upload int8 onnx model

Signed-off-by: yuwenzho <[email protected]>

README.md

@@ -1,3 +1,95 @@
 ---
 license: apache-2.0
+datasets:
+- librispeech_asr
+metrics:
+- wer
+pipeline_tag: automatic-speech-recognition
+tags:
+- automatic-speech-recognition
+- int8
+- ONNX
+- PostTrainingDynamic
+- Intel® Neural Compressor
+- neural-compressor
+library_name: transformers
 ---
+
+## Model Details: INT8 Whisper medium
+
+Whisper is a pre-trained model for automatic speech recognition (ASR) and speech translation. Trained on 680k hours of labelled data, Whisper models demonstrate a strong ability to generalise to many datasets and domains without the need for fine-tuning.
+
+This int8 ONNX model is generated by [neural-compressor](https://github.com/intel/neural-compressor) and the fp32 model can be exported with below command:
+```shell
+optimum-cli export onnx --model openai/whisper-medium whisper-medium-with-past/ --task automatic-speech-recognition-with-past --opset 13
+```
+
+| Model Detail | Description |
+| ----------- | ----------- | 
+| Model Authors - Company | Intel | 
+| Date | July 7, 2023 | 
+| Version | 1 | 
+| Type | Speech Recognition | 
+| Paper or Other Resources | - | 
+| License | Apache 2.0 |
+| Questions or Comments | [Community Tab](https://huggingface.co/Intel/whisper-medium-int8-dynamic/discussions)|
+
+| Intended Use | Description |
+| ----------- | ----------- | 
+| Primary intended uses | You can use the raw model for automatic speech recognition inference | 
+| Primary intended users | Anyone doing automatic speech recognition inference | 
+| Out-of-scope uses | This model in most cases will need to be fine-tuned for your particular task.  The model should not be used to intentionally create hostile or alienating environments for people.|
+
+
+### How to use
+
+Download the model by cloning the repository:
+```shell
+git clone https://huggingface.co/Intel/whisper-medium-int8-dynamic
+```
+
+Evaluate the model with below code:
+```python
+import os
+from evaluate import load
+from datasets import load_dataset
+from transformers import WhisperForConditionalGeneration, WhisperProcessor, AutoConfig
+
+model_name = 'openai/whisper-medium'
+model_path = 'whisper-medium-int8-dynamic'
+processor = WhisperProcessor.from_pretrained(model_name)
+model = WhisperForConditionalGeneration.from_pretrained(model_name)
+config = AutoConfig.from_pretrained(model_name)
+wer = load("wer")
+librispeech_test_clean = load_dataset("librispeech_asr", "clean", split="test")
+
+from optimum.onnxruntime import ORTModelForSpeechSeq2Seq
+from transformers import PretrainedConfig
+model_config = PretrainedConfig.from_pretrained(model_name)
+predictions = []
+references = []
+sessions = ORTModelForSpeechSeq2Seq.load_model(
+            os.path.join(model_path, 'encoder_model.onnx'),
+            os.path.join(model_path, 'decoder_model.onnx'),
+            os.path.join(model_path, 'decoder_with_past_model.onnx'))
+model = ORTModelForSpeechSeq2Seq(sessions[0], sessions[1], model_config, model_path, sessions[2])
+for idx, batch in enumerate(librispeech_test_clean):
+    audio = batch["audio"]
+    input_features = processor(audio["array"], sampling_rate=audio["sampling_rate"], return_tensors="pt").input_features
+    reference = processor.tokenizer._normalize(batch['text'])
+    references.append(reference)
+    predicted_ids = model.generate(input_features)[0]
+    transcription = processor.decode(predicted_ids)
+    prediction = processor.tokenizer._normalize(transcription)
+    predictions.append(prediction)
+wer_result = wer.compute(references=references, predictions=predictions)
+print(f"Result wer: {wer_result * 100}")
+accuracy = 1 - wer_result
+print("Accuracy: %.5f" % accuracy)
+```
+
+## Metrics (Model Performance):
+| Model  | Model Size (GB) | wer |
+|---|:---:|:---:|
+| FP32 |2.4|2.88|
+| INT8 |1.2|2.83|

added_tokens.json

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config.json

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decoder_model.onnx

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decoder_with_past_model.onnx

