Ngā Tuhinga Katoa
whakamaoritanga kupu hauraromahi tuituinga-korematatapukupu hauraroAI ā-rohe

Whakamaoritanga Kupu Hauraro Tuituinga-Kore: Whakamāoritia ō Kupu Hauraro Ataata i Runga Tonu i Tō Rorohiko

Whakamāoritia ō kupu hauraro ki 25 reo, i runga tonu i tō Mac — kāore he API key, kāore he tukunga ki te rangi, kāore he utu mō ia kupu. Anei te āhua o te mahi a Subtitle Studio mō te whakamaoritanga i runga tonu i te pūrere.

·Tom Mong
Tāwerohia mō te Mac — kore utu
Whakamaoritanga Kupu Hauraro Tuituinga-Kore: Whakamāoritia ō Kupu Hauraro Ataata i Runga Tonu i Tō Rorohiko

Mēnā he kaiwhakamaori kōrero ataata koe — mō YouTube, ngā ripene pāpori, ngā mahi kiritaki, rānei he arotake ā-roto — kua mōhio pea koe ki tēnei raru: te tuku i tō SRT ki tētahi ratonga rangi, te whakauru API key, te matakitaki i te utu e piki tonu ana, me te tūmanako kāore tō ataata kāore anō kia tukuna e wehe atu i tō pūrere.

He rerekē te huarahi a Subtitle Studio. Ka mahi tonu tā mātou whakamaoritanga i roto i tō Mac. Ka tukatukahia ō kupu hauraro e tētahi tauira AI ā-rohe — kāore he hononga ipurangi e hiahiatia i muri i te tangohanga kotahi, kāore he API key, kāore hoki he utu mō ia kupu. Ka whakamārama tēnei aratohu i te āhua o te mahi, mō wai tēnei mea, me tā koe ka tūmanako ai.


He Aha Tino te Tikanga o te "Whakamaoritanga Tuituinga-Kore"

Ko te whakamaoritanga tuituinga-kore i roto i Subtitle Studio, ehara i te mea "ka mahi mai i te rā tuatahi mā te kore Wi-Fi." Ko tōna tikanga:

  1. Tangohia te tauira whakamaoritanga kia kotahi noa (~2.5 GB, ka taea te whakaoti anō)
  2. Whakamāoritia te maha o ō kupu hauraro e hiahiatia mā te kore tukunga ki te rangi
  3. Kia haere tonu tō mahi mā te kore ipurangi — i runga waka rererangi, i tētahi taiwhanga karekau he whatunga ā-waho, i runga rorohiko kiritaki hoki e ārairahia ana ngā taputapu rangi

Ko ngā ihirangi o ō kupu hauraro, kāore rawa e wehe atu i tō Mac i te wā o te whakamaoritanga. Ka utaina te tauira ki roto i te maumahara, ka tukatuka i ia rārangi, ā, ka tuhi anō te otinga ki tō kaupapa.

Ka whakamāoritia e Subtitle Studio ngā kupu hauraro i runga i te pūrere — ka tukatukahia ā-rohe ngā kupu hauraro, mā te kore tukunga ki te rangiKa whakamāoritia e Subtitle Studio ngā kupu hauraro i runga i te pūrere — ka tukatukahia ā-rohe ngā kupu hauraro, mā te kore tukunga ki te rangi

He tino rerekē tēnei i te tuku i tō SRT ki Google Translate, DeepL, rānei he API LLM rangi. Ka riro i aua ratonga tō kupu katoa mā te whatunga. Ka pupuri tonu te miihini o Subtitle Studio i te katoa ki runga i te pūrere.


Whakamaoritanga Tuituinga-Kore me te Whakamaoritanga Rangi

Ko te nuinga o ngā mahinga kupu hauraro i tēnei rā e whakawhirinaki ana ki te whakamaoritanga rangi — he ratonga MT motuhake, he API LLM rānei pēnei i OpenAI, DeepSeek, Grok hoki. Ka taea e ngā kōwhiringa rangi te whakaputa i ngā hua tino pai, engari he whakatikatika kei roto e whai take ana mō ngā kaihanga ataata me ngā kaiwhakamaori ngaio.

