jV SSKrSSKJr SSKJr SSKJr SSKJrJ r J r J r J r \R"\5rSrSr\"5rSr\"5rS r\"5rS r\"5rS r\"5rS r\"5r\ "S \R:SSSSSS9r\ "S\R:SSSSSS9r\ "S\R:SSSSSS9r \ "S\R:SSSSSS9r!\ "S\R:SSSSSS9r"\ "S\R:SSSSSS9r#\ "S\RHSSSSSSS9r%\ "S\RHSSSSSSS9r&\ "S\RHSSSSSSS9r'\ "S \RHSSSSSSS9r(\ "S!\RHSSSSSSS9r)\ "S"\RHSSSSSSS9r*\ "S#\RHSSSSSSS9r+\ "S$\RHSSSSSSS9r,\ "S%\RHSSSSSSS9r-\ "S&\RHSSSSSSS9r.\ "S'\RHS(SSSSSSS)9 r/\ "S*\RHS(SSSSSSS)9 r0\ "S+\RHS(SSSSSSS)9 r1\ "S,\RHS(SSSSSSS)9 r2\ "S\RfS(SS-S.S/S09r4\ "S#\RfS(SS-S.S/S09r5\ "S \RfS(SS-S1S/S09r6\ "S$\RfS(SS-S1S/S09r7\ "S\RfS(SS-S2S/S09r8\ "S%\RfS(SS-S2S/S09r9\ "S'\RfS(SS-S3S/S09r:\ "S\RfS(SS-S4S/S09r;\ "S&\RfS(SS-S4S/S09r<\ "S*\RfS(SS-S2S/S09r=\ "S5\RfS(SS-S6S/S09r>\ "S+\RfS(SS-S4S/S09r?\ "S,\RfS(SS-S4S/S09r@\ "S7\RfS(SS-S4S/S09rA"S8S9\B\5rCg):N)Enum)AnyUrl)AcceleratorDevice)InferenceAsrFrameworkInlineAsrMlxWhisperOptionsInlineAsrNativeWhisperOptionsInlineAsrWhisperS2TOptionsTransformersModelTypec SSKnURRR5=(a$ URRR 5nSSKnSnX4$![ a SnNf=f![ a SnX4$f=f)z Detect Apple Silicon MPS availability and whether mlx-whisper is installed. Returns: tuple: (has_mps, has_mlx_whisper) - has_mps: True if Apple Silicon MPS is available - has_mlx_whisper: True if mlx-whisper package is installed rNFT)torchbackendsmpsis_built is_available ImportError mlx_whisper)r has_mpsrhas_mlx_whispers ^/home/mande/repo/quber/.venv/lib/python3.13/site-packages/docling/datamodel/asr_model_specs.py_detect_hardware_and_librariesrs..$$--/UENN4F4F4S4S4U    ##     ## s$AAA1 A.-A.1 BBc [5upU(a$U(a[S[RSSSSSS9$[ S[R SSSS S S S 9$) a+ Get the best Whisper Tiny model for the current hardware. Auto-selection: - MLX Whisper on Apple Silicon (if MPS available + mlx-whisper installed) - Native Whisper otherwise WhisperS2T is never auto-selected; use the explicit *_S2T model options to opt into the experimental WhisperS2T backend. mlx-community/whisper-tiny-mlx transcribeT333333?333333@repo_idinference_frameworktaskword_timestampsno_speech_thresholdlogprob_thresholdcompression_ratio_thresholdtiny>@rrverbose timestampsr! temperaturemax_new_tokensmax_time_chunkrrrMLXrWHISPERrrs r_get_whisper_tiny_modelr35k >?G?)4 5 9 9 #"(+   )199  c [5upU(a$U(a[S[RSSSSSS9$[ S[R SSSS S S S 9$) a, Get the best Whisper Small model for the current hardware. Auto-selection: - MLX Whisper on Apple Silicon (if MPS available + mlx-whisper installed) - Native Whisper otherwise WhisperS2T is never auto-selected; use the explicit *_S2T model options to opt into the experimental WhisperS2T backend. mlx-community/whisper-small-mlxrTrrrrsmallr&r'r(r)r/r2s r_get_whisper_small_modelr9_sk >?G?)5 5 9 9 #"(+   )199  r5c [5upU(a$U(a[S[RSSSSSS9$[ S[R SSSS S S S 9$) a- Get the best Whisper Medium model for the current hardware. Auto-selection: - MLX Whisper on Apple Silicon (if MPS available + mlx-whisper installed) - Native Whisper otherwise WhisperS2T is never auto-selected; use the explicit *_S2T model options to opt into the experimental WhisperS2T backend. %mlx-community/whisper-medium-mlx-8bitrTrrrrmediumr&r'r(r)r/r2s r_get_whisper_medium_modelr=sk >?G?); 5 9 9 #"(+   )199  r5c [5upU(a$U(a[S[RSSSSSS9$[ S[R SSSS S S S 9$) a+ Get the best Whisper Base model for the current hardware. Auto-selection: - MLX Whisper on Apple Silicon (if MPS available + mlx-whisper installed) - Native Whisper otherwise WhisperS2T is never auto-selected; use the explicit *_S2T model options to opt into the experimental WhisperS2T backend. mlx-community/whisper-base-mlxrTrrrrbaser&r'r(r)r/r2s r_get_whisper_base_modelrAr4r5c [5upU(a$U(a[S[RSSSSSS9$[ S[R SSSS S S S 9$) a, Get