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encoder_model.onnx

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generation_config.json

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+}

normalizer.json

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+{
+  "accessorise": "accessorize",
+  "accessorised": "accessorized",
+  "accessorises": "accessorizes",
+  "accessorising": "accessorizing",
+  "acclimatisation": "acclimatization",
+  "acclimatise": "acclimatize",
+  "acclimatised": "acclimatized",
+  "acclimatises": "acclimatizes",
+  "acclimatising": "acclimatizing",
+  "accoutrements": "accouterments",
+  "aeon": "eon",
+  "aeons": "eons",
+  "aerogramme": "aerogram",
+  "aerogrammes": "aerograms",
+  "aeroplane": "airplane",
+  "aeroplanes": "airplanes",
+  "aesthete": "esthete",
+  "aesthetes": "esthetes",
+  "aesthetic": "esthetic",
+  "aesthetically": "esthetically",
+  "aesthetics": "esthetics",
+  "aetiology": "etiology",
+  "ageing": "aging",
+  "aggrandisement": "aggrandizement",
+  "agonise": "agonize",
+  "agonised": "agonized",
+  "agonises": "agonizes",
+  "agonising": "agonizing",
+  "agonisingly": "agonizingly",
+  "almanack": "almanac",
+  "almanacks": "almanacs",
+  "aluminium": "aluminum",
+  "amortisable": "amortizable",
+  "amortisation": "amortization",
+  "amortisations": "amortizations",
+  "amortise": "amortize",
+  "amortised": "amortized",
+  "amortises": "amortizes",
+  "amortising": "amortizing",
+  "amphitheatre": "amphitheater",
+  "amphitheatres": "amphitheaters",
+  "anaemia": "anemia",
+  "anaemic": "anemic",
+  "anaesthesia": "anesthesia",
+  "anaesthetic": "anesthetic",
+  "anaesthetics": "anesthetics",
+  "anaesthetise": "anesthetize",
+  "anaesthetised": "anesthetized",
+  "anaesthetises": "anesthetizes",
+  "anaesthetising": "anesthetizing",
+  "anaesthetist": "anesthetist",
+  "anaesthetists": "anesthetists",
+  "anaesthetize": "anesthetize",
+  "anaesthetized": "anesthetized",
+  "anaesthetizes": "anesthetizes",
+  "anaesthetizing": "anesthetizing",
+  "analogue": "analog",
+  "analogues": "analogs",
+  "analyse": "analyze",
+  "analysed": "analyzed",
+  "analyses": "analyzes",
+  "analysing": "analyzing",
+  "anglicise": "anglicize",
+  "anglicised": "anglicized",
+  "anglicises": "anglicizes",
+  "anglicising": "anglicizing",
+  "annualised": "annualized",
+  "antagonise": "antagonize",
+  "antagonised": "antagonized",
+  "antagonises": "antagonizes",
+  "antagonising": "antagonizing",
+  "apologise": "apologize",
+  "apologised": "apologized",
+  "apologises": "apologizes",
+  "apologising": "apologizing",
+  "appal": "appall",
+  "appals": "appalls",
+  "appetiser": "appetizer",
+  "appetisers": "appetizers",
+  "appetising": "appetizing",
+  "appetisingly": "appetizingly",
+  "arbour": "arbor",
+  "arbours": "arbors",
+  "archaeologically": "archeologically",
+  "archaeologist": "archeologist",
+  "archaeologists": "archeologists",
+  "archaeology": "archeology</span>",
+  "archeological": "archaeological",
+  "ardour": "ardor",
+  "armour": "armor",
+  "armoured": "armored",
+  "armourer": "armorer",
+  "armourers": "armorers",
+  "armouries": "armories",
+  "armoury": "armory",
+  "artefact": "artifact",
+  "artefacts": "artifacts",
+  "authorise": "authorize",
+  "authorised": "authorized",
+  "authorises": "authorizes",
+  "authorising": "authorizing",
+  "axe": "ax",
+  "backpedalled": "backpedaled",
+  "backpedalling": "backpedaling",
+  "bannister": "banister",
+  "bannisters": "banisters",
+  "baptise": "baptize",
+  "baptised": "baptized",
+  "baptises": "baptizes",
+  "baptising": "baptizing",
+  "bastardise": "bastardize",
+  "bastardised": "bastardized",
+  "bastardises": "bastardizes",
+  "bastardising": "bastardizing",
+  "battleax": "battleaxe",
+  "baulk": "balk",
+  "baulked": "balked",
+  "baulking": "balking",
+  "baulks": "balks",
+  "bedevilled": "bedeviled",
+  "bedevilling": "bedeviling",
+  "behaviour": "behavior",
+  "behavioural": "behavioral",
+  "behaviourism": "behaviorism",
+  "behaviourist": "behaviorist",
+  "behaviourists": "behaviorists",
+  "behaviours": "behaviors",
+  "behove": "behoove",
+  "behoved": "behooved",
+  "behoves": "behooves",
+  "bejewelled": "bejeweled",
+  "belabour": "belabor",
+  "belaboured": "belabored",
+  "belabouring": "belaboring",
+  "belabours": "belabors",
+  "bevelled": "beveled",
+  "bevvies": "bevies",
+  "bevvy": "bevy",
+  "biassed": "biased",
+  "biassing": "biasing",
+  "bingeing": "binging",
+  "bougainvillaea": "bougainvillea",
+  "bougainvillaeas": "bougainvilleas",
+  "bowdlerise": "bowdlerize",
+  "bowdlerised": "bowdlerized",
+  "bowdlerises": "bowdlerizes",
+  "bowdlerising": "bowdlerizing",
+  "breathalyse": "breathalyze",
+  "breathalysed": "breathalyzed",
+  "breathalyser": "breathalyzer",
+  "breathalysers": "breathalyzers",
+  "breathalyses": "breathalyzes",
+  "breathalysing": "breathalyzing",
+  "brutalise": "brutalize",
+  "brutalised": "brutalized",
+  "brutalises": "brutalizes",
+  "brutalising": "brutalizing",
+  "busses": "buses",
+  "bussing": "busing",
+  "caesarean": "cesarean",
+  "caesareans": "cesareans",
+  "calibre": "caliber",
+  "calibres": "calibers",
+  "calliper": "caliper",
+  "callipers": "calipers",
+  "callisthenics": "calisthenics",
+  "canalise": "canalize",
+  "canalised": "canalized",
+  "canalises": "canalizes",
+  "canalising": "canalizing",
+  "cancelation": "cancellation",
+  "cancelations": "cancellations",
+  "cancelled": "canceled",
+  "cancelling": "canceling",
+  "candour": "candor",
+  "cannibalise": "cannibalize",
+  "cannibalised": "cannibalized",
+  "cannibalises": "cannibalizes",
+  "cannibalising": "cannibalizing",
+  "canonise": "canonize",
+  "canonised": "canonized",
+  "canonises": "canonizes",
+  "canonising": "canonizing",
+  "capitalise": "capitalize",
+  "capitalised": "capitalized",
+  "capitalises": "capitalizes",
+  "capitalising": "capitalizing",
+  "caramelise": "caramelize",
+  "caramelised": "caramelized",
+  "caramelises": "caramelizes",
+  "caramelising": "caramelizing",
+  "carbonise": "carbonize",
+  "carbonised": "carbonized",
+  "carbonises": "carbonizes",
+  "carbonising": "carbonizing",
+  "carolled": "caroled",
+  "carolling": "caroling",
+  "catalogue": "catalog",
+  "catalogued": "cataloged",
+  "catalogues": "catalogs",
+  "cataloguing": "cataloging",
+  "catalyse": "catalyze",
+  "catalysed": "catalyzed",
+  "catalyses": "catalyzes",
+  "catalysing": "catalyzing",
+  "categorise": "categorize",
+  "categorised": "categorized",
+  "categorises": "categorizes",
+  "categorising": "categorizing",
+  "cauterise": "cauterize",
+  "cauterised": "cauterized",
+  "cauterises": "cauterizes",
+  "cauterising": "cauterizing",
+  "cavilled": "caviled",
+  "cavilling": "caviling",
+  "centigramme": "centigram",
+  "centigrammes": "centigrams",
+  "centilitre": "centiliter",
+  "centilitres": "centiliters",
+  "centimetre": "centimeter",
+  "centimetres": "centimeters",
+  "centralise": "centralize",
+  "centralised": "centralized",
+  "centralises": "centralizes",
+  "centralising": "centralizing",
+  "centre": "center",
+  "centred": "centered",
+  "centrefold": "centerfold",
+  "centrefolds": "centerfolds",
+  "centrepiece": "centerpiece",
+  "centrepieces": "centerpieces",
+  "centres": "centers",
+  "channelled": "channeled",
+  "channelling": "channeling",
+  "characterise": "characterize",
+  "characterised": "characterized",
+  "characterises": "characterizes",
+  "characterising": "characterizing",
+  "cheque": "check",
+  "chequebook": "checkbook",
+  "chequebooks": "checkbooks",
+  "chequered": "checkered",
+  "cheques": "checks",
+  "chilli": "chili",
+  "chimaera": "chimera",
+  "chimaeras": "chimeras",
+  "chiselled": "chiseled",
+  "chiselling": "chiseling",
+  "circularise": "circularize",
+  "circularised": "circularized",
+  "circularises": "circularizes",
+  "circularising": "circularizing",
+  "civilise": "civilize",
+  "civilised": "civilized",
+  "civilises": "civilizes",
+  "civilising": "civilizing",
+  "clamour": "clamor",
+  "clamoured": "clamored",
+  "clamouring": "clamoring",
+  "clamours": "clamors",
+  "clangour": "clangor",
+  "clarinettist": "clarinetist",
+  "clarinettists": "clarinetists",
+  "collectivise": "collectivize",
+  "collectivised": "collectivized",
+  "collectivises": "collectivizes",
+  "collectivising": "collectivizing",
+  "colonisation": "colonization",
+  "colonise": "colonize",
+  "colonised": "colonized",
+  "coloniser": "colonizer",
+  "colonisers": "colonizers",
+  "colonises": "colonizes",
+  "colonising": "colonizing",
+  "colour": "color",
+  "colourant": "colorant",
+  "colourants": "colorants",
+  "coloured": "colored",
+  "coloureds": "coloreds",
+  "colourful": "colorful",
+  "colourfully": "colorfully",
+  "colouring": "coloring",
+  "colourize": "colorize",
+  "colourized": "colorized",
+  "colourizes": "colorizes",
+  "colourizing": "colorizing",
+  "colourless": "colorless",
+  "colours": "colors",
+  "commercialise": "commercialize",
+  "commercialised": "commercialized",
+  "commercialises": "commercializes",
+  "commercialising": "commercializing",
+  "compartmentalise": "compartmentalize",
+  "compartmentalised": "compartmentalized",
+  "compartmentalises": "compartmentalizes",
+  "compartmentalising": "compartmentalizing",
+  "computerise": "computerize",
+  "computerised": "computerized",
+  "computerises": "computerizes",
+  "computerising": "computerizing",
+  "conceptualise": "conceptualize",
+  "conceptualised": "conceptualized",
+  "conceptualises": "conceptualizes",
+  "conceptualising": "conceptualizing",
+  "connexion": "connection",
+  "connexions": "connections",
+  "contextualise": "contextualize",
+  "contextualised": "contextualized",
+  "contextualises": "contextualizes",
+  "contextualising": "contextualizing",
+  "cosier": "cozier",
+  "cosies": "cozies",
+  "cosiest": "coziest",
+  "cosily": "cozily",
+  "cosiness": "coziness",
+  "cosy": "cozy",
+  "councillor": "councilor",
+  "councillors": "councilors",
+  "counselled": "counseled",
+  "counselling": "counseling",
+  "counsellor": "counselor",
+  "counsellors": "counselors",
+  "crenelated": "crenellated",
+  "criminalise": "criminalize",
+  "criminalised": "criminalized",
+  "criminalises": "criminalizes",
+  "criminalising": "criminalizing",
+  "criticise": "criticize",
+  "criticised": "criticized",
+  "criticises": "criticizes",
+  "criticising": "criticizing",
+  "crueller": "crueler",
+  "cruellest": "cruelest",
+  "crystallisation": "crystallization",
+  "crystallise": "crystallize",
+  "crystallised": "crystallized",
+  "crystallises": "crystallizes",
+  "crystallising": "crystallizing",
+  "cudgelled": "cudgeled",
+  "cudgelling": "cudgeling",
+  "customise": "customize",
+  "customised": "customized",
+  "customises": "customizes",
+  "customising": "customizing",
+  "cypher": "cipher",
+  "cyphers": "ciphers",
+  "decentralisation": "decentralization",
+  "decentralise": "decentralize",
+  "decentralised": "decentralized",
+  "decentralises": "decentralizes",
+  "decentralising": "decentralizing",
+  "decriminalisation": "decriminalization",
+  "decriminalise": "decriminalize",
+  "decriminalised": "decriminalized",
+  "decriminalises": "decriminalizes",
+  "decriminalising": "decriminalizing",
+  "defence": "defense",
+  "defenceless": "defenseless",
+  "defences": "defenses",
+  "dehumanisation": "dehumanization",
+  "dehumanise": "dehumanize",
+  "dehumanised": "dehumanized",
+  "dehumanises": "dehumanizes",
+  "dehumanising": "dehumanizing",
+  "demeanour": "demeanor",
+  "demilitarisation": "demilitarization",
+  "demilitarise": "demilitarize",
+  "demilitarised": "demilitarized",
+  "demilitarises": "demilitarizes",
+  "demilitarising": "demilitarizing",
+  "demobilisation": "demobilization",
+  "demobilise": "demobilize",
+  "demobilised": "demobilized",
+  "demobilises": "demobilizes",
+  "demobilising": "demobilizing",
+  "democratisation": "democratization",
+  "democratise": "democratize",
+  "democratised": "democratized",
+  "democratises": "democratizes",
+  "democratising": "democratizing",
+  "demonise": "demonize",
+  "demonised": "demonized",
+  "demonises": "demonizes",
+  "demonising": "demonizing",
+  "demoralisation": "demoralization",
+  "demoralise": "demoralize",
+  "demoralised": "demoralized",
+  "demoralises": "demoralizes",
+  "demoralising": "demoralizing",
+  "denationalisation": "denationalization",
+  "denationalise": "denationalize",
+  "denationalised": "denationalized",
+  "denationalises": "denationalizes",
+  "denationalising": "denationalizing",
+  "deodorise": "deodorize",
+  "deodorised": "deodorized",
+  "deodorises": "deodorizes",
+  "deodorising": "deodorizing",
+  "depersonalise": "depersonalize",
+  "depersonalised": "depersonalized",
+  "depersonalises": "depersonalizes",
+  "depersonalising": "depersonalizing",
+  "deputise": "deputize",
+  "deputised": "deputized",
+  "deputises": "deputizes",
+  "deputising": "deputizing",
+  "desensitisation": "desensitization",
+  "desensitise": "desensitize",
+  "desensitised": "desensitized",
+  "desensitises": "desensitizes",
+  "desensitising": "desensitizing",
+  "destabilisation": "destabilization",
+  "destabilise": "destabilize",
+  "destabilised": "destabilized",
+  "destabilises": "destabilizes",
+  "destabilising": "destabilizing",
+  "dialled": "dialed",
+  "dialling": "dialing",
+  "dialogue": "dialog",
+  "dialogues": "dialogs",
+  "diarrhoea": "diarrhea",
+  "digitise": "digitize",
+  "digitised": "digitized",
+  "digitises": "digitizes",