Ngā tautuhinga LLM a Subtitle Studio e whakaatu ana i te Built-in (On-device) me ngā kōwhiringa kaiwhakarato API rangiNgā tautuhinga LLM a Subtitle Studio e whakaatu ana i te Built-in (On-device) me ngā kōwhiringa kaiwhakarato API rangi

Nō te wā ka pai ake te tuituinga-kore: he kiriata, he kōrero pouaka whakaata kāore anō kia tukuna, he NDA kiritaki, he haerenga karekau he ipurangi pono, he whakamaoritanga rahi ka piki haere te utu API, kāore rānei he mea kē i te hiahia mō tētahi taputapu e hokona kotahitia me te kore utu haere tonu.

Nō te wā ka pai ake te rangi: ka hiahia koe ki te kounga tino teitei mai i tētahi tauira i te mata (GPT-4, Claude, ērā atu), kei runga koe i tētahi Intel Mac, Windows rānei kāore i reira te miihini pūtahi, kei te hiahia rānei koe ki te tukatuka pukoro tere ake mō ngā kōnae tino roa.

Ka tautoko a Subtitle Studio i ēnei mea e rua. Ko te whakamaoritanga pūtahi i runga i te pūrere te kōwhiringa taunoa. Ka taea e koe te huri ki DeepSeek, Grok, Ollama, ki tētahi mea whakauru whakaritea ki OpenAI rānei i roto i ngā tautuhinga mēnā koa koe.


He Aha Ngā Reo E Taea Ai Te Whakamaori?

Ka tautoko te whakamaoritanga pūtahi tuituinga-kore i 25 reo whāinga, kua whakaritea kia tautika mō ngā rārangi kupu hauraro poto, māmā hoki te pānui — te momo e pānuihia ana e ngā kaimātakitaki pāpori i roto i te ruarua hēkona.

Te kōwhiringa reo whakamaoritanga a Subtitle Studio e whakaatu ana i te 25 reo whāinga katoa e tautokona anaTe kōwhiringa reo whakamaoritanga a Subtitle Studio e whakaatu ana i te 25 reo whāinga katoa e tautokona ana

Ka mōhiotia aunoatia te reo tuatahi. Kāore koe e kōwhiri "mai i te Ingarihi ki te Hapanihi" mō "mai i te Kōreana ki te Paniora." Ka kōwhiri koe i tō reo whāinga, ā, ka kimi te tauira he aha te reo o ngā kupu hauraro. Nā tēnei ka whaihua mō ngā rauemi reo maha — pēnei he kirihou pae ipurangi kōrero Ingarihi me te ruarua kīanga Kōreana, he kiriata pūrongo ka aro ki ngā kōrero whakauru.

He whakariterite motuhake tā ia reo: he tohutohu mō te pānui māmā, he ture whakamaoritanga tikanga (ka huri ngā kupu ā-rohe me ngā kōrero whakanui ki ngā whāititanga ā-ahurea, ehara i te whakawhitiwhiti kupu mō te kupu), me ngā whakawhāititanga pēnei i te pupuri i ngā tau ki te tuhinga tau Arapi ina tika. Ko te reo Kāntonihi, hei tauira, kua whakaritea mō te whaikōrero ā-waha o Hong Kong, me te whakamahi iti i ngā matiti mutunga rerenga.


Te Āhua o te Mahi i Raro i te Kōpaki

Ka whakauruhia e Subtitle Studio he tauira reo nui ā-rohe, i hangaia motuhake mō te whakamaoritanga kupu hauraro — ehara i te miihini whakamaoritanga rorohiko noa pēnei i Google Translate, OPUS-MT rānei.

Te pātai tango tauira whakamaoritanga pūtahi a Subtitle Studio e whakaatu ana i ngā taipitopito o te tauira Qwen3-4BTe pātai tango tauira whakamaoritanga pūtahi a Subtitle Studio e whakaatu ana i ngā taipitopito o te tauira Qwen3-4B

Te Tauira: Qwen3-4B-Instruct

Ka whakamahi te miihini pūtahi i a Qwen3-4B-Instruct-2507, kua whakaitihia ki te whakatakotoranga Q4_K_M GGUF (~2.5 GB). He tauira whai kaha ki te whai tohutohu, nā te tīma Qwen o Alibaba (raihana Apache-2.0), he iti noa kia pai ai te mahi i runga i te Apple Silicon, ā, he kaha tonu ki te whakahaere i tētahi whakamaoritanga matatini, e whai take ana ki te horopaki.

