Automatic Speech Recognition
NeMo
ONNX
GGUF
parakeet
tdt
sherpa-onnx
multilingual
speech-recognition
gabor
fastconformer
Instructions to use aoiandroid/orukeet with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- NeMo
How to use aoiandroid/orukeet with NeMo:
import nemo.collections.asr as nemo_asr asr_model = nemo_asr.models.ASRModel.from_pretrained("aoiandroid/orukeet") transcriptions = asr_model.transcribe(["file.wav"]) - Notebooks
- Google Colab
- Kaggle
| { | |
| "status": "private-preparation", | |
| "publication_authorized": false, | |
| "updated": "2026-09-08", | |
| "identity": "Orukeet: Parakeet TDT 0.6B v3 with multilingual/accent adaptation and 50% fitted, frozen temporal Gabor kernels", | |
| "base_model": "nvidia/parakeet-tdt-0.6b-v3", | |
| "canonical": { | |
| "stage": "frozen-gabor-r3", | |
| "source_sha256": "031c8ddab4845aeced904a7cde8e8aa57993b2e344716cf83a545b079c473b56", | |
| "q8_sha256": "93ce19c6d8244acbfea980eeaf970531d4f216171578ef8e041dcc2d070a45bd", | |
| "f16_sha256": "de53fb8ec251fb07ade15baabe17b00774ae3f1112f8618b062337f90fb49194", | |
| "artifact_manifest": "src/orukeet/artifacts.json", | |
| "evidence": [ | |
| "evidence/standard-asr-r3-20260908/comparison.json", | |
| "evidence/domains-r3-20260908/comparison.json", | |
| "evidence/librispeech-ft-20260908/r3/export-audit.json" | |
| ], | |
| "note": "The user-selected manuscript checkpoint; NeMo, Q8 and F16 share these exact source weights." | |
| }, | |
| "gabor": { | |
| "stage": "canonical-frozen-gabor-model", | |
| "latest_completed_selection": "r3", | |
| "candidate_source_sha256": "031c8ddab4845aeced904a7cde8e8aa57993b2e344716cf83a545b079c473b56", | |
| "parent_source_sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945", | |
| "freeze_audit": "evidence/librispeech-ft-20260908/r3/export-audit.json", | |
| "source_comparison": "evidence/standard-asr-r3-20260908/comparison.json", | |
| "source_comparisons": [ | |
| "evidence/standard-asr-r3-20260908/comparison.json", | |
| "evidence/domains-r3-20260908/comparison.json" | |
| ], | |
| "metric_bundle": "evidence/r3-promotion-20260908/metric-evidence.tar.gz", | |
| "metric_reproduction": "report/current-benchmark-validation.json", | |
| "fits_sha256": "44ef0eb45fdd122a3900c97f1faf4ffedf567f27e9ad535f24687c36a8c7f704", | |
| "selected_rows": 12288, | |
| "eligible_rows": 24576, | |
| "frozen_scalar_taps": 110592, | |
| "other_trainable_scalar_parameters": 626897542, | |
| "default_changed": true, | |
| "selection_basis": "Explicit user selection of the manuscript r3 checkpoint on 2026-09-08.", | |
| "native_accuracy_measured_for_this_candidate": true, | |
| "native_validation_scope": "Q8 and F16 real-model fixtures on Metal and Linux CUDA/CPU; Q8 native app checks on Windows, Linux and macOS CPU, plus the actual default-model upgrade and production-renderer recording flow.", | |
| "native_lineage": "evidence/r3-promotion-20260908/q8-lineage.json", | |
| "native_f16": { | |
| "lineage": "evidence/r3-promotion-20260908/f16-lineage.json", | |
| "gguf_sha256": "de53fb8ec251fb07ade15baabe17b00774ae3f1112f8618b062337f90fb49194", | |
| "bytes": 1296681088 | |
| }, | |
| "source_release_artifact": { | |
| "repo_id": "oruk/orukeet", | |
| "revision": "656de2daae7fffe1cc6165e5cd5f9fdf8aa1dfb6", | |
| "file": "orukeet-v0.1.0rc1.nemo", | |
| "sha256": "031c8ddab4845aeced904a7cde8e8aa57993b2e344716cf83a545b079c473b56", | |
| "private": true | |
| }, | |
| "native_accuracy_scope": "Q8 through the private OpenWhispr v1.9.2 pipeline: 640 fixed English clips across ten corpora, with every output scored; aggregate multilingual report results use NeMo.", | |
| "native_accuracy_evidence": "integrations/openwhispr/APP_BENCHMARKS.md" | |
| }, | |
| "report_snapshot": { | |
| "description": "Historical recovery comparisons retained at their original checkpoint identities.", | |
| "gabor": { | |