+  "digitising": "digitizing",
+  "disc": "disk",
+  "discolour": "discolor",
+  "discoloured": "discolored",
+  "discolouring": "discoloring",
+  "discolours": "discolors",
+  "discs": "disks",
+  "disembowelled": "disemboweled",
+  "disembowelling": "disemboweling",
+  "disfavour": "disfavor",
+  "dishevelled": "disheveled",
+  "dishonour": "dishonor",
+  "dishonourable": "dishonorable",
+  "dishonourably": "dishonorably",
+  "dishonoured": "dishonored",
+  "dishonouring": "dishonoring",
+  "dishonours": "dishonors",
+  "disorganisation": "disorganization",
+  "disorganised": "disorganized",
+  "distil": "distill",
+  "distils": "distills",
+  "dramatisation": "dramatization",
+  "dramatisations": "dramatizations",
+  "dramatise": "dramatize",
+  "dramatised": "dramatized",
+  "dramatises": "dramatizes",
+  "dramatising": "dramatizing",
+  "draught": "draft",
+  "draughtboard": "draftboard",
+  "draughtboards": "draftboards",
+  "draughtier": "draftier",
+  "draughtiest": "draftiest",
+  "draughts": "drafts",
+  "draughtsman": "draftsman",
+  "draughtsmanship": "draftsmanship",
+  "draughtsmen": "draftsmen",
+  "draughtswoman": "draftswoman",
+  "draughtswomen": "draftswomen",
+  "draughty": "drafty",
+  "drivelled": "driveled",
+  "drivelling": "driveling",
+  "duelled": "dueled",
+  "duelling": "dueling",
+  "economise": "economize",
+  "economised": "economized",
+  "economises": "economizes",
+  "economising": "economizing",
+  "editorialise": "editorialize",
+  "editorialised": "editorialized",
+  "editorialises": "editorializes",
+  "editorialising": "editorializing",
+  "edoema": "edema",
+  "empathise": "empathize",
+  "empathised": "empathized",
+  "empathises": "empathizes",
+  "empathising": "empathizing",
+  "emphasise": "emphasize",
+  "emphasised": "emphasized",
+  "emphasises": "emphasizes",
+  "emphasising": "emphasizing",
+  "enamelled": "enameled",
+  "enamelling": "enameling",
+  "enamoured": "enamored",
+  "encyclopaedia": "encyclopedia",
+  "encyclopaedias": "encyclopedias",
+  "encyclopaedic": "encyclopedic",
+  "endeavour": "endeavor",
+  "endeavoured": "endeavored",
+  "endeavouring": "endeavoring",
+  "endeavours": "endeavors",
+  "energise": "energize",
+  "energised": "energized",
+  "energises": "energizes",
+  "energising": "energizing",
+  "enrol": "enroll",
+  "enrols": "enrolls",
+  "enthral": "enthrall",
+  "enthrals": "enthralls",
+  "epaulette": "epaulet",
+  "epaulettes": "epaulets",
+  "epicentre": "epicenter",
+  "epicentres": "epicenters",
+  "epilogue": "epilog",
+  "epilogues": "epilogs",
+  "epitomise": "epitomize",
+  "epitomised": "epitomized",
+  "epitomises": "epitomizes",
+  "epitomising": "epitomizing",
+  "equalisation": "equalization",
+  "equalise": "equalize",
+  "equalised": "equalized",
+  "equaliser": "equalizer",
+  "equalisers": "equalizers",
+  "equalises": "equalizes",
+  "equalising": "equalizing",
+  "eulogise": "eulogize",
+  "eulogised": "eulogized",
+  "eulogises": "eulogizes",
+  "eulogising": "eulogizing",
+  "evangelise": "evangelize",
+  "evangelised": "evangelized",
+  "evangelises": "evangelizes",
+  "evangelising": "evangelizing",
+  "exorcise": "exorcize",
+  "exorcised": "exorcized",
+  "exorcises": "exorcizes",
+  "exorcising": "exorcizing",
+  "extemporisation": "extemporization",
+  "extemporise": "extemporize",
+  "extemporised": "extemporized",
+  "extemporises": "extemporizes",
+  "extemporising": "extemporizing",
+  "externalisation": "externalization",
+  "externalisations": "externalizations",
+  "externalise": "externalize",
+  "externalised": "externalized",
+  "externalises": "externalizes",
+  "externalising": "externalizing",
+  "factorise": "factorize",
+  "factorised": "factorized",
+  "factorises": "factorizes",
+  "factorising": "factorizing",
+  "faecal": "fecal",
+  "faeces": "feces",
+  "familiarisation": "familiarization",
+  "familiarise": "familiarize",
+  "familiarised": "familiarized",
+  "familiarises": "familiarizes",
+  "familiarising": "familiarizing",
+  "fantasise": "fantasize",
+  "fantasised": "fantasized",
+  "fantasises": "fantasizes",
+  "fantasising": "fantasizing",
+  "favour": "favor",
+  "favourable": "favorable",
+  "favourably": "favorably",
+  "favoured": "favored",
+  "favouring": "favoring",
+  "favourite": "favorite",
+  "favourites": "favorites",
+  "favouritism": "favoritism",
+  "favours": "favors",
+  "feminise": "feminize",
+  "feminised": "feminized",
+  "feminises": "feminizes",
+  "feminising": "feminizing",
+  "fertilisation": "fertilization",
+  "fertilise": "fertilize",
+  "fertilised": "fertilized",
+  "fertiliser": "fertilizer",
+  "fertilisers": "fertilizers",
+  "fertilises": "fertilizes",
+  "fertilising": "fertilizing",
+  "fervour": "fervor",
+  "fibre": "fiber",
+  "fibreglass": "fiberglass",
+  "fibres": "fibers",
+  "fictionalisation": "fictionalization",
+  "fictionalisations": "fictionalizations",
+  "fictionalise": "fictionalize",
+  "fictionalised": "fictionalized",
+  "fictionalises": "fictionalizes",
+  "fictionalising": "fictionalizing",
+  "fillet": "filet",
+  "filleted": "fileted",
+  "filleting": "fileting",
+  "fillets": "filets",
+  "finalisation": "finalization",
+  "finalise": "finalize",
+  "finalised": "finalized",
+  "finalises": "finalizes",
+  "finalising": "finalizing",
+  "flautist": "flutist",
+  "flautists": "flutists",
+  "flavour": "flavor",
+  "flavoured": "flavored",
+  "flavouring": "flavoring",
+  "flavourings": "flavorings",
+  "flavourless": "flavorless",
+  "flavours": "flavors",
+  "flavoursome": "flavorsome",
+  "flyer / flier": "flier / flyer",
+  "foetal": "fetal",
+  "foetid": "fetid",
+  "foetus": "fetus",
+  "foetuses": "fetuses",
+  "formalisation": "formalization",
+  "formalise": "formalize",
+  "formalised": "formalized",
+  "formalises": "formalizes",
+  "formalising": "formalizing",
+  "fossilisation": "fossilization",
+  "fossilise": "fossilize",
+  "fossilised": "fossilized",
+  "fossilises": "fossilizes",
+  "fossilising": "fossilizing",
+  "fraternisation": "fraternization",
+  "fraternise": "fraternize",
+  "fraternised": "fraternized",
+  "fraternises": "fraternizes",
+  "fraternising": "fraternizing",
+  "fulfil": "fulfill",
+  "fulfilment": "fulfillment",
+  "fulfils": "fulfills",
+  "funnelled": "funneled",
+  "funnelling": "funneling",
+  "gage": "gauge",
+  "gaged": "gauged",
+  "gages": "gauges",
+  "gaging": "gauging",
+  "galvanise": "galvanize",
+  "galvanised": "galvanized",
+  "galvanises": "galvanizes",
+  "galvanising": "galvanizing",
+  "gambolled": "gamboled",
+  "gambolling": "gamboling",
+  "gaol": "jail",
+  "gaolbird": "jailbird",
+  "gaolbirds": "jailbirds",
+  "gaolbreak": "jailbreak",
+  "gaolbreaks": "jailbreaks",
+  "gaoled": "jailed",
+  "gaoler": "jailer",
+  "gaolers": "jailers",
+  "gaoling": "jailing",
+  "gaols": "jails",
+  "gasses": "gases",
+  "generalisation": "generalization",
+  "generalisations": "generalizations",
+  "generalise": "generalize",
+  "generalised": "generalized",
+  "generalises": "generalizes",
+  "generalising": "generalizing",
+  "ghettoise": "ghettoize",
+  "ghettoised": "ghettoized",
+  "ghettoises": "ghettoizes",
+  "ghettoising": "ghettoizing",
+  "gipsies": "gypsies",
+  "glamor": "glamour",
+  "glamorise": "glamorize",
+  "glamorised": "glamorized",
+  "glamorises": "glamorizes",
+  "glamorising": "glamorizing",
+  "globalisation": "globalization",
+  "globalise": "globalize",
+  "globalised": "globalized",
+  "globalises": "globalizes",
+  "globalising": "globalizing",
+  "glueing": "gluing",
+  "goitre": "goiter",
+  "goitres": "goiters",
+  "gonorrhoea": "gonorrhea",
+  "gramme": "gram",
+  "grammes": "grams",
+  "gravelled": "graveled",
+  "grey": "gray",
+  "greyed": "grayed",
+  "greying": "graying",
+  "greyish": "grayish",
+  "greyness": "grayness",
+  "greys": "grays",
+  "grovelled": "groveled",
+  "grovelling": "groveling",
+  "groyne": "groin",
+  "groynes": "groins",
+  "gruelling": "grueling",
+  "gruellingly": "gruelingly",
+  "gryphon": "griffin",
+  "gryphons": "griffins",
+  "gynaecological": "gynecological",
+  "gynaecologist": "gynecologist",
+  "gynaecologists": "gynecologists",
+  "gynaecology": "gynecology",
+  "haematological": "hematological",
+  "haematologist": "hematologist",
+  "haematologists": "hematologists",
+  "haematology": "hematology",
+  "haemoglobin": "hemoglobin",
+  "haemophilia": "hemophilia",
+  "haemophiliac": "hemophiliac",
+  "haemophiliacs": "hemophiliacs",
+  "haemorrhage": "hemorrhage",
+  "haemorrhaged": "hemorrhaged",
+  "haemorrhages": "hemorrhages",
+  "haemorrhaging": "hemorrhaging",
+  "haemorrhoids": "hemorrhoids",
+  "harbour": "harbor",
+  "harboured": "harbored",
+  "harbouring": "harboring",
+  "harbours": "harbors",
+  "harmonisation": "harmonization",
+  "harmonise": "harmonize",
+  "harmonised": "harmonized",
+  "harmonises": "harmonizes",
+  "harmonising": "harmonizing",
+  "homoeopath": "homeopath",
+  "homoeopathic": "homeopathic",
+  "homoeopaths": "homeopaths",
+  "homoeopathy": "homeopathy",
+  "homogenise": "homogenize",
+  "homogenised": "homogenized",
+  "homogenises": "homogenizes",
+  "homogenising": "homogenizing",
+  "honour": "honor",
+  "honourable": "honorable",
+  "honourably": "honorably",
+  "honoured": "honored",
+  "honouring": "honoring",
+  "honours": "honors",
+  "hospitalisation": "hospitalization",
+  "hospitalise": "hospitalize",
+  "hospitalised": "hospitalized",
+  "hospitalises": "hospitalizes",
+  "hospitalising": "hospitalizing",
+  "humanise": "humanize",
+  "humanised": "humanized",
+  "humanises": "humanizes",
+  "humanising": "humanizing",
+  "humour": "humor",
+  "humoured": "humored",
+  "humouring": "humoring",
+  "humourless": "humorless",
+  "humours": "humors",
+  "hybridise": "hybridize",
+  "hybridised": "hybridized",
+  "hybridises": "hybridizes",
+  "hybridising": "hybridizing",
+  "hypnotise": "hypnotize",
+  "hypnotised": "hypnotized",
+  "hypnotises": "hypnotizes",
+  "hypnotising": "hypnotizing",
+  "hypothesise": "hypothesize",
+  "hypothesised": "hypothesized",
+  "hypothesises": "hypothesizes",
+  "hypothesising": "hypothesizing",
+  "idealisation": "idealization",
+  "idealise": "idealize",
+  "idealised": "idealized",
+  "idealises": "idealizes",
+  "idealising": "idealizing",
+  "idolise": "idolize",
+  "idolised": "idolized",
+  "idolises": "idolizes",
+  "idolising": "idolizing",
+  "immobilisation": "immobilization",
+  "immobilise": "immobilize",
+  "immobilised": "immobilized",
+  "immobiliser": "immobilizer",
+  "immobilisers": "immobilizers",
+  "immobilises": "immobilizes",
+  "immobilising": "immobilizing",
+  "immortalise": "immortalize",
+  "immortalised": "immortalized",
+  "immortalises": "immortalizes",
+  "immortalising": "immortalizing",
+  "immunisation": "immunization",
+  "immunise": "immunize",
+  "immunised": "immunized",
+  "immunises": "immunizes",
+  "immunising": "immunizing",
+  "impanelled": "impaneled",
+  "impanelling": "impaneling",
+  "imperilled": "imperiled",
+  "imperilling": "imperiling",
+  "individualise": "individualize",
+  "individualised": "individualized",
+  "individualises": "individualizes",
+  "individualising": "individualizing",
+  "industrialise": "industrialize",
+  "industrialised": "industrialized",
+  "industrialises": "industrializes",
+  "industrialising": "industrializing",
+  "inflexion": "inflection",
+  "inflexions": "inflections",
+  "initialise": "initialize",
+  "initialised": "initialized",
+  "initialises": "initializes",
+  "initialising": "initializing",
+  "initialled": "initialed",
+  "initialling": "initialing",
+  "instal": "install",
+  "instalment": "installment",
+  "instalments": "installments",
+  "instals": "installs",
+  "instil": "instill",
+  "instils": "instills",
+  "institutionalisation": "institutionalization",
+  "institutionalise": "institutionalize",
+  "institutionalised": "institutionalized",
+  "institutionalises": "institutionalizes",
+  "institutionalising": "institutionalizing",
+  "intellectualise": "intellectualize",
+  "intellectualised": "intellectualized",
+  "intellectualises": "intellectualizes",
+  "intellectualising": "intellectualizing",
+  "internalisation": "internalization",
+  "internalise": "internalize",
+  "internalised": "internalized",
+  "internalises": "internalizes",
+  "internalising": "internalizing",
+  "internationalisation": "internationalization",
+  "internationalise": "internationalize",
+  "internationalised": "internationalized",
+  "internationalises": "internationalizes",
+  "internationalising": "internationalizing",
+  "ionisation": "ionization",
+  "ionise": "ionize",
+  "ionised": "ionized",
+  "ioniser": "ionizer",
+  "ionisers": "ionizers",
+  "ionises": "ionizes",
+  "ionising": "ionizing",
+  "italicise": "italicize",
+  "italicised": "italicized",
+  "italicises": "italicizes",
+  "italicising": "italicizing",
+  "itemise": "itemize",
+  "itemised": "itemized",
+  "itemises": "itemizes",
+  "itemising": "itemizing",
+  "jeopardise": "jeopardize",
+  "jeopardised": "jeopardized",
+  "jeopardises": "jeopardizes",
+  "jeopardising": "jeopardizing",
+  "jewelled": "jeweled",
+  "jeweller": "jeweler",
+  "jewellers": "jewelers",
+  "jewellery": "jewelry",
+  "judgement": "judgment",
+  "kilogramme": "kilogram",
+  "kilogrammes": "kilograms",
+  "kilometre": "kilometer",
+  "kilometres": "kilometers",
+  "labelled": "labeled",
+  "labelling": "labeling",
+  "labour": "labor",
+  "laboured": "labored",
+  "labourer": "laborer",
+  "labourers": "laborers",
+  "labouring": "laboring",
+  "labours": "labors",
+  "lacklustre": "lackluster",
