator_loader.OperatorLoader
    • towhee.engine.operator_pool
      • towhee.engine.operator_pool.OperatorPool
    • towhee.engine.operator_registry
      • towhee.engine.operator_registry.OperatorRegistry
    • towhee.engine.operator_runner
      • towhee.engine.operator_runner.create_runner
      • towhee.engine.operator_runner.concat_runner
        • towhee.engine.operator_runner.concat_runner.ConcatRunner
      • towhee.engine.operator_runner.filter_runner
        • towhee.engine.operator_runner.filter_runner.FilterRunner
      • towhee.engine.operator_runner.flatmap_runner
        • towhee.engine.operator_runner.flatmap_runner.FlatMapRunner
      • towhee.engine.operator_runner.generator_runner
        • towhee.engine.operator_runner.generator_runner.GeneratorRunner
      • towhee.engine.operator_runner.map_runner
        • towhee.engine.operator_runner.map_runner.MapRunner
      • towhee.engine.operator_runner.runner_base
        • towhee.engine.operator_runner.runner_base.RunnerBase
        • towhee.engine.operator_runner.runner_base.RunnerStatus
      • towhee.engine.operator_runner.window_runner
        • towhee.engine.operator_runner.window_runner.WindowRunner
    • towhee.engine.pipeline
      • towhee.engine.pipeline.Pipeline
    • towhee.engine.status
      • towhee.engine.status.Status
    • towhee.engine.task_scheduler
      • towhee.engine.task_scheduler.BasicScheduler
      • towhee.engine.task_scheduler.TaskScheduler
    • towhee.engine.thread_pool_task_executor
      • towhee.engine.thread_pool_task_executor.ThreadPoolTaskExecutor
    • towhee.engine.uri
      • towhee.engine.uri.URI
  • towhee.errors
    • towhee.errors.EmptyInputError
    • towhee.errors.GraphError
    • towhee.errors.NoSchedulerError
    • towhee.errors.OpFailedError
    • towhee.errors.OpIOTypeError
    • towhee.errors.OpTypeError
    • towhee.errors.SchedulerTypeError
    • towhee.errors.TowheeError
  • towhee.functional
    • towhee.functional.data_collection
      • towhee.functional.data_collection.DataCollection
      • towhee.functional.data_collection.DataFrame
    • towhee.functional.entity
      • towhee.functional.entity.Entity
      • towhee.functional.entity.EntityView
    • towhee.functional.mixins
      • towhee.functional.mixins.DCMixins
      • towhee.functional.mixins.audio
        • towhee.functional.mixins.audio.AudioMixin
      • towhee.functional.mixins.column
        • towhee.functional.mixins.column.ColumnMixin
      • towhee.functional.mixins.compile
        • towhee.functional.mixins.compile.CompileMixin
        • towhee.functional.mixins.compile.NumbaCompiler
        • towhee.functional.mixins.compile.TowheeCompiler
      • towhee.functional.mixins.computer_vision
        • towhee.functional.mixins.computer_vision.ComputerVisionMixin
      • towhee.functional.mixins.config
        • towhee.functional.mixins.config.ConfigMixin
      • towhee.functional.mixins.dag
        • towhee.functional.mixins.dag.register_dag
        • towhee.functional.mixins.dag.ControlPlane
        • towhee.functional.mixins.dag.DagMixin
      • towhee.functional.mixins.data_processing
        • towhee.functional.mixins.data_processing.DataProcessingMixin
      • towhee.functional.mixins.dataframe
        • towhee.functional.mixins.dataframe.DataFrameMixin
      • towhee.functional.mixins.dataset
        • towhee.functional.mixins.dataset.DatasetMixin
      • towhee.functional.mixins.dispatcher
        • towhee.functional.mixins.dispatcher.DispatcherMixin
      • towhee.functional.mixins.display
        • towhee.functional.mixins.display.calc_df
        • towhee.functional.mixins.display.get_df_on_columns
        • towhee.functional.mixins.display.table_display
        • towhee.functional.mixins.display.to_html_table
        • towhee.functional.mixins.display.to_plain_table
        • towhee.functional.mixins.display.to_printable_table
        • towhee.functional.mixins.display.DisplayMixin
      • towhee.functional.mixins.faiss
        • towhee.functional.mixins.faiss.get_faiss_index
        • towhee.functional.mixins.faiss.FaissMixin
      • towhee.functional.mixins.format_priority
        • towhee.functional.mixins.format_priority.FormatPriorityMixin
      • towhee.functional.mixins.kv_storage
        • towhee.functional.mixins.kv_storage.KVStorageMixin
      • towhee.functional.mixins.list
        • towhee.functional.mixins.list.ListMixin
      • towhee.functional.mixins.metric
        • towhee.functional.mixins.metric.encode_fig_img
        • towhee.functional.mixins.metric.get_scores_dict
        • towhee.functional.mixins.metric.mean_average_precision
        • towhee.functional.mixins.metric.mean_hit_ratio
        • towhee.functional.mixins.metric.Collector
        • towhee.functional.mixins.metric.MetricMixin
      • towhee.functional.mixins.milvus
        • towhee.functional.mixins.milvus.MilvusMixin
      • towhee.functional.mixins.parallel
        • towhee.functional.mixins.parallel.initializer
        • towhee.functional.mixins.parallel.EOS
        • towhee.functional.mixins.parallel.ParallelMixin
      • towhee.functional.mixins.ray
        • towhee.functional.mixins.ray.RayMixin
      • towhee.functional.mixins.safe
        • towhee.functional.mixins.safe.SafeMixin
      • towhee.functional.mixins.serve
        • towhee.functional.mixins.serve.ServeMixin
      • towhee.functional.mixins.state
        • towhee.functional.mixins.state.StateMixin
      • towhee.functional.mixins.stream
        • towhee.functional.mixins.stream.StreamMixin
    • towhee.functional.option
      • towhee.functional.option.Empty
      • towhee.functional.option.Option
      • towhee.functional.option.Some
    • towhee.functional.storages
      • towhee.functional.storages.ChunkedTable
      • towhee.functional.storages.WritableTable
  • towhee.hparam
    • towhee.hparam.hyperparameter
      • towhee.hparam.hyperparameter.all_params
      • towhee.hparam.hyperparameter.auto_param
      • towhee.hparam.hyperparameter.dynamic_dispatch
      • towhee.hparam.hyperparameter.reads
      • towhee.hparam.hyperparameter.safe_numeric
      • towhee.hparam.hyperparameter.set_auto_param_callback
      • towhee.hparam.hyperparameter.writes
      • towhee.hparam.hyperparameter.DynamicDispatch
      • towhee.hparam.hyperparameter.HyperParameter
      • towhee.hparam.hyperparameter.param_scope
  • towhee.hub
    • towhee.hub.builtin
      • towhee.hub.builtin.operators
        • towhee.hub.builtin.operators.computer_vision
          • towhee.hub.builtin.operators.computer_vision.image_blur
          • towhee.hub.builtin.operators.computer_vision.image_convert_color
          • towhee.hub.builtin.operators.computer_vision.image_dump
          • towhee.hub.builtin.operators.computer_vision.image_filter
          • towhee.hub.builtin.operators.computer_vision.image_resize
          • towhee.hub.builtin.operators.computer_vision.save_image
        • towhee.hub.builtin.operators.faiss_search
          • towhee.hub.builtin.operators.faiss_search.faiss_search