| "stage": "canonical-frozen-gabor-model", | |
| "latest_completed_selection": "r15-0100", | |
| "candidate_source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "development_result": "training/gabor_half/results/comparison-r15-0100.json", | |
| "larger_result": "training/gabor_half/results/full-r15-0100.json", | |
| "freeze_audit": "training/gabor_half/results/r15-0100-audit.json", | |
| "fits_sha256": "44ef0eb45fdd122a3900c97f1faf4ffedf567f27e9ad535f24687c36a8c7f704", | |
| "selected_rows": 12288, | |
| "eligible_rows": 24576, | |
| "eligible_population": "24 Conformer temporal depthwise Conv1d banks, 1024 channels each, 9 taps per row", | |
| "selection": "Global lowest normalized squared error to each exact original row; layer/channel tie break", | |
| "frozen_scalar_taps": 110592, | |
| "other_trainable_scalar_parameters": 626897542, | |
| "default_changed": true, | |
| "native_accuracy_measured_for_this_candidate": true, | |
| "speed_claim": "Materialized kernels preserve operator shapes and FLOPs; no Gabor-derived speedup established", | |
| "reference_source_sha256": "313d615ca34c8ac3a183384e1f87e8274d748e5445af110013a335f02ae42e32", | |
| "source_qualified": true, | |
| "native_accuracy_qualified": false, | |
| "metric_bundle": "training/gabor_half/results/metric-r15-0100.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-r15-0100-local-reproduction.json", | |
| "ancestry": "training/gabor_half/results/r15-0100-ancestry.json", | |
| "longest_recovery_path_updates": 2900, | |
| "native_development_result": "training/gabor_half/results/native-r15-0100-development.json", | |
| "native_lineage": "training/gabor_half/results/native-r15-0100-lineage.json", | |
| "native_f16": { | |
| "gguf_sha256": "43176af5322aa141636cfa9578a9dc1e9c1aa28adc25e4460af752b094eff073", | |
| "bytes": 1296681088, | |
| "lineage": "training/gabor_half/results/native-r15-0100-f16-lineage.json", | |
| "development_result": "training/gabor_half/results/native-r15-0100-f16-development.json", | |
| "development_qualified": true, | |
| "larger_status": "failed", | |
| "latency_status": "not-run-after-accuracy-failure", | |
| "larger_result": "training/gabor_half/results/native-r15-0100-f16-full.json", | |
| "native_accuracy_qualified": false, | |
| "metric_bundle": "training/gabor_half/results/metric-native-r15-0100-f16.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-native-r15-0100-f16-local-reproduction.json" | |
| }, | |
| "existing_export_fallback": { | |
| "label": "r15-0200", | |
| "stage": "source-qualified-native-q8-failed", | |
| "new_training": false, | |
| "decision": "training/gabor_half/results/r15-0200-native-fallback-decision.json", | |
| "source_qualified": true, | |
| "source_result": "training/gabor_half/results/full-r15-0200.json", | |
| "candidate_source_sha256": "f5111f6132144b5993edbd4e228df9f731cac64d54777416c77dc85e96b58b61", | |
| "metric_bundle": "training/gabor_half/results/metric-r15-0200.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-r15-0200-local-reproduction.json", | |
| "ancestry": "training/gabor_half/results/r15-0200-ancestry.json", | |
| "native_lineage": "training/gabor_half/results/native-r15-0200-lineage.json", | |
| "native_start_decision": "training/gabor_half/results/native-r15-0200-start-decision.json", | |
| "native_development_result": "training/gabor_half/results/native-r15-0200-development.json", | |
| "native_accuracy_qualified": false, | |
| "mixed_precision": { | |
| "label": "r15-0200-t16", | |
| "stage": "native-larger-failed", | |
| "export_precision": "q8_0_t16", | |
| "gguf_sha256": "dc8ca75792b45b2d69d4dcfb924cd5e801ac6633e881f3301a6926967cd0ee01", | |
| "bytes": 726517920, | |
| "lineage": "training/gabor_half/results/native-r15-0200-t16-lineage.json", | |
| "decision": "training/gabor_half/results/native-r15-0200-t16-start-decision.json", | |
| "transducer_matrices_f16": 7, | |