+  "legalisation": "legalization",
+  "legalise": "legalize",
+  "legalised": "legalized",
+  "legalises": "legalizes",
+  "legalising": "legalizing",
+  "legitimise": "legitimize",
+  "legitimised": "legitimized",
+  "legitimises": "legitimizes",
+  "legitimising": "legitimizing",
+  "leukaemia": "leukemia",
+  "levelled": "leveled",
+  "leveller": "leveler",
+  "levellers": "levelers",
+  "levelling": "leveling",
+  "libelled": "libeled",
+  "libelling": "libeling",
+  "libellous": "libelous",
+  "liberalisation": "liberalization",
+  "liberalise": "liberalize",
+  "liberalised": "liberalized",
+  "liberalises": "liberalizes",
+  "liberalising": "liberalizing",
+  "licence": "license",
+  "licenced": "licensed",
+  "licences": "licenses",
+  "licencing": "licensing",
+  "likeable": "likable",
+  "lionisation": "lionization",
+  "lionise": "lionize",
+  "lionised": "lionized",
+  "lionises": "lionizes",
+  "lionising": "lionizing",
+  "liquidise": "liquidize",
+  "liquidised": "liquidized",
+  "liquidiser": "liquidizer",
+  "liquidisers": "liquidizers",
+  "liquidises": "liquidizes",
+  "liquidising": "liquidizing",
+  "litre": "liter",
+  "litres": "liters",
+  "localise": "localize",
+  "localised": "localized",
+  "localises": "localizes",
+  "localising": "localizing",
+  "louvre": "louver",
+  "louvred": "louvered",
+  "louvres": "louvers",
+  "lustre": "luster",
+  "magnetise": "magnetize",
+  "magnetised": "magnetized",
+  "magnetises": "magnetizes",
+  "magnetising": "magnetizing",
+  "manoeuvrability": "maneuverability",
+  "manoeuvrable": "maneuverable",
+  "manoeuvre": "maneuver",
+  "manoeuvred": "maneuvered",
+  "manoeuvres": "maneuvers",
+  "manoeuvring": "maneuvering",
+  "manoeuvrings": "maneuverings",
+  "marginalisation": "marginalization",
+  "marginalise": "marginalize",
+  "marginalised": "marginalized",
+  "marginalises": "marginalizes",
+  "marginalising": "marginalizing",
+  "marshalled": "marshaled",
+  "marshalling": "marshaling",
+  "marvelled": "marveled",
+  "marvelling": "marveling",
+  "marvellous": "marvelous",
+  "marvellously": "marvelously",
+  "materialisation": "materialization",
+  "materialise": "materialize",
+  "materialised": "materialized",
+  "materialises": "materializes",
+  "materialising": "materializing",
+  "maximisation": "maximization",
+  "maximise": "maximize",
+  "maximised": "maximized",
+  "maximises": "maximizes",
+  "maximising": "maximizing",
+  "meagre": "meager",
+  "mechanisation": "mechanization",
+  "mechanise": "mechanize",
+  "mechanised": "mechanized",
+  "mechanises": "mechanizes",
+  "mechanising": "mechanizing",
+  "mediaeval": "medieval",
+  "memorialise": "memorialize",
+  "memorialised": "memorialized",
+  "memorialises": "memorializes",
+  "memorialising": "memorializing",
+  "memorise": "memorize",
+  "memorised": "memorized",
+  "memorises": "memorizes",
+  "memorising": "memorizing",
+  "mesmerise": "mesmerize",
+  "mesmerised": "mesmerized",
+  "mesmerises": "mesmerizes",
+  "mesmerising": "mesmerizing",
+  "metabolise": "metabolize",
+  "metabolised": "metabolized",
+  "metabolises": "metabolizes",
+  "metabolising": "metabolizing",
+  "metre": "meter",
+  "metres": "meters",
+  "mhm": "hmm",
+  "micrometre": "micrometer",
+  "micrometres": "micrometers",
+  "militarise": "militarize",
+  "militarised": "militarized",
+  "militarises": "militarizes",
+  "militarising": "militarizing",
+  "milligramme": "milligram",
+  "milligrammes": "milligrams",
+  "millilitre": "milliliter",
+  "millilitres": "milliliters",
+  "millimetre": "millimeter",
+  "millimetres": "millimeters",
+  "miniaturisation": "miniaturization",
+  "miniaturise": "miniaturize",
+  "miniaturised": "miniaturized",
+  "miniaturises": "miniaturizes",
+  "miniaturising": "miniaturizing",
+  "minibusses": "minibuses",
+  "minimise": "minimize",
+  "minimised": "minimized",
+  "minimises": "minimizes",
+  "minimising": "minimizing",
+  "misbehaviour": "misbehavior",
+  "misdemeanour": "misdemeanor",
+  "misdemeanours": "misdemeanors",
+  "misspelt": "misspelled",
+  "mitre": "miter",
+  "mitres": "miters",
+  "mm": "hmm",
+  "mmm": "hmm",
+  "mobilisation": "mobilization",
+  "mobilise": "mobilize",
+  "mobilised": "mobilized",
+  "mobilises": "mobilizes",
+  "mobilising": "mobilizing",
+  "modelled": "modeled",
+  "modeller": "modeler",
+  "modellers": "modelers",
+  "modelling": "modeling",
+  "modernise": "modernize",
+  "modernised": "modernized",
+  "modernises": "modernizes",
+  "modernising": "modernizing",
+  "moisturise": "moisturize",
+  "moisturised": "moisturized",
+  "moisturiser": "moisturizer",
+  "moisturisers": "moisturizers",
+  "moisturises": "moisturizes",
+  "moisturising": "moisturizing",
+  "monologue": "monolog",
+  "monologues": "monologs",
+  "monopolisation": "monopolization",
+  "monopolise": "monopolize",
+  "monopolised": "monopolized",
+  "monopolises": "monopolizes",
+  "monopolising": "monopolizing",
+  "moralise": "moralize",
+  "moralised": "moralized",
+  "moralises": "moralizes",
+  "moralising": "moralizing",
+  "motorised": "motorized",
+  "mould": "mold",
+  "moulded": "molded",
+  "moulder": "molder",
+  "mouldered": "moldered",
+  "mouldering": "moldering",
+  "moulders": "molders",
+  "mouldier": "moldier",
+  "mouldiest": "moldiest",
+  "moulding": "molding",
+  "mouldings": "moldings",
+  "moulds": "molds",
+  "mouldy": "moldy",
+  "moult": "molt",
+  "moulted": "molted",
+  "moulting": "molting",
+  "moults": "molts",
+  "moustache": "mustache",
+  "moustached": "mustached",
+  "moustaches": "mustaches",
+  "moustachioed": "mustachioed",
+  "multicoloured": "multicolored",
+  "nationalisation": "nationalization",
+  "nationalisations": "nationalizations",
+  "nationalise": "nationalize",
+  "nationalised": "nationalized",
+  "nationalises": "nationalizes",
+  "nationalising": "nationalizing",
+  "naturalisation": "naturalization",
+  "naturalise": "naturalize",
+  "naturalised": "naturalized",
+  "naturalises": "naturalizes",
+  "naturalising": "naturalizing",
+  "neighbour": "neighbor",
+  "neighbourhood": "neighborhood",
+  "neighbourhoods": "neighborhoods",
+  "neighbouring": "neighboring",
+  "neighbourliness": "neighborliness",
+  "neighbourly": "neighborly",
+  "neighbours": "neighbors",
+  "neutralisation": "neutralization",
+  "neutralise": "neutralize",
+  "neutralised": "neutralized",
+  "neutralises": "neutralizes",
+  "neutralising": "neutralizing",
+  "normalisation": "normalization",
+  "normalise": "normalize",
+  "normalised": "normalized",
+  "normalises": "normalizes",
+  "normalising": "normalizing",
+  "odour": "odor",
+  "odourless": "odorless",
+  "odours": "odors",
+  "oesophagus": "esophagus",
+  "oesophaguses": "esophaguses",
+  "oestrogen": "estrogen",
+  "offence": "offense",
+  "offences": "offenses",
+  "omelette": "omelet",
+  "omelettes": "omelets",
+  "optimise": "optimize",
+  "optimised": "optimized",
+  "optimises": "optimizes",
+  "optimising": "optimizing",
+  "organisation": "organization",
+  "organisational": "organizational",
+  "organisations": "organizations",
+  "organise": "organize",
+  "organised": "organized",
+  "organiser": "organizer",
+  "organisers": "organizers",
+  "organises": "organizes",
+  "organising": "organizing",
+  "orthopaedic": "orthopedic",
+  "orthopaedics": "orthopedics",
+  "ostracise": "ostracize",
+  "ostracised": "ostracized",
+  "ostracises": "ostracizes",
+  "ostracising": "ostracizing",
+  "outmanoeuvre": "outmaneuver",
+  "outmanoeuvred": "outmaneuvered",
+  "outmanoeuvres": "outmaneuvers",
+  "outmanoeuvring": "outmaneuvering",
+  "overemphasise": "overemphasize",
+  "overemphasised": "overemphasized",
+  "overemphasises": "overemphasizes",
+  "overemphasising": "overemphasizing",
+  "oxidisation": "oxidization",
+  "oxidise": "oxidize",
+  "oxidised": "oxidized",
+  "oxidises": "oxidizes",
+  "oxidising": "oxidizing",
+  "paederast": "pederast",
+  "paederasts": "pederasts",
+  "paediatric": "pediatric",
+  "paediatrician": "pediatrician",
+  "paediatricians": "pediatricians",
+  "paediatrics": "pediatrics",
+  "paedophile": "pedophile",
+  "paedophiles": "pedophiles",
+  "paedophilia": "pedophilia",
+  "palaeolithic": "paleolithic",
+  "palaeontologist": "paleontologist",
+  "palaeontologists": "paleontologists",
+  "palaeontology": "paleontology",
+  "panelled": "paneled",
+  "panelling": "paneling",
+  "panellist": "panelist",
+  "panellists": "panelists",
+  "paralyse": "paralyze",
+  "paralysed": "paralyzed",
+  "paralyses": "paralyzes",
+  "paralysing": "paralyzing",
+  "parcelled": "parceled",
+  "parcelling": "parceling",
+  "parlour": "parlor",
+  "parlours": "parlors",
+  "particularise": "particularize",
+  "particularised": "particularized",
+  "particularises": "particularizes",
+  "particularising": "particularizing",
+  "passivisation": "passivization",
+  "passivise": "passivize",
+  "passivised": "passivized",
+  "passivises": "passivizes",
+  "passivising": "passivizing",
+  "pasteurisation": "pasteurization",
+  "pasteurise": "pasteurize",
+  "pasteurised": "pasteurized",
+  "pasteurises": "pasteurizes",
+  "pasteurising": "pasteurizing",
+  "patronise": "patronize",
+  "patronised": "patronized",
+  "patronises": "patronizes",
+  "patronising": "patronizing",
+  "patronisingly": "patronizingly",
+  "pedalled": "pedaled",
+  "pedalling": "pedaling",
+  "pedestrianisation": "pedestrianization",
+  "pedestrianise": "pedestrianize",
+  "pedestrianised": "pedestrianized",
+  "pedestrianises": "pedestrianizes",
+  "pedestrianising": "pedestrianizing",
+  "penalise": "penalize",
+  "penalised": "penalized",
+  "penalises": "penalizes",
+  "penalising": "penalizing",
+  "pencilled": "penciled",
+  "pencilling": "penciling",
+  "personalise": "personalize",
+  "personalised": "personalized",
+  "personalises": "personalizes",
+  "personalising": "personalizing",
+  "pharmacopoeia": "pharmacopeia",
+  "pharmacopoeias": "pharmacopeias",
+  "philosophise": "philosophize",
+  "philosophised": "philosophized",
+  "philosophises": "philosophizes",
+  "philosophising": "philosophizing",
+  "philtre": "filter",
+  "philtres": "filters",
+  "phoney": "phony",
+  "plagiarise": "plagiarize",
+  "plagiarised": "plagiarized",
+  "plagiarises": "plagiarizes",
+  "plagiarising": "plagiarizing",
+  "plough": "plow",
+  "ploughed": "plowed",
+  "ploughing": "plowing",
+  "ploughman": "plowman",
+  "ploughmen": "plowmen",
+  "ploughs": "plows",
+  "ploughshare": "plowshare",
+  "ploughshares": "plowshares",
+  "polarisation": "polarization",
+  "polarise": "polarize",
+  "polarised": "polarized",
+  "polarises": "polarizes",
+  "polarising": "polarizing",
+  "politicisation": "politicization",
+  "politicise": "politicize",
+  "politicised": "politicized",
+  "politicises": "politicizes",
+  "politicising": "politicizing",
+  "popularisation": "popularization",
+  "popularise": "popularize",
+  "popularised": "popularized",
+  "popularises": "popularizes",
+  "popularising": "popularizing",
+  "pouffe": "pouf",
+  "pouffes": "poufs",
+  "practise": "practice",
+  "practised": "practiced",
+  "practises": "practices",
+  "practising": "practicing",
+  "praesidium": "presidium",
+  "praesidiums": "presidiums",
+  "pressurisation": "pressurization",
+  "pressurise": "pressurize",
+  "pressurised": "pressurized",
+  "pressurises": "pressurizes",
+  "pressurising": "pressurizing",
+  "pretence": "pretense",
+  "pretences": "pretenses",
+  "primaeval": "primeval",
+  "prioritisation": "prioritization",
+  "prioritise": "prioritize",
+  "prioritised": "prioritized",
+  "prioritises": "prioritizes",
+  "prioritising": "prioritizing",
+  "privatisation": "privatization",
+  "privatisations": "privatizations",
+  "privatise": "privatize",
+  "privatised": "privatized",
+  "privatises": "privatizes",
+  "privatising": "privatizing",
+  "professionalisation": "professionalization",
+  "professionalise": "professionalize",
+  "professionalised": "professionalized",
+  "professionalises": "professionalizes",
+  "professionalising": "professionalizing",
+  "programme": "program",
+  "programmes": "programs",
+  "prologue": "prolog",
+  "prologues": "prologs",
+  "propagandise": "propagandize",
+  "propagandised": "propagandized",
+  "propagandises": "propagandizes",
+  "propagandising": "propagandizing",
+  "proselytise": "proselytize",
+  "proselytised": "proselytized",
+  "proselytiser": "proselytizer",
+  "proselytisers": "proselytizers",
+  "proselytises": "proselytizes",
+  "proselytising": "proselytizing",
+  "psychoanalyse": "psychoanalyze",
+  "psychoanalysed": "psychoanalyzed",
+  "psychoanalyses": "psychoanalyzes",
+  "psychoanalysing": "psychoanalyzing",
+  "publicise": "publicize",
+  "publicised": "publicized",
+  "publicises": "publicizes",
+  "publicising": "publicizing",
+  "pulverisation": "pulverization",
+  "pulverise": "pulverize",
+  "pulverised": "pulverized",
+  "pulverises": "pulverizes",
+  "pulverising": "pulverizing",
+  "pummelled": "pummel",
+  "pummelling": "pummeled",
+  "pyjama": "pajama",
+  "pyjamas": "pajamas",
+  "pzazz": "pizzazz",
+  "quarrelled": "quarreled",
+  "quarrelling": "quarreling",
+  "radicalise": "radicalize",
+  "radicalised": "radicalized",
+  "radicalises": "radicalizes",
+  "radicalising": "radicalizing",
+  "rancour": "rancor",
+  "randomise": "randomize",
+  "randomised": "randomized",
+  "randomises": "randomizes",
+  "randomising": "randomizing",
+  "rationalisation": "rationalization",
+  "rationalisations": "rationalizations",
+  "rationalise": "rationalize",
+  "rationalised": "rationalized",