        • towhee.hub.builtin.operators.feature_engineer
          • towhee.hub.builtin.operators.feature_engineer.cate_one_hot_encoder
          • towhee.hub.builtin.operators.feature_engineer.num_discretizer
          • towhee.hub.builtin.operators.feature_engineer.standard_scaler
        • towhee.hub.builtin.operators.milvus_search
          • towhee.hub.builtin.operators.milvus_search.milvus_search
        • towhee.hub.builtin.operators.runas_op
          • towhee.hub.builtin.operators.runas_op.runas_op
        • towhee.hub.builtin.operators.sklearn
          • towhee.hub.builtin.operators.sklearn.decision_tree
          • towhee.hub.builtin.operators.sklearn.logistic_regression
          • towhee.hub.builtin.operators.sklearn.random_forest
          • towhee.hub.builtin.operators.sklearn.svc
        • towhee.hub.builtin.operators.tensor_like
          • towhee.hub.builtin.operators.tensor_like.tensor_concat
          • towhee.hub.builtin.operators.tensor_like.tensor_matmul
          • towhee.hub.builtin.operators.tensor_like.tensor_normalize
          • towhee.hub.builtin.operators.tensor_like.tensor_random
          • towhee.hub.builtin.operators.tensor_like.tensor_reshape
          • towhee.hub.builtin.operators.tensor_like.tensor_split
          • towhee.hub.builtin.operators.tensor_like.tensor_stack
          • towhee.hub.builtin.operators.tensor_like.tensor_unstack
      • towhee.hub.builtin.pipelines
    • towhee.hub.file_manager
    • towhee.hub.operator_manager
      • towhee.hub.operator_manager.OperatorManager
    • towhee.hub.pipeline_manager
      • towhee.hub.pipeline_manager.PipelineManager
    • towhee.hub.preclude
    • towhee.hub.repo_manager
      • towhee.hub.repo_manager.RepoManager
  • towhee.models
    • towhee.models.acar_net
      • towhee.models.acar_net.backbone
      • towhee.models.acar_net.head
      • towhee.models.acar_net.model
        • towhee.models.acar_net.model.AcarNet
      • towhee.models.acar_net.neck
      • towhee.models.acar_net.utils
        • towhee.models.acar_net.utils.get_bbox_after_aug
    • towhee.models.action_clip
      • towhee.models.action_clip.action_clip
        • towhee.models.action_clip.action_clip.create_model
        • towhee.models.action_clip.action_clip.ActionClip
      • towhee.models.action_clip.action_clip_utils
        • towhee.models.action_clip.action_clip_utils.get_configs
        • towhee.models.action_clip.action_clip_utils.get_similarity
        • towhee.models.action_clip.action_clip_utils.map_state_dict
      • towhee.models.action_clip.text_prompt
      • towhee.models.action_clip.visual_prompt
        • towhee.models.action_clip.visual_prompt.LayerNorm
        • towhee.models.action_clip.visual_prompt.QuickGELU
        • towhee.models.action_clip.visual_prompt.ResidualAttentionBlock
        • towhee.models.action_clip.visual_prompt.TAggregate
        • towhee.models.action_clip.visual_prompt.TemporalTransformer
        • towhee.models.action_clip.visual_prompt.VisualPrompt
    • towhee.models.allinone
      • towhee.models.allinone.allinone
        • towhee.models.allinone.allinone.VCOPHeader
    • towhee.models.clip
      • towhee.models.clip.auxilary
        • towhee.models.clip.auxilary.multi_head_attention_forward
        • towhee.models.clip.auxilary.MultiheadAttention
      • towhee.models.clip.clip
        • towhee.models.clip.clip.create_model
        • towhee.models.clip.clip.AttentionPool2d
        • towhee.models.clip.clip.Bottleneck
        • towhee.models.clip.clip.CLIP
        • towhee.models.clip.clip.LayerNorm
        • towhee.models.clip.clip.ModifiedResNet
        • towhee.models.clip.clip.QuickGELU
        • towhee.models.clip.clip.ResidualAttentionBlock
        • towhee.models.clip.clip.Transformer
        • towhee.models.clip.clip.VisionTransformer
      • towhee.models.clip.clip_utils
        • towhee.models.clip.clip_utils.base_configs
        • towhee.models.clip.clip_utils.convert_weights
        • towhee.models.clip.clip_utils.get_configs
        • towhee.models.clip.clip_utils.patch_device
        • towhee.models.clip.clip_utils.patch_float
        • towhee.models.clip.clip_utils.tokenize
      • towhee.models.clip.simple_tokenizer
        • towhee.models.clip.simple_tokenizer.basic_clean
        • towhee.models.clip.simple_tokenizer.bytes_to_unicode
        • towhee.models.clip.simple_tokenizer.default_bpe
        • towhee.models.clip.simple_tokenizer.get_pairs
        • towhee.models.clip.simple_tokenizer.whitespace_clean
        • towhee.models.clip.simple_tokenizer.SimpleTokenizer
    • towhee.models.clip4clip
      • towhee.models.clip4clip.clip4clip
        • towhee.models.clip4clip.clip4clip.create_model
        • towhee.models.clip4clip.clip4clip.CLIP4Clip
        • towhee.models.clip4clip.clip4clip.CLIP4ClipPreTrainedModel
      • towhee.models.clip4clip.until_module
        • towhee.models.clip4clip.until_module.CrossEn
        • towhee.models.clip4clip.until_module.LayerNorm
        • towhee.models.clip4clip.until_module.PreTrainedModel
      • towhee.models.clip4clip.utils
        • towhee.models.clip4clip.utils.convert_tokens_to_id
        • towhee.models.clip4clip.utils.tokenize
    • towhee.models.coca
      • towhee.models.coca.coca
        • towhee.models.coca.coca.CoCa
        • towhee.models.coca.coca.ParallelTransformerBlock
    • towhee.models.coformer
      • towhee.models.coformer.backbone
        • towhee.models.coformer.backbone.build_backbone
        • towhee.models.coformer.backbone.Backbone
        • towhee.models.coformer.backbone.BackboneBase
        • towhee.models.coformer.backbone.Joiner
      • towhee.models.coformer.coformer
        • towhee.models.coformer.coformer.create_model
        • towhee.models.coformer.coformer.CoFormer
      • towhee.models.coformer.config
      • towhee.models.coformer.transformer
        • towhee.models.coformer.transformer.build_transformer
        • towhee.models.coformer.transformer.Transformer
        • towhee.models.coformer.transformer.TransformerDecoder
        • towhee.models.coformer.transformer.TransformerDecoderLayer
        • towhee.models.coformer.transformer.TransformerEncoder
        • towhee.models.coformer.transformer.TransformerEncoderLayer
      • towhee.models.coformer.utils
        • towhee.models.coformer.utils.get_rank
        • towhee.models.coformer.utils.is_dist_avail_and_initialized
        • towhee.models.coformer.utils.is_main_process
        • towhee.models.coformer.utils.nested_tensor_from_tensor_list
        • towhee.models.coformer.utils.NestedTensor
    • towhee.models.collaborative_experts
      • towhee.models.collaborative_experts.collaborative_experts
        • towhee.models.collaborative_experts.collaborative_experts.create_model
        • towhee.models.collaborative_experts.collaborative_experts.drop_nans
        • towhee.models.collaborative_experts.collaborative_experts.kronecker_prod
        • towhee.models.collaborative_experts.collaborative_experts.sharded_cross_view_inner_product
