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  1. 25 Jan, 2023 2 commits
    • Arthur's avatar
      [WHISPER] Small patch (#21307) · 6f3faf38
      Arthur authored
      * add small patch
      
      * update tests, forced decoder ids is not prioritary against generation config
      
      * fix two new tests
      6f3faf38
    • Arthur's avatar
      [Whisper] Refactor whisper (#21252) · 255257f3
      Arthur authored
      * update whisper logit processor
      
      * add generate for whisper
      
      * remove part of the whisper specific code from pipeline
      
      * update logit processes
      
      * major update
      
      * enforce first timestamp
      
      * update generate
      
      * add more tests
      
      * update new decoding strategy
      
      * Apply suggestions from code review
      
      * update docstring
      
      * fixup
      
      * default config will not have multilingual ar
      
      * update expected tokenizer size, see pull on the hub for whisper-tiny
      255257f3
  2. 19 Jan, 2023 1 commit
    • Arthur's avatar
      [Whisper] Fix timestamp processor (#21187) · e9b4800d
      Arthur authored
      
      
      * add draft logit processor
      
      * add template functions
      
      * update timesapmt processor parameters
      
      * draft script
      
      * simplify code
      
      * cleanup
      
      * fixup and clean
      
      * update pipeline
      
      * style
      
      * clean up previous idea
      
      * add tokenization utils
      
      * update tokenizer and asr output
      
      * fit whisper type
      
      * style and update test
      
      * clean test
      
      * style test
      
      * update tests
      
      * update error test
      
      * udpate code (not based on review yet)
      
      * update tokenization
      
      * update asr pipeline
      
      * update code
      
      * cleanup and update test
      
      * fmt
      
      * remove text verificatino
      
      * cleanup
      
      * cleanup
      
      * add model test
      
      * update tests
      
      * update code add docstring
      
      * update code and add docstring
      
      * fix pipeline tests
      
      * add draft logit processor
      
      add template functions
      
      update timesapmt processor parameters
      
      draft script
      
      simplify code
      
      cleanup
      
      fixup and clean
      
      update pipeline
      
      style
      
      clean up previous idea
      
      add tokenization utils
      
      update tokenizer and asr output
      
      fit whisper type
      
      style and update test
      
      clean test
      
      style test
      
      update tests
      
      update error test
      
      udpate code (not based on review yet)
      
      update tokenization
      
      update asr pipeline
      
      update code
      
      cleanup and update test
      
      fmt
      
      remove text verificatino
      
      cleanup
      
      cleanup
      
      add model test
      
      update tests
      
      update code add docstring
      
      update code and add docstring
      
      fix pipeline tests
      
      * Small update.
      
      * Fixup.
      
      * Tmp.
      
      * More support.
      
      * Making `forced_decoder_ids` non mandatory for users to set.
      
      * update and fix first bug
      
      * properly process sequence right after merge if last
      
      * tofo
      
      * allow list inputs + compute begin index better
      
      * start adding tests
      
      * add the 3 edge cases
      
      * style
      
      * format sequences
      
      * fixup
      
      * update
      
      * update
      
      * style
      
      * test passes, edge cases should be good
      
      * update last value
      
      * remove Trie
      
      * update tests and expec ted values
      
      * handle bigger chunk_length
      
      * clean tests a bit
      
      * refactor chunk iter and clean pipeline
      
      * update tests
      
      * style
      
      * refactor chunk iter and clean pipeline
      
      * upade
      
      * resolve comments
      
      * Apply suggestions from code review
      Co-authored-by: default avatarNicolas Patry <patry.nicolas@protonmail.com>
      
      * take stride right into account
      
      * update test expected values
      
      * Update code based on review
      Co-authored-by: default avatarsgugger <sylvain.gugger@gmail.com>
      
      * major refactor
      
      * add correct strides for tests
      
      * Update src/transformers/pipelines/automatic_speech_recognition.py
      
      * fix whisper timestamp test
      Co-authored-by: default avatarNicolas Patry <patry.nicolas@protonmail.com>
      Co-authored-by: default avatarsgugger <sylvain.gugger@gmail.com>
      e9b4800d
  3. 17 Jan, 2023 1 commit
    • Arthur's avatar
      Whisper Timestamp processor and prediction (#20620) · bb300ac6
      Arthur authored
      
