GPT-SoVITS-v2-jay / docs /ko /Changelog_KO.md
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### 20240121 ์—…๋ฐ์ดํŠธ
1. `config`์— `is_share`๋ฅผ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค. Colab๊ณผ ๊ฐ™์€ ์‹œ๋‚˜๋ฆฌ์˜ค์—์„œ๋Š” ์ด ๊ฐ’์„ `True`๋กœ ์„ค์ •ํ•˜์—ฌ WebUI๋ฅผ ๊ณต๊ฐœ ๋„คํŠธ์›Œํฌ์— ๋งคํ•‘ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
2. WebUI์— ์˜์–ด ์‹œ์Šคํ…œ ๋ฒˆ์—ญ ์ง€์›์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. `cmd-asr`์ด FunASR ๋ชจ๋ธ์ด ํฌํ•จ๋˜์–ด ์žˆ๋Š”์ง€ ์ž๋™์œผ๋กœ ๊ฐ์ง€ํ•ฉ๋‹ˆ๋‹ค; ๊ธฐ๋ณธ ๋””๋ ‰ํ† ๋ฆฌ์—์„œ ์ฐพ์„ ์ˆ˜ ์—†์œผ๋ฉด ModelScope์—์„œ ๋‹ค์šด๋กœ๋“œ๋ฉ๋‹ˆ๋‹ค.
4. [Issue 79](https://github.com/RVC-Boss/GPT-SoVITS/issues/79)์—์„œ ๋ณด๊ณ ๋œ SoVITS ํ›ˆ๋ จ์˜ ZeroDivisionError๋ฅผ ํ•„ํ„ฐ๋ง ์ƒ˜ํ”Œ ๋“ฑ์œผ๋กœ ํ•ด๊ฒฐํ•˜๋ ค๊ณ  ์‹œ๋„ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. `TEMP` ํด๋”์˜ ์บ์‹œ๋œ ์˜ค๋””์˜ค ํŒŒ์ผ ๋ฐ ๊ธฐํƒ€ ํŒŒ์ผ์„ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค.
6. ์ฐธ์กฐ ์˜ค๋””์˜ค์˜ ๋์ด ํฌํ•จ๋œ ํ•ฉ์„ฑ ์˜ค๋””์˜ค ๋ฌธ์ œ๋ฅผ ํฌ๊ฒŒ ์ค„์˜€์Šต๋‹ˆ๋‹ค.
### 20240122 ์—…๋ฐ์ดํŠธ
1. ์ง€๋‚˜์น˜๊ฒŒ ์งง์€ ์ถœ๋ ฅ ํŒŒ์ผ๋กœ ์ธํ•ด ์ฐธ์กฐ ์˜ค๋””์˜ค๊ฐ€ ๋ฐ˜๋ณต๋˜๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ์˜์–ด ๋ฐ ์ผ๋ณธ์–ด ํ›ˆ๋ จ์˜ ๋„ค์ดํ‹ฐ๋ธŒ ์ง€์›์„ ํ…Œ์ŠคํŠธํ–ˆ์Šต๋‹ˆ๋‹ค (์ผ๋ณธ์–ด ํ›ˆ๋ จ ์‹œ ๋ฃจํŠธ ๋””๋ ‰ํ† ๋ฆฌ์— ๋น„์˜์–ด ํŠน์ˆ˜ ๋ฌธ์ž๊ฐ€ ์—†์–ด์•ผ ํ•ฉ๋‹ˆ๋‹ค).
3. ์˜ค๋””์˜ค ๊ฒฝ๋กœ ํ™•์ธ์„ ๊ฐœ์„ ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ž˜๋ชป๋œ ์ž…๋ ฅ ๊ฒฝ๋กœ์—์„œ ์ฝ์œผ๋ ค๋Š” ์‹œ๋„๊ฐ€ ์žˆ์„ ๊ฒฝ์šฐ, ffmpeg ์˜ค๋ฅ˜ ๋Œ€์‹  ๊ฒฝ๋กœ๊ฐ€ ์กด์žฌํ•˜์ง€ ์•Š๋Š”๋‹ค๊ณ  ๋ณด๊ณ ํ•ฉ๋‹ˆ๋‹ค.
