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transformers/tests/models
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Armaghan Shakir 9a6be63fdb
Add Apple's Depth-Pro for depth estimation (#34583) 
* implement config and model building blocks

* refactor model architechture

* update model outputs

* update init param to include use_fov_model

* update param name in config

* fix hidden_states and attentions outputs for fov

* sort config

* complete minor todos

* update patching

* update config for encoder

* fix config

* use correct defaults in config

* update merge for compatibility with different image size

* restructure encoder for custom configuration

* make fov model compatible with custom config

* replace word "decoder" with "fusion"

* weight conversion script

* fix fov squeeze

* update conversion script (without test)

* upload ruff image processing

* create fast image processing

* use torch interpolation for image processing

* complete post_process_depth_estimation

* config: fix imports and sort args

* apply inference in weight conversion

* use mllama script instead for weight conversion

* clean weight conversion script

* add depth-pro status in other files

* fill docstring in config

* formatting

* more formatting

* formatting with ruff

* formatting with style

* fix copied classes

* add examples; update weight convert script

* fix using check_table.py and isort

* fix config docstring

* add depth pro to sdpa docs

* undo unintentional changes in configuration_gemma.py

* minor fixes

* test image processing

* fixes and tests

* more fixes

* use output states from image_encoder instead

* Revert "use output states from image_encoder instead"

This reverts commit 2408ec54e4f27d2abbecdb8374e58f34d91d8e96.

* make embeddings dynamic

* reshape output hidden states and attentions as part of computation graph

* fix ruff formating

* fix docstring failure

* use num_fov_head_layers in tests

* update doc

* check consistency with config

* ruff formatting

* update test case

* fix ruff formatting

* add tests for fov

* use interpolation in postprocess

* run and fix slow tests locally

* use scaled_images_features for image and fov encoder

* return fused_hidden_states in fusion stage

* fix example

* fix ruff

* fix copyright license for all files

* add __all__ for each file

* minor fixes
- fix download spell
- add push_to_hub option
- fix Optional type hinting
- apply single loop for DepthProImageProcessor.preprocess

* return list in post_process_depth_estimation

* minor fixes
- capitalize start of docstring
- use ignore copy
- fix examples
- move docstring templates and custom output classes to top
- remove "-> None" typehinting from __init__
- type hinting for forward passes
- fix docstrings for custom output classes

* fix "ruff check"

* update upsample and projection

* major changes: (image size and merge optimization)
- add support for images of any size
- optimize merge operation
- remove image_size from config
- use full names instead of B, C, H, W
- remove interpolation from fusion stage
- add interpolation after merge
- move validations to config
- update integration test
- add type hints for functions

* fix push_to_hub option in weights conversion

* remove image_size in weights conversion

* major changes in the architecture
- remove all DepthProViT modules and support different backbones using the AutoModel API
- set default use_fov_model to False
- validate parameters in configuration
- update interpolate function: use "nearest" for faster computation
- update reshape_feature function: remove all special tokens, possible from different backbones
- update merge function: use padding from config instead of merge_out_size
- remove patch_to_batch and batch_to_patch conversions for now
- calculate out_size dynamically in the encoder
- leave head_mask calculation to the backbone
- fix bugs with merge
- add more comments
- update tests

* placeholder for unused config attributes

* improve docs amid review

* minor change in docs

* further optimize merge

* fix formatting

* remove unused patch/batch convertion functions

* use original F.interpolate

* improve function naming

* minor chages
- use torch_int instead of int
- use proper for newly initialized tensors
- use user provided return_dict for patch_encoder
- use if-else block instead in self.use_fov_model

* rearchitect upsample block for improved modularity

* update upsample keys in weight conversion

* improve padding in merge_patches

* use double-loop for merge

* update comments

* create feature_extractor, reduce some forward code

* introduce config.use_mask_token in dinov2

* minor fixes

* minor fixes for onnx

* update __init__ to latest format

* remove DepthProConfig.to_dict()

* major changes in backbone

* update config in weight conversion

* formatting

* converted model is fp32

* improve naming and docs for feature_extractor->reconstruct_feature_maps

* minor fixes; amid review

* create intermediate vars in func call

* use torch.testing.assert_close

* use ModuleList instead of Sequential and ModuleDict

* update docs

* include fov in integraiton tests

* update docs

* improve initialization of convolution layers

* fix unused fov keys

* update tests

* ruff format

* fix test, amid kaimming initialization

* add depthpro to toctree

* add residual layer to _no_split_modules

* architecture rework

* Update src/transformers/models/depth_pro/image_processing_depth_pro.py

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* Update src/transformers/models/depth_pro/image_processing_depth_pro_fast.py