        • towhee.models.collaborative_experts.collaborative_experts.sharded_single_view_inner_product
        • towhee.models.collaborative_experts.collaborative_experts.CEModule
        • towhee.models.collaborative_experts.collaborative_experts.CENet
        • towhee.models.collaborative_experts.collaborative_experts.ContextGating
        • towhee.models.collaborative_experts.collaborative_experts.ContextGatingReasoning
        • towhee.models.collaborative_experts.collaborative_experts.G_reason
        • towhee.models.collaborative_experts.collaborative_experts.GatedEmbeddingUnit
        • towhee.models.collaborative_experts.collaborative_experts.GatedEmbeddingUnitReasoning
        • towhee.models.collaborative_experts.collaborative_experts.MimicCEGatedEmbeddingUnit
        • towhee.models.collaborative_experts.collaborative_experts.Mish
        • towhee.models.collaborative_experts.collaborative_experts.ReduceDim
        • towhee.models.collaborative_experts.collaborative_experts.RelationModuleMultiScale
        • towhee.models.collaborative_experts.collaborative_experts.RelationModuleMultiScale_Cat
        • towhee.models.collaborative_experts.collaborative_experts.SpatialMLP
        • towhee.models.collaborative_experts.collaborative_experts.TemporalAttention
      • towhee.models.collaborative_experts.net_vlad
        • towhee.models.collaborative_experts.net_vlad.NetVLAD
      • towhee.models.collaborative_experts.util
        • towhee.models.collaborative_experts.util.expert_tensor_storage
    • towhee.models.convnext
      • towhee.models.convnext.configs
        • towhee.models.convnext.configs.get_configs
      • towhee.models.convnext.convnext
        • towhee.models.convnext.convnext.create_model
        • towhee.models.convnext.convnext.ConvNeXt
      • towhee.models.convnext.utils
        • towhee.models.convnext.utils.Block
        • towhee.models.convnext.utils.LayerNorm
    • towhee.models.cvnet
      • towhee.models.cvnet.cvnet
        • towhee.models.cvnet.cvnet.create_model
        • towhee.models.cvnet.cvnet.CVNet
      • towhee.models.cvnet.cvnet_block
        • towhee.models.cvnet.cvnet_block.CVLearner
        • towhee.models.cvnet.cvnet_block.Correlation
      • towhee.models.cvnet.cvnet_utils
        • towhee.models.cvnet.cvnet_utils.extract_feat_res_pycls
        • towhee.models.cvnet.cvnet_utils.get_configs
        • towhee.models.cvnet.cvnet_utils.Geometry
      • towhee.models.cvnet.resnet
        • towhee.models.cvnet.resnet.get_trans_fun
        • towhee.models.cvnet.resnet.BasicTransform
        • towhee.models.cvnet.resnet.BottleneckTransform
        • towhee.models.cvnet.resnet.GeneralizedMeanPooling
        • towhee.models.cvnet.resnet.GeneralizedMeanPoolingP
        • towhee.models.cvnet.resnet.GlobalHead
        • towhee.models.cvnet.resnet.ResBlock
        • towhee.models.cvnet.resnet.ResNet
        • towhee.models.cvnet.resnet.ResStage
        • towhee.models.cvnet.resnet.ResStemIN
    • towhee.models.drl
      • towhee.models.drl.drl
        • towhee.models.drl.drl.create_model
        • towhee.models.drl.drl.DRL
      • towhee.models.drl.module_cross
        • towhee.models.drl.module_cross.CrossEmbeddings
        • towhee.models.drl.module_cross.CrossModel
        • towhee.models.drl.module_cross.CrossPooler
        • towhee.models.drl.module_cross.QuickGELU
        • towhee.models.drl.module_cross.ResidualAttentionBlock
        • towhee.models.drl.module_cross.Transformer
      • towhee.models.drl.until_module
        • towhee.models.drl.until_module.convert_weights
        • towhee.models.drl.until_module.gelu
        • towhee.models.drl.until_module.swish
        • towhee.models.drl.until_module.AllGather
        • towhee.models.drl.until_module.AllGather2
        • towhee.models.drl.until_module.CrossEn
        • towhee.models.drl.until_module.LayerNorm
    • towhee.models.embedding
      • towhee.models.embedding.embedding_extractor
        • towhee.models.embedding.embedding_extractor.EmbeddingExtractor
        • towhee.models.embedding.embedding_extractor.EmbeddingOutput
    • towhee.models.hornet
      • towhee.models.hornet.hornet
        • towhee.models.hornet.hornet.HorNet
      • towhee.models.hornet.utils
        • towhee.models.hornet.utils.Block
        • towhee.models.hornet.utils.GatedConv
        • towhee.models.hornet.utils.GlobalLocalFilter
    • towhee.models.isc
      • towhee.models.isc.isc
        • towhee.models.isc.isc.create_model
        • towhee.models.isc.isc.ISCNet
    • towhee.models.layers
      • towhee.models.layers.activations
        • towhee.models.layers.activations.gelu
        • towhee.models.layers.activations.hardmish
          • towhee.models.layers.activations.hardmish.hard_mish
          • towhee.models.layers.activations.hardmish.HardMish
        • towhee.models.layers.activations.hardsigmoid
          • towhee.models.layers.activations.hardsigmoid.hard_sigmoid
          • towhee.models.layers.activations.hardsigmoid.HardSigmoid
        • towhee.models.layers.activations.hardswish
          • towhee.models.layers.activations.hardswish.hard_swish
          • towhee.models.layers.activations.hardswish.HardSwish
        • towhee.models.layers.activations.mish
        • towhee.models.layers.activations.prelu
          • towhee.models.layers.activations.prelu.PReLU
        • towhee.models.layers.activations.sigmoid
        • towhee.models.layers.activations.swiglu
          • towhee.models.layers.activations.swiglu.SwiGLU
        • towhee.models.layers.activations.swish
        • towhee.models.layers.activations.tanh
      • towhee.models.layers.aspp
        • towhee.models.layers.aspp.ASPP
      • towhee.models.layers.attention
        • towhee.models.layers.attention.Attention
        • towhee.models.layers.attention.MultiHeadAttention
      • towhee.models.layers.cond_conv2d
        • towhee.models.layers.cond_conv2d.get_condconv_initializer
        • towhee.models.layers.cond_conv2d.CondConv2d
      • towhee.models.layers.conv2d_same
        • towhee.models.layers.conv2d_same.conv2d_same
        • towhee.models.layers.conv2d_same.Conv2dSame
      • towhee.models.layers.conv2d_separable
        • towhee.models.layers.conv2d_separable.SeparableConv2d
      • towhee.models.layers.conv4d
        • towhee.models.layers.conv4d.CenterPivotConv4d
      • towhee.models.layers.conv_bn_activation
        • towhee.models.layers.conv_bn_activation.Conv2dBNActivation
        • towhee.models.layers.conv_bn_activation.Conv3DBNActivation
      • towhee.models.layers.convmlp
        • towhee.models.layers.convmlp.ConvMlp
      • towhee.models.layers.cross_attention
        • towhee.models.layers.cross_attention.apply_rotary_pos_emb
        • towhee.models.layers.cross_attention.rotate_half
        • towhee.models.layers.cross_attention.CrossAttention
        • towhee.models.layers.cross_attention.LayerNorm
        • towhee.models.layers.cross_attention.Residual
        • towhee.models.layers.cross_attention.RotaryEmbedding