### 20240123 ์—…๋ฐ์ดํŠธ
1. Hubert ์ถ”์ถœ๋กœ ์ธํ•ด NaN ์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ•˜์—ฌ SoVITS/GPT ํ›ˆ๋ จ์—์„œ ZeroDivisionError๊ฐ€ ๋ฐœ์ƒํ•˜๋Š” ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ์ถ”๋ก  WebUI์—์„œ ๋น ๋ฅธ ๋ชจ๋ธ ์ „ํ™˜ ์ง€์›์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. ๋ชจ๋ธ ํŒŒ์ผ ์ •๋ ฌ ๋กœ์ง์„ ์ตœ์ ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
4. ์ค‘๊ตญ์–ด ๋‹จ์–ด ๋ถ„ํ• ์„ ์œ„ํ•ด `jieba`๋ฅผ `jieba_fast`๋กœ ๊ต์ฒดํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240126 ์—…๋ฐ์ดํŠธ
1. ์ค‘๊ตญ์–ด-์˜์–ด ํ˜ผํ•ฉ ๋ฐ ์ผ๋ณธ์–ด-์˜์–ด ํ˜ผํ•ฉ ์ถœ๋ ฅ ํ…์ŠคํŠธ๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
2. ์ถœ๋ ฅ์— ๋Œ€ํ•œ ์„ ํƒ์  ๋ถ„ํ•  ๋ชจ๋“œ๋ฅผ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. UVR5 ์ฝ๊ธฐ ๋ฌธ์ œ ๋ฐ ๋””๋ ‰ํ† ๋ฆฌ ์ž๋™ ํƒˆ์ถœ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
4. ์ถ”๋ก  ์˜ค๋ฅ˜๋ฅผ ์ผ์œผํ‚ค๋Š” ์—ฌ๋Ÿฌ ์ค„ ๋ฐ”๊ฟˆ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. ์ถ”๋ก  WebUI ์—์„œ ์ค‘๋ณต ๋กœ๊ทธ๋ฅผ ์ œ๊ฑฐํ–ˆ์Šต๋‹ˆ๋‹ค.
6. Mac์—์„œ ํ›ˆ๋ จ ๋ฐ ์ถ”๋ก ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
7. ์ ˆ๋ฐ˜ ์ •๋ฐ€๋„๋ฅผ ์ง€์›ํ•˜์ง€ ์•Š๋Š” GPU์— ๋Œ€ํ•ด ์ž๋™์œผ๋กœ ๋‹จ์ •๋ฐ€๋„๋ฅผ ๊ฐ•์ œํ•˜๋ฉฐ, CPU ์ถ”๋ก  ์‹œ ๋‹จ์ •๋ฐ€๋„๋ฅผ ์ ์šฉํ•ฉ๋‹ˆ๋‹ค.
### 20240128 ์—…๋ฐ์ดํŠธ
1. ์ˆซ์ž์˜ ๋ฐœ์Œ์ด ์ค‘๊ตญ์–ด ๋ฌธ์ž๋กœ ๋ณ€ํ™˜๋˜๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ๋ฌธ์žฅ ์‹œ์ž‘ ๋ถ€๋ถ„์—์„œ ๋ช‡ ๊ฐœ์˜ ๋ฌธ์ž๊ฐ€ ๋ˆ„๋ฝ๋˜๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. ๋น„ํ•ฉ๋ฆฌ์ ์ธ ์ฐธ์กฐ ์˜ค๋””์˜ค ๊ธธ์ด๋ฅผ ์„ค์ •ํ•˜์—ฌ ์ œ์™ธํ–ˆ์Šต๋‹ˆ๋‹ค.
4. GPT ํ›ˆ๋ จ ์‹œ ์ฒดํฌํฌ์ธํŠธ๊ฐ€ ์ €์žฅ๋˜์ง€ ์•Š๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. Dockerfile ์—์„œ ๋ชจ๋ธ ๋‹ค์šด๋กœ๋“œ ํ”„๋กœ์„ธ์Šค๋ฅผ ์™„๋ฃŒํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240129 ์—…๋ฐ์ดํŠธ
1. ์ ˆ๋ฐ˜ ์ •๋ฐ€๋„ ํ›ˆ๋ จ์— ๋ฌธ์ œ๊ฐ€ ์žˆ๋Š” 16 ์‹œ๋ฆฌ์ฆˆ์™€ ๊ฐ™์€ GPU์˜ ํ›ˆ๋ จ ๊ตฌ์„ฑ์„ ๋‹จ์ •๋ฐ€๋„๋กœ ๋ณ€๊ฒฝํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ Colab ๋ฒ„์ „์„ ํ…Œ์ŠคํŠธํ•˜๊ณ  ์—…๋ฐ์ดํŠธํ–ˆ์Šต๋‹ˆ๋‹ค.