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* update docs

* improve merge_patches

* use flatten with fov_output

* ruff formatting

* update resources section in docs

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* fix typo "final_kernal_size"

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* fix output typehint for DepthProDepthEstimator

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* residual operation in 2 steps

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>

* use image_size instead of global patch_size in interpolation

* replace all Sequential with ModuleList

* update fov

* update heads

* fix and update conversion script for heads

* ruff formatting

* remove float32 conversion

* use "Fov" instead of "FOV" in class names

* use "Fov" instead of "FOV" in config docs

* remove prune_heads

* update fusion stage

* use device in examples

* update processor

* ruff fixes

* add do_rescale in image_processor_dict

* skip test: test_fast_is_faster_than_slow

* ruff formatting

* DepthProImageProcessorFast in other files

* revert antialias removal

* add antialias in BaseImageProcessorFast

* Revert "revert antialias removal"

This reverts commit 5caa0bd8f9f7463b98410c04e6cfe8fef3adee18.

* Revert "add antialias in BaseImageProcessorFast"

This reverts commit 3ae1134780ae236872985523d9c0a444eabcc179.

* update processor for grouping and antialias

* try test_fast_is_faster_than_slow without "skip" or "flanky"

* update checkpoint

* update checkpoint

* use @is_flanky for processor test

* update checkpoint to "apple/DepthPro-hf"

