Model Overview

This collection contains large size versions of Conformer-CTC (around 120M parameters) trained on Mozilla Common Voice 9.0 Kinyarwanda dataset with around 2000 hours of Kinyarwanda speech. The model transcribes speech in lower case latin alphabet along with spaces and apostrophes.

Model Architecture

Conformer-CTC model is a non-autoregressive variant of Conformer model [1] for Automatic Speech Recognition which uses CTC loss/decoding instead of Transducer. You may find more info on the detail of this model here: Conformer-CTC Model.

Training

The NeMo toolkit [2] was used for training the models for over several hundred epochs. These models are trained with this example script and this base config.

Datasets

Mozilla Common Voice (v9.0) Kinyarwanda dataset

Tokenizer Construction

The tokenizer for this model was built using text corpus provided with the train dataset.

We build a Google Sentencepiece Tokenizer [3] with the following script:

python [NEMO_GIT_FOLDER]/scripts/tokenizers/process_asr_text_tokenizer.py \\\n  --manifest=dev_manifest.json,train_manifest.json \\\n  --vocab_size=128 \\\n  --data_root=\"\" \\\n  --tokenizer=\"spe\" \\\n  --spe_type=bpe \\\n  --spe_character_coverage=1.0 \\\n  --spe_max_sentencepiece_length=2\n  --log\n

Performance

The performance of Automatic Speech Recognition models is measured using Word Error Rate(WER) and Character Error Rate(CER).

The model obtains the following scores on the Mozilla Common Voice test set: 18.22 % WER, 5.45 % CER

How to Use this Model

The model is available for use in the NeMo toolkit [2], and can be used as a pre-trained checkpoint for inference or for fine-tuning on another dataset.

Automatically load the model from NGC

import nemo.collections.asr as nemo_asr\nasr_model = nemo_asr.models.EncDecCTCModelBPE.from_pretrained(model_name=\"stt_rw_conformer_ctc_large\")\n

Transcribing text with this model

"\n\">

python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \\\n  pretrained_name=\"stt_rw_conformer_ctc_large\" \\\n  audio_dir=\"<DIRECTORY CONTAINING AUDIO FILES>\"\n

Input

This model accepts 16000 Hz Mono-channel Audio (wav files) as input.

Output

This model provides transcribed speech as a string for a given audio sample.

Limitations

Since this model was trained on publically available speech datasets, the performance of this model might degrade for speech which includes technical terms, or vernacular that the model has not been trained on. The model might also perform worse for accented speech.

References

[1] Conformer: Convolution-augmented Transformer for Speech Recognition

[2] NVIDIA NeMo Toolkit

[3] Google Sentencepiece Tokenizer

Licence

License to use this model is covered by the NGC TERMS OF USE unless another License/Terms Of Use/EULA is clearly specified. By downloading the public and release version of the model, you accept the terms and conditions of the NGC TERMS OF USE.