      • towhee.models.layers.dropblock2d
        • towhee.models.layers.dropblock2d.drop_block_2d
        • towhee.models.layers.dropblock2d.drop_block_fast_2d
        • towhee.models.layers.dropblock2d.DropBlock2d
      • towhee.models.layers.droppath
        • towhee.models.layers.droppath.drop_path
        • towhee.models.layers.droppath.DropPath
      • towhee.models.layers.ffn
        • towhee.models.layers.ffn.FFNBlock
      • towhee.models.layers.gatedmlp
        • towhee.models.layers.gatedmlp.GatedMlp
      • towhee.models.layers.layers_with_relprop
        • towhee.models.layers.layers_with_relprop.backward_hook
        • towhee.models.layers.layers_with_relprop.forward_hook
        • towhee.models.layers.layers_with_relprop.safe_divide
        • towhee.models.layers.layers_with_relprop.AdaptiveAvgPool2d
        • towhee.models.layers.layers_with_relprop.Add
        • towhee.models.layers.layers_with_relprop.AddEye
        • towhee.models.layers.layers_with_relprop.AvgPool2d
        • towhee.models.layers.layers_with_relprop.BatchNorm2d
        • towhee.models.layers.layers_with_relprop.Cat
        • towhee.models.layers.layers_with_relprop.Clone
        • towhee.models.layers.layers_with_relprop.Conv2d
        • towhee.models.layers.layers_with_relprop.Conv3d
        • towhee.models.layers.layers_with_relprop.Dropout
        • towhee.models.layers.layers_with_relprop.Einsum
        • towhee.models.layers.layers_with_relprop.GELU
        • towhee.models.layers.layers_with_relprop.IndexSelect
        • towhee.models.layers.layers_with_relprop.LayerNorm
        • towhee.models.layers.layers_with_relprop.Linear
        • towhee.models.layers.layers_with_relprop.MaxPool2d
        • towhee.models.layers.layers_with_relprop.MaxPool3d
        • towhee.models.layers.layers_with_relprop.ReLU
        • towhee.models.layers.layers_with_relprop.RelProp
        • towhee.models.layers.layers_with_relprop.RelPropSimple
        • towhee.models.layers.layers_with_relprop.Sequential
        • towhee.models.layers.layers_with_relprop.Sigmoid
        • towhee.models.layers.layers_with_relprop.Softmax
      • towhee.models.layers.mixed_conv2d
        • towhee.models.layers.mixed_conv2d.MixedConv2d
      • towhee.models.layers.mlp
        • towhee.models.layers.mlp.Mlp
      • towhee.models.layers.multi_scale_attention
        • towhee.models.layers.multi_scale_attention.MultiScaleAttention
      • towhee.models.layers.multi_scale_transformer_block
        • towhee.models.layers.multi_scale_transformer_block.MultiScaleBlock
      • towhee.models.layers.netvlad
        • towhee.models.layers.netvlad.EmbedNet
        • towhee.models.layers.netvlad.NetVLAD
      • towhee.models.layers.non_local
        • towhee.models.layers.non_local.make_non_local
        • towhee.models.layers.non_local.NL3DWrapper
        • towhee.models.layers.non_local.NONLocalBlock1D
        • towhee.models.layers.non_local.NONLocalBlock2D
        • towhee.models.layers.non_local.NONLocalBlock3D
      • towhee.models.layers.padding_functions
        • towhee.models.layers.padding_functions.get_padding
        • towhee.models.layers.padding_functions.get_padding_value
        • towhee.models.layers.padding_functions.get_same_padding
        • towhee.models.layers.padding_functions.is_static_pad
        • towhee.models.layers.padding_functions.pad_same
        • towhee.models.layers.padding_functions.same_padding
      • towhee.models.layers.patch_embed2d
        • towhee.models.layers.patch_embed2d.PatchEmbed2D
      • towhee.models.layers.patch_embed3d
        • towhee.models.layers.patch_embed3d.PatchEmbed3D
      • towhee.models.layers.patch_merging
        • towhee.models.layers.patch_merging.PatchMerging
      • towhee.models.layers.patch_merging3d
        • towhee.models.layers.patch_merging3d.PatchMerging
        • towhee.models.layers.patch_merging3d.PatchMerging3D
      • towhee.models.layers.pool_attention
        • towhee.models.layers.pool_attention.AttentionPool
      • towhee.models.layers.position_encoding
        • towhee.models.layers.position_encoding.build_position_encoding
        • towhee.models.layers.position_encoding.PositionEmbedding
        • towhee.models.layers.position_encoding.PositionEmbeddingLearned
      • towhee.models.layers.relative_self_attention
        • towhee.models.layers.relative_self_attention.RelativeSelfAttention
      • towhee.models.layers.resnet_basic_3d_module
        • towhee.models.layers.resnet_basic_3d_module.ResNetBasic3DModule
      • towhee.models.layers.sam
        • towhee.models.layers.sam.SAM
      • towhee.models.layers.sequence_pool
        • towhee.models.layers.sequence_pool.SequencePool
      • towhee.models.layers.spatial_temporal_cls_positional_encoding
        • towhee.models.layers.spatial_temporal_cls_positional_encoding.SpatialTemporalClsPositionalEncoding
      • towhee.models.layers.spp
        • towhee.models.layers.spp.SPP
      • towhee.models.layers.swin_transformer_block3d
        • towhee.models.layers.swin_transformer_block3d.SwinTransformerBlock3D
      • towhee.models.layers.temporal_cg_avgpool3d
        • towhee.models.layers.temporal_cg_avgpool3d.TemporalCGAvgPool3D
      • towhee.models.layers.tf_avgpool3d
        • towhee.models.layers.tf_avgpool3d.TfAvgPool3D
      • towhee.models.layers.time2vec
        • towhee.models.layers.time2vec.Time2Vec
      • towhee.models.layers.transformer_encoder
        • towhee.models.layers.transformer_encoder.TransformerEncoder
      • towhee.models.layers.vision_transformer_basic_head
        • towhee.models.layers.vision_transformer_basic_head.VisionTransformerBasicHead
      • towhee.models.layers.window_attention
        • towhee.models.layers.window_attention.WindowAttention
      • towhee.models.layers.window_attention3d
        • towhee.models.layers.window_attention3d.WindowAttention3D
    • towhee.models.lightning_dot
      • towhee.models.lightning_dot.bi_encoder
        • towhee.models.lightning_dot.bi_encoder.BiEncoder
    • towhee.models.loss
      • towhee.models.loss.focal_loss
        • towhee.models.loss.focal_loss.FocalLoss
    • towhee.models.mcprop
      • towhee.models.mcprop.depthaggregator
        • towhee.models.mcprop.depthaggregator.DepthAggregator
      • towhee.models.mcprop.featurefusion
        • towhee.models.mcprop.featurefusion.FeatureFusion
      • towhee.models.mcprop.imageextractor
        • towhee.models.mcprop.imageextractor.ImageExtractor
      • towhee.models.mcprop.textextractor
        • towhee.models.mcprop.textextractor.TextExtractor
      • towhee.models.mcprop.transformerpooling
        • towhee.models.mcprop.transformerpooling.TransformerPooling
    • towhee.models.mdmmt
      • towhee.models.mdmmt.bert_mmt
        • towhee.models.mdmmt.bert_mmt.BertAttention
        • towhee.models.mdmmt.bert_mmt.BertEmbeddings
        • towhee.models.mdmmt.bert_mmt.BertEncoder
        • towhee.models.mdmmt.bert_mmt.BertIntermediate
        • towhee.models.mdmmt.bert_mmt.BertLayer