+  "rationalises": "rationalizes",
+  "rationalising": "rationalizing",
+  "ravelled": "raveled",
+  "ravelling": "raveling",
+  "realisable": "realizable",
+  "realisation": "realization",
+  "realisations": "realizations",
+  "realise": "realize",
+  "realised": "realized",
+  "realises": "realizes",
+  "realising": "realizing",
+  "recognisable": "recognizable",
+  "recognisably": "recognizably",
+  "recognisance": "recognizance",
+  "recognise": "recognize",
+  "recognised": "recognized",
+  "recognises": "recognizes",
+  "recognising": "recognizing",
+  "reconnoitre": "reconnoiter",
+  "reconnoitred": "reconnoitered",
+  "reconnoitres": "reconnoiters",
+  "reconnoitring": "reconnoitering",
+  "refuelled": "refueled",
+  "refuelling": "refueling",
+  "regularisation": "regularization",
+  "regularise": "regularize",
+  "regularised": "regularized",
+  "regularises": "regularizes",
+  "regularising": "regularizing",
+  "remodelled": "remodeled",
+  "remodelling": "remodeling",
+  "remould": "remold",
+  "remoulded": "remolded",
+  "remoulding": "remolding",
+  "remoulds": "remolds",
+  "reorganisation": "reorganization",
+  "reorganisations": "reorganizations",
+  "reorganise": "reorganize",
+  "reorganised": "reorganized",
+  "reorganises": "reorganizes",
+  "reorganising": "reorganizing",
+  "revelled": "reveled",
+  "reveller": "reveler",
+  "revellers": "revelers",
+  "revelling": "reveling",
+  "revitalise": "revitalize",
+  "revitalised": "revitalized",
+  "revitalises": "revitalizes",
+  "revitalising": "revitalizing",
+  "revolutionise": "revolutionize",
+  "revolutionised": "revolutionized",
+  "revolutionises": "revolutionizes",
+  "revolutionising": "revolutionizing",
+  "rhapsodise": "rhapsodize",
+  "rhapsodised": "rhapsodized",
+  "rhapsodises": "rhapsodizes",
+  "rhapsodising": "rhapsodizing",
+  "rigour": "rigor",
+  "rigours": "rigors",
+  "ritualised": "ritualized",
+  "rivalled": "rivaled",
+  "rivalling": "rivaling",
+  "romanticise": "romanticize",
+  "romanticised": "romanticized",
+  "romanticises": "romanticizes",
+  "romanticising": "romanticizing",
+  "rumour": "rumor",
+  "rumoured": "rumored",
+  "rumours": "rumors",
+  "sabre": "saber",
+  "sabres": "sabers",
+  "saltpetre": "saltpeter",
+  "sanitise": "sanitize",
+  "sanitised": "sanitized",
+  "sanitises": "sanitizes",
+  "sanitising": "sanitizing",
+  "satirise": "satirize",
+  "satirised": "satirized",
+  "satirises": "satirizes",
+  "satirising": "satirizing",
+  "saviour": "savior",
+  "saviours": "saviors",
+  "savour": "savor",
+  "savoured": "savored",
+  "savouries": "savories",
+  "savouring": "savoring",
+  "savours": "savors",
+  "savoury": "savory",
+  "scandalise": "scandalize",
+  "scandalised": "scandalized",
+  "scandalises": "scandalizes",
+  "scandalising": "scandalizing",
+  "sceptic": "skeptic",
+  "sceptical": "skeptical",
+  "sceptically": "skeptically",
+  "scepticism": "skepticism",
+  "sceptics": "skeptics",
+  "sceptre": "scepter",
+  "sceptres": "scepters",
+  "scrutinise": "scrutinize",
+  "scrutinised": "scrutinized",
+  "scrutinises": "scrutinizes",
+  "scrutinising": "scrutinizing",
+  "secularisation": "secularization",
+  "secularise": "secularize",
+  "secularised": "secularized",
+  "secularises": "secularizes",
+  "secularising": "secularizing",
+  "sensationalise": "sensationalize",
+  "sensationalised": "sensationalized",
+  "sensationalises": "sensationalizes",
+  "sensationalising": "sensationalizing",
+  "sensitise": "sensitize",
+  "sensitised": "sensitized",
+  "sensitises": "sensitizes",
+  "sensitising": "sensitizing",
+  "sentimentalise": "sentimentalize",
+  "sentimentalised": "sentimentalized",
+  "sentimentalises": "sentimentalizes",
+  "sentimentalising": "sentimentalizing",
+  "sepulchre": "sepulcher",
+  "sepulchres": "sepulchers",
+  "serialisation": "serialization",
+  "serialisations": "serializations",
+  "serialise": "serialize",
+  "serialised": "serialized",
+  "serialises": "serializes",
+  "serialising": "serializing",
+  "sermonise": "sermonize",
+  "sermonised": "sermonized",
+  "sermonises": "sermonizes",
+  "sermonising": "sermonizing",
+  "sheikh": "sheik",
+  "shovelled": "shoveled",
+  "shovelling": "shoveling",
+  "shrivelled": "shriveled",
+  "shrivelling": "shriveling",
+  "signalise": "signalize",
+  "signalised": "signalized",
+  "signalises": "signalizes",
+  "signalising": "signalizing",
+  "signalled": "signaled",
+  "signalling": "signaling",
+  "smoulder": "smolder",
+  "smouldered": "smoldered",
+  "smouldering": "smoldering",
+  "smoulders": "smolders",
+  "snivelled": "sniveled",
+  "snivelling": "sniveling",
+  "snorkelled": "snorkeled",
+  "snorkelling": "snorkeling",
+  "snowplough": "snowplow",
+  "snowploughs": "snowplow",
+  "socialisation": "socialization",
+  "socialise": "socialize",
+  "socialised": "socialized",
+  "socialises": "socializes",
+  "socialising": "socializing",
+  "sodomise": "sodomize",
+  "sodomised": "sodomized",
+  "sodomises": "sodomizes",
+  "sodomising": "sodomizing",
+  "solemnise": "solemnize",
+  "solemnised": "solemnized",
+  "solemnises": "solemnizes",
+  "solemnising": "solemnizing",
+  "sombre": "somber",
+  "specialisation": "specialization",
+  "specialisations": "specializations",
+  "specialise": "specialize",
+  "specialised": "specialized",
+  "specialises": "specializes",
+  "specialising": "specializing",
+  "spectre": "specter",
+  "spectres": "specters",
+  "spiralled": "spiraled",
+  "spiralling": "spiraling",
+  "splendour": "splendor",
+  "splendours": "splendors",
+  "squirrelled": "squirreled",
+  "squirrelling": "squirreling",
+  "stabilisation": "stabilization",
+  "stabilise": "stabilize",
+  "stabilised": "stabilized",
+  "stabiliser": "stabilizer",
+  "stabilisers": "stabilizers",
+  "stabilises": "stabilizes",
+  "stabilising": "stabilizing",
+  "standardisation": "standardization",
+  "standardise": "standardize",
+  "standardised": "standardized",
+  "standardises": "standardizes",
+  "standardising": "standardizing",
+  "stencilled": "stenciled",
+  "stencilling": "stenciling",
+  "sterilisation": "sterilization",
+  "sterilisations": "sterilizations",
+  "sterilise": "sterilize",
+  "sterilised": "sterilized",
+  "steriliser": "sterilizer",
+  "sterilisers": "sterilizers",
+  "sterilises": "sterilizes",
+  "sterilising": "sterilizing",
+  "stigmatisation": "stigmatization",
+  "stigmatise": "stigmatize",
+  "stigmatised": "stigmatized",
+  "stigmatises": "stigmatizes",
+  "stigmatising": "stigmatizing",
+  "storey": "story",
+  "storeys": "stories",
+  "subsidisation": "subsidization",
+  "subsidise": "subsidize",
+  "subsidised": "subsidized",
+  "subsidiser": "subsidizer",
+  "subsidisers": "subsidizers",
+  "subsidises": "subsidizes",
+  "subsidising": "subsidizing",
+  "succour": "succor",
+  "succoured": "succored",
+  "succouring": "succoring",
+  "succours": "succors",
+  "sulphate": "sulfate",
+  "sulphates": "sulfates",
+  "sulphide": "sulfide",
+  "sulphides": "sulfides",
+  "sulphur": "sulfur",
+  "sulphurous": "sulfurous",
+  "summarise": "summarize",
+  "summarised": "summarized",
+  "summarises": "summarizes",
+  "summarising": "summarizing",
+  "swivelled": "swiveled",
+  "swivelling": "swiveling",
+  "symbolise": "symbolize",
+  "symbolised": "symbolized",
+  "symbolises": "symbolizes",
+  "symbolising": "symbolizing",
+  "sympathise": "sympathize",
+  "sympathised": "sympathized",
+  "sympathiser": "sympathizer",
+  "sympathisers": "sympathizers",
+  "sympathises": "sympathizes",
+  "sympathising": "sympathizing",
+  "synchronisation": "synchronization",
+  "synchronise": "synchronize",
+  "synchronised": "synchronized",
+  "synchronises": "synchronizes",
+  "synchronising": "synchronizing",
+  "synthesise": "synthesize",
+  "synthesised": "synthesized",
+  "synthesiser": "synthesizer",
+  "synthesisers": "synthesizers",
+  "synthesises": "synthesizes",
+  "synthesising": "synthesizing",
+  "syphon": "siphon",
+  "syphoned": "siphoned",
+  "syphoning": "siphoning",
+  "syphons": "siphons",
+  "systematisation": "systematization",
+  "systematise": "systematize",
+  "systematised": "systematized",
+  "systematises": "systematizes",
+  "systematising": "systematizing",
+  "tantalise": "tantalize",
+  "tantalised": "tantalized",
+  "tantalises": "tantalizes",
+  "tantalising": "tantalizing",
+  "tantalisingly": "tantalizingly",
+  "tasselled": "tasseled",
+  "technicolour": "technicolor",
+  "temporise": "temporize",
+  "temporised": "temporized",
+  "temporises": "temporizes",
+  "temporising": "temporizing",
+  "tenderise": "tenderize",
+  "tenderised": "tenderized",
+  "tenderises": "tenderizes",
+  "tenderising": "tenderizing",
+  "terrorise": "terrorize",
+  "terrorised": "terrorized",
+  "terrorises": "terrorizes",
+  "terrorising": "terrorizing",
+  "theatre": "theater",
+  "theatregoer": "theatergoer",
+  "theatregoers": "theatergoers",
+  "theatres": "theaters",
+  "theorise": "theorize",
+  "theorised": "theorized",
+  "theorises": "theorizes",
+  "theorising": "theorizing",
+  "tonne": "ton",
+  "tonnes": "tons",
+  "towelled": "toweled",
+  "towelling": "toweling",
+  "toxaemia": "toxemia",
+  "tranquillise": "tranquilize",
+  "tranquillised": "tranquilized",
+  "tranquilliser": "tranquilizer",
+  "tranquillisers": "tranquilizers",
+  "tranquillises": "tranquilizes",
+  "tranquillising": "tranquilizing",
+  "tranquillity": "tranquility",
+  "tranquillize": "tranquilize",
+  "tranquillized": "tranquilized",
+  "tranquillizer": "tranquilizer",
+  "tranquillizers": "tranquilizers",
+  "tranquillizes": "tranquilizes",
+  "tranquillizing": "tranquilizing",
+  "tranquilly": "tranquility",
+  "transistorised": "transistorized",
+  "traumatise": "traumatize",
+  "traumatised": "traumatized",
+  "traumatises": "traumatizes",
+  "traumatising": "traumatizing",
+  "travelled": "traveled",
+  "traveller": "traveler",
+  "travellers": "travelers",
+  "travelling": "traveling",
+  "travelog": "travelogue",
+  "travelogs": "travelogues",
+  "trialled": "trialed",
+  "trialling": "trialing",
+  "tricolour": "tricolor",
+  "tricolours": "tricolors",
+  "trivialise": "trivialize",
+  "trivialised": "trivialized",
+  "trivialises": "trivializes",
+  "trivialising": "trivializing",
+  "tumour": "tumor",
+  "tumours": "tumors",
+  "tunnelled": "tunneled",
+  "tunnelling": "tunneling",
+  "tyrannise": "tyrannize",
+  "tyrannised": "tyrannized",
+  "tyrannises": "tyrannizes",
+  "tyrannising": "tyrannizing",
+  "tyre": "tire",
+  "tyres": "tires",
+  "unauthorised": "unauthorized",
+  "uncivilised": "uncivilized",
+  "underutilised": "underutilized",
+  "unequalled": "unequaled",
+  "unfavourable": "unfavorable",
+  "unfavourably": "unfavorably",
+  "unionisation": "unionization",
+  "unionise": "unionize",
+  "unionised": "unionized",
+  "unionises": "unionizes",
+  "unionising": "unionizing",
+  "unorganised": "unorganized",
+  "unravelled": "unraveled",
+  "unravelling": "unraveling",
+  "unrecognisable": "unrecognizable",
+  "unrecognised": "unrecognized",
+  "unrivalled": "unrivaled",
+  "unsavoury": "unsavory",
+  "untrammelled": "untrammeled",
+  "urbanisation": "urbanization",
+  "urbanise": "urbanize",
+  "urbanised": "urbanized",
+  "urbanises": "urbanizes",
+  "urbanising": "urbanizing",
+  "utilisable": "utilizable",
+  "utilisation": "utilization",
+  "utilise": "utilize",
+  "utilised": "utilized",
+  "utilises": "utilizes",
+  "utilising": "utilizing",
+  "valour": "valor",
+  "vandalise": "vandalize",
+  "vandalised": "vandalized",
+  "vandalises": "vandalizes",
+  "vandalising": "vandalizing",
+  "vaporisation": "vaporization",
+  "vaporise": "vaporize",
+  "vaporised": "vaporized",
+  "vaporises": "vaporizes",
+  "vaporising": "vaporizing",
+  "vapour": "vapor",
+  "vapours": "vapors",
+  "verbalise": "verbalize",
+  "verbalised": "verbalized",
+  "verbalises": "verbalizes",
+  "verbalising": "verbalizing",
+  "victimisation": "victimization",
+  "victimise": "victimize",
+  "victimised": "victimized",
+  "victimises": "victimizes",
+  "victimising": "victimizing",
+  "videodisc": "videodisk",
+  "videodiscs": "videodisks",
+  "vigour": "vigor",
+  "visualisation": "visualization",
+  "visualisations": "visualizations",
+  "visualise": "visualize",
+  "visualised": "visualized",
+  "visualises": "visualizes",
+  "visualising": "visualizing",
+  "vocalisation": "vocalization",
+  "vocalisations": "vocalizations",
+  "vocalise": "vocalize",
+  "vocalised": "vocalized",
+  "vocalises": "vocalizes",
+  "vocalising": "vocalizing",
+  "vulcanised": "vulcanized",
+  "vulgarisation": "vulgarization",
+  "vulgarise": "vulgarize",
+  "vulgarised": "vulgarized",
+  "vulgarises": "vulgarizes",
+  "vulgarising": "vulgarizing",
+  "waggon": "wagon",
+  "waggons": "wagons",
+  "watercolour": "watercolor",
+  "watercolours": "watercolors",
+  "weaselled": "weaseled",
+  "weaselling": "weaseling",
+  "westernisation": "westernization",
+  "westernise": "westernize",
+  "westernised": "westernized",
+  "westernises": "westernizes",
+  "westernising": "westernizing",
+  "womanise": "womanize",
+  "womanised": "womanized",
+  "womaniser": "womanizer",
+  "womanisers": "womanizers",
+  "womanises": "womanizes",
+  "womanising": "womanizing",
+  "woollen": "woolen",
+  "woollens": "woolens",
+  "woollies": "woolies",
+  "woolly": "wooly",
+  "worshipped": "worshiped",
+  "worshipper": "worshiper",
+  "worshipping": "worshiping",
+  "yodelled": "yodeled",
+  "yodelling": "yodeling",
+  "yoghourt": "yogurt",
+  "yoghourts": "yogurts",
+  "yoghurt": "yogurt",
+  "yoghurts": "yogurts"
+}