      
      * add draft logit processor
      
      * add template functions
      
      * update timesapmt processor parameters
      
      * draft script
      
      * simplify code
      
      * cleanup
      
      * fixup and clean
      
      * update pipeline
      
      * style
      
      * clean up previous idea
      
      * add tokenization utils
      
      * update tokenizer and asr output
      
      * fit whisper type
      
      * style and update test
      
      * clean test
      
      * style test
      
      * update tests
      
      * update error test
      
      * udpate code (not based on review yet)
      
      * update tokenization
      
      * update asr pipeline
      
      * update code
      
      * cleanup and update test
      
      * fmt
      
      * remove text verificatino
      
      * cleanup
      
      * cleanup
      
      * add model test
      
      * update tests
      
      * update code add docstring
      
      * update code and add docstring
      
      * fix pipeline tests
      
      * add draft logit processor
      
      add template functions
      
      update timesapmt processor parameters
      
      draft script
      
      simplify code
      
      cleanup
      
      fixup and clean
      
      update pipeline
      
      style
      
      clean up previous idea
      
      add tokenization utils
      
      update tokenizer and asr output
      
      fit whisper type
      
      style and update test
      
      clean test
      
      style test
      
      update tests
      
      update error test
      
      udpate code (not based on review yet)
      
      update tokenization
      
      update asr pipeline
      
      update code
      
      cleanup and update test
      
      fmt
      
      remove text verificatino
      
      cleanup
      
      cleanup
      
      add model test
      
      update tests
      
      update code add docstring
      
      update code and add docstring
      
      fix pipeline tests
      
      * Small update.
      
      * Fixup.
      
      * Tmp.
      
      * More support.
      
      * Making `forced_decoder_ids` non mandatory for users to set.
      
      * update and fix first bug
      
      * properly process sequence right after merge if last
      
      * tofo
      
      * allow list inputs + compute begin index better
      
      * start adding tests
      
      * add the 3 edge cases
      
      * style
      
      * format sequences
      
      * fixup
      
      * update
      
      * update
      
      * style
      
      * test passes, edge cases should be good
      
      * update last value
      
      * remove Trie
      
      * update tests and expec ted values
      
      * handle bigger chunk_length
      
      * clean tests a bit
      
      * refactor chunk iter and clean pipeline
      
      * update tests
      
      * style
      
      * refactor chunk iter and clean pipeline
      
      * upade
      
      * resolve comments
      
      * Apply suggestions from code review
      Co-authored-by: default avatarNicolas Patry <patry.nicolas@protonmail.com>
      
      * take stride right into account
      
      * update test expected values
      
      * Update code based on review
      Co-authored-by: default avatarsgugger <sylvain.gugger@gmail.com>
      Co-authored-by: default avatarNicolas Patry <patry.nicolas@protonmail.com>
      Co-authored-by: default avatarsgugger <sylvain.gugger@gmail.com>
      bb300ac6
  4. 07 Dec, 2022 1 commit
  5. 05 Dec, 2022 1 commit
  6. 30 Nov, 2022 1 commit
  7. 15 Nov, 2022 1 commit
  8. 10 Nov, 2022 1 commit
    • Sanchit Gandhi's avatar
      [processor] Add 'model input names' property (#20117) · 905e5773
      Sanchit Gandhi authored
      * [processor] Add 'model input names' property
      
      * add test
      
      * no f string
      
      * add generic property method to mixin
      
      * copy to multimodal
      
      * copy to vision
      
      * tests for all audio
      
      * remove ad-hoc tests
      
      * style
      
      * fix flava test
      
      * fix test
      
      * fix processor code
      905e5773
  9. 09 Nov, 2022 1 commit
  10. 03 Nov, 2022 1 commit
  11. 21 Oct, 2022 1 commit
  12. 18 Oct, 2022 1 commit
  13. 14 Oct, 2022 1 commit
  14. 13 Oct, 2022 1 commit
  15. 11 Oct, 2022 1 commit
  16. 10 Oct, 2022 1 commit
    • amyeroberts's avatar
      Add TF whisper (#19378) · e3f028f3
      amyeroberts authored
      