        • towhee.models.mdmmt.bert_mmt.BertMMT
        • towhee.models.mdmmt.bert_mmt.BertOutput
        • towhee.models.mdmmt.bert_mmt.BertPooler
        • towhee.models.mdmmt.bert_mmt.BertSelfAttention
        • towhee.models.mdmmt.bert_mmt.BertSelfOutput
      • towhee.models.mdmmt.mmt
        • towhee.models.mdmmt.mmt.get_maxp
        • towhee.models.mdmmt.mmt.pad
        • towhee.models.mdmmt.mmt.ContextGating
        • towhee.models.mdmmt.mmt.GatedEmbeddingUnit
        • towhee.models.mdmmt.mmt.MMTTXT
        • towhee.models.mdmmt.mmt.MMTVID
        • towhee.models.mdmmt.mmt.ReduceDim
    • towhee.models.movinet
      • towhee.models.movinet.config
        • towhee.models.movinet.config.fill_conv
        • towhee.models.movinet.config.fill_se_config
      • towhee.models.movinet.movinet
        • towhee.models.movinet.movinet.create_model
        • towhee.models.movinet.movinet.MoViNet
      • towhee.models.movinet.movinet_block
        • towhee.models.movinet.movinet_block.BasicBneck
        • towhee.models.movinet.movinet_block.ConvBlock3D
        • towhee.models.movinet.movinet_block.SqueezeExcitation
    • towhee.models.mpvit
      • towhee.models.mpvit.mpvit
        • towhee.models.mpvit.mpvit.create_model
        • towhee.models.mpvit.mpvit.dpr_generator
        • towhee.models.mpvit.mpvit.mpvit_base
        • towhee.models.mpvit.mpvit.mpvit_small
        • towhee.models.mpvit.mpvit.mpvit_tiny
        • towhee.models.mpvit.mpvit.mpvit_xsmall
        • towhee.models.mpvit.mpvit.ClsHead
        • towhee.models.mpvit.mpvit.Conv2dBN
        • towhee.models.mpvit.mpvit.ConvPosEnc
        • towhee.models.mpvit.mpvit.ConvRelPosEnc
        • towhee.models.mpvit.mpvit.DWCPatchEmbed
        • towhee.models.mpvit.mpvit.DWConv2dBN
        • towhee.models.mpvit.mpvit.FactorAttConvRelPosEnc
        • towhee.models.mpvit.mpvit.MHCABlock
        • towhee.models.mpvit.mpvit.MHCAEncoder
        • towhee.models.mpvit.mpvit.MHCAStage
        • towhee.models.mpvit.mpvit.MPViT
        • towhee.models.mpvit.mpvit.Mlp
        • towhee.models.mpvit.mpvit.PatchEmbedStage
        • towhee.models.mpvit.mpvit.ResBlock
    • towhee.models.multiscale_vision_transformers
      • towhee.models.multiscale_vision_transformers.create_mvit
        • towhee.models.multiscale_vision_transformers.create_mvit.create_mvit_model
      • towhee.models.multiscale_vision_transformers.mvit
        • towhee.models.multiscale_vision_transformers.mvit.align_scale
        • towhee.models.multiscale_vision_transformers.mvit.compute_rollout_attention
        • towhee.models.multiscale_vision_transformers.mvit.drop_path_func
        • towhee.models.multiscale_vision_transformers.mvit.find_most_h_w
        • towhee.models.multiscale_vision_transformers.mvit.resize_last_dim_to_most
        • towhee.models.multiscale_vision_transformers.mvit.round_width
        • towhee.models.multiscale_vision_transformers.mvit.AttentionPool
        • towhee.models.multiscale_vision_transformers.mvit.DropPath
        • towhee.models.multiscale_vision_transformers.mvit.MViT
        • towhee.models.multiscale_vision_transformers.mvit.Mlp
        • towhee.models.multiscale_vision_transformers.mvit.MultiScaleAttention
        • towhee.models.multiscale_vision_transformers.mvit.MultiScaleBlock
        • towhee.models.multiscale_vision_transformers.mvit.PatchEmbed
        • towhee.models.multiscale_vision_transformers.mvit.Permute
        • towhee.models.multiscale_vision_transformers.mvit.TransformerBasicHead
    • towhee.models.nnfp
      • towhee.models.nnfp.nnfp
        • towhee.models.nnfp.nnfp.DivEncoder
        • towhee.models.nnfp.nnfp.FrontConv
        • towhee.models.nnfp.nnfp.NNFp
    • towhee.models.omnivore
      • towhee.models.omnivore.omnivore
        • towhee.models.omnivore.omnivore.create_model
        • towhee.models.omnivore.omnivore.get_all_heads
        • towhee.models.omnivore.omnivore.get_imagenet_head
        • towhee.models.omnivore.omnivore.get_kinetics_head
        • towhee.models.omnivore.omnivore.get_sunrgbd_head
        • towhee.models.omnivore.omnivore.omnivore_swinb
        • towhee.models.omnivore.omnivore.omnivore_swinb_epic
        • towhee.models.omnivore.omnivore.omnivore_swinb_imagenet21k
        • towhee.models.omnivore.omnivore.omnivore_swinl_imagenet21k
        • towhee.models.omnivore.omnivore.omnivore_swinl_kinetics600
        • towhee.models.omnivore.omnivore.omnivore_swins
        • towhee.models.omnivore.omnivore.omnivore_swint
        • towhee.models.omnivore.omnivore.OmnivoreModel
    • towhee.models.perceiver
      • towhee.models.perceiver.create_cross_attention
        • towhee.models.perceiver.create_cross_attention.cross_attention_layer
      • towhee.models.perceiver.create_self_attention
        • towhee.models.perceiver.create_self_attention.create_self_attention
      • towhee.models.perceiver.create_self_attention_block
        • towhee.models.perceiver.create_self_attention_block.create_self_attention_block
      • towhee.models.perceiver.cross_attention
        • towhee.models.perceiver.cross_attention.CrossAttention
      • towhee.models.perceiver.mlp
        • towhee.models.perceiver.mlp.mlp
      • towhee.models.perceiver.multi_head_attention
        • towhee.models.perceiver.multi_head_attention.MultiHeadAttention
      • towhee.models.perceiver.residual
        • towhee.models.perceiver.residual.Residual
      • towhee.models.perceiver.self_attention
        • towhee.models.perceiver.self_attention.SelfAttention
      • towhee.models.perceiver.sequential
        • towhee.models.perceiver.sequential.Sequential
    • towhee.models.repmlp
      • towhee.models.repmlp.blocks
        • towhee.models.repmlp.blocks.GlobalPerceptron
        • towhee.models.repmlp.blocks.RepMLPBlock
      • towhee.models.repmlp.configs
        • towhee.models.repmlp.configs.get_configs
      • towhee.models.repmlp.repmlp
        • towhee.models.repmlp.repmlp.create_model
        • towhee.models.repmlp.repmlp.RepMLPNet
        • towhee.models.repmlp.repmlp.RepMLPNetUnit
    • towhee.models.retina_face
      • towhee.models.retina_face.configs
        • towhee.models.retina_face.configs.build_configs
      • towhee.models.retina_face.heads
        • towhee.models.retina_face.heads.BboxHead
        • towhee.models.retina_face.heads.ClassHead
        • towhee.models.retina_face.heads.LandmarkHead
      • towhee.models.retina_face.mobilenet_v1
        • towhee.models.retina_face.mobilenet_v1.MobileNetV1
      • towhee.models.retina_face.prior_box
        • towhee.models.retina_face.prior_box.PriorBox
      • towhee.models.retina_face.retinaface
        • towhee.models.retina_face.retinaface.RetinaFace
      • towhee.models.retina_face.retinaface_fpn
        • towhee.models.retina_face.retinaface_fpn.RetinaFaceFPN
      • towhee.models.retina_face.ssh
        • towhee.models.retina_face.ssh.SSH
      • towhee.models.retina_face.utils
        • towhee.models.retina_face.utils.conv_bn
        • towhee.models.retina_face.utils.conv_bn1x1