special_tokens_map.json

@@ -0,0 +1,133 @@
+{
+  "additional_special_tokens": [
+    "<|endoftext|>",
+    "<|startoftranscript|>",
+    "<|en|>",
+    "<|zh|>",
+    "<|de|>",
+    "<|es|>",
+    "<|ru|>",
+    "<|ko|>",
+    "<|fr|>",
+    "<|ja|>",
+    "<|pt|>",
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+    "<|pl|>",
+    "<|ca|>",
+    "<|nl|>",
+    "<|ar|>",
+    "<|sv|>",
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+    "<|da|>",
+    "<|hu|>",
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+    "<|th|>",
+    "<|ur|>",
+    "<|hr|>",
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+    "<|bn|>",
+    "<|sr|>",
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+    "<|sl|>",
+    "<|kn|>",
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+    "<|mk|>",
+    "<|br|>",
+    "<|eu|>",
+    "<|is|>",
+    "<|hy|>",
+    "<|ne|>",
+    "<|mn|>",
+    "<|bs|>",
+    "<|kk|>",
+    "<|sq|>",
+    "<|sw|>",
+    "<|gl|>",
+    "<|mr|>",
+    "<|pa|>",
+    "<|si|>",
+    "<|km|>",
+    "<|sn|>",
+    "<|yo|>",
+    "<|so|>",
+    "<|af|>",
+    "<|oc|>",
+    "<|ka|>",
+    "<|be|>",
+    "<|tg|>",
+    "<|sd|>",
+    "<|gu|>",
+    "<|am|>",
+    "<|yi|>",
+    "<|lo|>",
+    "<|uz|>",
+    "<|fo|>",
+    "<|ht|>",
+    "<|ps|>",
+    "<|tk|>",
+    "<|nn|>",
+    "<|mt|>",
+    "<|sa|>",
+    "<|lb|>",
+    "<|my|>",
+    "<|bo|>",
+    "<|tl|>",
+    "<|mg|>",
+    "<|as|>",
+    "<|tt|>",
+    "<|haw|>",
+    "<|ln|>",
+    "<|ha|>",
+    "<|ba|>",
+    "<|jw|>",
+    "<|su|>",
+    "<|translate|>",
+    "<|transcribe|>",
+    "<|startoflm|>",
+    "<|startofprev|>",
+    "<|nocaptions|>",
+    "<|notimestamps|>"
+  ],
+  "bos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|endoftext|>",
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer.json