      
      * simplify loop
      
      * add featur extractor
      
      * add model
      
      * start conversion
      
      * add dropout
      
      * initial commit of test files
      
      * copnversion for all models
      
      * update processor for correct padding
      
      * update feature extraction
      
      * update integration test logits match
      
      * fmnt: off for the logits
      
      * on the fly mel bank
      
      * small nit
      
      * update test
      
      * update tokenizer
      
      * nit feature extraction
      
      * update
      
      * update tokenizer test
      
      * adds logit processor and update tokenizer to get supress tokens
      
      * style
      
      * clean convert
      
      * revert to original modeling tf utils
      
      * Update
      
      * update
      
      * nit
      
      * clean convert file
      
      * update tests and nits
      
      * quality
      
      * slow generation test
      
      * ffn_dim to allow customization
      
      * update readme
      
      * add to toctreee
      
      * start fixing integration tests
      
      * update tests and code
      
      * fix feature extractor
      
      * fix config tests common
      
      * update code to fix tests
      
      * fix feature exctractor
      
      * nit feature extraction
      
      * update test for new feature extractor
      
      * style
      
      * add absrtact
      
      * large logits wioth custom decoder input ids
      
      * wraap around is otrch available
      
      * fix feature extractor
      
      * correct logits for whisper small.en
      
      * nit
      
      * fix encoder_attentino_mask
      
      * some fixes
      
      * remove unnecessary inputs
      
      * nits
      
      * add normalizer file
      
      * update etst tokenization
      
      * fix attention mask not defined
      
      * fix generate
      
      * remove uncoder attention mask useless
      
      * update test modeling whisper
      
      * update condfig to add second non supress tokens
      
      * nits on feature exrtactor
      
      * nit for test tokenizers
      
      * update etsts
      
      * update tests
      
      * update tokenization test
      
      * fixup
      
      * invalidated hf token. Clean convert openai to whisper
      
      * fix logit tests
      
      * fixup
      
      * Add model to README
      
      * Fix doc tests
      
      * clean merge
      
      * revert toc_tree changes
      
      * remove useless LogitProcessor
      
      * Update whisper .mdx
      
      * update config file doc
      
      * update configuration docstring
      
      * update test tokenization
      
      * update test tokenization
      
      * update tokenization whisper
      Added copied from where needed
      
      * update feature extraction
      
      * nit test name
      
      * style
      
      * quality
      
      * remove get suppress tokens and update non_speech tokens global variables
      
      * Update src/transformers/models/whisper/feature_extraction_whisper.py
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * clean modeling whisper and test
      Removed the attention mask arguments that are deprecated
      
      * fix large test
      
      * Add multilingual audio test, and translate test
      
      * style
      
      * fix larg multilingual test
      
      * nits
      
      * add copied from for attention layer
      
      * remove attention masks in doc
      
      * add english normalizer
      
      * Update docs/source/en/model_doc/whisper.mdx
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * update tokenization test
      
      * remove copied from in whisper attention : no bias in k_proj only
      
      * wrap around dependencies in english normalizer
      
      * style
      
      * correct import generation logits
      
      * for now, wrap feature extractor with torch
      
      * remove torch depencies for feature extraction and style
      
      * Update src/transformers/models/whisper/convert_openai_whisper_to_tfms.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update docs/source/en/model_doc/whisper.mdx
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * fixup
      
      * nit
      
      * update logitds
      
      * style
      
      * nit
      
      * nits and fix final tests
      
      * add `is_more_itertools_available` to utils
      
      * quality
      
      * add begin supress tokens, supress tokens to generate args and config
      
      * clean supressTokensLogitProcessor in generation logits
      
      * Nit naming
      
      * add supressTokensAtBegin
      
      * udpate tests, supress tokens to None or correct values
      
      * nit and style
      
      * update RAG to fit test and generate_logit
      
      * add copy pasted statment on english normalizer
      
      * add arguments to config_common_kwargs
      
      * Update src/transformers/generation_utils.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update src/transformers/generation_logits_process.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * revert changes based on reviews
      
      * update doc and nits
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Apply suggestions from code review
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * more nits
      
      * last nits
      
      * update test configuration common
      
      * add BART name in decoder attention mask documentation
      
      * Update src/transformers/models/whisper/modeling_whisper.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * style
      