| "other_tensor_payloads_byte_exact_to_q8": true, | |
| "native_accuracy_qualified": false, | |
| "new_training": false, | |
| "default_changed": false, | |
| "development_qualified": true, | |
| "development_result": "training/gabor_half/results/native-r15-0200-t16-development.json", | |
| "larger_result": "training/gabor_half/results/native-r15-0200-t16-full.json", | |
| "latency_status": "not-run-after-accuracy-failure", | |
| "native_smoke": "integrations/openwhispr/native/r15-0200-t16-native-smoke-validation.json", | |
| "electron_lifecycle": "integrations/openwhispr/electron-r15-0200-t16-metal.json", | |
| "metric_bundle": "training/gabor_half/results/metric-native-r15-0200-t16.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-native-r15-0200-t16-local-reproduction.json" | |
| } | |
| }, | |
| "source_release_artifact": { | |
| "repo_id": "oruk/orukeet", | |
| "revision": "8a802d1685b3b93be693a341c024f2684a22e148", | |
| "file": "orukeet-v0.1.0rc1.nemo", | |
| "sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "private": true | |
| } | |
| } | |
| }, | |
| "adaptation_baseline": { | |
| "stage": "additional-training-before-gabor-surgery", | |
| "source_sha256": "313d615ca34c8ac3a183384e1f87e8274d748e5445af110013a335f02ae42e32", | |
| "q8_sha256": "8967e04bd73fd8e88bccbfe97d0ec952beac73b1b3b3cba4b5c03316fcd8baa0", | |
| "artifact_manifest": "src/orukeet/artifacts.json", | |
| "evidence": [ | |
| "evidence/source-model-accuracy.json", | |
| "evidence/q8-vs-stock.json", | |
| "evidence/q8-vs-source.json" | |
| ], | |
| "note": "Measured average improvement over stock; original 10% promotion gate failed. These canonical downloads do not contain Gabor surgery.", | |
| "name": "Pre-Gabor adaptation baseline" | |
| }, | |
| "history": { | |
| "r15-0100": { | |
| "canonical": { | |
| "stage": "frozen-gabor-r15-0100", | |
| "source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "q8_sha256": "d522bd7ecde76f627649f5a2255c52d81d293698ecd65cf0d8ddbd6e2f4893c6", | |
| "f16_sha256": "43176af5322aa141636cfa9578a9dc1e9c1aa28adc25e4460af752b094eff073", | |
| "artifact_manifest": "src/orukeet/artifacts.json", | |
| "evidence": [ | |
| "training/gabor_half/results/full-r15-0100.json", | |
| "training/gabor_half/results/r15-0100-audit.json" | |
| ], | |
| "note": "One source checkpoint; Q8 and F16 are conversions of these exact weights." | |
| }, | |
| "gabor": { | |
| "stage": "canonical-frozen-gabor-model", | |
| "latest_completed_selection": "r15-0100", | |
| "candidate_source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "development_result": "training/gabor_half/results/comparison-r15-0100.json", | |
| "larger_result": "training/gabor_half/results/full-r15-0100.json", | |
| "freeze_audit": "training/gabor_half/results/r15-0100-audit.json", | |
| "fits_sha256": "44ef0eb45fdd122a3900c97f1faf4ffedf567f27e9ad535f24687c36a8c7f704", | |
| "selected_rows": 12288, | |
| "eligible_rows": 24576, | |
| "eligible_population": "24 Conformer temporal depthwise Conv1d banks, 1024 channels each, 9 taps per row", | |
| "selection": "Global lowest normalized squared error to each exact original row; layer/channel tie break", | |
| "frozen_scalar_taps": 110592, | |
| "other_trainable_scalar_parameters": 626897542, | |
| "default_changed": true, | |
| "native_accuracy_measured_for_this_candidate": true, | |
| "speed_claim": "Materialized kernels preserve operator shapes and FLOPs; no Gabor-derived speedup established", | |
| "reference_source_sha256": "313d615ca34c8ac3a183384e1f87e8274d748e5445af110013a335f02ae42e32", | |
| "source_qualified": true, | |
| "native_accuracy_qualified": false, | |
| "metric_bundle": "training/gabor_half/results/metric-r15-0100.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-r15-0100-local-reproduction.json", | |
| "ancestry": "training/gabor_half/results/r15-0100-ancestry.json", | |
| "longest_recovery_path_updates": 2900, | |