3. ์ด์ „ ๋ฒ„์ „์˜ FunASR ๋กœ ์ธํ•ด ์ธํ„ฐํŽ˜์ด์Šค ์ •๋ ฌ ์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ•˜๋Š” ModelScope FunASR ์ €์žฅ์†Œ์˜ git ํด๋กœ๋‹ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240130 ์—…๋ฐ์ดํŠธ
1. ๋ชจ๋“  ๊ฒฝ๋กœ ๊ด€๋ จ ํ•ญ๋ชฉ์—์„œ ์ด์ค‘ ๋”ฐ์˜ดํ‘œ๋ฅผ ์ž๋™์œผ๋กœ ์ œ๊ฑฐํ•˜์—ฌ ์ดˆ๋ณด์ž๊ฐ€ ์ด์ค‘ ๋”ฐ์˜ดํ‘œ๊ฐ€ ํฌํ•จ๋œ ๊ฒฝ๋กœ๋ฅผ ๋ณต์‚ฌํ•˜๋Š” ์˜ค๋ฅ˜๋ฅผ ๋ฐฉ์ง€ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ์ค‘๊ตญ์–ด ๋ฐ ์˜์–ด ๋ฌธ์žฅ ๋ถ€ํ˜ธ ๋ถ„ํ•  ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ•˜๊ณ  ๋ฌธ์žฅ ์‹œ์ž‘๊ณผ ๋์— ๋ถ€ํ˜ธ๋ฅผ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. ๋ถ€ํ˜ธ์— ์˜ํ•œ ๋ถ„ํ• ์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240201 ์—…๋ฐ์ดํŠธ
1. ๋ถ„๋ฆฌ ์‹คํŒจ๋ฅผ ์ผ์œผํ‚จ UVR5 ํ˜•์‹ ์ฝ๊ธฐ ์˜ค๋ฅ˜๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ํ˜ผํ•ฉ๋œ ์ค‘๊ตญ์–ด-์ผ๋ณธ์–ด-์˜์–ด ํ…์ŠคํŠธ์— ๋Œ€ํ•œ ์ž๋™ ๋ถ„ํ•  ๋ฐ ์–ธ์–ด ์ธ์‹์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
### 20240202 ์—…๋ฐ์ดํŠธ
1. `/` ๋กœ ๋๋‚˜๋Š” ASR ๊ฒฝ๋กœ๊ฐ€ ํŒŒ์ผ ์ด๋ฆ„ ์ €์žฅ ์‹œ ์˜ค๋ฅ˜๋ฅผ ๋ฐœ์ƒ์‹œํ‚ค๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. [PR 377](https://github.com/RVC-Boss/GPT-SoVITS/pull/377) ์—์„œ๋Š” PaddleSpeech ์˜ Normalizer ๋ฅผ ๋„์ž…ํ•˜์—ฌ "xx.xx%" (๋ฐฑ๋ถ„์œจ ๊ธฐํ˜ธ)์™€ "ๅ…ƒ/ๅจ"์ด "ๅ…ƒๅจ"์œผ๋กœ ์ฝํžˆ๋Š” ๋ฌธ์ œ๋ฅผ "ๅ…ƒๆฏๅจ"์œผ๋กœ ์ˆ˜์ •ํ•˜๊ณ , ๋ฐ‘์ค„ ์˜ค๋ฅ˜๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240207 ์—…๋ฐ์ดํŠธ
1. [Issue 391](https://github.com/RVC-Boss/GPT-SoVITS/issues/391) ์—์„œ ๋ณด๊ณ ๋œ ์ค‘๊ตญ์–ด ์ถ”๋ก  ํ’ˆ์งˆ ์ €ํ•˜๋ฅผ ์ผ์œผํ‚จ ์–ธ์–ด ๋งค๊ฐœ๋ณ€์ˆ˜ ํ˜ผ๋™์„ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. [PR 403](https://github.com/RVC-Boss/GPT-SoVITS/pull/403) ์—์„œ๋Š” UVR5 ๋ฅผ ๋†’์€ ๋ฒ„์ „์˜ librosa์— ๋งž๊ฒŒ ์กฐ์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. [Commit 14a2851](https://github.com/RVC-Boss/GPT-SoVITS/commit/14a285109a521679f8846589c22da8f656a46ad8)์—์„œ๋Š” `is_half` ๋งค๊ฐœ๋ณ€์ˆ˜๊ฐ€ ๋ถˆ๋ฆฌ์–ธ์œผ๋กœ ๋ณ€ํ™˜๋˜์ง€ ์•Š์•„ ๋ฐœ์ƒํ•œ UVR5 `inf` ์˜ค๋ฅ˜๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด๋กœ ์ธํ•ด 16 ์‹œ๋ฆฌ์ฆˆ GPU์—์„œ `inf` ๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค.