      * nit
      
      * nit
      
      * add english.json file to git
      
      * nits on documentation
      
      * nit
      
      * nits
      
      * last styling
      
      * add main toctree file
      
      * remove sentence piece dependency
      
      * clean init file
      
      * fix tokenizer that has no dependencies on sentencepiece
      
      * update whisper init file, nit
      
      * remove english.json file
      
      * add get decoder prompt id
      
      * All weights loading
      
      * Remove hanging pdb
      
      * Fixup and tidy up
      
      * Use same copied from as PT model
      
      * Remove whitespace changes
      
      * Remove torch references
      
      * Tie embeddings
      
      * Remove logits processor input to generate
      
      * Update logit values
      
      * revert changes and add forced logit processor
      
      * nit
      
      * clean normalizer
      
      * remove protected
      
      * Add logit processors and update generation code & tests
      
      * Some tidy up
      
      * Update docstring
      
      * update
      
      * update based on review
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      
      * Update to reflect changes on the PT model branch
      
      * Tidy up
      
      * Remove extra whitespace
      
      * Fix test - make input ids small enough we can append
      
      * Include upstream changes on main
      
      * PR comments - add batch tests, remove comments & defaults
      
      * Fix model output imports
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update src/transformers/generation_tf_logits_process.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update tests/models/whisper/test_modeling_tf_whisper.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update docstring example
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarMatt <Rocketknight1@users.noreply.github.com>
      
      * Remove changes to adjust_logits_during_generation function
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarArthur <48595927+ArthurZucker@users.noreply.github.com>
      
      * Tidy up imports that don't require TF
      
      * Update tests - skip and no more skip
      
      * Update tests/generation/test_generation_tf_logits_process.py
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      
      * Update src/transformers/models/whisper/modeling_tf_whisper.py
      Co-authored-by: default avatarMatt <Rocketknight1@users.noreply.github.com>
      
      * Add training flags
      
      * Add (skipped) XLA generation tests
      
      * Add embedding correctness test
      
      * Add constant ids for generation tests
      
      * Make logits finding a bit tidier
      
      * Remove unused args
      
      * xla generation enabled
      
      * Don't skip XLA tests anymore
      
      * Fix tests - add position ids to expected signature and update rag generation
      
      * Undo method reorder
      
      * Remove added whitespace
      
      * Remove copy-paste gradient checkopint ref
      
      * Remove
      
      * Trigger CI - (issue with refs when pulling)
      Co-authored-by: default avatarArthur Zucker <arthur.zucker@gmail.com>
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarNielsRogge <niels.rogge1@gmail.com>
      Co-authored-by: default avatarArthur <48595927+ArthurZucker@users.noreply.github.com>
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      Co-authored-by: default avatarJoao Gante <joaofranciscocardosogante@gmail.com>
      Co-authored-by: default avatarMatt <Rocketknight1@users.noreply.github.com>
      Co-authored-by: default avatarJoao Gante <joao@huggingface.co>
      e3f028f3
  17. 05 Oct, 2022 1 commit
    • Arthur's avatar
      Add WhisperModel to transformers (#19166) · 45e14038
      Arthur authored
      
