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Arindam Jati b242d0f297
[Time series] Add PatchTSMixer (#26247) 
* patchtsmixer initial commit

* x,y->context_values,target_values, unittest addded

* cleanup code

* minor

* return hidden states

* model tests, partial integration tests

* ettm notebook temporary

* minor

* config mask bug fix, tests updated

* final ETT notebooks

* add selfattn

* init

* added docstrings

* PatchTSMixerForPretraining -> PatchTSMixerForMaskPretraining

* functionality tests added

* add start and input docstrings

* docstring edits

* testcase edits

* minor changes

* docstring error fixed

* ran make fixup

* finalize integration tests and docs

* minor

* cleaned gitignore

* added dataclass decorator, ran black formatter

* ran ruff

* formatting

* add slow decorator

* renamed in_Channel to input_size and default to 1

* shorten dataclass names

* use smaller model for testing

* moved the 3 heads to the modeling file

* use scalers instead of revin

* support forecast_channel_indices

* fix regression scaling

* undo reg. scaling

* removed unneeded classes

* forgot missing

* add more layers

* add copied positional_encoding

* use patchmask from patchtst

* removed dependency on layers directory

* formatting

* set seed

* removed unused imports

* fixed forward signature test

* adding distributional head for PatchTSMixerForecasting

* add generate to forecast

* testcases for generate

* add generate and distributional head for regression

* raise Exception for negative values for neg binominal distribution

* formatting changes

* remove copied from patchtst and add TODO for test passing

* make copies

* doc edits

* minor changes

* format issues

* minor changes

* minor changes

* format docstring

* change some class names to PatchTSMixer + class name

Transpose to PatchTSMixerTranspose
GatedAttention to PatchTSMixerGatedAttention

* change NormLayer to PatchTSMixerNormLayer

* change MLP to PatchTSMixerMLP

* change PatchMixer to PatchMixerBlock, FeatureMixer to FeatureMixerBlock

* change ChannelFeatureMixer to ChannelFeatureMixerBlock

* change PatchMasking to PatchTSMixerMasking

* change Patchify to PatchTSMixerPatchify

* list to `list`

* fix docstrings

* formatting

* change bs to batch_size, edit forecast_masking

* edit random_masking

* change variable name and update docstring in PatchTSMixerMasking

* change variable name and update docstring in InjectScalerStatistics4D

* update forward call in PatchTSMixerTranspose

* change variable name and update docstring in PatchTSMixerNormLayer

* change variable name and update docstring in PatchTSMixerMLP

* change variable name and update docstring in ChannelFeatureMixerBlock

* formatting

* formatting issues

* docstring issue

* fixed observed_mask type in docstrings

* use FloatTensor type

* formatting

* fix rescaling issue in forecasting, fixed integration tests

* add docstring from decorator

* fix docstring

* Update README.md

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/patchtsmixer/configuration_patchtsmixer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/patchtsmixer/configuration_patchtsmixer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* PatchTSMixerChannelFeatureMixerBlock

* formatting

* ForPretraining

* use num_labels instead of n_classes

* remove commented out code

* docstring fixed

* nn.functional used instead of one letter F

* x_tmp renamed

* one letter variable x removed from forward calls

* one letter variable y removed

* remove commented code

* rename patch_size, in_channels, PatchTSMixerBackbone

* add config to heads

* add config to heads tests

* code reafactoring to use config instead of passing individual params

* Cdocstring fixes part 1

* docstring fixes part 2

* removed logger.debug

* context_values -> past_values

* formatting changes

* pe -> positional_encoding

* removed unused target variable

* self.mode logic fixed

* formatting change

* edit docstring and var name

* change n_targets to num_targets

* rename input_size to num_input_channels

* add head names with prefix PatchTSMixer

* edit docstring in PatchTSMixerForRegression

* fix var name change in testcases

* add PatchTSMixerAttention

* return dict for all exposed classes, test cases added

* format

* move loss function to forward call

* make style

* adding return dict/tuple

* make repo-consistency

* remove flatten mode

* code refactoring

* rename data

* remove PatchTSMixer and keep only PatchTSMixerEncoder

* docstring fixes

* removed unused code

* format

* format

* remove contiguous and formatting changes

* remove model description from config

* replace asserts with ValueError

* remove nn.Sequential from PatchTSMixerNormLayer

* replace if-else with map

* remove all nn.Sequential

* format

* formatting

* fix gradient_checkpointing error after merge, and formatting

* make fix-copies

* remove comments

* reshape

* doesnt support gradient checkpointing

* corect Patchify

* masking updates

* batchnorm copy from

* format checks

* scaler edits

* remove comments

* format changes

* remove self.config

* correct class PatchTSMixerMLP(nn.Module):