4. ์˜์–ด ํ…์ŠคํŠธ ํ”„๋ก ํŠธ์—”๋“œ๋ฅผ ์ตœ์ ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. Gradio ์ข…์†์„ฑ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
6. ๋ฐ์ดํ„ฐ์…‹ ์ค€๋น„ ์‹œ ๋ฃจํŠธ ๋””๋ ‰ํ† ๋ฆฌ๋ฅผ ๋น„์›Œ๋‘๋ฉด `.list` ์ „์ฒด ๊ฒฝ๋กœ๋ฅผ ์ž๋™์œผ๋กœ ์ฝ๋„๋ก ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
7. ์ผ๋ณธ์–ด์™€ ์˜์–ด์— ๋Œ€ํ•œ Faster Whisper ASR์„ ํ†ตํ•ฉํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240208 ์—…๋ฐ์ดํŠธ
1. [Commit 59f35ad](https://github.com/RVC-Boss/GPT-SoVITS/commit/59f35adad85815df27e9c6b33d420f5ebfd8376b)์—์„œ๋Š” Windows 10 1909์™€ [Issue 232](https://github.com/RVC-Boss/GPT-SoVITS/issues/232) (์ „ํ†ต ์ค‘๊ตญ์–ด ์‹œ์Šคํ…œ ์–ธ์–ด)์—์„œ GPT ํ›ˆ๋ จ ๋ฉˆ์ถค ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ•˜๋ ค๊ณ  ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240212 ์—…๋ฐ์ดํŠธ
1. Faster Whisper์™€ FunASR์˜ ๋กœ์ง์„ ์ตœ์ ํ™”ํ•˜๊ณ , Faster Whisper๋ฅผ ๋ฏธ๋Ÿฌ ๋‹ค์šด๋กœ๋“œ๋กœ ์ „ํ™˜ํ•˜์—ฌ Hugging Face ์—ฐ๊ฒฐ ๋ฌธ์ œ๋ฅผ ํ”ผํ–ˆ์Šต๋‹ˆ๋‹ค.
2. [PR 457](https://github.com/RVC-Boss/GPT-SoVITS/pull/457)์€ DPO Loss ์‹คํ—˜์  ํ›ˆ๋ จ ์˜ต์…˜์„ ํ™œ์„ฑํ™”ํ•˜์—ฌ GPT์˜ ๋ฐ˜๋ณต ๋ฐ ๋ฌธ์ž ๋ˆ„๋ฝ ๋ฌธ์ œ๋ฅผ ์™„ํ™”ํ•˜๊ณ , ํ›ˆ๋ จ ์ค‘ ๋ถ€์ • ์ƒ˜ํ”Œ์„ ๊ตฌ์„ฑํ•˜๋ฉฐ ์—ฌ๋Ÿฌ ์ถ”๋ก  ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ์ถ”๋ก  WebUI์—์„œ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๊ฒŒ ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240214 ์—…๋ฐ์ดํŠธ
1. ํ›ˆ๋ จ ์‹œ ์ค‘๊ตญ์–ด ์‹คํ—˜ ์ด๋ฆ„์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค (์ด์ „์—๋Š” ์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค).