@@ -0,0 +1,339 @@
+<!DOCTYPE html>
+<html class="">
+	<head>
+		<meta charset="utf-8" />
+		<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no" />
+		<meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science." />
+		<meta property="fb:app_id" content="1321688464574422" />
+		<meta name="twitter:card" content="summary_large_image" />
+		<meta name="twitter:site" content="@huggingface" />
+		<meta property="og:title" content="tokenizer.json · openai/whisper-medium at main" />
+		<meta property="og:type" content="website" />
+		<meta property="og:url" content="https://huggingface.co/openai/whisper-medium/blob/main/tokenizer.json" />
+		<meta property="og:image" content="https://cdn-thumbnails.huggingface.co/social-thumbnails/models/openai/whisper-medium.png" />
+
+		<link rel="stylesheet" href="/front/build/kube-48e6ffd/style.css" />
+
+		<link rel="preconnect" href="https://fonts.gstatic.com" />
+		<link
+			href="https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,200;0,300;0,400;0,600;0,700;0,900;1,200;1,300;1,400;1,600;1,700;1,900&display=swap"
+			rel="stylesheet"
+		/>
+		<link
+			href="https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@400;600;700&display=swap"
+			rel="stylesheet"
+		/>
+		<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/katex.min.css" />
+
+		  
+
+		<title>tokenizer.json · openai/whisper-medium at main</title>
+
+		<script defer data-domain="huggingface.co" src="/js/script.js"></script>
+	</head>
+	<body class="flex flex-col min-h-screen bg-white dark:bg-gray-950 text-black ViewerBlobPage">
+		<div class="flex min-h-screen flex-col">
+	<div class="SVELTE_HYDRATER contents" data-props="{&quot;isWide&quot;:false,&quot;isZh&quot;:true}" data-target="MainHeader"><header class="border-b border-gray-100"><div class="w-full px-4 container flex h-16 items-center"><div class="flex flex-1 items-center"><a class="mr-5 flex flex-none items-center lg:mr-6" href="/"><img alt="Hugging Face's logo" class="w-7 md:mr-2" src="/front/assets/huggingface_logo-noborder.svg">
+				<span class="hidden whitespace-nowrap text-lg font-bold md:block">Hugging Face</span></a>
+			<div class="relative flex-1 lg:max-w-sm mr-2 sm:mr-4 lg:mr-6"><input autocomplete="off" class="w-full dark:bg-gray-950 pl-8 form-input-alt h-9 pr-3 focus:shadow-xl" name="" placeholder="Search models, datasets, users..."  spellcheck="false" type="text" value="">
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+			</h1>
+		<div class="mb-3 flex flex-wrap md:mb-4"><a class="tag  tag-white" href="/models?pipeline_tag=automatic-speech-recognition"><div class="tag-ico tag-ico-yellow"><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path fill-rule="evenodd" clip-rule="evenodd" d="M8.38893 3.42133C7.9778 3.14662 7.49446 3 7 3C6.33696 3 5.70108 3.26339 5.23223 3.73223C4.76339 4.20107 4.5 4.83696 4.5 5.5C4.5 5.99445 4.64662 6.4778 4.92133 6.88893C5.19603 7.30005 5.58648 7.62048 6.04329 7.8097C6.50011 7.99892 7.00278 8.04843 7.48773 7.95196C7.97268 7.8555 8.41814 7.6174 8.76777 7.26777C9.1174 6.91814 9.3555 6.47268 9.45197 5.98773C9.54843 5.50277 9.49892 5.00011 9.3097 4.54329C9.12048 4.08648 8.80005 3.69603 8.38893 3.42133ZM5.05551 2.58986C5.63108 2.20527 6.30777 2 7 2C7.92826 2 8.8185 2.36875 9.47488 3.02513C10.1313 3.6815 10.5 4.57174 10.5 5.5C10.5 6.19223 10.2947 6.86892 9.91015 7.4445C9.52556 8.02007 8.97894 8.46867 8.33939 8.73358C7.69985 8.99849 6.99612 9.0678 6.31719 8.93275C5.63825 8.7977 5.01461 8.46436 4.52513 7.97487C4.03564 7.48539 3.7023 6.86175 3.56725 6.18282C3.4322 5.50388 3.50152 4.80015 3.76642 4.16061C4.03133 3.52107 4.47993 2.97444 5.05551 2.58986ZM14.85 9.6425L15.7075 10.5C15.8005 10.5927 15.8743 10.7029 15.9245 10.8242C15.9747 10.9456 16.0004 11.0757 16 11.207V16H2V13.5C2.00106 12.5721 2.37015 11.6824 3.0263 11.0263C3.68244 10.3701 4.57207 10.0011 5.5 10H8.5C9.42793 10.0011 10.3176 10.3701 10.9737 11.0263C11.6299 11.6824 11.9989 12.5721 12 13.5V15H15V11.207L14.143 10.35C13.9426 10.4476 13.7229 10.4989 13.5 10.5C13.2033 10.5 12.9133 10.412 12.6666 10.2472C12.42 10.0824 12.2277 9.84811 12.1142 9.57403C12.0006 9.29994 11.9709 8.99834 12.0288 8.70737C12.0867 8.41639 12.2296 8.14912 12.4393 7.93934C12.6491 7.72956 12.9164 7.5867 13.2074 7.52882C13.4983 7.47094 13.7999 7.50065 14.074 7.61418C14.3481 7.72771 14.5824 7.91997 14.7472 8.16665C14.912 8.41332 15 8.70333 15 9C14.9988 9.22271 14.9475 9.44229 14.85 9.6425ZM3.73311 11.7331C3.26444 12.2018 3.00079 12.8372 3 13.5V15H11V13.5C10.9992 12.8372 10.7356 12.2018 10.2669 11.7331C9.79822 11.2644 9.1628 11.0008 8.5 11H5.5C4.8372 11.0008 4.20178 11.2644 3.73311 11.7331Z" fill="currentColor"></path></svg></div>
+		<span>Automatic Speech Recognition</span>
+		</a><a class="tag  tag-white" href="/models?library=pytorch"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><defs><clipPath id="a"><rect x="3.05" y="0.5" width="25.73" height="31" fill="none"></rect></clipPath></defs><g clip-path="url(#a)"><path d="M24.94,9.51a12.81,12.81,0,0,1,0,18.16,12.68,12.68,0,0,1-18,0,12.81,12.81,0,0,1,0-18.16l9-9V5l-.84.83-6,6a9.58,9.58,0,1,0,13.55,0ZM20.44,9a1.68,1.68,0,1,1,1.67-1.67A1.68,1.68,0,0,1,20.44,9Z" fill="#ee4c2c"></path></g></svg>
+		<span>PyTorch</span>
+		</a><a class="tag  tag-white" href="/models?library=tf"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 534.01 508.99"><defs><style>.cls-1 {
+				fill: none;
+			}
+			.cls-2 {
+				clip-path: url(#clip-path);
+			}
+			.cls-3 {
+				fill: url(#linear-gradient);
+			}
+			.cls-4 {
+				clip-path: url(#clip-path-2);
+			}
+			.cls-5 {
+				fill: url(#linear-gradient-2);
+			}
+		</style><clipPath id="clip-path" transform="translate(23.09 1.92)"><polygon class="cls-1" points="452.23 123.16 235.73 0 235.73 506.11 322.33 456.07 322.33 313.67 387.76 351.2 386.8 254.02 322.33 216.49 322.33 159.72 452.23 235.73 452.23 123.16"></polygon></clipPath><linearGradient id="linear-gradient" x1="-20.21" y1="-48.36" x2="510.92" y2="-48.36" gradientTransform="matrix(1, 0, 0, -1, 0, 204.21)" gradientUnits="userSpaceOnUse"><stop offset="0" stop-color="#ff6f00"></stop><stop offset="1" stop-color="#ffa800"></stop></linearGradient><clipPath id="clip-path-2" transform="translate(23.09 1.92)"><polygon class="cls-1" points="0 123.16 216.49 0 216.49 506.11 129.89 456.07 129.89 159.72 0 235.73 0 123.16"></polygon></clipPath><linearGradient id="linear-gradient-2" x1="-23.09" y1="-48.36" x2="508.03" y2="-48.36" xlink:href="#linear-gradient"></linearGradient></defs><title>google-tensorflow</title><g class="cls-2"><path class="cls-3" d="M-20.21-1.92H510.92v509H-20.21Z" transform="translate(23.09 1.92)"></path></g><g class="cls-4"><path class="cls-5" d="M-23.09-1.92H508v509H-23.09Z" transform="translate(23.09 1.92)"></path></g></svg>
+		<span>TensorFlow</span>
+		</a><a class="tag  tag-white" href="/models?library=jax"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.73em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 451 260.81"><style>.J {
+			stroke: #dce0df;
+		}
+		.K {
+			stroke-linejoin: round;
+		}
+	</style><g fill="#5e97f6" class="J K"><path d="M50.5 130.4l-25 43.31h50l25-43.31h-50z"></path><path d="M.5 217.01l25-43.3h50l-25 43.3H.5z"></path><path d="M125.5 173.71h-50l-25 43.3h50l25-43.3z"></path><path d="M175.5 173.71h-50l-25 43.3h50l25-43.3z"></path><path d="M150.5 130.4l-25 43.31h50l25-43.31h-50z"></path><path d="M175.5 87.1l-25 43.3h50l25-43.3h-50z"></path><path d="M200.5 43.8l-25 43.3h50l25-43.3h-50z"></path><path d="M225.5.5l-25 43.3h50l25-43.3h-50z"></path></g><g fill="#2a56c6" class="J K"><path d="M.5 217.01l25 43.3h50l-25-43.3H.5z"></path><path d="M125.5 260.31h-50l-25-43.3h50l25 43.3z"></path><path d="M175.5 260.31h-50l-25-43.3h50l25 43.3z"></path></g><g fill="#00796b" class="J K"><path d="M200.5 217.01l-25-43.3-25 43.3 25 43.3 25-43.3zm50-86.61l-25-43.3-25 43.3h50z"></path><path d="M250.5 43.8l-25 43.3 25 43.3 25-43.3-25-43.3z"></path></g><path d="M125.5 173.71l-25-43.31-25 43.31h50z" fill="#3367d6" class="J K"></path><g fill="#26a69a" class="J K"><path d="M250.5 130.4h-50l-25 43.31h50l25-43.31z"></path><path d="M300.5 130.4h-50l-25 43.31h50l25-43.31z"></path></g><g fill="#9c27b0" class="J K"><path d="M350.5 43.8L325.5.5l-25 43.3 25 43.3 25-43.3z"></path><path d="M375.5 87.1l-25-43.3-25 43.3 25 43.3 25-43.3z"></path><path d="M400.5 130.4l-25-43.3-25 43.3 25 43.31 25-43.31z"></path><path d="M425.5 173.71l-25-43.31-25 43.31 25 43.3 25-43.3z"></path><path d="M450.5 217.01l-25-43.3-25 43.3 25 43.3 25-43.3zM425.5.5l-25 43.3 25 43.3 25-43.3-25-43.3z"></path><path d="M375.5 87.1l25-43.3 25 43.3-25 43.3-25-43.3zm-25 43.3l-25 43.31 25 43.3 25-43.3-25-43.31z"></path><path d="M325.5 260.31l-25-43.3 25-43.3 25 43.3-25 43.3z"></path></g><path d="M275.5 260.31l-25-43.3h50l25 43.3h-50z" fill="#6a1b9a" class="J K"></path><g fill="#00695c" class="J K"><path d="M225.5 173.71h-50l25 43.3h50l-25-43.3z"></path><path d="M275.5 173.71h-50l25 43.3 25-43.3zm0-86.61l25 43.3h50l-25-43.3h-50z"></path><path d="M300.5 43.8h-50l25 43.3h50l-25-43.3zm125 216.51l-25-43.3h-50l25 43.3h50z"></path><path d="M375.5 173.71l-25 43.3h50l-25-43.3z"></path></g><g fill="#ea80fc" class="J K"><path d="M325.5.5h-50l-25 43.3h50l25-43.3zm0 173.21h-50l-25 43.3h50l25-43.3z"></path><path d="M350.5 130.4h-50l-25 43.31h50l25-43.31zM425.5.5h-50l-25 43.3h50l25-43.3z"></path><path d="M375.5 87.1l-25-43.3h50l-25 43.3z"></path></g></svg>
+		<span>JAX</span>
+		</a><a class="tag  tag-white" href="/models?library=transformers"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 90 90"><defs><mask id="a" x="31.46" y="42.5" width="26" height="25" maskUnits="userSpaceOnUse"><path d="M44.46,57.29c9.83,0,13-8.76,13-13.26,0-2.34-1.57-1.61-4.09-.36-2.33,1.15-5.46,2.74-8.91,2.74-7.18,0-13-6.88-13-2.38S34.63,57.29,44.46,57.29Z" fill="#fff"></path></mask></defs><path d="M44.71,77.5A34.75,34.75,0,1,0,10,42.75,34.75,34.75,0,0,0,44.71,77.5Z" fill="#ffd21e"></path><path d="M79.46,42.75A34.75,34.75,0,1,0,44.71,77.5,34.75,34.75,0,0,0,79.46,42.75ZM6,42.75A38.75,38.75,0,1,1,44.71,81.5,38.75,38.75,0,0,1,6,42.75Z" fill="#ff9d0b"></path><path d="M56,33.29c1.28.45,1.78,3.07,3.07,2.39a5,5,0,1,0-6.76-2.07C52.92,34.76,54.86,32.89,56,33.29Z" fill="#3a3b45"></path><path d="M32.45,33.29c-1.28.45-1.79,3.07-3.07,2.39a5,5,0,1,1,6.76-2.07C35.53,34.76,33.58,32.89,32.45,33.29Z" fill="#3a3b45"></path><path d="M44.46,57.29c9.83,0,13-8.76,13-13.26,0-2.34-1.57-1.61-4.09-.36-2.33,1.15-5.46,2.74-8.91,2.74-7.18,0-13-6.88-13-2.38S34.63,57.29,44.46,57.29Z" fill="#3a3b45"></path><g mask="url(#a)"><path d="M44.71,67.5a8.68,8.68,0,0,0,3-16.81l-.36-.13c-.84-.26-1.73,2.6-2.65,2.6S43,50.28,42.23,50.51a8.68,8.68,0,0,0,2.48,17Z" fill="#f94040"></path></g><path d="M68.21,38A3.25,3.25,0,1,0,65,34.75,3.25,3.25,0,0,0,68.21,38Z" fill="#ff9d0b"></path><path d="M21.71,38a3.25,3.25,0,1,0-3.25-3.25A3.25,3.25,0,0,0,21.71,38Z" fill="#ff9d0b"></path><path d="M15,49A5.22,5.22,0,0,0,11,50.87a5.92,5.92,0,0,0-1.33,3.75,7.28,7.28,0,0,0-1.94-.3A5.3,5.3,0,0,0,3.74,56a5.8,5.8,0,0,0-1.59,4.79A5.58,5.58,0,0,0,2.94,63a5.42,5.42,0,0,0-1.79,2.82,5.88,5.88,0,0,0,.79,4.74c-.08.12-.15.26-.22.39a5.2,5.2,0,0,0-.14,4.63c1,2.32,3.57,4.14,8.52,6.11,3.07,1.21,5.89,2,5.91,2a44.12,44.12,0,0,0,10.93,1.59c5.86,0,10.05-1.79,12.46-5.33C43.28,74.25,42.73,69,37.71,64a27.53,27.53,0,0,1-5-7.77c-.77-2.66-2.83-5.62-6.24-5.62h0a5.07,5.07,0,0,0-.86.07,5.68,5.68,0,0,0-3.73,2.38A13.22,13.22,0,0,0,19,50.28,7.41,7.41,0,0,0,15,49Zm0,4a3.6,3.6,0,0,1,1.82.65C19,55,23.09,62.08,24.6,64.83a2.43,2.43,0,0,0,2.14,1.31c1.55,0,2.75-1.53.15-3.48-3.92-2.93-2.55-7.72-.68-8a1,1,0,0,1,.24,0c1.7,0,2.45,2.93,2.45,2.93a31.55,31.55,0,0,0,6,9.29c3.77,3.77,4,6.8,1.22,10.84-1.88,2.75-5.47,3.58-9.16,3.58A41.51,41.51,0,0,1,17,79.81c-.11,0-13.45-3.8-11.76-7a1.39,1.39,0,0,1,1.34-.76c2.38,0,6.71,3.54,8.57,3.54A.77.77,0,0,0,16,75c.79-2.84-12.06-4-11-8.16a1.31,1.31,0,0,1,1.44-1c3.14,0,10.2,5.53,11.68,5.53a.28.28,0,0,0,.24-.11c.74-1.19.33-2-4.89-5.19S4.6,61,6.68,58.7a1.3,1.3,0,0,1,1-.38c3.17,0,10.66,6.82,10.66,6.82s2,2.1,3.25,2.1a.74.74,0,0,0,.68-.38c.86-1.46-8.06-8.22-8.56-11C13.37,54,14,53,15,53Z" fill="#ff9d0b"></path><path d="M36.1,77.69c2.75-4,2.55-7.07-1.22-10.84a31.55,31.55,0,0,1-6-9.29s-.82-3.21-2.69-2.91-3.24,5.08.68,8-.78,4.92-2.29,2.17S19,55,16.84,53.65s-3.63-.59-3.13,2.2,9.43,9.55,8.56,11-3.93-1.72-3.93-1.72S8.77,56.43,6.68,58.7,8.27,62.87,13.49,66s5.63,4,4.89,5.19S6.1,62.7,5,66.82,16.79,72.14,16,75,6.94,69.6,5.26,72.8s11.65,7,11.76,7C21.33,80.93,32.27,83.3,36.1,77.69Z" fill="#ffd21e"></path><path d="M74.9,49A5.21,5.21,0,0,1,79,50.87a5.92,5.92,0,0,1,1.33,3.75,7.35,7.35,0,0,1,2-.3A5.3,5.3,0,0,1,86.19,56a5.83,5.83,0,0,1,1.59,4.79A5.75,5.75,0,0,1,87,63a5.3,5.3,0,0,1,1.79,2.82A5.88,5.88,0,0,1,88,70.55c.08.12.16.26.23.39a5.26,5.26,0,0,1,.14,4.63c-1,2.32-3.58,4.14-8.52,6.11-3.08,1.21-5.89,2-5.92,2A44.12,44.12,0,0,1,63,85.27c-5.86,0-10-1.79-12.46-5.33C46.64,74.25,47.19,69,52.22,64a27.19,27.19,0,0,0,5-7.77c.78-2.66,2.83-5.62,6.24-5.62h0a4.91,4.91,0,0,1,.86.07,5.7,5.7,0,0,1,3.74,2.38,12.79,12.79,0,0,1,2.87-2.8A7.35,7.35,0,0,1,74.9,49Zm0,4a3.63,3.63,0,0,0-1.82.65C71,55,66.83,62.08,65.32,64.83a2.42,2.42,0,0,1-2.14,1.31c-1.54,0-2.75-1.53-.14-3.48,3.91-2.93,2.54-7.72.67-8a1,1,0,0,0-.24,0c-1.7,0-2.45,2.93-2.45,2.93a31.65,31.65,0,0,1-6,9.29c-3.78,3.77-4,6.8-1.22,10.84,1.87,2.75,5.47,3.58,9.15,3.58a41.61,41.61,0,0,0,9.93-1.46c.1,0,13.45-3.8,11.76-7a1.4,1.4,0,0,0-1.34-.76c-2.38,0-6.71,3.54-8.57,3.54a.76.76,0,0,1-.83-.61c-.8-2.84,12-4,11-8.16a1.31,1.31,0,0,0-1.44-1c-3.14,0-10.2,5.53-11.68,5.53a.25.25,0,0,1-.23-.11c-.74-1.19-.34-2,4.88-5.19S85.32,61,83.24,58.7a1.29,1.29,0,0,0-1-.38c-3.18,0-10.67,6.82-10.67,6.82s-2,2.1-3.24,2.1a.74.74,0,0,1-.68-.38c-.87-1.46,8-8.22,8.55-11C76.55,54,76,53,74.9,53Z" fill="#ff9d0b"></path><path d="M53.83,77.69c-2.75-4-2.56-7.07,1.22-10.84a31.65,31.65,0,0,0,6-9.29s.82-3.21,2.69-2.91,3.24,5.08-.67,8,.78,4.92,2.28,2.17S71,55,73.08,53.65s3.64-.59,3.13,2.2-9.42,9.55-8.55,11,3.92-1.72,3.92-1.72,9.58-8.71,11.66-6.44-1.58,4.17-6.8,7.33-5.63,4-4.89,5.19,12.27-8.52,13.35-4.4-11.76,5.32-11,8.16,9-5.38,10.74-2.18-11.65,7-11.76,7C68.6,80.93,57.65,83.3,53.83,77.69Z" fill="#ffd21e"></path></svg>
+		<span>Transformers</span>
+		</a>
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+			<span class="-mr-2 !pr-0 text-gray-400">arxiv:</span>
+		<span>2212.04356</span>
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+			<span class="-mr-1 !pr-0 text-gray-400">License: </span>
+		<span>apache-2.0</span>
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vocab.json