      
      * simplify loop
      
      * add featur extractor
      
      * add model
      
      * start conversion
      
      * add dropout
      
      * initial commit of test files
      
      * copnversion for all models
      
      * update processor for correct padding
      
      * update feature extraction
      
      * update integration test logits match
      
      * fmnt: off for the logits
      
      * on the fly mel bank
      
      * small nit
      
      * update test
      
      * update tokenizer
      
      * nit feature extraction
      
      * update
      
      * update tokenizer test
      
      * adds logit processor and update tokenizer to get supress tokens
      
      * style
      
      * clean convert
      
      * revert to original modeling tf utils
      
      * Update
      
      * update
      
      * nit
      
      * clean convert file
      
      * update tests and nits
      
      * quality
      
      * slow generation test
      
      * ffn_dim to allow customization
      
      * update readme
      
      * add to toctreee
      
      * start fixing integration tests
      
      * update tests and code
      
      * fix feature extractor
      
      * fix config tests common
      
      * update code to fix tests
      
      * fix feature exctractor
      
      * nit feature extraction
      
      * update test for new feature extractor
      
      * style
      
      * add absrtact
      
      * large logits wioth custom decoder input ids
      
      * wraap around is otrch available
      
      * fix feature extractor
      
      * correct logits for whisper small.en
      
      * nit
      
      * fix encoder_attentino_mask
      
      * some fixes
      
      * remove unnecessary inputs
      
      * nits
      
      * add normalizer file
      
      * update etst tokenization
      
      * fix attention mask not defined
      
      * Add model to README
      
      * Fix doc tests
      
      * fix generate
      
      * remove uncoder attention mask useless
      
      * update test modeling whisper
      
      * update condfig to add second non supress tokens
      
      * nits on feature exrtactor
      
      * nit for test tokenizers
      
      * update etsts
      
      * update tests
      
      * update tokenization test
      
      * fixup
      
      * invalidated hf token. Clean convert openai to whisper
      
      * fix logit tests
      
      * fixup
      
      * clean merge
      
      * revert toc_tree changes
      
      * remove useless LogitProcessor
      
      * Update whisper .mdx
      
      * update config file doc
      
      * update configuration docstring
      
      * update test tokenization
      
      * update test tokenization
      
      * update tokenization whisper
      Added copied from where needed
      
      * update feature extraction
      
      * nit test name
      
      * style
      
      * quality
      
      * remove get suppress tokens and update non_speech tokens global variables
      
      * Update src/transformers/models/whisper/feature_extraction_whisper.py
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * clean modeling whisper and test
      Removed the attention mask arguments that are deprecated
      
      * fix large test
      
      * Add multilingual audio test, and translate test
      
      * style
      
      * fix larg multilingual test
      
      * nits
      
      * Update docs/source/en/model_doc/whisper.mdx
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * add copied from for attention layer
      
      * remove attention masks in doc
      
      * add english normalizer
      
      * update tokenization test
      
      * remove copied from in whisper attention : no bias in k_proj only
      
      * wrap around dependencies in english normalizer
      
      * style
      
      * correct import generation logits
      
      * for now, wrap feature extractor with torch
      
      * Update src/transformers/models/whisper/convert_openai_whisper_to_tfms.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update docs/source/en/model_doc/whisper.mdx
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * remove torch depencies for feature extraction and style
      
      * fixup
      
      * nit
      
      * update logitds
      
      * style
      
      * nit
      
      * nits and fix final tests
      
      * add `is_more_itertools_available` to utils
      
      * quality
      
      * add begin supress tokens, supress tokens to generate args and config
      
      * clean supressTokensLogitProcessor in generation logits
      
      * Nit naming
      
      * add supressTokensAtBegin
      
      * udpate tests, supress tokens to None or correct values
      
      * nit and style
      
      * update RAG to fit test and generate_logit
      
      * add copy pasted statment on english normalizer
      
      * add arguments to config_common_kwargs
      
      * Update src/transformers/generation_utils.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update src/transformers/generation_logits_process.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * Apply suggestions from code review
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * revert changes based on reviews
      
      * update doc and nits
      
      * more nits
      
      * last nits
      
      * update test configuration common
      
      * add BART name in decoder attention mask documentation
      
      * Update src/transformers/models/whisper/modeling_whisper.py
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      
      * style
      
      * nit
      
      * nit
      
      * add english.json file to git
      
      * nits on documentation
      
      * nit
      
      * nits
      
      * last styling
      
      * add main toctree file
      
      * remove sentence piece dependency
      
      * clean init file
      
      * fix tokenizer that has no dependencies on sentencepiece
      
      * update whisper init file, nit
      
      * remove english.json file
      
      * add get decoder prompt id
      
      * revert changes and add forced logit processor
      
      * nit
      
      * clean normalizer
      
      * remove protected
      
      * update
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      
      * update based on review
      
      * Update src/transformers/models/whisper/configuration_whisper.py
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
      
      * add batched tests
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarNielsRogge <niels.rogge1@gmail.com>
      Co-authored-by: default avatarNielsRogge <48327001+NielsRogge@users.noreply.github.com>
      Co-authored-by: default avatarSylvain Gugger <35901082+sgugger@users.noreply.github.com>
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