2. DPO ํ›ˆ๋ จ์„ ํ•„์ˆ˜ ๊ธฐ๋Šฅ ๋Œ€์‹  ์„ ํƒ์  ๊ธฐ๋Šฅ์œผ๋กœ ๋ณ€๊ฒฝํ–ˆ์Šต๋‹ˆ๋‹ค. ์„ ํƒ ์‹œ, ๋ฐฐ์น˜ ํฌ๊ธฐ๊ฐ€ ์ž๋™์œผ๋กœ ์ ˆ๋ฐ˜์œผ๋กœ ์ค„์–ด๋“ญ๋‹ˆ๋‹ค. ์ถ”๋ก  WebUI์—์„œ ์ƒˆ๋กœ์šด ๋งค๊ฐœ๋ณ€์ˆ˜๊ฐ€ ์ „๋‹ฌ๋˜์ง€ ์•Š๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240216 ์—…๋ฐ์ดํŠธ
1. ์ฐธ์กฐ ํ…์ŠคํŠธ ์—†์ด ์ž…๋ ฅ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
2. [Issue 475](https://github.com/RVC-Boss/GPT-SoVITS/issues/475)์—์„œ ๋ณด๊ณ ๋œ ์ค‘๊ตญ์–ด ํ”„๋ก ํŠธ์—”๋“œ์˜ ๋ฒ„๊ทธ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240221 ์—…๋ฐ์ดํŠธ
1. ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ์ค‘ ๋…ธ์ด์ฆˆ ๊ฐ์†Œ ์˜ต์…˜์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค (๋…ธ์ด์ฆˆ ๊ฐ์†Œ๋Š” 16kHz ์ƒ˜ํ”Œ๋ง ๋น„์œจ๋งŒ ๋‚จ๊น๋‹ˆ๋‹ค; ๋ฐฐ๊ฒฝ ๋…ธ์ด์ฆˆ๊ฐ€ ์‹ฌํ•œ ๊ฒฝ์šฐ์—๋งŒ ์‚ฌ์šฉํ•˜์‹ญ์‹œ์˜ค).
2. [PR 559](https://github.com/RVC-Boss/GPT-SoVITS/pull/559), [PR 556](https://github.com/RVC-Boss/GPT-SoVITS/pull/556), [PR 532](https://github.com/RVC-Boss/GPT-SoVITS/pull/532), [PR 507](https://github.com/RVC-Boss/GPT-SoVITS/pull/507), [PR 509](https://github.com/RVC-Boss/GPT-SoVITS/pull/509) ์ค‘๊ตญ์–ด ๋ฐ ์ผ๋ณธ์–ด ํ”„๋ก ํŠธ์—”๋“œ ์ฒ˜๋ฆฌ๋ฅผ ์ตœ์ ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. Mac CPU ์ถ”๋ก ์„ MPS ๋Œ€์‹  CPU๋ฅผ ์‚ฌ์šฉํ•˜๋„๋ก ์ „ํ™˜ํ•˜์—ฌ ์„ฑ๋Šฅ์„ ํ–ฅ์ƒ์‹œ์ผฐ์Šต๋‹ˆ๋‹ค.
4. Colab ๊ณต๊ฐœ URL ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240306 ์—…๋ฐ์ดํŠธ
1. [PR 672](https://github.com/RVC-Boss/GPT-SoVITS/pull/672)๋Š” ์ถ”๋ก  ์†๋„๋ฅผ 50% ๊ฐ€์†ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค (RTX3090 + PyTorch 2.2.1 + CU11.8 + Win10 + Py39์—์„œ ํ…Œ์ŠคํŠธ๋จ).
2. Faster Whisper์˜ ๋น„์ค‘๊ตญ์–ด ASR์„ ์‚ฌ์šฉํ•  ๋•Œ ์ค‘๊ตญ์–ด FunASR ๋ชจ๋ธ์„ ๋จผ์ € ๋‹ค์šด๋กœ๋“œํ•  ํ•„์š”๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค.
3. [PR 610](https://github.com/RVC-Boss/GPT-SoVITS/pull/610)์€ UVR5 ๋ฆฌ๋ฒ„๋ธŒ ์ œ๊ฑฐ ๋ชจ๋ธ์—์„œ ์„ค์ •์ด ๋ฐ˜๋Œ€๋กœ ๋˜์–ด ์žˆ๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
4. [PR 675](https://github.com/RVC-Boss/GPT-SoVITS/pull/675)๋Š” CUDA๊ฐ€ ์—†๋Š” ๊ฒฝ์šฐ Faster Whisper์˜ ์ž๋™ CPU ์ถ”๋ก ์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. [PR 573](https://github.com/RVC-Boss/GPT-SoVITS/pull/573)์€ Mac์—์„œ ์˜ฌ๋ฐ”๋ฅธ CPU ์ถ”๋ก ์„ ๋ณด์žฅํ•˜๊ธฐ ์œ„ํ•ด `is_half` ์ฒดํฌ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 202403/202404/202405 ์—…๋ฐ์ดํŠธ
#### ์‚ฌ์†Œํ•œ ์ˆ˜์ •:
1. ์ฐธ์กฐ ํ…์ŠคํŠธ ์—†๋Š” ๋ชจ๋“œ์˜ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ์ค‘๊ตญ์–ด ๋ฐ ์˜์–ด ํ…์ŠคํŠธ ํ”„๋ก ํŠธ์—”๋“œ๋ฅผ ์ตœ์ ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. API ํ˜•์‹์„ ๊ฐœ์„ ํ–ˆ์Šต๋‹ˆ๋‹ค.