        • towhee.models.retina_face.utils.conv_bn_no_relu
        • towhee.models.retina_face.utils.conv_dw
        • towhee.models.retina_face.utils.decode
        • towhee.models.retina_face.utils.decode_landm
        • towhee.models.retina_face.utils.IntermediateLayerGetter
    • towhee.models.svt
      • towhee.models.svt.svt
        • towhee.models.svt.svt.create_model
      • towhee.models.svt.svt_utils
        • towhee.models.svt.svt_utils.get_configs
    • towhee.models.swin_transformer
      • towhee.models.swin_transformer.basic_layer
        • towhee.models.swin_transformer.basic_layer.BasicLayer
      • towhee.models.swin_transformer.configs
        • towhee.models.swin_transformer.configs.build_configs
      • towhee.models.swin_transformer.model
        • towhee.models.swin_transformer.model.SwinTransformer
      • towhee.models.swin_transformer.swin_transformer_block
        • towhee.models.swin_transformer.swin_transformer_block.SwinTransformerBlock
    • towhee.models.timesformer
      • towhee.models.timesformer.timesformer
        • towhee.models.timesformer.timesformer.create_model
        • towhee.models.timesformer.timesformer.TimeSformer
      • towhee.models.timesformer.timesformer_block
        • towhee.models.timesformer.timesformer_block.Block
      • towhee.models.timesformer.timesformer_utils
        • towhee.models.timesformer.timesformer_utils.get_configs
        • towhee.models.timesformer.timesformer_utils.load_pretrained
        • towhee.models.timesformer.timesformer_utils.map_state_dict
    • towhee.models.transrac
      • towhee.models.transrac.transrac
        • towhee.models.transrac.transrac.TransRAC
      • towhee.models.transrac.utils
        • towhee.models.transrac.utils.DenseMap
        • towhee.models.transrac.utils.SimilarityMatrix
    • towhee.models.tsm
      • towhee.models.tsm.config
      • towhee.models.tsm.mobilenet_v2
        • towhee.models.tsm.mobilenet_v2.conv_1x1_bn
        • towhee.models.tsm.mobilenet_v2.conv_bn
        • towhee.models.tsm.mobilenet_v2.make_divisible
        • towhee.models.tsm.mobilenet_v2.mobilenet_v2
        • towhee.models.tsm.mobilenet_v2.InvertedResidual
        • towhee.models.tsm.mobilenet_v2.MobileNetV2
      • towhee.models.tsm.temporal_shift
        • towhee.models.tsm.temporal_shift.make_temporal_pool
        • towhee.models.tsm.temporal_shift.make_temporal_shift
        • towhee.models.tsm.temporal_shift.InplaceShift
        • towhee.models.tsm.temporal_shift.TemporalPool
        • towhee.models.tsm.temporal_shift.TemporalShift
      • towhee.models.tsm.tsm
        • towhee.models.tsm.tsm.create_model
        • towhee.models.tsm.tsm.TSN
    • towhee.models.uniformer
      • towhee.models.uniformer.config
      • towhee.models.uniformer.uniformer
        • towhee.models.uniformer.uniformer.bn_3d
        • towhee.models.uniformer.uniformer.conv_1x1x1
        • towhee.models.uniformer.uniformer.conv_1xnxn
        • towhee.models.uniformer.uniformer.conv_3x3x3
        • towhee.models.uniformer.uniformer.conv_3xnxn
        • towhee.models.uniformer.uniformer.conv_3xnxn_std
        • towhee.models.uniformer.uniformer.conv_5x5x5
        • towhee.models.uniformer.uniformer.create_model
        • towhee.models.uniformer.uniformer.CBlock
        • towhee.models.uniformer.uniformer.CMlp
        • towhee.models.uniformer.uniformer.PatchEmbed
        • towhee.models.uniformer.uniformer.SABlock
        • towhee.models.uniformer.uniformer.SpeicalPatchEmbed
        • towhee.models.uniformer.uniformer.SplitSABlock
        • towhee.models.uniformer.uniformer.Uniformer
    • towhee.models.utils
      • towhee.models.utils.basic_ops
        • towhee.models.utils.basic_ops.ConsensusModule
        • towhee.models.utils.basic_ops.SegmentConsensus
      • towhee.models.utils.causal_module
        • towhee.models.utils.causal_module.CausalModule
      • towhee.models.utils.create_act
        • towhee.models.utils.create_act.create_act_layer
        • towhee.models.utils.create_act.get_act_fn
        • towhee.models.utils.create_act.get_act_layer
      • towhee.models.utils.create_conv2d
        • towhee.models.utils.create_conv2d.create_conv2d
      • towhee.models.utils.create_conv2d_pad
        • towhee.models.utils.create_conv2d_pad.create_conv2d_pad
      • towhee.models.utils.create_resnet_basic_3d_module
        • towhee.models.utils.create_resnet_basic_3d_module.create_resnet_basic_3d_module
      • towhee.models.utils.fuse_bn
        • towhee.models.utils.fuse_bn.fuse_bn
      • towhee.models.utils.gelu_ignore_parameters
        • towhee.models.utils.gelu_ignore_parameters.gelu_ignore_parameters
      • towhee.models.utils.general_utils
        • towhee.models.utils.general_utils.make_divisible
        • towhee.models.utils.general_utils.to_1tuple
        • towhee.models.utils.general_utils.to_2tuple
        • towhee.models.utils.general_utils.to_3tuple
        • towhee.models.utils.general_utils.to_4tuple
        • towhee.models.utils.general_utils.to_ntuple
      • towhee.models.utils.get_relative_position_index
        • towhee.models.utils.get_relative_position_index.get_relative_position_index
      • towhee.models.utils.get_window_size
        • towhee.models.utils.get_window_size.get_window_size
      • towhee.models.utils.init_vit_weights
        • towhee.models.utils.init_vit_weights.init_vit_weights
      • towhee.models.utils.pretrained_utils
        • towhee.models.utils.pretrained_utils.load_pretrained_weights
      • towhee.models.utils.round_width
        • towhee.models.utils.round_width.round_width
      • towhee.models.utils.video_transforms
        • towhee.models.utils.video_transforms.get_configs
        • towhee.models.utils.video_transforms.transform_video
        • towhee.models.utils.video_transforms.CenterCropVideo
        • towhee.models.utils.video_transforms.NormalizeVideo
        • towhee.models.utils.video_transforms.PackPathway
        • towhee.models.utils.video_transforms.VideoTransforms
      • towhee.models.utils.weight_init
        • towhee.models.utils.weight_init.lecun_normal_
        • towhee.models.utils.weight_init.trunc_normal_
        • towhee.models.utils.weight_init.variance_scaling_
      • towhee.models.utils.window_partition
        • towhee.models.utils.window_partition.window_partition
      • towhee.models.utils.window_partition3d
        • towhee.models.utils.window_partition3d.window_partition
      • towhee.models.utils.window_reverse
        • towhee.models.utils.window_reverse.window_reverse
      • towhee.models.utils.window_reverse3d
        • towhee.models.utils.window_reverse3d.window_reverse
    • towhee.models.vggish
      • towhee.models.vggish.torch_vggish
        • towhee.models.vggish.torch_vggish.VGG
    • towhee.models.video_swin_transformer
      • towhee.models.video_swin_transformer.compute_mask
      • towhee.models.video_swin_transformer.get_configs
        • towhee.models.video_swin_transformer.get_configs.configs
      • towhee.models.video_swin_transformer.video_swin_transformer