---------

Co-authored-by: Pavel Iakubovskii <qubvel@gmail.com>
2025-02-10 11:32:45 +00:00
..
albert [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
align use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
altclip use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
aria Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
audio_spectrogram_transformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
auto
autoformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
bamba use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
bark use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
bart [bart] minor test fixes (#35965) 2025-01-30 10:00:11 +00:00
barthez
bartpho
beit [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
bert [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
bert_generation use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
bert_japanese
bertweet
big_bird [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
bigbird_pegasus use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
biogpt use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
bit use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
blenderbot
blenderbot_small
blip Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
blip_2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
bloom
bridgetower [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
bros use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
byt5
camembert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
canine use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
chameleon [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
chinese_clip [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
clap use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
clip Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
clipseg use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
clvp Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
code_llama
codegen [generate] move max time tests (#35962) 2025-01-29 17:56:46 +00:00
cohere use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
cohere2 Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
colpali Add support for nested images to LLava and VipLLava (#35558) 2025-01-30 16:49:20 -05:00
conditional_detr use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
convbert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
convnext Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
convnextv2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
cpm
cpmant use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
ctrl
cvt use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
dab_detr Add DAB-DETR for object detection (#30803) 2025-02-04 17:28:27 +00:00
dac use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
data2vec use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
dbrx Test: generate with torch.compile(model.forward) as a fast test (#34544) 2025-01-28 14:10:38 +00:00
deberta use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
deberta_v2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
decision_transformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
deformable_detr [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
deit Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
depth_anything use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
depth_pro Add Apple's Depth-Pro for depth estimation (#34583) 2025-02-10 11:32:45 +00:00
detr [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
diffllama use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
dinat use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
dinov2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
dinov2_with_registers use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
distilbert [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
dit use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
donut [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
dpr use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
dpt [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
efficientnet [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
electra [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
emu3 Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
encodec use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
encoder_decoder
ernie
esm use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
falcon use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
falcon_mamba use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
fastspeech2_conformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
flaubert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
flava [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
fnet use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
focalnet use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
fsmt use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
funnel use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
fuyu Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
gemma
gemma2 Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
git use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
glm Fix some tests (#35682) 2025-01-17 12:10:43 +00:00
glpn [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
got_ocr2 Add GOT-OCR 2.0 to Transformers (#34721) 2025-01-31 11:28:13 -05:00
gpt2 [generate] move max time tests (#35962) 2025-01-29 17:56:46 +00:00
gpt_bigcode Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
gpt_neo
gpt_neox Refactor (and fix) gpt_neox (#35610) 2025-02-04 11:18:43 +01:00
gpt_neox_japanese
gpt_sw3
gptj [generate] move max time tests (#35962) 2025-01-29 17:56:46 +00:00
granite use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
granitemoe use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
grounding_dino use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
groupvit use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
helium Add-helium (#35669) 2025-01-13 18:41:15 +01:00
herbert
hiera use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
hubert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
ibert
idefics Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
idefics2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
idefics3 [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
ijepa use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
imagegpt [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
informer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
instructblip use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
instructblipvideo Add support for nested images to LLava and VipLLava (#35558) 2025-01-30 16:49:20 -05:00
jamba use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
jetmoe use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
kosmos2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
layoutlm use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
layoutlmv2 [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
layoutlmv3 [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
layoutxlm
led use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
levit [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
lilt use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
llama use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
llava Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
llava_next Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
llava_next_video Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
llava_onevision Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
longformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
longt5 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
luke use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
lxmert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
m2m_100 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mamba use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mamba2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
marian
markuplm use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mask2former use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
maskformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mbart [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
mbart50
megatron_bert
megatron_gpt2
mgp_str use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mimi use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mistral use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mixtral [tests] make cuda-only tests device-agnostic (#35607) 2025-01-13 14:48:39 +01:00
mllama Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
mluke
mobilebert
mobilenet_v1 [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
mobilenet_v2 [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
mobilevit [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
mobilevitv2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
modernbert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
moonshine use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
moshi Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
mpnet use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mpt use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mra use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mt5
musicgen use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
musicgen_melody use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
mvp use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
myt5
nemotron [tests] make cuda-only tests device-agnostic (#35607) 2025-01-13 14:48:39 +01:00
nllb
nllb_moe use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
nougat [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
nystromformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
olmo use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
olmo2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
olmoe use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
omdet_turbo use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
oneformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
openai
opt
owlv2 [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
owlvit [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
paligemma use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
paligemma2 Paligemma: fix generation with Gemma2 (#36044) 2025-02-06 14:31:32 +01:00
patchtsmixer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
patchtst use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
pegasus
pegasus_x use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
perceiver use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
persimmon use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
phi use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
phi3 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
phimoe use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
phobert
pix2struct use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
pixtral Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
plbart
poolformer [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
pop2piano use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
prophetnet use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
pvt [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
pvt_v2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
qwen2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
qwen2_5_vl Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
qwen2_audio
qwen2_moe use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
qwen2_vl Chat template: update for processor (#35953) 2025-02-10 09:52:19 +01:00
rag
recurrent_gemma
reformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
regnet [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
rembert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
resnet [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
roberta [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
roberta_prelayernorm [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
roc_bert
roformer [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
rt_detr [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
rt_detr_v2 Adding RT-DETRv2 for object detection (#34773) 2025-02-06 19:28:45 +00:00
rwkv use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
sam Handle empty change indices in SAM's mask to rle conversion (#35665) 2025-01-30 19:08:38 +00:00
seamless_m4t use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
seamless_m4t_v2
segformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
seggpt use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
sew use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
sew_d use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
siglip Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
speech_encoder_decoder
speech_to_text
speecht5 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
splinter
squeezebert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
stablelm use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
starcoder2 [tests] make cuda-only tests device-agnostic (#35607) 2025-01-13 14:48:39 +01:00
superglue [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
superpoint use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
swiftformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
swin use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
swin2sr [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
swinv2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
switch_transformers
t5 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
table_transformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
tapas use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
textnet [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
time_series_transformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
timesformer use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
timm_backbone Less flaky for TimmBackboneModelTest::test_batching_equivalence (#35971) 2025-01-30 16:56:26 +01:00
timm_wrapper
trocr
tvp [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
udop
umt5
unispeech use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
unispeech_sat use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
univnet use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
upernet use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
video_llava Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
videomae [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
vilt [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
vipllava use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
vision_encoder_decoder use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
vision_text_dual_encoder use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
visual_bert use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
vit Refactoring of ImageProcessorFast (#35069) 2025-02-04 17:52:31 -05:00
vit_mae use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
vit_msn use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
vitdet
vitmatte [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
vitpose [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
vitpose_backbone
vits use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
vivit [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
wav2vec2 use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
wav2vec2_bert Byebye test_batching_equivalence's flakiness (#35729) 2025-01-21 13:11:33 +01:00
wav2vec2_conformer Byebye test_batching_equivalence's flakiness (#35729) 2025-01-21 13:11:33 +01:00
wav2vec2_phoneme
wav2vec2_with_lm use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
wavlm use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
whisper Fix device mismatch error in Whisper model during feature extraction (#35866) 2025-02-04 12:23:08 +01:00
x_clip use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
xglm [generate] move max time tests (#35962) 2025-01-29 17:56:46 +00:00
xlm
xlm_roberta use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
xlm_roberta_xl use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
xlnet
xmod use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
yolos use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
yoso use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
zamba use torch.testing.assertclose instead to get more details about error in cis (#35659) 2025-01-24 16:55:28 +01:00
zamba2 Iterative generation using Input embeds and past_key_values (#35890) 2025-02-06 11:06:05 +01:00
zoedepth [tests] further fix Tester object has no attribute '_testMethodName' (#35781) 2025-01-29 16:05:33 +01:00
__init__.py