4. CMD ํ˜•์‹ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ์ค‘ ์ง€์›๋˜์ง€ ์•Š๋Š” ์–ธ์–ด์— ๋Œ€ํ•œ ์˜ค๋ฅ˜ ํ”„๋กฌํ”„ํŠธ๋ฅผ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
6. Hubert ์ถ”์ถœ์˜ ๋ฒ„๊ทธ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
#### ์ฃผ์š” ์ˆ˜์ •:
1. VQ๋ฅผ ๊ณ ์ •ํ•˜์ง€ ์•Š๊ณ  SoVITS ํ›ˆ๋ จ์˜ ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค(ํ’ˆ์งˆ ์ €ํ•˜๋ฅผ ์ผ์œผํ‚ฌ ์ˆ˜ ์žˆ์Œ).
2. ๋น ๋ฅธ ์ถ”๋ก  ๋ถ„๊ธฐ๋ฅผ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
### 20240610 ์—…๋ฐ์ดํŠธ
#### ์‚ฌ์†Œํ•œ ์ˆ˜์ •:
1. [PR 1168](https://github.com/RVC-Boss/GPT-SoVITS/pull/1168) & [PR 1169](https://github.com/RVC-Boss/GPT-SoVITS/pull/1169) ์ˆœ์ˆ˜ ๊ตฌ๋‘์  ๋ฐ ๋‹ค์ค‘ ๊ตฌ๋‘์  ํ…์ŠคํŠธ ์ž…๋ ฅ ๋กœ์ง์„ ๊ฐœ์„ ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. [Commit 501a74a](https://github.com/RVC-Boss/GPT-SoVITS/commit/501a74ae96789a26b48932babed5eb4e9483a232) UVR5์—์„œ MDXNet ๋””๋Ÿฌ๋ฒ„๋ธŒ๋ฅผ ์œ„ํ•œ CMD ํ˜•์‹์„ ์ˆ˜์ •ํ•˜๊ณ  ๊ณต๋ฐฑ์ด ์žˆ๋Š” ๊ฒฝ๋กœ๋ฅผ ์ง€์›ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. [PR 1159](https://github.com/RVC-Boss/GPT-SoVITS/pull/1159) `s2_train.py`์—์„œ SoVITS ํ›ˆ๋ จ์„ ์œ„ํ•œ ์ง„ํ–‰๋ฅ  ํ‘œ์‹œ์ค„ ๋กœ์ง์„ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
#### ์ฃผ์š” ์ˆ˜์ •:
4. [Commit 99f09c8](https://github.com/RVC-Boss/GPT-SoVITS/commit/99f09c8bdc155c1f4272b511940717705509582a) WebUI์˜ GPT ๋ฏธ์„ธ ์กฐ์ •์ด ์ค‘๊ตญ์–ด ์ž…๋ ฅ ํ…์ŠคํŠธ์˜ BERT ๊ธฐ๋Šฅ์„ ์ฝ์ง€ ์•Š์•„ ์ถ”๋ก ๊ณผ ๋ถˆ์ผ์น˜ ๋ฐ ์ž ์žฌ์  ํ’ˆ์งˆ ์ €ํ•˜๋ฅผ ์ผ์œผํ‚ค๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