        • towhee.models.video_swin_transformer.video_swin_transformer.create_model
        • towhee.models.video_swin_transformer.video_swin_transformer.VideoSwinTransformer
      • towhee.models.video_swin_transformer.video_swin_transformer_block
        • towhee.models.video_swin_transformer.video_swin_transformer_block.VideoSwinTransformerBlock
    • towhee.models.violet
      • towhee.models.violet.violet
        • towhee.models.violet.violet.EncImg
        • towhee.models.violet.violet.EncTxt
        • towhee.models.violet.violet.VioletBase
    • towhee.models.visualization
      • towhee.models.visualization.clip_visualization
        • towhee.models.visualization.clip_visualization.get_clip_relevance
        • towhee.models.visualization.clip_visualization.show_attention_for_clip
        • towhee.models.visualization.clip_visualization.show_heatmap_on_text
        • towhee.models.visualization.clip_visualization.show_image_relevance
      • towhee.models.visualization.embedding_visualization
        • towhee.models.visualization.embedding_visualization.show_embeddings
      • towhee.models.visualization.transformer_visualization
        • towhee.models.visualization.transformer_visualization.generate_attention
        • towhee.models.visualization.transformer_visualization.show_image_heatmap
        • towhee.models.visualization.transformer_visualization.LRP
    • towhee.models.vit
      • towhee.models.vit.vit
        • towhee.models.vit.vit.compute_rollout_attention
        • towhee.models.vit.vit.create_model
        • towhee.models.vit.vit.VitModel
      • towhee.models.vit.vit_block
        • towhee.models.vit.vit_block.Block
      • towhee.models.vit.vit_utils
        • towhee.models.vit.vit_utils.base_configs
        • towhee.models.vit.vit_utils.get_configs
  • towhee.operator
    • towhee.operator.base
      • towhee.operator.base.NNOperator
      • towhee.operator.base.Operator
      • towhee.operator.base.OperatorFlag
      • towhee.operator.base.PyOperator
      • towhee.operator.base.SharedType
    • towhee.operator.concat_operator
      • towhee.operator.concat_operator.ConcatOperator
    • towhee.operator.nop
      • towhee.operator.nop.NOPOperator
    • towhee.operator.stateful_operator
      • towhee.operator.stateful_operator.StatefulOperator
  • towhee.pipeline_format
    • towhee.pipeline_format.ImageEmbeddingFormat
    • towhee.pipeline_format.NormalFormat
    • towhee.pipeline_format.OutputFormat
  • towhee.serve
    • towhee.serve.triton
      • towhee.serve.triton.bls
        • towhee.serve.triton.bls.caller
        • towhee.serve.triton.bls.mock
          • towhee.serve.triton.bls.mock.mock_pb_util
            • towhee.serve.triton.bls.mock.mock_pb_util.MockInferenceRequest
            • towhee.serve.triton.bls.mock.mock_pb_util.MockInferenceResponse
            • towhee.serve.triton.bls.mock.mock_pb_util.MockResponseSender
            • towhee.serve.triton.bls.mock.mock_pb_util.MockTritonError
            • towhee.serve.triton.bls.mock.mock_pb_util.MockTritonPythonBackendTensor
            • towhee.serve.triton.bls.mock.mock_pb_util.MockTritonPythonBackendUtils
          • towhee.serve.triton.bls.mock.mock_triton_client
            • towhee.serve.triton.bls.mock.mock_triton_client.CallbackWrapper
            • towhee.serve.triton.bls.mock.mock_triton_client.MockInferInput
            • towhee.serve.triton.bls.mock.mock_triton_client.MockInferResult
            • towhee.serve.triton.bls.mock.mock_triton_client.MockTritonClient
        • towhee.serve.triton.bls.model_runner
          • towhee.serve.triton.bls.model_runner.generator_model
            • towhee.serve.triton.bls.model_runner.generator_model.TritonPythonModel
          • towhee.serve.triton.bls.model_runner.map_model
            • towhee.serve.triton.bls.model_runner.map_model.TritonPythonModel
          • towhee.serve.triton.bls.model_runner.transformer
            • towhee.serve.triton.bls.model_runner.transformer.OpOutputToResponses
            • towhee.serve.triton.bls.model_runner.transformer.RequestToOpInputs
        • towhee.serve.triton.bls.python_backend_wrapper
        • towhee.serve.triton.bls.utils
          • towhee.serve.triton.bls.utils.op_config
            • towhee.serve.triton.bls.utils.op_config.OpConfig
          • towhee.serve.triton.bls.utils.type_util
            • towhee.serve.triton.bls.utils.type_util.client_result_to_op_data
            • towhee.serve.triton.bls.utils.type_util.numpy_to_towhee
            • towhee.serve.triton.bls.utils.type_util.py_to_np_type
            • towhee.serve.triton.bls.utils.type_util.to_numpy_data
            • towhee.serve.triton.bls.utils.type_util.type_size
      • towhee.serve.triton.builder
        • towhee.serve.triton.builder.main
        • towhee.serve.triton.builder.Builder
      • towhee.serve.triton.constant
      • towhee.serve.triton.docker_image_builder
        • towhee.serve.triton.docker_image_builder.DockerImageBuilder
      • towhee.serve.triton.dockerfiles
        • towhee.serve.triton.dockerfiles.get_dockerfile
      • towhee.serve.triton.format_utils
        • towhee.serve.triton.format_utils.add_line_separator
        • towhee.serve.triton.format_utils.intend
      • towhee.serve.triton.python_model_builder
        • towhee.serve.triton.python_model_builder.gen_model_from_op
        • towhee.serve.triton.python_model_builder.gen_model_from_pickled_callable
        • towhee.serve.triton.python_model_builder.OpPyModelBuilder
        • towhee.serve.triton.python_model_builder.PickledCallablePyModelBuilder
        • towhee.serve.triton.python_model_builder.PyModelBuilder
      • towhee.serve.triton.to_triton_models
        • towhee.serve.triton.to_triton_models.EnsembleToTriton
        • towhee.serve.triton.to_triton_models.ModelToTriton
        • towhee.serve.triton.to_triton_models.PostprocessToTriton
        • towhee.serve.triton.to_triton_models.PreprocessToTriton
        • towhee.serve.triton.to_triton_models.PyOpToTriton
        • towhee.serve.triton.to_triton_models.ToTriton
        • towhee.serve.triton.to_triton_models.TritonFiles
      • towhee.serve.triton.triton_config_builder
        • towhee.serve.triton.triton_config_builder.create_modelconfig
        • towhee.serve.triton.triton_config_builder.EnsembleConfigBuilder
        • towhee.serve.triton.triton_config_builder.TritonModelConfigBuilder
      • towhee.serve.triton.type_gen
        • towhee.serve.triton.type_gen.get_init_code
        • towhee.serve.triton.type_gen.get_type_info
        • towhee.serve.triton.type_gen.handle_type_annotations
        • towhee.serve.triton.type_gen.is_scalar
        • towhee.serve.triton.type_gen.tensor2bool
        • towhee.serve.triton.type_gen.tensor2float
        • towhee.serve.triton.type_gen.tensor2int
        • towhee.serve.triton.type_gen.tensor2ndarray
        • towhee.serve.triton.type_gen.tensor2str
        • towhee.serve.triton.type_gen.AttrInfo
        • towhee.serve.triton.type_gen.AudioFrameType