the best Whisper Large model for the current hardware. Auto-selection: - MLX Whisper on Apple Silicon (if MPS available + mlx-whisper installed) - Native Whisper otherwise WhisperS2T is never auto-selected; use the explicit *_S2T model options to opt into the experimental WhisperS2T backend. $mlx-community/whisper-large-mlx-8bitrTrrrrlarger&r'r(r)r/r2s r_get_whisper_large_modelrEsk >?G?): 5 9 9 #"(+   )199  r5c [5upU(a$U(a[S[RSSSSSS9$[ S[R SSSS S S S 9$) a, Get the best Whisper Turbo model for the current hardware. Auto-selection: - MLX Whisper on Apple Silicon (if MPS available + mlx-whisper installed) - Native Whisper otherwise WhisperS2T is never auto-selected; use the explicit *_S2T model options to opt into the experimental WhisperS2T backend. mlx-community/whisper-turborTrrrrturbor&r'r(r)r/r2s r_get_whisper_turbo_modelrIsk >?G?)1 5 9 9 #"(+   )199  r5rrTrrrrr7r;r?rCrGr%r&r'r(r)r8r<r@rDrHztiny.enzbase.enzsmall.enz medium.enzdistil-small.enen) rrlanguager*r+r!r,r-r.zdistil-medium.enzdistil-large-v3zdistil-large-v3.5float16)rrrKr torch_dtype batch_size beam_size  zlarge-v3zlarge-v3-turboc\rSrSrSrSrSrSrSrSr Sr S r S r S r S rS rSrSrSrSrSrSrSrSrSrSrSrSrSrSrSrSrSr Sr!S r"S!r#S"r$S#r%S$r&S%r'S&r(S'r)S(r*S)r+S*r,g+), AsrModelTypei whisper_tiny whisper_smallwhisper_medium whisper_base whisper_large whisper_turbowhisper_tiny_mlxwhisper_small_mlxwhisper_medium_mlxwhisper_base_mlxwhisper_large_mlxwhisper_turbo_mlxwhisper_tiny_nativewhisper_small_nativewhisper_medium_nativewhisper_base_nativewhisper_large_nativewhisper_turbo_nativewhisper_tiny_en_nativewhisper_base_en_nativewhisper_small_en_nativewhisper_medium_en_nativewhisper_distil_small_en_nativewhisper_distil_medium_en_nativewhisper_distil_large_v3_native whisper_distil_large_v3_5_nativewhisper_tiny_s2twhisper_tiny_en_s2twhisper_base_s2twhisper_base_en_s2twhisper_small_s2twhisper_small_en_s2twhisper_distil_small_en_s2twhisper_medium_s2twhisper_medium_en_s2twhisper_distil_medium_en_s2twhisper_large_v3_s2twhisper_distil_large_v3_s2twhisper_distil_large_v3_5_s2twhisper_large_v3_turbo_s2tN)-__name__ __module__ __qualname____firstlineno__ WHISPER_TINY WHISPER_SMALLWHISPER_MEDIUM WHISPER_BASE WHISPER_LARGE WHISPER_TURBOWHISPER_TINY_MLXWHISPER_SMALL_MLXWHISPER_MEDIUM_MLXWHISPER_BASE_MLXWHISPER_LARGE_MLXWHISPER_TURBO_MLXWHISPER_TINY_NATIVEWHISPER_SMALL_NATIVEWHISPER_MEDIUM_NATIVEWHISPER_BASE_NATIVEWHISPER_LARGE_NATIVEWHISPER_TURBO_NATIVEWHISPER_TINY_EN_NATIVEWHISPER_BASE_EN_NATIVEWHISPER_SMALL_EN_NATIVEWHISPER_MEDIUM_EN_NATIVEWHISPER_DISTIL_SMALL_EN_NATIVEWHISPER_DISTIL_MEDIUM_EN_NATIVEWHISPER_DISTIL_LARGE_V3_NATIVE WHISPER_DISTIL_LARGE_V3_5_NATIVEWHISPER_TINY_S2TWHISPER_TINY_EN_S2TWHISPER_BASE_S2TWHISPER_BASE_EN_S2TWHISPER_SMALL_S2TWHISPER_SMALL_EN_S2TWHISPER_DISTIL_SMALL_EN_S2TWHISPER_MEDIUM_S2TWHISPER_MEDIUM_EN_S2TWHISPER_DISTIL_MEDIUM_EN_S2TWHISPER_LARGE_V3_S2TWHISPER_DISTIL_LARGE_V3_S2TWHISPER_DISTIL_LARGE_V3_5_S2TWHISPER_LARGE_V3_TURBO_S2T__static_attributes__rr5rrXrXs!L#M%N!L#M#M*+-)++013/115579%E"&G#%E"'I$*/)/+1"?-3#A 1"?$C!!=r5rX)Dloggingenumrpydanticr%docling.datamodel.accelerator_optionsr,docling.datamodel.pipeline_options_asr_modelrrrr r getLoggerr_logrr3rr9rr=rrArrErrIrr0rrrrrrr1rrrrrrrrrrrrrr WHISPER_S2TrrrrrrrrrrrrrrstrrXrr5rrs/D"$8#N'( #N)* #N+,#N'( #N)* #N)* . ,-11  #/ --11  #0 3-11  #. ,-11  #/ 2-11  #/ )-11  #4 -55  5 -55  6 -55  4 -55  5 -55  5 -55  7 -55  7 -55  8 -55  9 -55  "? -55   "#@ -55   #"? -55   "$A -55   $ ". -99  1 -99  . -99  1 -99  / -99  2 -99  9 -99  0 -99  3 -99   : -99   2 -99  9 -99  !; -99  !8 -99  4/>3/>r5