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transformers/utils
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Kashif Rasul 5cd16f01db
time series forecasting model (#17965) 
* initial files

* initial model via cli

* typos

* make a start on the model config

* ready with configuation

* remove tokenizer ref.

* init the transformer

* added initial model forward to return dec_output

* require gluonts

* update dep. ver table and add as extra

* fixed typo

* add type for prediction_length

* use num_time_features

* use config

* more config

* typos

* opps another typo

* freq can be none

* default via transformation is 1

* initial transformations

* fix imports

* added transform_start_field

* add helper to create pytorch dataloader

* added inital val and test data loader

* added initial distr head and loss

* training working

* remove TimeSeriesTransformerTokenizer

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

* Update src/transformers/__init__.py

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

* Update src/transformers/models/time_series_transformer/__init__.py

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

* fixed copyright

* removed docs

* remove time series tokenizer

* fixed docs

* fix text

* fix second

* fix default

* fix order

* use config directly

* undo change

* fix comment

* fix year

* fix import

* add additional arguments for training vs. test

* initial greedy inference loop

* fix inference

* comment out token inputs to enc dec

* Use HF encoder/decoder

* fix inference

* Use Seq2SeqTSModelOutput output

* return Seq2SeqTSPredictionOutput

* added default arguments

* fix return_dict true

* scale is a tensor

* output static_features for inference

* clean up some unused bits

* fixed typo

* set return_dict if none

* call model once for both train/predict

* use cache if future_target is none

* initial generate func

* generate arguments

* future_time_feat is required

* return SampleTSPredictionOutput

* removed unneeded classes

* fix when params is none

* fix return dict

* fix num_attention_heads

* fix arguments

* remove unused shift_tokens_right

* add different dropout configs

* implement FeatureEmbedder, Scaler and weighted_average

* remove gluonts dependency

* fix class names

* avoid _variable names

* remove gluonts dependency

* fix imports

* remove gluonts from configuration

* fix docs

* fixed typo

* move utils to examples

* add example requirements

* config has no freq

* initial run_ts_no_trainer

* remove from ignore

* fix output_attentions and removed unsued getters/setters

* removed unsed tests

* add dec seq len

* add test_attention_outputs

* set has_text_modality=False

* add config attribute_map

* make style

* make fix-copies

* add encoder_outputs to TimeSeriesTransformerForPrediction forward

* Improve docs, add model to README

* added test_forward_signature

* More improvements

* Add more copied from

* Fix README

* Fix remaining quality issues

* updated encoder and decoder

* fix generate

* output_hidden_states and use_cache are optional

* past key_values returned too

* initialize weights of distribution_output module

* fixed more tests

* update test_forward_signature

* fix return_dict outputs

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* removed commented out tests

* added neg. bin and normal output

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* move to one line

* Add docstrings

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

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

* add try except for assert and raise

* try and raise exception

* fix the documentation formatting

* fix assert call

* fix docstring formatting

* removed input_ids from DOCSTRING

* Update input docstring

* Improve variable names

* Update order of inputs

* Improve configuration

* Improve variable names

* Improve docs

* Remove key_length from tests

* Add extra docs

* initial unittests

* added test_inference_no_head test

* added test_inference_head

* add test_seq_to_seq_generation

* make style

* one line

* assert mean prediction

* removed comments

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

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

* fix order of args

* make past_observed_mask optional as well

* added Amazon license header

* updated utils with new fieldnames

* make style

* cleanup

* undo position of past_observed_mask

* fix import

* typo

* more typo

* rename example files

* remove example for now

* Update docs/source/en/_toctree.yml

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update modeling_time_series_transformer.py

fix style

* fixed typo

* fix typo and grammer

* fix style

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: NielsRogge <niels.rogge1@gmail.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-09-30 15:32:59 -04:00
..
test_module Custom pipeline (#18079) 2022-07-19 12:02:35 +02:00
tf_ops Check TF ops for ONNX compliance (#10025) 2021-02-15 07:55:10 -05:00
check_config_docstrings.py Add X-CLIP (#18852) 2022-09-08 14:50:30 +02:00
check_copies.py Add Donut (#18488) 2022-08-12 16:40:58 +02:00
check_doc_toc.py Split model list on modality (#18328) 2022-08-01 11:10:20 -05:00
check_dummies.py Add some tests for check_dummies (#19146) 2022-09-21 14:54:09 -04:00
check_inits.py Make check_init script more robust and clean inits (#17408) 2022-05-25 07:23:56 -04:00
check_repo.py time series forecasting model (#17965) 2022-09-30 15:32:59 -04:00
check_self_hosted_runner.py Add offline runners info in the Slack report (#19169) 2022-09-23 19:23:05 +02:00
check_table.py Fix some typos. (#17560) 2022-07-11 05:00:13 -04:00
check_tf_ops.py Check TF ops for ONNX compliance (#10025) 2021-02-15 07:55:10 -05:00
custom_init_isort.py explicitly set utf8 for Windows (#17664) 2022-06-13 08:05:45 -04:00
documentation_tests.txt Add MarkupLM (#19198) 2022-09-30 08:25:43 +02:00
download_glue_data.py Raise exceptions instead of asserts (#13907) 2021-10-07 12:44:23 +05:30
get_ci_error_statistics.py Update Past CI report script (#19228) 2022-09-29 19:22:23 +02:00
get_github_job_time.py add a script to get time info. from GA workflow jobs (#18822) 2022-09-01 12:02:52 +02:00
get_modified_files.py Updates the default branch from master to main (#16326) 2022-03-23 03:46:59 -04:00
notification_service_doc_tests.py fix missing block when there is no failure (#18775) 2022-08-29 09:10:13 +02:00
notification_service.py Add offline runners info in the Slack report (#19169) 2022-09-23 19:23:05 +02:00
past_ci_versions.py Add PyTorch 1.11 to past CI (#18302) 2022-07-26 15:47:23 +02:00
prepare_for_doc_test.py Add a check regarding the number of occurrences of ``` (#18389) 2022-08-01 14:23:02 +02:00
print_env.py Print more library versions in CI (#17384) 2022-06-02 10:24:16 +02:00
release.py Clean README in post release job as well. (#17519) 2022-06-02 07:44:03 -04:00
sort_auto_mappings.py Automatically sort auto mappings (#17250) 2022-05-16 13:24:20 -04:00
tests_fetcher.py Fix cached_file in offline mode for cached non-existing files (#19206) 2022-09-26 18:01:00 -04:00
update_metadata.py Automatically tag CLIP repos as zero-shot-image-classification (#19064) 2022-09-16 15:40:38 +02:00