| "native_development_result": "training/gabor_half/results/native-r15-0100-development.json", | |
| "native_lineage": "training/gabor_half/results/native-r15-0100-lineage.json", | |
| "native_f16": { | |
| "gguf_sha256": "43176af5322aa141636cfa9578a9dc1e9c1aa28adc25e4460af752b094eff073", | |
| "bytes": 1296681088, | |
| "lineage": "training/gabor_half/results/native-r15-0100-f16-lineage.json", | |
| "development_result": "training/gabor_half/results/native-r15-0100-f16-development.json", | |
| "development_qualified": true, | |
| "larger_status": "failed", | |
| "latency_status": "not-run-after-accuracy-failure", | |
| "larger_result": "training/gabor_half/results/native-r15-0100-f16-full.json", | |
| "native_accuracy_qualified": false, | |
| "metric_bundle": "training/gabor_half/results/metric-native-r15-0100-f16.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-native-r15-0100-f16-local-reproduction.json" | |
| }, | |
| "existing_export_fallback": { | |
| "label": "r15-0200", | |
| "stage": "source-qualified-native-q8-failed", | |
| "new_training": false, | |
| "decision": "training/gabor_half/results/r15-0200-native-fallback-decision.json", | |
| "source_qualified": true, | |
| "source_result": "training/gabor_half/results/full-r15-0200.json", | |
| "candidate_source_sha256": "f5111f6132144b5993edbd4e228df9f731cac64d54777416c77dc85e96b58b61", | |
| "metric_bundle": "training/gabor_half/results/metric-r15-0200.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-r15-0200-local-reproduction.json", | |
| "ancestry": "training/gabor_half/results/r15-0200-ancestry.json", | |
| "native_lineage": "training/gabor_half/results/native-r15-0200-lineage.json", | |
| "native_start_decision": "training/gabor_half/results/native-r15-0200-start-decision.json", | |
| "native_development_result": "training/gabor_half/results/native-r15-0200-development.json", | |
| "native_accuracy_qualified": false, | |
| "mixed_precision": { | |
| "label": "r15-0200-t16", | |
| "stage": "native-larger-failed", | |
| "export_precision": "q8_0_t16", | |
| "gguf_sha256": "dc8ca75792b45b2d69d4dcfb924cd5e801ac6633e881f3301a6926967cd0ee01", | |
| "bytes": 726517920, | |
| "lineage": "training/gabor_half/results/native-r15-0200-t16-lineage.json", | |
| "decision": "training/gabor_half/results/native-r15-0200-t16-start-decision.json", | |
| "transducer_matrices_f16": 7, | |
| "other_tensor_payloads_byte_exact_to_q8": true, | |
| "native_accuracy_qualified": false, | |
| "new_training": false, | |
| "default_changed": false, | |
| "development_qualified": true, | |
| "development_result": "training/gabor_half/results/native-r15-0200-t16-development.json", | |
| "larger_result": "training/gabor_half/results/native-r15-0200-t16-full.json", | |
| "latency_status": "not-run-after-accuracy-failure", | |
| "native_smoke": "integrations/openwhispr/native/r15-0200-t16-native-smoke-validation.json", | |
| "electron_lifecycle": "integrations/openwhispr/electron-r15-0200-t16-metal.json", | |
| "metric_bundle": "training/gabor_half/results/metric-native-r15-0200-t16.tar.gz", | |
| "metric_reproduction": "training/gabor_half/results/metric-native-r15-0200-t16-local-reproduction.json" | |
| } | |
| }, | |
| "source_release_artifact": { | |
| "repo_id": "oruk/orukeet", | |
| "revision": "8a802d1685b3b93be693a341c024f2684a22e148", | |
| "file": "orukeet-v0.1.0rc1.nemo", | |
| "sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "private": true | |
| } | |
| }, | |
| "artifact_catalog": { | |
| "status": "private-review", | |
| "repo_id": "oruk/orukeet", | |
| "revision": "8a802d1685b3b93be693a341c024f2684a22e148", | |
| "files": { | |
| "source": { | |
| "path": "orukeet-v0.1.0rc1.nemo", | |
| "size": 2509342720, | |
| "sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811" | |
| }, | |
| "q8": { | |
| "path": "orukeet-v0.1.0rc1-q8.gguf", | |
| "size": 714456704, | |