* makr fix

* doc updates

* fix-copies

* scaler class correction

* doc edits

* scaler edits

* update readme with links

* injectstatistics add

* fix-copies

* add norm_eps option to LayerNorm

* format changes

* fix copies

* correct make copies

* use parametrize

* fix doc string

* add docs to toctree

* make style

* doc segmenting

* docstring edit

* change forecast to prediction

* edit doc

* doc edits

* remove PatchTSMixerTranspose

* add PatchTSMixerPositionalEncoding and init position_enc

* remove positional_encoding

* edit forecast_masking, remove forecast_mask_ratios

* fix broken code

* var rename target_values -> future_values

* num_features -> d_model

* fix broken code after master merge

* repo consistency

* use postional embedding

* prediction_logits -> prediction_outputs, make fix-copies

* uncommented @slow

* minor changes

* loss first in tuple

* tuple and dict same ordering

* style edits

* minor changes

* dict/tuple consistent enablement

* Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update tests/models/patchtsmixer/test_modeling_patchtsmixer.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* fix formatting

* formatting

* usage tip

* test on cpu only

* add sample usage

* change PatchTSMixerForClassification to PatchTSMixerForTimeSeriesClassification

* push changes

* fix copies

* std scaling set to default True case

* minor changes

* stylechanges

---------

Co-authored-by: Arindam Jati <arindam.jati@ibm.com>
Co-authored-by: vijaye12 <vijaye12@in.ibm.com>
Co-authored-by: Kashif Rasul <kashif.rasul@gmail.com>
Co-authored-by: nnguyen <nnguyen@us.ibm.com>
Co-authored-by: vijaye12 <vijaykr.e@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Nam Nguyen <namctin@gmail.com>
Co-authored-by: Wesley Gifford <79663411+wgifford@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
2023-12-05 15:31:35 +01:00
..
albert.md Updated albert.md doc for ALBERT model (#27223) 2023-11-16 11:44:36 -08:00
align.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
altclip.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
audio-spectrogram-transformer.md Translating en/model_doc docs to Japanese. (#27401) 2023-11-15 10:13:52 -08:00
auto.md Docs: Fix broken cross-references, i.e. ~transformer. -> ~transformers. (#27740) 2023-11-28 08:40:44 -08:00
autoformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bark.md update Bark FA2 docs (#27400) 2023-11-10 13:40:30 +00:00
bart.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
barthez.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bartpho.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
beit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bert-generation.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bert-japanese.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bertweet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
big_bird.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bigbird_pegasus.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
biogpt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
blenderbot-small.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
blenderbot.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
blip-2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
blip.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bloom.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bort.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bridgetower.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
bros.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
byt5.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
camembert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
canine.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
chinese_clip.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
clap.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
clip.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
clipseg.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
clvp.md Add CLVP (#24745) 2023-11-10 13:49:10 +00:00
code_llama.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
codegen.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
conditional_detr.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
convbert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
convnext.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
convnextv2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
cpm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
cpmant.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
ctrl.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
cvt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
data2vec.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
deberta-v2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
deberta.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
decision_transformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
deformable_detr.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
deit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
deplot.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
deta.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
detr.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
dialogpt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
dinat.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
dinov2.md [DPT, Dinov2] Add resources (#27655) 2023-11-23 17:44:08 +00:00
distilbert.md Fix broken distilbert url (#27579) 2023-11-18 17:22:52 +00:00
dit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
donut.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
dpr.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
dpt.md [DPT, Dinov2] Add resources (#27655) 2023-11-23 17:44:08 +00:00
efficientformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
efficientnet.md Migrate doc files to Markdown. (#24376) 2023-06-20 18:07:47 -04:00
electra.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
encodec.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
encoder-decoder.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
ernie_m.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
ernie.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
esm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
falcon.md Add proper Falcon docs and conversion script (#25954) 2023-09-04 17:18:34 +01:00
flan-t5.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
flan-ul2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
flaubert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
flava.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
fnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
focalnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
fsmt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
funnel.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
fuyu.md Fix license (#26931) 2023-10-19 15:36:41 +02:00
git.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
glpn.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gpt_bigcode.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gpt_neo.md Flash Attention 2 support for RoCm (#27611) 2023-12-04 21:52:17 +09:00
gpt_neox_japanese.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gpt_neox.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gpt-sw3.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gpt2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gptj.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
gptsan-japanese.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
graphormer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
groupvit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
herbert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
hubert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
ibert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
idefics.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
imagegpt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
informer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
instructblip.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
jukebox.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
kosmos-2.md [KOSMOS-2] Update docs (#27157) 2023-10-30 21:42:19 +01:00
layoutlm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
layoutlmv2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
layoutlmv3.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
layoutxlm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
led.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
levit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
lilt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
llama.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
llama2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
longformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