**์ฃผ์˜: ์ด์ „์— ๋งŽ์€ ์–‘์˜ ๋ฐ์ดํ„ฐ๋กœ ๋ฏธ์„ธ ์กฐ์ •ํ•œ ๊ฒฝ์šฐ ํ’ˆ์งˆ์„ ํ–ฅ์ƒ์‹œํ‚ค๊ธฐ ์œ„ํ•ด ๋ชจ๋ธ์„ ๋‹ค์‹œ ์กฐ์ •ํ•˜๋Š” ๊ฒƒ์ด ์ข‹์Šต๋‹ˆ๋‹ค.**
### 20240706 ์—…๋ฐ์ดํŠธ
#### ์‚ฌ์†Œํ•œ ์ˆ˜์ •:
1. [Commit 1250670](https://github.com/RVC-Boss/GPT-SoVITS/commit/db50670598f0236613eefa6f2d5a23a271d82041) CPU ์ถ”๋ก ์—์„œ ๊ธฐ๋ณธ ๋ฐฐ์น˜ ํฌ๊ธฐ ์†Œ์ˆ˜์  ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. [PR 1258](https://github.com/RVC-Boss/GPT-SoVITS/pull/1258), [PR 1265](https://github.com/RVC-Boss/GPT-SoVITS/pull/1265), [PR 1267](https://github.com/RVC-Boss/GPT-SoVITS/pull/1267) ๋…ธ์ด์ฆˆ ์ œ๊ฑฐ ๋˜๋Š” ASR์ด ์˜ˆ์™ธ๋ฅผ ๋งŒ๋‚˜๋ฉด ๋ชจ๋“  ๋ณด๋ฅ˜ ์ค‘์ธ ์˜ค๋””์˜ค ํŒŒ์ผ์ด ์ข…๋ฃŒ๋˜๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. [PR 1253](https://github.com/RVC-Boss/GPT-SoVITS/pull/1253) ๊ตฌ๋‘์ ์œผ๋กœ ๋ถ„ํ• ํ•  ๋•Œ ์†Œ์ˆ˜์  ๋ถ„ํ•  ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
4. [Commit a208698](https://github.com/RVC-Boss/GPT-SoVITS/commit/a208698e775155efc95b187b746d153d0f2847ca) ๋‹ค์ค‘ GPU ํ›ˆ๋ จ์„ ์œ„ํ•œ ๋‹ค์ค‘ ํ”„๋กœ์„ธ์Šค ์ €์žฅ ๋กœ์ง์„ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. [PR 1251](https://github.com/RVC-Boss/GPT-SoVITS/pull/1251) ๋ถˆํ•„์š”ํ•œ `my_utils`๋ฅผ ์ œ๊ฑฐํ–ˆ์Šต๋‹ˆ๋‹ค.
#### ์ฃผ์š” ์ˆ˜์ •:
6. [PR 672](https://github.com/RVC-Boss/GPT-SoVITS/pull/672)์˜ ๊ฐ€์† ์ถ”๋ก  ์ฝ”๋“œ๊ฐ€ ๊ฒ€์ฆ๋˜์–ด ๋ฉ”์ธ ๋ธŒ๋žœ์น˜์— ๋ณ‘ํ•ฉ๋˜์—ˆ์œผ๋ฉฐ, ๊ธฐ๋ณธ๊ณผ ์ผ๊ด€๋œ ์ถ”๋ก  ํšจ๊ณผ๋ฅผ ๋ณด์žฅํ•ฉ๋‹ˆ๋‹ค.
๋˜ํ•œ ์ฐธ์กฐ ํ…์ŠคํŠธ ์—†๋Š” ๋ชจ๋“œ์—์„œ ๊ฐ€์† ์ถ”๋ก ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
**ํ–ฅํ›„ ์—…๋ฐ์ดํŠธ์—์„œ๋Š” `fast_inference` ๋ธŒ๋žœ์น˜์˜ ๋ณ€๊ฒฝ ์‚ฌํ•ญ์˜ ์ผ๊ด€์„ฑ์„ ๊ณ„์† ๊ฒ€์ฆํ•  ๊ฒƒ์ž…๋‹ˆ๋‹ค**.
### 20240727 ์—…๋ฐ์ดํŠธ
#### ์‚ฌ์†Œํ•œ ์ˆ˜์ •:
1. [PR 1298](https://github.com/RVC-Boss/GPT-SoVITS/pull/1298) ๋ถˆํ•„์š”ํ•œ i18n ์ฝ”๋“œ๋ฅผ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค.
