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railseek6/openclip_env/Lib/site-packages/timm/layers/__init__.py

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Python

from ._fx import (
create_feature_extractor,
get_graph_node_names,
register_notrace_function,
register_notrace_module,
is_notrace_module,
is_notrace_function,
get_notrace_modules,
get_notrace_functions,
)
from .activations import *
from .adaptive_avgmax_pool import (
adaptive_avgmax_pool2d,
select_adaptive_pool2d,
AdaptiveAvgMaxPool2d,
SelectAdaptivePool2d,
)
from .attention import Attention, AttentionRope, maybe_add_mask
from .attention2d import MultiQueryAttention2d, Attention2d, MultiQueryAttentionV2
from .attention_pool import AttentionPoolLatent
from .attention_pool2d import AttentionPool2d, RotAttentionPool2d, RotaryEmbedding
from .blur_pool import BlurPool2d, create_aa
from .classifier import create_classifier, ClassifierHead, NormMlpClassifierHead, ClNormMlpClassifierHead
from .cond_conv2d import CondConv2d, get_condconv_initializer
from .config import (
is_exportable,
is_scriptable,
is_no_jit,
use_fused_attn,
set_exportable,
set_scriptable,
set_no_jit,
set_layer_config,
set_fused_attn,
set_reentrant_ckpt,
use_reentrant_ckpt,
)
from .conv2d_same import Conv2dSame, conv2d_same
from .conv_bn_act import ConvNormAct, ConvNormActAa, ConvBnAct
from .create_act import create_act_layer, get_act_layer, get_act_fn
from .create_attn import get_attn, create_attn
from .create_conv2d import create_conv2d
from .create_norm import get_norm_layer, create_norm_layer
from .create_norm_act import get_norm_act_layer, create_norm_act_layer, get_norm_act_layer
from .drop import DropBlock2d, DropPath, drop_block_2d, drop_path, calculate_drop_path_rates
from .eca import EcaModule, CecaModule, EfficientChannelAttn, CircularEfficientChannelAttn
from .evo_norm import (
EvoNorm2dB0,
EvoNorm2dB1,
EvoNorm2dB2,
EvoNorm2dS0,
EvoNorm2dS0a,
EvoNorm2dS1,
EvoNorm2dS1a,
EvoNorm2dS2,
EvoNorm2dS2a,
)
from .fast_norm import is_fast_norm, set_fast_norm, fast_group_norm, fast_layer_norm
from .filter_response_norm import FilterResponseNormTlu2d, FilterResponseNormAct2d
from .format import Format, get_channel_dim, get_spatial_dim, nchw_to, nhwc_to
from .gather_excite import GatherExcite
from .global_context import GlobalContext
from .grid import ndgrid, meshgrid
from .helpers import to_ntuple, to_2tuple, to_3tuple, to_4tuple, make_divisible, extend_tuple
from .hybrid_embed import HybridEmbed, HybridEmbedWithSize
from .inplace_abn import InplaceAbn
from .layer_scale import LayerScale, LayerScale2d
from .linear import Linear
from .mixed_conv2d import MixedConv2d
from .mlp import Mlp, GluMlp, GatedMlp, SwiGLU, SwiGLUPacked, ConvMlp, GlobalResponseNormMlp
from .non_local_attn import NonLocalAttn, BatNonLocalAttn
from .norm import (
GroupNorm,
GroupNorm1,
LayerNorm,
LayerNorm2d,
LayerNormFp32,
LayerNorm2dFp32,
RmsNorm,
RmsNorm2d,
RmsNormFp32,
RmsNorm2dFp32,
SimpleNorm,
SimpleNorm2d,
SimpleNormFp32,
SimpleNorm2dFp32,
)
from .norm_act import (
BatchNormAct2d,
GroupNormAct,
GroupNorm1Act,
LayerNormAct,
LayerNormAct2d,
LayerNormActFp32,
LayerNormAct2dFp32,
RmsNormAct,
RmsNormAct2d,
RmsNormActFp32,
RmsNormAct2dFp32,
SyncBatchNormAct,
convert_sync_batchnorm,
FrozenBatchNormAct2d,
freeze_batch_norm_2d,
unfreeze_batch_norm_2d,
)
from .padding import get_padding, get_same_padding, pad_same
from .patch_dropout import PatchDropout, PatchDropoutWithIndices, patch_dropout_forward
from .patch_embed import PatchEmbed, PatchEmbedWithSize, PatchEmbedInterpolator, resample_patch_embed
from .pool1d import global_pool_nlc
from .pool2d_same import AvgPool2dSame, create_pool2d
from .pos_embed import resample_abs_pos_embed, resample_abs_pos_embed_nhwc
from .pos_embed_rel import (
RelPosMlp,
RelPosBias,
RelPosBiasTf,
gen_relative_position_index,
gen_relative_log_coords,
resize_rel_pos_bias_table,
resize_rel_pos_bias_table_simple,
resize_rel_pos_bias_table_levit,
)
from .pos_embed_sincos import (
pixel_freq_bands,
freq_bands,
build_sincos2d_pos_embed,
build_fourier_pos_embed,
build_rotary_pos_embed,
apply_rot_embed,
apply_rot_embed_cat,
apply_rot_embed_list,
apply_keep_indices_nlc,
FourierEmbed,
RotaryEmbedding,
RotaryEmbeddingCat,
RotaryEmbeddingMixed,
RotaryEmbeddingDinoV3,
get_mixed_freqs,
create_rope_embed,
)
from .squeeze_excite import SEModule, SqueezeExcite, EffectiveSEModule, EffectiveSqueezeExcite
from .selective_kernel import SelectiveKernel
from .separable_conv import SeparableConv2d, SeparableConvNormAct
from .space_to_depth import SpaceToDepth, DepthToSpace
from .split_attn import SplitAttn
from .split_batchnorm import SplitBatchNorm2d, convert_splitbn_model
from .std_conv import StdConv2d, StdConv2dSame, ScaledStdConv2d, ScaledStdConv2dSame
from .test_time_pool import TestTimePoolHead, apply_test_time_pool
from .trace_utils import _assert, _float_to_int
from .typing import LayerType, PadType, disable_compiler
from .weight_init import (
trunc_normal_,
trunc_normal_tf_,
variance_scaling_,
lecun_normal_,
init_weight_jax,
init_weight_vit,
)