Te Miihini: llama.cpp + Metal

Ka mahi te whakatau tikanga mā roto i a llama.cpp, kua whakahiatohia hei tāpiri Node taketake me te whakatere GPU Apple Metal. Ka uta te tauira ki tō GPU (nGpuLayers: 99), e pupuri ana i te whakamaoritanga kia tere te whakautu me te kore ārai i te kōwae — ka mahi te whakatau tikanga i roto i tētahi ia mahi motuhake.

Whakamaoritanga Mōhio-Horopaki, Rārangi mā te Rārangi

Ehara ngā kupu hauraro i ngā parāhepe. Ko tētahi rārangi kotahi pēnei i te "That's insane" ka tika pea he koa, he whakahē, he tāwai rānei, e ai ki tā i kōrerohia i mua. Ka whakamahi a Subtitle Studio i tētahi matapihi horopaki neke — 6 rārangi i mua me 2 rārangi i muri i te rārangi o nāianei — kia mārama ai te tauira ki te ahotea, ngā whakahua, me te rangi o mua i te whakamaoritanga.

Ko te whakamaoritanga he tikanga, ehara i te kupu mō te kupu. Ka tohutohu tino mārama ngā pātai ki te tauira kia huri ngā kupu ā-rohe me ngā kōrero whakanui ki ngā whāititanga ā-ahurea o te reo whāinga, kaua ki te whakawhitiwhiti kupu mō te kupu.

He Whakarite Rārangi 1:1 e Whakaūhia Ana

Ko ia rārangi kupu hauraro whakauru ka whakaputa i te tino kotahi rārangi putanga. Mēnā ka rahua te tauira i tētahi rārangi, ka hoki a Subtitle Studio ki te kupu tuatahi kaua ki te whakakore, ki te whakakotahi rārangi rānei — he mea nui rawa atu ina whakawhirinaki ō waeine wā ki tētahi tatauranga urunga pūmau.

Whakahaeretanga Wātanga

Ka pupuri te tauira i tētahi wātanga kōrero pūmau me te takanga KV hurihuri mō te tere mō ngā rārangi. Ina kī te matapihi horopaki 4096-punuku (~70%), ka whakatakoto anō aunoatia te wātanga kia kore ai ngā kōnae roa e hinga i waenganui i te whakamaoritanga.


Me Pēhea te Tīmata i te Taupānga

E rua noa iho ngā hikoi mō te whakamahi i te whakamaoritanga tuituinga-kore i roto i Subtitle Studio. Kua kōwhiritia taunoahia te whakamaoritanga pūtahi i runga i te pūrere — kāore e hiahiatia he whakaritenga kaiwhakarato, he API key rānei.

Hikoi 1: Kōwhiritia He Reo Whāinga

Pāwhiritia Translate i roto i te ētita. Ka tuwhera he kōwhiringa reo me te 25 whāinga katoa e tautokona ana. Kōwhiritia tō reo, ā, whakaūtia. Ka maumahara a Subtitle Studio ki tō kōwhiringa whakamutunga.

Te kōwhiringa reo whāinga a Subtitle Studio me te whakamaoritanga Built-in kua kōwhiritiaTe kōwhiringa reo whāinga a Subtitle Studio me te whakamaoritanga Built-in kua kōwhiritia

Hikoi 2: Tangohia te Tauira (Te Wā Tuatahi Anake)

I tō whakamaoritanga tuatahi, ka pātai a Subtitle Studio kia tangohia te kōnae tauira ~2.5 GB. Ko te tango:

Te ahunga o te tango tauira whakamaoritanga a Subtitle Studio e whakaatu ana i te tango ~2.5 GB Qwen3-4BTe ahunga o te tango tauira whakamaoritanga a Subtitle Studio e whakaatu ana i te tango ~2.5 GB Qwen3-4B

  • Kua wāhia ki ngā wāhanga, ka taea hoki te whakaoti anō — mēnā ka ārairahia, ka taea te tīmata anō mai i tō wāhi i mahue
  • Kua whakamanahia i te kōpae — ka kitea ngā tangohanga kino, ā, ka tangohia anōtia
  • Kua pupuri ā-rohe i roto i tō kōpaki raraunga taupānga, kāore e tangohia anōtia i ia tīmatanga

Ina kei te kōpae kē te tauira, ka tīmata tonu te whakamaoritanga. Ka whakaatuhia te ahunga mā te rārangi, i te wā e whakamāoritia ana ia kupu hauraro. Ka taea e koe te whakakore i waenganui i te mahi.