2. [PR 1299](https://github.com/RVC-Boss/GPT-SoVITS/pull/1299) ์‚ฌ์šฉ์ž ํŒŒ์ผ ๊ฒฝ๋กœ์˜ ํ›„ํ–‰ ์Šฌ๋ž˜์‹œ๊ฐ€ ๋ช…๋ น์ค„ ์˜ค๋ฅ˜๋ฅผ ์ผ์œผํ‚ค๋Š” ๋ฌธ์ œ๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. [PR 756](https://github.com/RVC-Boss/GPT-SoVITS/pull/756) GPT ํ›ˆ๋ จ์˜ ๋‹จ๊ณ„ ๊ณ„์‚ฐ ๋กœ์ง์„ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
#### ์ฃผ์š” ์ˆ˜์ •:
4. [Commit 9588a3c](https://github.com/RVC-Boss/GPT-SoVITS/commit/9588a3c52d9ebdb20b3c5d74f647d12e7c1171c2) ํ•ฉ์„ฑ์„ ์œ„ํ•œ ์Œ์„ฑ ์†๋„ ์กฐ์ ˆ์„ ์ง€์›ํ–ˆ์Šต๋‹ˆ๋‹ค.
์Œ์„ฑ ์†๋„๋งŒ ์กฐ์ ˆํ•˜๋ฉด์„œ ๋ฌด์ž‘์œ„์„ฑ์„ ๊ณ ์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
### 20240806 ์—…๋ฐ์ดํŠธ
1. [PR 1306](https://github.com/RVC-Boss/GPT-SoVITS/pull/1306), [PR 1356](https://github.com/RVC-Boss/GPT-SoVITS/pull/1356) BS RoFormer ๋ณด์ปฌ ๋ฐ˜์ฃผ ๋ถ„๋ฆฌ ๋ชจ๋ธ์— ๋Œ€ํ•œ ์ง€์›์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค. [Commit e62e965](https://github.com/RVC-Boss/GPT-SoVITS/commit/e62e965323a60a76a025bcaa45268c1ddcbcf05c) FP16 ์ถ”๋ก ์„ ํ™œ์„ฑํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
2. ์ค‘๊ตญ์–ด ํ…์ŠคํŠธ ํ”„๋ก ํŠธ์—”๋“œ๋ฅผ ๊ฐœ์„ ํ–ˆ์Šต๋‹ˆ๋‹ค.
- [PR 488](https://github.com/RVC-Boss/GPT-SoVITS/pull/488) ์ค‘๊ตญ์–ด ๋‹ค์˜์ž ์ง€์› (v2 ์ „์šฉ);
- [PR 987](https://github.com/RVC-Boss/GPT-SoVITS/pull/987) ์ถ”๊ฐ€๋œ ์–‘์ž;
- [PR 1351](https://github.com/RVC-Boss/GPT-SoVITS/pull/1351) ์‚ฌ์น™์—ฐ์‚ฐ ๋ฐ ๊ธฐ๋ณธ ์ˆ˜ํ•™ ๊ณต์‹์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค;
- [PR 1404](https://github.com/RVC-Boss/GPT-SoVITS/pull/1404) ํ˜ผํ•ฉ ํ…์ŠคํŠธ ์˜ค๋ฅ˜๋ฅผ ์ˆ˜์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.
3. [PR 1355](https://github.com/RVC-Boss/GPT-SoVITS/pull/1356) WebUI ์—์„œ ์˜ค๋””์˜ค๋ฅผ ์ฒ˜๋ฆฌํ•  ๋•Œ ๊ฒฝ๋กœ๋ฅผ ์ž๋™์œผ๋กœ ์ฑ„์› ์Šต๋‹ˆ๋‹ค.
4. [Commit bce451a](https://github.com/RVC-Boss/GPT-SoVITS/commit/bce451a2d1641e581e200297d01f219aeaaf7299), [Commit 4c8b761](https://github.com/RVC-Boss/GPT-SoVITS/commit/4c8b7612206536b8b4435997acb69b25d93acb78) GPU ์ธ์‹ ๋กœ์ง์„ ์ตœ์ ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
5. [Commit 8a10147](https://github.com/RVC-Boss/GPT-SoVITS/commit/8a101474b5a4f913b4c94fca2e3ca87d0771bae3) ๊ด‘๋™์–ด ASR ์ง€์›์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
6. GPT-SoVITS v2 ์ง€์›์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
7. [PR 1387](https://github.com/RVC-Boss/GPT-SoVITS/pull/1387) ํƒ€์ด๋ฐ ๋กœ์ง์„ ์ตœ์ ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.