Isifundo esiphelele sokuqeqesha imodeli yezwi le-AI lolita kusukela ekuqaleni

01 Okokuqala, isiphethoNgisebenzise iphrojekthi yomthombo ovulekile i-RVC, ngachitha amahora ambalwa ngiqeqesha imodeli yezwi le-lolita yami. Umphumela ungcono kakhulu kunesiguquli sezwi esikhokhelwayo—izwi lemvelo, elinemizwa; noma ngabe ngikhuluma ngaliphi iphimbo, yona ikhipha ngalelo phimbo. 02 Umqondo oyisisekelo we-RVCNgamafuphi: **shintsha izwi lakho libe yi-timbre oyifunayo.** I-RVC ishintsha kuphela “umbala wezwi”, ayishintshi “imizwa”. Uma ukhuluma ujabulile, nayo iphendula ijabulile; uma ukhuluma ngokuzola, nayo iphendula ngokuzola. Ngakho imodeli enhle kufanele izwakale ingeyemvelo futhi inemizwa, hhayi njengomshini. Ifomula yokuqeqesha: **umsindo wezwi olifunayo + ukuqeqeshwa kwe-RVC = imodeli yakho yangokwezifiso**03 Isinyathelo sokuqala: thola izinto zomsindoIzinga lezinto zomsindo linquma umphumela wemodeli.

• Thola umsindo wezwi le-lolita

• Imigomo: i-timbre efanayo, imizwa ehlukahlukene, awukho umsindo wangemuva, imizuzu engu-10-20

• Qaphela: ungasebenzisi izinto ezihamba ngokuhleba okuzolile kuphela, ngoba imodeli nayo izoba “engenamizwa”

04 Isinyathelo sesibili: lungisa izinto zomsindoSebenzisa i-Audacity (mahhala):

1. Ngenisa umsindo

2. Wuguqulele ku-**mono**

3. Qinisekisa ukuthi i-sampling rate ingu-**44100 Hz**

4. Wukhiphe ngefomethi ye-**WAV**

Uma kunomsindo wangemuva noma i-reverb, sebenzisa umsebenzi we-RVC othi “ukuhlukanisa umculo nezwi”, bese ukhetha `VR-DeEchoNormal` ukuze uwunciphise. 05 Isinyathelo sesithathu: qeqesha imodeliVula i-RVC WebUI (chofoza kabili `go-web.bat`) → faka ithebhu ethi “Ukuqeqesha”| Ipharamitha ebalulekile | Inani eliphakanyisiwe ||---------|--------|| Igama lokuhlola | IsiNgisi, isibonelo `my_loli_v1` || Inguqulo | `v2` || I-algorithm ye-pitch | `rmvpe` || Isamba sama-epoch okuqeqesha | `200-300` || batch_size | `8` |Ngemva kokusetha, chofoza **`Ukuqeqesha ngokuchofoza okukodwa`**, bese ulinda amahora angu-1-2. Njalo ngemva kwama-epoch angu-50 imodeli izogcinwa ngokuzenzakalela. 06 Isinyathelo sesine: hlola umphumelaFaka ithebhu ethi “Model Inference”:

1. Vuselela uhlu lwama-timbre, bese ukhetha imodeli yakho

2. Layisha ukuqoshwa kwezwi lakho

3. Ukushintsha i-pitch: ekuguquleni izwi lowesilisa libe ngelesifazane faka `+12`, ekuguquleni izwi lowesifazane libe ngelesifazane faka `0`

4. Thikha `rmvpe`

5. Chofoza “Guqula”

Uma unganelisekile, zama imodeli enenani elihlukile lama-epoch, noma lungisa ipharamitha ethi “Vikela ongwaqa abathambile”. 07 Isinyathelo sesihlanu: ukushintsha izwi ngesikhathi sokusakaza bukhomaChofoza kabili `go-realtime-gui.bat`:

1. Layisha imodeli yakho ye-`.pth` (shiya i-`.index` ingenalutho, bese usetha isilinganiso sokusesha sibe `0`)

2. Kokokufaka khetha imakrofoni, kokokukhipha khetha ulayini womsindo obonakalayo

3. Ekushintsheni i-pitch faka `+12` (owesilisa abe ngowesifazane), bese uthikha `rmvpe`

4. Chofoza “Qala ukuguqulwa komsindo”

Bese ku-OBS setha imakrofoni ibe ulayini womsindo obonakalayo. 08 Imibuzo evame ukubuzwa

• Izwi liqinile futhi alinayo imizwa? → Inkinga isezintweni zomsindo; sebenzisa ezinye izinto ezinemizwa eminingi bese uqeqesha kabusha

• Kungani engiziqeqeshele yona ingcono kunaleyo ekhokhelwayo? → Isofthiwe yezentengiso ikhiya i-ecosystem yayo, futhi ungathenga kuphela amamodeli ayo angashintshi; i-RVC ilawulwa ngokuphelele nguwe

• Iyiphi i-hardware edingekayo? → Ikhadi le-N elinememori yevidiyo engu-4GB noma ngaphezulu, kanye nememori engu-16GB

09 EkugcineniUkusuka “ekukhokheleni imodeli eqinile engenampilo” ukuya “ekuziqeqesheleni imodeli esezingeni eliphezulu”, empeleni kudingeka kuphela isifundo esisodwa. Manje awunawo nje amamodeli amaningi, kodwa unekhono **lokudala noma yiliphi izwi**.