Te ētita a Subtitle Studio e whakaatu ana i te ahunga whakamaoritanga kupu hauraro mā te rārangiTe ētita a Subtitle Studio e whakaatu ana i te ahunga whakamaoritanga kupu hauraro mā te rārangi

I muri i te tangohanga tuatahi, ka mahi katoa i runga i te tuituinga-kore. Whakamāoritia i runga waka rererangi, i roto i tētahi pouaka Faraday, i runga rānei i tētahi Mac karekau he wātea ki te whatunga ā-waho.


Mō Wai Tēnei?

Kua hangaia te whakamaoritanga kupu hauraro tuituinga-kore mō ngā tāngata e whakamaori tonu ana i ngā ihirangi ataata, ā, e whai take ana ki te matatapu, ki te utu, ki te hononga rānei:

  • Ngā kaihanga ataata me ngā kaimahi YouTube, e whakamaori ana i ngā kiriata mō ngā kaimātakitaki reo maha me te kore utu mō ia karanga API
  • Ngā ētita pāpori, e whakarohe ana i ngā ihirangi poto (Reels, TikTok, Shorts) ki 25 reo
  • Ngā kaiwhakamaori kupu hauraro ngaio, e mahi ana ki runga i te kiriata, pouaka whakaata, ataata umanga kāore anō kia tukuna i raro i te NDA
  • Ngā kaihanga kirihou, e hanga ana i ngā ara kupu hauraro kua whakamāoritia mō ngā putanga ataata o ō rātou wāhanga
  • Ngā tīma whakarohe, e hiahia ana ki tētahi mea taunaki tuituinga-kore pono ina kore e wātea, ina ārairahia rānei ngā ratonga rangi

Mēnā kua whai koe i tō mahinga i roto kē i Subtitle Studio — te tuhi mā Whisper, te whakatika wā i runga i te ngaru oro, te tuku SRT — ka whakauruhia te whakamaoritanga mā te kore wehe atu i te taupānga, mā te kore tuku rānei ki tētahi atu taputapu.


Ngā Whāititanga e Tika Ana Kia Mōhiotia

Ka āwhina ngā tūmanako pono i tō kōwhiri i te taputapu tika:

  • Ko te Apple Silicon Mac anake mō te miihini pūtahi. Ka taea e ngā Intel Mac me Windows te whakamahi i ngā kaiwhakarato rangi, i a Ollama rānei.
  • Ka hiahiatia te ipurangi mō te tangohanga kotahi. Kāore te tauira e whakaurua ki te whakauru taupānga (~2.5 GB). Ka hiahiatia noa te hononga mō tēnei tangohanga tuatahi.
  • He tauira iti ake, he pai rawa — ehara i te mea kei mua rawa. Ka whakaputa a Qwen3-4B i te whakamaoritanga kupu hauraro kaha, inā rawa mā ngā pātai mōhio-horopaki, engari kāore e ōrite ki GPT-4, ki Claude rānei mō ngā ihirangi tino ahurea, tuhinga rānei. Hurihia ki tētahi kaiwhakarato rangi i roto i ngā tautuhinga mēnā ka hiahiatia te kounga teitei rawa.
  • Te tere mā te rārangi. Ka tukatukahia e te whakamaoritanga pūtahi kotahi rārangi i te wā kotahi me te horopaki (pono, engari he pōturi ake i te pukoro rangi). Ka roa ake ngā kōnae roa i te API rangi me te rahi pukoro 12.
  • 25 reo whāinga. Ka hipoki te mōhio reo tuatahi i te tini o ngā whakaurunga, engari ka taea noa te whakamaori ki roto i te 25 whāinga tautoko kua tuhia i runga ake.

Subtitle Studio

Hokonga kotahi. Ka mahi katoa i runga i te tuituinga-kore i runga i tō Mac.


Ngā Pātai Auau

Me Whai Hononga Ipurangi Au Kia Whakamaori?

Kāo, i muri i te tangohanga tauira tuatahi. I tō whakamaoritanga tuatahi, ka tangohia e Subtitle Studio te tauira Qwen3-4B ~2.5 GB ki tō Mac. Ina kei te kōpae kē tērā, ka mahi katoa te whakamaoritanga i runga i te tuituinga-kore — kāore he Wi-Fi, kāore he pūkoro, kāore hoki he karanga whatunga ā-waho.