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The model transcribes speech in lower case latin alphabet along with spaces and apostrophes.\n\n## Model Architecture\n\nConformer-CTC model is a non-autoregressive variant of Conformer model [1] for Automatic Speech Recognition which uses CTC loss/decoding instead of Transducer. You may find more info on the detail of this model here: [Conformer-CTC Model](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/models.html).\n\n## Training\n\nThe NeMo toolkit [2] was used for training the models for over several hundred epochs. These models are trained with this [example script](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/asr_ctc/speech_to_text_ctc_bpe.py) and this [base config](https://github.com/NVIDIA/NeMo/blob/main/examples/asr/conf/conformer/conformer_ctc_bpe.yaml).\n\n### Datasets\n\nMozilla Common Voice (v9.0) Kinyarwanda dataset\n\n### Tokenizer Construction\n\nThe tokenizer for this model was built using text corpus provided with the train dataset.\n\nWe build a Google Sentencepiece Tokenizer [3] with the following script:\n\n```bash\npython [NEMO_GIT_FOLDER]/scripts/tokenizers/process_asr_text_tokenizer.py \\\n --manifest=dev_manifest.json,train_manifest.json \\\n --vocab_size=128 \\\n --data_root=\"\" \\\n --tokenizer=\"spe\" \\\n --spe_type=bpe \\\n --spe_character_coverage=1.0 \\\n --spe_max_sentencepiece_length=2\n --log\n```\n\n## Performance\n\nThe performance of Automatic Speech Recognition models is measured using Word Error Rate(WER) and Character Error Rate(CER).\n\nThe model obtains the following scores on the Mozilla Common Voice test set: 18.22 % WER, 5.45 % CER\n\n## How to Use this Model\n\nThe model is available for use in the NeMo toolkit [2], and can be used as a pre-trained checkpoint for inference or for fine-tuning on another dataset.\n\n### Automatically load the model from NGC\n\n```python\nimport nemo.collections.asr as nemo_asr\nasr_model = nemo_asr.models.EncDecCTCModelBPE.from_pretrained(model_name=\"stt_rw_conformer_ctc_large\")\n```\n\n### Transcribing text with this model\n\n```shell\npython [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \\\n pretrained_name=\"stt_rw_conformer_ctc_large\" \\\n audio_dir=\"\"\n```\n\n### Input\n\nThis model accepts 16000 Hz Mono-channel Audio (wav files) as input.\n\n### Output\n\nThis model provides transcribed speech as a string for a given audio sample.\n\n## Limitations\n\nSince this model was trained on publically available speech datasets, the performance of this model might degrade for speech which includes technical terms, or vernacular that the model has not been trained on. The model might also perform worse for accented speech.\n\n## References\n\n[1] [Conformer: Convolution-augmented Transformer for Speech Recognition](https://arxiv.org/abs/2005.08100)\n\n[2] [NVIDIA NeMo Toolkit](https://github.com/NVIDIA/NeMo)\n\n[3] [Google Sentencepiece Tokenizer](https://github.com/google/sentencepiece)\n\n### Licence\n\nLicense to use this model is covered by the NGC [TERMS OF USE](https://ngc.nvidia.com/legal/terms) unless another License/Terms Of Use/EULA is clearly specified. By downloading the public and release version of the model, you accept the terms and conditions of the NGC [TERMS OF USE](https://ngc.nvidia.com/legal/terms).","displayName","STT Rw Conformer-CTC Large",["D",1680635609578],"publisher","NVIDIA","latestVersion","collectionCounts","imageUrl","/api/image/nvidia/nemo/models/stt_rw_conformer_ctc_large","rawImageUrl","https://assets.nvidiagrid.net/ngc/logos/Nemo.png","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[262,263,264,265],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_231":275,"_109":276,"_267":277,"_269":270},{"_231":114,"_109":114,"_267":274,"_269":270},{"_231":272,"_109":272,"_267":273,"_269":270},{"_231":266,"_109":266,"_267":268,"_269":270},"Rw","filter",{"_271":270,"_109":266},"category","label","field","PyTorchLightning",{"_271":270,"_109":272},{"_271":270,"_109":114},"Automatic Speech Recognition","uscs_automatic_speech_recognition",{"_271":278,"_109":276},"application",{"_142":1451,"_144":1452},"ngcApps",[1404],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1385":1386,"_1387":1388,"_1389":1390,"_1391":1392,"_1393":290,"_173":314,"_1394":1395,"_1396":59,"_1397":121,"_1398":121,"_1399":1400,"_1401":121,"_1402":1403},"amplitude",{"_1382":1383,"_986":-7,"_1384":34},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1376":1377,"_1378":1379,"_1380":1381},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1261":204,"_1262":1263,"_1264":1265,"_1266":1267},"announcements",[],"consentState",{"_352":1251,"_1252":34,"_1253":34,"_1254":121,"_1255":1256},"consentConfig",{"_334":335,"_336":337,"_338":339,"_340":341,"_342":343,"_344":345,"_346":347,"_348":349,"_350":351,"_352":353},"showContactAdmin",1784314501066,[],[],[328,329,330,331,332],{"_48":63,"_50":74,"_52":137,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":70,"_52":137,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":64,"_52":137,"_54":-5,"_56":-5,"_58":59},{"_48":60,"_50":61,"_52":137,"_54":-5,"_56":-5,"_58":59},{"_48":49,"_50":51,"_52":53,"_54":55,"_56":333,"_58":59},5,"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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If you do not allow these cookies, then some or all of these services may not function properly.",4,[625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645],[590,591,592,593,594],{"_392":484,"_231":484,"_203":204,"_366":616},{"_392":450,"_231":450,"_203":204,"_366":611},{"_392":604,"_231":604,"_203":204,"_366":605},{"_392":600,"_231":600,"_203":204,"_366":601},{"_392":595,"_231":595,"_203":204,"_366":596},"nvcrm.my.site.com",[597],{"_78":598,"_398":595,"_399":34,"_203":599},"BrowserId","If you know anything about this cookie and its uses that are not specific to a particular site please add your contributions.","nvidia.partners",[602],{"_78":603,"_398":600,"_399":34,"_203":433},"edge","github.com",[606,607],{"_78":610,"_398":604,"_399":34,"_203":609},{"_78":608,"_398":604,"_399":34,"_203":609},"logged_in","This domain is owned by Github. 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Key	Value
ARCHITECTURE	Conformer-CTC
INPUTS	16000 KHZ MONO-CHANNEL AUDIO (WAV FILES)
OUTPUTS	TRANSCRIBED SPEECH