| "sha256": "d522bd7ecde76f627649f5a2255c52d81d293698ecd65cf0d8ddbd6e2f4893c6", | |
| "source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811" | |
| }, | |
| "f16": { | |
| "path": "orukeet-v0.1.0rc1-f16.gguf", | |
| "size": 1296681088, | |
| "sha256": "43176af5322aa141636cfa9578a9dc1e9c1aa28adc25e4460af752b094eff073", | |
| "source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811" | |
| } | |
| }, | |
| "model": "Orukeet", | |
| "selection": "r15-0100" | |
| } | |
| }, | |
| "ft-4035": { | |
| "canonical": { | |
| "stage": "frozen-gabor-ft-4035", | |
| "source_sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945", | |
| "q8_sha256": "9b0c77604c7679d6da68d0014e9f753f3d893c26115f078847316efb1083bd0f", | |
| "f16_sha256": "7aa47ba826f7f9ac8bdfae20bfcc39b76c43387999f076bb2dae574ed0a0b73a", | |
| "artifact_manifest": "src/orukeet/artifacts.json", | |
| "evidence": [ | |
| "evidence/regression-ft-20260907/comparison.json", | |
| "evidence/regression-ft-20260907/export-audit.json", | |
| "evidence/regression-ft-20260907/numeric-audit.json" | |
| ], | |
| "note": "User-selected FT-4035 source; Q8 and F16 are conversions of these exact weights." | |
| }, | |
| "gabor": { | |
| "stage": "canonical-frozen-gabor-model", | |
| "latest_completed_selection": "ft-4035", | |
| "candidate_source_sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945", | |
| "parent_source_sha256": "4295a6d820a40b99786331d1c7a6b6c328916c8329b23d39415b0649a5d42811", | |
| "freeze_audit": "evidence/regression-ft-20260907/export-audit.json", | |
| "source_comparison": "evidence/regression-ft-20260907/comparison.json", | |
| "metric_bundle": "evidence/ft4035-promotion-20260907/metric-evidence.tar.gz", | |
| "metric_reproduction": "evidence/regression-ft-20260907/numeric-audit.json", | |
| "fits_sha256": "44ef0eb45fdd122a3900c97f1faf4ffedf567f27e9ad535f24687c36a8c7f704", | |
| "selected_rows": 12288, | |
| "eligible_rows": 24576, | |
| "frozen_scalar_taps": 110592, | |
| "other_trainable_scalar_parameters": 626897542, | |
| "default_changed": true, | |
| "selection_basis": "Explicit user selection of FT-4035 on 2026-09-07; recorded scores retained.", | |
| "native_accuracy_measured_for_this_candidate": false, | |
| "native_validation_scope": "Fixed native fixtures; aggregate scores use NeMo.", | |
| "native_lineage": "evidence/ft4035-promotion-20260907/q8-lineage.json", | |
| "native_f16": { | |
| "lineage": "evidence/ft4035-promotion-20260907/f16-lineage.json", | |
| "gguf_sha256": "7aa47ba826f7f9ac8bdfae20bfcc39b76c43387999f076bb2dae574ed0a0b73a", | |
| "bytes": 1296681088 | |
| }, | |
| "source_release_artifact": { | |
| "repo_id": "oruk/orukeet", | |
| "revision": "30c6d16738f6f3edee70142c86cda41220c4aacc", | |
| "file": "orukeet-v0.1.0rc1.nemo", | |
| "sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945", | |
| "private": true | |
| } | |
| }, | |
| "artifact_catalog": { | |
| "status": "private-review", | |
| "repo_id": "oruk/orukeet", | |
| "revision": "30c6d16738f6f3edee70142c86cda41220c4aacc", | |
| "files": { | |
| "source": { | |
| "path": "orukeet-v0.1.0rc1.nemo", | |
| "size": 2509342720, | |
| "sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945", | |
| "source_sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945" | |
| }, | |
| "q8": { | |
| "path": "orukeet-v0.1.0rc1-q8.gguf", | |
| "size": 714456704, | |
| "sha256": "9b0c77604c7679d6da68d0014e9f753f3d893c26115f078847316efb1083bd0f", | |
| "source_sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945" | |
| }, | |
| "f16": { | |
| "path": "orukeet-v0.1.0rc1-f16.gguf", | |
| "size": 1296681088, | |
| "sha256": "7aa47ba826f7f9ac8bdfae20bfcc39b76c43387999f076bb2dae574ed0a0b73a", | |
| "source_sha256": "0ccfefcd1894871cb0850bd3c464adf5397752840de2a76d1d2d075c4141a945" | |
| } | |
| }, | |
| "model": "Orukeet", | |
| "selection": "ft-4035" | |
| } | |
| } | |
| } | |
| } | |