longt5.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
luke.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
lxmert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
m2m_100.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
madlad-400.md Add madlad-400 MT models (#27471) 2023-11-28 13:19:50 +00:00
marian.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
markuplm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mask2former.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
maskformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
matcha.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mbart.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mctct.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mega.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
megatron_gpt2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
megatron-bert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mgp-str.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mistral.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mluke.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mms.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mobilebert.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
mobilenet_v1.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mobilenet_v2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mobilevit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mobilevitv2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mpnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mpt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mra.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
mt5.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
musicgen.md Docs/Add conversion code to the musicgen docs (#27665) 2023-11-24 12:34:24 +01:00
mvp.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
nat.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
nezha.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
nllb-moe.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
nllb.md Remove-auth-token (#27060) 2023-11-13 14:20:54 +01:00
nougat.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
nystromformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
oneformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
open-llama.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
openai-gpt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
opt.md [FA2] Add flash attention for opt (#26414) 2023-11-23 10:16:51 +00:00
owlv2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
owlvit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
patchtsmixer.md [Time series] Add PatchTSMixer (#26247) 2023-12-05 15:31:35 +01:00
patchtst.md [Time series] Add patchtst (#27581) 2023-11-29 13:36:38 +01:00
pegasus_x.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
pegasus.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
perceiver.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
persimmon.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
phi.md Add Phi-1 and Phi-1_5 (#26170) 2023-11-10 15:28:30 +00:00
phobert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
pix2struct.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
plbart.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
poolformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
pop2piano.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
prophetnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
pvt.md Pvt model (#24720) 2023-07-24 15:34:19 +01:00
qdqbert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
rag.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
realm.md Migrate doc files to Markdown. (#24376) 2023-06-20 18:07:47 -04:00
reformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
regnet.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
rembert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
resnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
retribert.md Deprecate models (#24787) 2023-07-13 11:46:54 -04:00
roberta-prelayernorm.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
roberta.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
roc_bert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
roformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
rwkv.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
sam.md [Docs / SAM ] Reflect correct changes to run inference without OOM (#27268) 2023-11-03 15:23:13 +01:00
seamless_m4t_v2.md Add SeamlessM4T v2 (#27779) 2023-11-30 20:24:43 +01:00
seamless_m4t.md [Seamless v1] Link to v2 docs (#27827) 2023-12-04 11:47:54 +00:00
segformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
sew-d.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
sew.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
speech_to_text_2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
speech_to_text.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
speech-encoder-decoder.md fixed typo in speech encoder decoder doc (#25745) 2023-08-25 09:20:37 +02:00
speecht5.md add generate method to SpeechT5ForTextToSpeech (#25233) 2023-08-03 14:12:07 +01:00
splinter.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
squeezebert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
swiftformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
swin.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
swin2sr.md Migrate doc files to Markdown. (#24376) 2023-06-20 18:07:47 -04:00
swinv2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
switch_transformers.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
t5.md Reflect RoCm support in the documentation (#27636) 2023-11-25 00:59:17 +09:00
t5v1.1.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
table-transformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
tapas.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
tapex.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
time_series_transformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
timesformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
trajectory_transformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
transfo-xl.md Disallow pickle.load unless TRUST_REMOTE_CODE=True (#27776) 2023-12-04 16:48:37 +01:00
trocr.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
tvlt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
tvp.md Update TVP arxiv link (#27672) 2023-11-23 17:02:16 +00:00
ul2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
umt5.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
unispeech-sat.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
unispeech.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
univnet.md Add UnivNet Vocoder Model for Tortoise TTS Diffusers Integration (#24799) 2023-11-22 17:21:36 +01:00
upernet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
van.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
videomae.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vilt.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vision-encoder-decoder.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vision-text-dual-encoder.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
visual_bert.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vit_hybrid.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vit_mae.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vit_msn.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vitdet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vitmatte.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vits.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
vivit.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
wav2vec2_phoneme.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
wav2vec2-conformer.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
wav2vec2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
wavlm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
whisper.md [Whisper] Add large-v3 version support (#27336) 2023-11-20 17:36:48 +01:00
xclip.md Migrate doc files to Markdown. (#24376) 2023-06-20 18:07:47 -04:00
xglm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlm-prophetnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlm-roberta-xl.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlm-roberta.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlm-v.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlm.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlnet.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xls_r.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xlsr_wav2vec2.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
xmod.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
yolos.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00
yoso.md [Docs] Model_doc structure/clarity improvements (#26876) 2023-11-03 10:57:03 -04:00