        • towhee.serve.triton.type_gen.BoolType
        • towhee.serve.triton.type_gen.FloatType
        • towhee.serve.triton.type_gen.ImageType
        • towhee.serve.triton.type_gen.IntType
        • towhee.serve.triton.type_gen.NpFloat16Type
        • towhee.serve.triton.type_gen.NpFloat32Type
        • towhee.serve.triton.type_gen.NpFloat64Type
        • towhee.serve.triton.type_gen.NpInt16Type
        • towhee.serve.triton.type_gen.NpInt32Type
        • towhee.serve.triton.type_gen.NpInt64Type
        • towhee.serve.triton.type_gen.NpInt8Type
        • towhee.serve.triton.type_gen.NpUint16Type
        • towhee.serve.triton.type_gen.NpUint32Type
        • towhee.serve.triton.type_gen.NpUint64Type
        • towhee.serve.triton.type_gen.NpUint8Type
        • towhee.serve.triton.type_gen.StringType
        • towhee.serve.triton.type_gen.TypeInfo
        • towhee.serve.triton.type_gen.VideoFrameType
  • towhee.trainer
    • towhee.trainer.callback
      • towhee.trainer.callback.Callback
      • towhee.trainer.callback.CallbackList
      • towhee.trainer.callback.EarlyStoppingCallback
      • towhee.trainer.callback.ModelCheckpointCallback
      • towhee.trainer.callback.PrintCallBack
      • towhee.trainer.callback.ProgressBarCallBack
      • towhee.trainer.callback.TensorBoardCallBack
      • towhee.trainer.callback.TrainerControl
    • towhee.trainer.modelcard
      • towhee.trainer.modelcard.ModelCard
    • towhee.trainer.optimization
      • towhee.trainer.optimization.adafactor
        • towhee.trainer.optimization.adafactor.Adafactor
      • towhee.trainer.optimization.adamw
        • towhee.trainer.optimization.adamw.AdamW
      • towhee.trainer.optimization.optimization
        • towhee.trainer.optimization.optimization.get_constant_schedule
        • towhee.trainer.optimization.optimization.get_constant_schedule_with_warmup
        • towhee.trainer.optimization.optimization.get_cosine_schedule_with_warmup
        • towhee.trainer.optimization.optimization.get_cosine_with_hard_restarts_schedule_with_warmup
        • towhee.trainer.optimization.optimization.get_linear_schedule_with_warmup
        • towhee.trainer.optimization.optimization.get_polynomial_decay_schedule_with_warmup
        • towhee.trainer.optimization.optimization.get_scheduler
        • towhee.trainer.optimization.optimization.get_warmup_steps
    • towhee.trainer.scheduler
      • towhee.trainer.scheduler.check_scheduler
      • towhee.trainer.scheduler.configure_constant_scheduler
      • towhee.trainer.scheduler.configure_constant_scheduler_with_warmup
      • towhee.trainer.scheduler.configure_cosine_scheduler_with_warmup
      • towhee.trainer.scheduler.configure_cosine_with_hard_restarts_scheduler_with_warmup
      • towhee.trainer.scheduler.configure_linear_scheduler_with_warmup
      • towhee.trainer.scheduler.configure_polynomial_decay_scheduler_with_warmup
    • towhee.trainer.training_config
      • towhee.trainer.training_config.dump_default_yaml
      • towhee.trainer.training_config.get_config_help
      • towhee.trainer.training_config.TrainingConfig
    • towhee.trainer.utils
      • towhee.trainer.utils.file_utils
        • towhee.trainer.utils.file_utils.is_captum_available
        • towhee.trainer.utils.file_utils.is_matplotlib_available
        • towhee.trainer.utils.file_utils.is_tensorboard_available
      • towhee.trainer.utils.layer_freezer
        • towhee.trainer.utils.layer_freezer.LayerFreezer
      • towhee.trainer.utils.plot_utils
        • towhee.trainer.utils.plot_utils.image_folder_sample_show
        • towhee.trainer.utils.plot_utils.image_folder_statistic
        • towhee.trainer.utils.plot_utils.interpret_image_classification
        • towhee.trainer.utils.plot_utils.plot_lrs_for_config
        • towhee.trainer.utils.plot_utils.plot_lrs_for_scheduler
        • towhee.trainer.utils.plot_utils.predict_image_classification
        • towhee.trainer.utils.plot_utils.show_transform
      • towhee.trainer.utils.trainer_utils
        • towhee.trainer.utils.trainer_utils.get_last_checkpoint
        • towhee.trainer.utils.trainer_utils.get_rank
        • towhee.trainer.utils.trainer_utils.get_world_size
        • towhee.trainer.utils.trainer_utils.honor_type
        • towhee.trainer.utils.trainer_utils.is_dist_avail_and_initialized
        • towhee.trainer.utils.trainer_utils.is_main_process
        • towhee.trainer.utils.trainer_utils.is_torch_tensor
        • towhee.trainer.utils.trainer_utils.recursively_apply
        • towhee.trainer.utils.trainer_utils.reduce_value
        • towhee.trainer.utils.trainer_utils.send_to_device
        • towhee.trainer.utils.trainer_utils.set_seed
        • towhee.trainer.utils.trainer_utils.unwrap_model
        • towhee.trainer.utils.trainer_utils.SchedulerType
        • towhee.trainer.utils.trainer_utils.TrainOutput
  • towhee.types
    • towhee.types.arg
    • towhee.types.audio_frame
      • towhee.types.audio_frame.AudioFrame
    • towhee.types.image
      • towhee.types.image.Image
    • towhee.types.image_utils
      • towhee.types.image_utils.from_pil
      • towhee.types.image_utils.to_image_color
      • towhee.types.image_utils.to_pil
    • towhee.types.tensor_array
      • towhee.types.tensor_array.TensorArray
    • towhee.types.video_frame
      • towhee.types.video_frame.VideoFrame
  • towhee.utils
    • towhee.utils.cv2_utils
    • towhee.utils.dependency_control
      • towhee.utils.dependency_control.get_yes_no
      • towhee.utils.dependency_control.prompt_install
    • towhee.utils.git_utils
      • towhee.utils.git_utils.GitUtils
    • towhee.utils.hub_file_utils
      • towhee.utils.hub_file_utils.HubFileUtils
    • towhee.utils.hub_utils
      • towhee.utils.hub_utils.HubUtils
    • towhee.utils.log
    • towhee.utils.matplotlib_utils
      • towhee.utils.matplotlib_utils.plot_img
      • towhee.utils.matplotlib_utils.plot_img_list
    • towhee.utils.ndarray_utils
      • towhee.utils.ndarray_utils.from_ndarray
      • towhee.utils.ndarray_utils.from_src
      • towhee.utils.ndarray_utils.from_zip
      • towhee.utils.ndarray_utils.rgb2bgr
      • towhee.utils.ndarray_utils.to_ndarray
    • towhee.utils.pil_utils
      • towhee.utils.pil_utils.from_pil
      • towhee.utils.pil_utils.from_src
      • towhee.utils.pil_utils.to_pil
    • towhee.utils.repo_normalize
      • towhee.utils.repo_normalize.RepoNormalize
    • towhee.utils.scipy_utils
    • towhee.utils.singleton
      • towhee.utils.singleton.singleton
    • towhee.utils.thirdparty
      • towhee.utils.thirdparty.av_utils
      • towhee.utils.thirdparty.faiss_utils
        • towhee.utils.thirdparty.faiss_utils.KVStorage
      • towhee.utils.thirdparty.ipython_utils
      • towhee.utils.thirdparty.milvus_utils
      • towhee.utils.thirdparty.numba_utils
      • towhee.utils.thirdparty.pandas_utils
      • towhee.utils.thirdparty.pyarrow_utils
    • towhee.utils.yaml_utils
      • towhee.utils.yaml_utils.dump_yaml
      • towhee.utils.yaml_utils.load_yaml

Indices and tables

• Index

• Module Index