He Matatapu Aku Ihirangi Kupu Hauraro?

Āe. Mā te kaiwhakarato pūtahi i runga i te pūrere, ka tukatukahia katoatia ō kupu hauraro i runga i tō Mac e te tauira ā-rohe. Kāore he mea e tukuna ki ngā tūmau o Subtitle Studio, ki tētahi API tuatoru rānei. Koinei te take matua e kōwhiri ai ngā kaihanga e mahi ana ki ngā ihirangi kāore anō kia tukuna i te whakamaoritanga tuituinga-kore.

Ko Ēhea Mac e Tautoko Ana i te Whakamaoritanga Pūtahi Tuituinga-Kore?

Ka hiahia te whakamaoritanga pūtahi i te Apple Silicon (M1, M2, M3, M4, M5, neke atu rānei) e whakahaere ana i macOS. Ka whakamahi te miihini i te whakatere GPU Metal mā roto i a llama.cpp. Ka taea tonu e ngā Intel Mac te whakamaori mā te whakamahi i ngā kaiwhakarato rangi (DeepSeek, Grok, ngā API whakaritea ki OpenAI), i tētahi tauira Ollama ā-rohe rānei.

He Pēhea te Pai o te Kounga Whakamaoritanga?

He pai rawa mō ngā take kupu hauraro — he rārangi poto, māmā te pānui, kua whakaritea mō ngā pāpori me ngā kaimātakitaki ataata. Ka whakahaeretia pai ake e te tauira ngā kupu ā-rohe, te ahotea, me te horopaki i te whakamaoritanga rorohiko tuku iho nā te mea ka whakamahia e ia tētahi matapihi horopaki neke me ngā pātai tikanga (e ai ki te tikanga). Mō ngā ihirangi tino ahurea, tuhinga hoki e whai take ana ia āhuatanga iti, ka whakaputa pea ngā tauira rangi kei mua rawa i ngā hua pai ake. Ka whakaae a Subtitle Studio kia hurihia ngā kaiwhakarato me te kore huri i tō mahinga.

Ka Taea e Au Te Whakamahi i Tētahi Tauira Rangi hei Utu mō te Mea Pūtahi?

Āe. Ka tautoko a Subtitle Studio i DeepSeek, Grok, Ollama, me tētahi mea whakauru ritenga whakaritea ki OpenAI. Whakaritea tō kaiwhakarato me te API key i roto i Settings → LLM Configuration. He tere ake te whakamaoritanga rangi mō ngā kōnae roa, ā, ka taea te uru ki ngā tauira nui ake, engari ka tukuna ō kupu hauraro ki te API o te kaiwhakarato.

He Aha Ngā Whakatakotoranga Kōnae E Taea Ai Te Whakamaori?

Ka mahi te whakamaoritanga ki ngā kupu hauraro kua kei roto kē i tō kaupapa Subtitle Studio — nā te mea i tuhia e koe mā Whisper, i kawea mai he kōnae SRT/VTT, i pātohia rānei ā-ringa. Ka noho tonu te putanga whakamaoritanga i roto i tō kaupapa me ō waeine wā ōrite, kua rite mō te tuku hei SRT, mō te tahu rānei ki roto i te ataata.

He Utu Anō te Whakamaoritanga Tuituinga-Kore?

Kāo. Kua whakaurua te whakamaoritanga pūtahi i runga i te pūrere ki Subtitle Studio. Kāore he utu API, kāore he utu mō ia kupu, kāore hoki he ohaurunga. Ko te "utu" anake ko te tangohanga ~2.5 GB kotahi me te wāhi kōpae i runga i tō Mac.

Ka Taea e Au Te Whakamaori i te Kōnae Kotahi ki Ngā Reo Maha?

Āe. Whakamāoritia ki tētahi reo whāinga, arotakehia, whakatikahia hoki te otinga, kātahi ka whakahaere anō te whakamaoritanga me tētahi atu reo whāinga. Ka whakaputa ia mahinga i tētahi huinga rārangi kupu hauraro hōu, ā, ka pupuri tonu ō waeine wā taketake.

Whakamātauria a Subtitle Studio kore utu

Utu kotahi, kāore he takoha ā-tau. Ka mahi katoa i te wā kore ipurangi i tō Mac.

Tāwerohia mō te Mac — kore utu