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+			</h1>
+		<div class="mb-3 flex flex-wrap md:mb-4"><a class="tag  tag-white" href="/models?pipeline_tag=automatic-speech-recognition"><div class="tag-ico tag-ico-yellow"><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path fill-rule="evenodd" clip-rule="evenodd" d="M8.38893 3.42133C7.9778 3.14662 7.49446 3 7 3C6.33696 3 5.70108 3.26339 5.23223 3.73223C4.76339 4.20107 4.5 4.83696 4.5 5.5C4.5 5.99445 4.64662 6.4778 4.92133 6.88893C5.19603 7.30005 5.58648 7.62048 6.04329 7.8097C6.50011 7.99892 7.00278 8.04843 7.48773 7.95196C7.97268 7.8555 8.41814 7.6174 8.76777 7.26777C9.1174 6.91814 9.3555 6.47268 9.45197 5.98773C9.54843 5.50277 9.49892 5.00011 9.3097 4.54329C9.12048 4.08648 8.80005 3.69603 8.38893 3.42133ZM5.05551 2.58986C5.63108 2.20527 6.30777 2 7 2C7.92826 2 8.8185 2.36875 9.47488 3.02513C10.1313 3.6815 10.5 4.57174 10.5 5.5C10.5 6.19223 10.2947 6.86892 9.91015 7.4445C9.52556 8.02007 8.97894 8.46867 8.33939 8.73358C7.69985 8.99849 6.99612 9.0678 6.31719 8.93275C5.63825 8.7977 5.01461 8.46436 4.52513 7.97487C4.03564 7.48539 3.7023 6.86175 3.56725 6.18282C3.4322 5.50388 3.50152 4.80015 3.76642 4.16061C4.03133 3.52107 4.47993 2.97444 5.05551 2.58986ZM14.85 9.6425L15.7075 10.5C15.8005 10.5927 15.8743 10.7029 15.9245 10.8242C15.9747 10.9456 16.0004 11.0757 16 11.207V16H2V13.5C2.00106 12.5721 2.37015 11.6824 3.0263 11.0263C3.68244 10.3701 4.57207 10.0011 5.5 10H8.5C9.42793 10.0011 10.3176 10.3701 10.9737 11.0263C11.6299 11.6824 11.9989 12.5721 12 13.5V15H15V11.207L14.143 10.35C13.9426 10.4476 13.7229 10.4989 13.5 10.5C13.2033 10.5 12.9133 10.412 12.6666 10.2472C12.42 10.0824 12.2277 9.84811 12.1142 9.57403C12.0006 9.29994 11.9709 8.99834 12.0288 8.70737C12.0867 8.41639 12.2296 8.14912 12.4393 7.93934C12.6491 7.72956 12.9164 7.5867 13.2074 7.52882C13.4983 7.47094 13.7999 7.50065 14.074 7.61418C14.3481 7.72771 14.5824 7.91997 14.7472 8.16665C14.912 8.41332 15 8.70333 15 9C14.9988 9.22271 14.9475 9.44229 14.85 9.6425ZM3.73311 11.7331C3.26444 12.2018 3.00079 12.8372 3 13.5V15H11V13.5C10.9992 12.8372 10.7356 12.2018 10.2669 11.7331C9.79822 11.2644 9.1628 11.0008 8.5 11H5.5C4.8372 11.0008 4.20178 11.2644 3.73311 11.7331Z" fill="currentColor"></path></svg></div>
+		<span>Automatic Speech Recognition</span>
+		</a><a class="tag  tag-white" href="/models?library=pytorch"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><defs><clipPath id="a"><rect x="3.05" y="0.5" width="25.73" height="31" fill="none"></rect></clipPath></defs><g clip-path="url(#a)"><path d="M24.94,9.51a12.81,12.81,0,0,1,0,18.16,12.68,12.68,0,0,1-18,0,12.81,12.81,0,0,1,0-18.16l9-9V5l-.84.83-6,6a9.58,9.58,0,1,0,13.55,0ZM20.44,9a1.68,1.68,0,1,1,1.67-1.67A1.68,1.68,0,0,1,20.44,9Z" fill="#ee4c2c"></path></g></svg>
+		<span>PyTorch</span>
+		</a><a class="tag  tag-white" href="/models?library=tf"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 534.01 508.99"><defs><style>.cls-1 {
+				fill: none;
+			}
+			.cls-2 {
+				clip-path: url(#clip-path);
+			}
+			.cls-3 {
+				fill: url(#linear-gradient);
+			}
+			.cls-4 {
+				clip-path: url(#clip-path-2);
+			}
+			.cls-5 {
+				fill: url(#linear-gradient-2);
+			}
+		</style><clipPath id="clip-path" transform="translate(23.09 1.92)"><polygon class="cls-1" points="452.23 123.16 235.73 0 235.73 506.11 322.33 456.07 322.33 313.67 387.76 351.2 386.8 254.02 322.33 216.49 322.33 159.72 452.23 235.73 452.23 123.16"></polygon></clipPath><linearGradient id="linear-gradient" x1="-20.21" y1="-48.36" x2="510.92" y2="-48.36" gradientTransform="matrix(1, 0, 0, -1, 0, 204.21)" gradientUnits="userSpaceOnUse"><stop offset="0" stop-color="#ff6f00"></stop><stop offset="1" stop-color="#ffa800"></stop></linearGradient><clipPath id="clip-path-2" transform="translate(23.09 1.92)"><polygon class="cls-1" points="0 123.16 216.49 0 216.49 506.11 129.89 456.07 129.89 159.72 0 235.73 0 123.16"></polygon></clipPath><linearGradient id="linear-gradient-2" x1="-23.09" y1="-48.36" x2="508.03" y2="-48.36" xlink:href="#linear-gradient"></linearGradient></defs><title>google-tensorflow</title><g class="cls-2"><path class="cls-3" d="M-20.21-1.92H510.92v509H-20.21Z" transform="translate(23.09 1.92)"></path></g><g class="cls-4"><path class="cls-5" d="M-23.09-1.92H508v509H-23.09Z" transform="translate(23.09 1.92)"></path></g></svg>
+		<span>TensorFlow</span>
+		</a><a class="tag  tag-white" href="/models?library=jax"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1.73em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 451 260.81"><style>.J {
+			stroke: #dce0df;
+		}
+		.K {
+			stroke-linejoin: round;
+		}
+	</style><g fill="#5e97f6" class="J K"><path d="M50.5 130.4l-25 43.31h50l25-43.31h-50z"></path><path d="M.5 217.01l25-43.3h50l-25 43.3H.5z"></path><path d="M125.5 173.71h-50l-25 43.3h50l25-43.3z"></path><path d="M175.5 173.71h-50l-25 43.3h50l25-43.3z"></path><path d="M150.5 130.4l-25 43.31h50l25-43.31h-50z"></path><path d="M175.5 87.1l-25 43.3h50l25-43.3h-50z"></path><path d="M200.5 43.8l-25 43.3h50l25-43.3h-50z"></path><path d="M225.5.5l-25 43.3h50l25-43.3h-50z"></path></g><g fill="#2a56c6" class="J K"><path d="M.5 217.01l25 43.3h50l-25-43.3H.5z"></path><path d="M125.5 260.31h-50l-25-43.3h50l25 43.3z"></path><path d="M175.5 260.31h-50l-25-43.3h50l25 43.3z"></path></g><g fill="#00796b" class="J K"><path d="M200.5 217.01l-25-43.3-25 43.3 25 43.3 25-43.3zm50-86.61l-25-43.3-25 43.3h50z"></path><path d="M250.5 43.8l-25 43.3 25 43.3 25-43.3-25-43.3z"></path></g><path d="M125.5 173.71l-25-43.31-25 43.31h50z" fill="#3367d6" class="J K"></path><g fill="#26a69a" class="J K"><path d="M250.5 130.4h-50l-25 43.31h50l25-43.31z"></path><path d="M300.5 130.4h-50l-25 43.31h50l25-43.31z"></path></g><g fill="#9c27b0" class="J K"><path d="M350.5 43.8L325.5.5l-25 43.3 25 43.3 25-43.3z"></path><path d="M375.5 87.1l-25-43.3-25 43.3 25 43.3 25-43.3z"></path><path d="M400.5 130.4l-25-43.3-25 43.3 25 43.31 25-43.31z"></path><path d="M425.5 173.71l-25-43.31-25 43.31 25 43.3 25-43.3z"></path><path d="M450.5 217.01l-25-43.3-25 43.3 25 43.3 25-43.3zM425.5.5l-25 43.3 25 43.3 25-43.3-25-43.3z"></path><path d="M375.5 87.1l25-43.3 25 43.3-25 43.3-25-43.3zm-25 43.3l-25 43.31 25 43.3 25-43.3-25-43.31z"></path><path d="M325.5 260.31l-25-43.3 25-43.3 25 43.3-25 43.3z"></path></g><path d="M275.5 260.31l-25-43.3h50l25 43.3h-50z" fill="#6a1b9a" class="J K"></path><g fill="#00695c" class="J K"><path d="M225.5 173.71h-50l25 43.3h50l-25-43.3z"></path><path d="M275.5 173.71h-50l25 43.3 25-43.3zm0-86.61l25 43.3h50l-25-43.3h-50z"></path><path d="M300.5 43.8h-50l25 43.3h50l-25-43.3zm125 216.51l-25-43.3h-50l25 43.3h50z"></path><path d="M375.5 173.71l-25 43.3h50l-25-43.3z"></path></g><g fill="#ea80fc" class="J K"><path d="M325.5.5h-50l-25 43.3h50l25-43.3zm0 173.21h-50l-25 43.3h50l25-43.3z"></path><path d="M350.5 130.4h-50l-25 43.31h50l25-43.31zM425.5.5h-50l-25 43.3h50l25-43.3z"></path><path d="M375.5 87.1l-25-43.3h50l-25 43.3z"></path></g></svg>
+		<span>JAX</span>
+		</a><a class="tag  tag-white" href="/models?library=transformers"><svg class="text-black inline-block ml-2 text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 90 90"><defs><mask id="a" x="31.46" y="42.5" width="26" height="25" maskUnits="userSpaceOnUse"><path d="M44.46,57.29c9.83,0,13-8.76,13-13.26,0-2.34-1.57-1.61-4.09-.36-2.33,1.15-5.46,2.74-8.91,2.74-7.18,0-13-6.88-13-2.38S34.63,57.29,44.46,57.29Z" fill="#fff"></path></mask></defs><path d="M44.71,77.5A34.75,34.75,0,1,0,10,42.75,34.75,34.75,0,0,0,44.71,77.5Z" fill="#ffd21e"></path><path d="M79.46,42.75A34.75,34.75,0,1,0,44.71,77.5,34.75,34.75,0,0,0,79.46,42.75ZM6,42.75A38.75,38.75,0,1,1,44.71,81.5,38.75,38.75,0,0,1,6,42.75Z" fill="#ff9d0b"></path><path d="M56,33.29c1.28.45,1.78,3.07,3.07,2.39a5,5,0,1,0-6.76-2.07C52.92,34.76,54.86,32.89,56,33.29Z" fill="#3a3b45"></path><path d="M32.45,33.29c-1.28.45-1.79,3.07-3.07,2.39a5,5,0,1,1,6.76-2.07C35.53,34.76,33.58,32.89,32.45,33.29Z" fill="#3a3b45"></path><path d="M44.46,57.29c9.83,0,13-8.76,13-13.26,0-2.34-1.57-1.61-4.09-.36-2.33,1.15-5.46,2.74-8.91,2.74-7.18,0-13-6.88-13-2.38S34.63,57.29,44.46,57.29Z" fill="#3a3b45"></path><g mask="url(#a)"><path d="M44.71,67.5a8.68,8.68,0,0,0,3-16.81l-.36-.13c-.84-.26-1.73,2.6-2.65,2.6S43,50.28,42.23,50.51a8.68,8.68,0,0,0,2.48,17Z" fill="#f94040"></path></g><path d="M68.21,38A3.25,3.25,0,1,0,65,34.75,3.25,3.25,0,0,0,68.21,38Z" fill="#ff9d0b"></path><path d="M21.71,38a3.25,3.25,0,1,0-3.25-3.25A3.25,3.25,0,0,0,21.71,38Z" fill="#ff9d0b"></path><path d="M15,49A5.22,5.22,0,0,0,11,50.87a5.92,5.92,0,0,0-1.33,3.75,7.28,7.28,0,0,0-1.94-.3A5.3,5.3,0,0,0,3.74,56a5.8,5.8,0,0,0-1.59,4.79A5.58,5.58,0,0,0,2.94,63a5.42,5.42,0,0,0-1.79,2.82,5.88,5.88,0,0,0,.79,4.74c-.08.12-.15.26-.22.39a5.2,5.2,0,0,0-.14,4.63c1,2.32,3.57,4.14,8.52,6.11,3.07,1.21,5.89,2,5.91,2a44.12,44.12,0,0,0,10.93,1.59c5.86,0,10.05-1.79,12.46-5.33C43.28,74.25,42.73,69,37.71,64a27.53,27.53,0,0,1-5-7.77c-.77-2.66-2.83-5.62-6.24-5.62h0a5.07,5.07,0,0,0-.86.07,5.68,5.68,0,0,0-3.73,2.38A13.22,13.22,0,0,0,19,50.28,7.41,7.41,0,0,0,15,49Zm0,4a3.6,3.6,0,0,1,1.82.65C19,55,23.09,62.08,24.6,64.83a2.43,2.43,0,0,0,2.14,1.31c1.55,0,2.75-1.53.15-3.48-3.92-2.93-2.55-7.72-.68-8a1,1,0,0,1,.24,0c1.7,0,2.45,2.93,2.45,2.93a31.55,31.55,0,0,0,6,9.29c3.77,3.77,4,6.8,1.22,10.84-1.88,2.75-5.47,3.58-9.16,3.58A41.51,41.51,0,0,1,17,79.81c-.11,0-13.45-3.8-11.76-7a1.39,1.39,0,0,1,1.34-.76c2.38,0,6.71,3.54,8.57,3.54A.77.77,0,0,0,16,75c.79-2.84-12.06-4-11-8.16a1.31,1.31,0,0,1,1.44-1c3.14,0,10.2,5.53,11.68,5.53a.28.28,0,0,0,.24-.11c.74-1.19.33-2-4.89-5.19S4.6,61,6.68,58.7a1.3,1.3,0,0,1,1-.38c3.17,0,10.66,6.82,10.66,6.82s2,2.1,3.25,2.1a.74.74,0,0,0,.68-.38c.86-1.46-8.06-8.22-8.56-11C13.37,54,14,53,15,53Z" fill="#ff9d0b"></path><path d="M36.1,77.69c2.75-4,2.55-7.07-1.22-10.84a31.55,31.55,0,0,1-6-9.29s-.82-3.21-2.69-2.91-3.24,5.08.68,8-.78,4.92-2.29,2.17S19,55,16.84,53.65s-3.63-.59-3.13,2.2,9.43,9.55,8.56,11-3.93-1.72-3.93-1.72S8.77,56.43,6.68,58.7,8.27,62.87,13.49,66s5.63,4,4.89,5.19S6.1,62.7,5,66.82,16.79,72.14,16,75,6.94,69.6,5.26,72.8s11.65,7,11.76,7C21.33,80.93,32.27,83.3,36.1,77.69Z" fill="#ffd21e"></path><path d="M74.9,49A5.21,5.21,0,0,1,79,50.87a5.92,5.92,0,0,1,1.33,3.75,7.35,7.35,0,0,1,2-.3A5.3,5.3,0,0,1,86.19,56a5.83,5.83,0,0,1,1.59,4.79A5.75,5.75,0,0,1,87,63a5.3,5.3,0,0,1,1.79,2.82A5.88,5.88,0,0,1,88,70.55c.08.12.16.26.23.39a5.26,5.26,0,0,1,.14,4.63c-1,2.32-3.58,4.14-8.52,6.11-3.08,1.21-5.89,2-5.92,2A44.12,44.12,0,0,1,63,85.27c-5.86,0-10-1.79-12.46-5.33C46.64,74.25,47.19,69,52.22,64a27.19,27.19,0,0,0,5-7.77c.78-2.66,2.83-5.62,6.24-5.62h0a4.91,4.91,0,0,1,.86.07,5.7,5.7,0,0,1,3.74,2.38,12.79,12.79,0,0,1,2.87-2.8A7.35,7.35,0,0,1,74.9,49Zm0,4a3.63,3.63,0,0,0-1.82.65C71,55,66.83,62.08,65.32,64.83a2.42,2.42,0,0,1-2.14,1.31c-1.54,0-2.75-1.53-.14-3.48,3.91-2.93,2.54-7.72.67-8a1,1,0,0,0-.24,0c-1.7,0-2.45,2.93-2.45,2.93a31.65,31.65,0,0,1-6,9.29c-3.78,3.77-4,6.8-1.22,10.84,1.87,2.75,5.47,3.58,9.15,3.58a41.61,41.61,0,0,0,9.93-1.46c.1,0,13.45-3.8,11.76-7a1.4,1.4,0,0,0-1.34-.76c-2.38,0-6.71,3.54-8.57,3.54a.76.76,0,0,1-.83-.61c-.8-2.84,12-4,11-8.16a1.31,1.31,0,0,0-1.44-1c-3.14,0-10.2,5.53-11.68,5.53a.25.25,0,0,1-.23-.11c-.74-1.19-.34-2,4.88-5.19S85.32,61,83.24,58.7a1.29,1.29,0,0,0-1-.38c-3.18,0-10.67,6.82-10.67,6.82s-2,2.1-3.24,2.1a.74.74,0,0,1-.68-.38c-.87-1.46,8-8.22,8.55-11C76.55,54,76,53,74.9,53Z" fill="#ff9d0b"></path><path d="M53.83,77.69c-2.75-4-2.56-7.07,1.22-10.84a31.65,31.65,0,0,0,6-9.29s.82-3.21,2.69-2.91,3.24,5.08-.67,8,.78,4.92,2.28,2.17S71,55,73.08,53.65s3.64-.59,3.13,2.2-9.42,9.55-8.55,11,3.92-1.72,3.92-1.72,9.58-8.71,11.66-6.44-1.58,4.17-6.8,7.33-5.63,4-4.89,5.19,12.27-8.52,13.35-4.4-11.76,5.32-11,8.16,9-5.38,10.74-2.18-11.65,7-11.76,7C68.6,80.93,57.65,83.3,53.83,77.69Z" fill="#ffd21e"></path></svg>
+		<span>Transformers</span>
+		</a>
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+			<span class="-mr-2 !pr-0 text-gray-400">arxiv:</span>
+		<span>2212.04356</span>
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+			<span class="-mr-1 !pr-0 text-gray-400">License: </span>
+		<span>apache-2.0</span>
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+			<div class="SVELTE_HYDRATER contents" data-props="{&quot;commitLast&quot;:{&quot;date&quot;:&quot;2023-01-26T13:56:16.000Z&quot;,&quot;subject&quot;:&quot;Changes for fast tokenizer (#7)&quot;,&quot;authors&quot;:[{&quot;_id&quot;:&quot;62441cb7456803e95009a08f&quot;,&quot;avatar&quot;:&quot;https://aeiljuispo.cloudimg.io/v7/https://cdn-uploads.huggingface.co/production/uploads/1674683851722-62441cb7456803e95009a08f.jpeg?w=200&amp;h=200&amp;f=face&quot;,&quot;isHf&quot;:true,&quot;user&quot;:&quot;ArthurZ&quot;}],&quot;commit&quot;:{&quot;id&quot;:&quot;bca87502b8d4c0fd2345853c9e4d57b4718df49d&quot;,&quot;parentIds&quot;:[&quot;eb2e18bff88f436a7980f34c76a49d4a5a68f8d1&quot;]},&quot;title&quot;:&quot;Changes for fast tokenizer (<a href=\&quot;/openai/whisper-medium/discussions/7\&quot;>#7</a>)&quot;},&quot;repo&quot;:{&quot;name&quot;:&quot;openai/whisper-medium&quot;,&quot;type&quot;:&quot;model&quot;}}" data-target="LastCommit"><div class="from-gray-100-to-white flex items-baseline rounded-t-lg border border-b-0 bg-gradient-to-t px-3 py-2 dark:border-gray-800"><img class="mt-0.5 mr-2.5 h-4 w-4 self-center rounded-full" alt="ArthurZ's picture" src="https://aeiljuispo.cloudimg.io/v7/https://cdn-uploads.huggingface.co/production/uploads/1674683851722-62441cb7456803e95009a08f.jpeg?w=200&amp;h=200&amp;f=face">
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+		<div class="mr-4 truncate font-mono text-sm text-gray-500 hover:prose-a:underline"><!-- HTML_TAG_START -->Changes for fast tokenizer (<a href="/openai/whisper-medium/discussions/7">#7</a>)<!-- HTML_TAG_END --></div>
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