diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..44505cfd2545ba70372e604943bea03df4bc0c1f --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +__pycache__ +.gradio diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..c666e2c464d36ccc577bb3007015753c75655747 --- /dev/null +++ b/app.py @@ -0,0 +1,316 @@ +import os +import torch +import librosa +import numpy as np +import gradio as gr +import pyopenjtalk +from util import preprocess_input, postprocess_phn, get_tokenizer, load_pitch_dict, get_pinyin + +from espnet_model_zoo.downloader import ModelDownloader +from espnet2.bin.svs_inference import SingingGenerate + + +singer_embeddings = { + "Model①(Chinese)-zh": { + "singer1 (male)": 1, + "singer2 (female)": 12, + "singer3 (male)": 23, + "singer4 (female)": 29, + "singer5 (male)": 18, + "singer6 (female)": 8, + "singer7 (male)": 25, + "singer8 (female)": 5, + "singer9 (male)": 10, + "singer10 (female)": 15, + }, + "Model②(Multilingual)-zh": { + "singer1 (male)": "resource/singer/singer_embedding_ace-1.npy", + "singer2 (female)": "resource/singer/singer_embedding_ace-2.npy", + "singer3 (male)": "resource/singer/singer_embedding_ace-3.npy", + "singer4 (female)": "resource/singer/singer_embedding_ace-8.npy", + "singer5 (male)": "resource/singer/singer_embedding_ace-7.npy", + "singer6 (female)": "resource/singer/singer_embedding_itako.npy", + "singer7 (male)": "resource/singer/singer_embedding_ofuton.npy", + "singer8 (female)": "resource/singer/singer_embedding_kising_orange.npy", + "singer9 (male)": "resource/singer/singer_embedding_m4singer_Tenor-1.npy", + "singer10 (female)": "resource/singer/singer_embedding_m4singer_Alto-4.npy", + }, + "Model②(Multilingual)-jp": { + "singer1 (male)": "resource/singer/singer_embedding_ace-1.npy", + "singer2 (female)": "resource/singer/singer_embedding_ace-2.npy", + "singer3 (male)": "resource/singer/singer_embedding_ace-3.npy", + "singer4 (female)": "resource/singer/singer_embedding_ace-8.npy", + "singer5 (male)": "resource/singer/singer_embedding_ace-7.npy", + "singer6 (female)": "resource/singer/singer_embedding_itako.npy", + "singer7 (male)": "resource/singer/singer_embedding_ofuton.npy", + "singer8 (female)": "resource/singer/singer_embedding_kising_orange.npy", + "singer9 (male)": "resource/singer/singer_embedding_m4singer_Tenor-1.npy", + "singer10 (female)": "resource/singer/singer_embedding_m4singer_Alto-4.npy", + } +} + +model_dict = { + "Model①(Chinese)-zh": "espnet/aceopencpop_svs_visinger2_40singer_pretrain", + "Model②(Multilingual)-zh": "espnet/mixdata_svs_visinger2_spkembed_lang_pretrained", + "Model②(Multilingual)-jp": "espnet/mixdata_svs_visinger2_spkembed_lang_pretrained", +} + +total_singers = list(singer_embeddings["Model②(Multilingual)-zh"].keys()) + +langs = { + "zh": 2, + "jp": 1, +} + +def gen_song(model_name, spk, texts, durs, pitchs): + fs = 44100 + tempo = 120 + lang = model_name.split("-")[-1] + PRETRAIN_MODEL = model_dict[model_name] + if texts is None: + return (fs, np.array([0.0])), "Error: No Text provided!" + if durs is None: + return (fs, np.array([0.0])), "Error: No Dur provided!" + if pitchs is None: + return (fs, np.array([0.0])), "Error: No Pitch provided!" + + # preprocess + if lang == "zh": + texts = preprocess_input(texts, "") + text_list = get_pinyin(texts) + elif lang == "jp": + texts = preprocess_input(texts, " ") + text_list = texts.strip().split() + durs = preprocess_input(durs, " ") + dur_list = durs.strip().split() + pitchs = preprocess_input(pitchs, " ") + pitch_list = pitchs.strip().split() + + if len(text_list) != len(dur_list): + return (fs, np.array([0.0])), f"Error: len in text({len(text_list)}) mismatch with duration({len(dur_list)})!" + if len(text_list) != len(pitch_list): + return (fs, np.array([0.0])), f"Error: len in text({len(text_list)}) mismatch with pitch({len(pitch_list)})!" + + ## text to phoneme + tokenizer = get_tokenizer(model_name, lang) + sybs = [] + for text in text_list: + if text == "AP" or text == "SP": + rev = [text] + elif text == "-" or text == "——": + rev = [text] + else: + rev = tokenizer(text) + if rev == False: + return (fs, np.array([0.0])), f"Error: text `{text}` is invalid!" + rev = postprocess_phn(rev, model_name, lang) + phns = "_".join(rev) + sybs.append(phns) + + pitch_dict = load_pitch_dict() + + labels = [] + notes = [] + st = 0 + pre_phn = "" + for phns, dur, pitch in zip(sybs, dur_list, pitch_list): + if phns == "-" or phns == "——": + phns = pre_phn + if pitch not in pitch_dict: + return (fs, np.array([0.0])), f"Error: pitch `{pitch}` is invalid!" + pitch = pitch_dict[pitch] + phn_list = phns.split("_") + lyric = "".join(phn_list) + dur = float(dur) + note = [st, st + dur, lyric, pitch, phns] + st += dur + notes.append(note) + for phn in phn_list: + labels.append(phn) + pre_phn = labels[-1] + + phns_str = " ".join(labels) + batch = { + "score": ( + int(tempo), + notes, + ), + "text": phns_str, + } + print(batch) + # return (fs, np.array([0.0])), "success!" + + # Infer + device = "cpu" + # device = "cuda" if torch.cuda.is_available() else "cpu" + d = ModelDownloader() + pretrain_downloaded = d.download_and_unpack(PRETRAIN_MODEL) + svs = SingingGenerate( + train_config = pretrain_downloaded["train_config"], + model_file = pretrain_downloaded["model_file"], + device = device + ) + if model_name == "Model①(Chinese)-zh": + sid = np.array([singer_embeddings[model_name][spk]]) + output_dict = svs(batch, sids=sid) + else: + lid = np.array([langs[lang]]) + spk_embed = np.load(singer_embeddings[model_name][spk]) + output_dict = svs(batch, lids=lid, spembs=spk_embed) + wav_info = output_dict["wav"].cpu().numpy() + + # mos prediction with sr=16k + predictor = torch.hub.load("South-Twilight/SingMOS:v0.2.0", "singing_ssl_mos", trust_repo=True) + wav_mos = librosa.resample(wav_info, orig_sr=fs, target_sr=16000) + wav_mos = torch.from_numpy(wav_mos).unsqueeze(0) + len_mos = torch.tensor([wav_mos.shape[1]]) + score = predictor(wav_mos, len_mos) + return (fs, wav_info), "success!", round(score.item(), 2) + + +# SP: silence, AP: aspirate. +examples = [ + ["Model①(Chinese)-zh", "singer1 (male)", "雨 淋 湿 了 SP 天 空 AP\n毁 的 SP 很 讲 究 AP", "0.23 0.16 0.36 0.16 0.07 0.28 0.5 0.21\n0.3 0.12 0.12 0.25 0.5 0.48 0.34", "60 62 62 62 0 62 58 0\n58 58 0 58 58 63 0"], + ["Model①(Chinese)-zh", "singer3 (male)", "雨 淋 湿 了 SP 天 空 AP\n毁 的 SP 很 讲 究 AP", "0.23 0.16 0.36 0.16 0.07 0.28 0.5 0.21\n0.3 0.12 0.12 0.25 0.5 0.48 0.34", "C4 D4 D4 D4 rest D4 A#3 rest\nA#3 A#3 rest A#3 A#3 D#4 rest"], # midi note + ["Model①(Chinese)-zh", "singer3 (male)", "雨 淋 湿 了 SP 天 空 AP\n毁 的 SP 很 讲 究 AP", "0.23 0.16 0.36 0.16 0.07 0.28 0.5 0.21\n0.3 0.12 0.12 0.25 0.5 0.48 0.34", "C#4 D#4 D#4 D#4 rest D#4 B3 rest\nB3 B3 rest B3 B3 E4 rest"], # up 1 key + ["Model①(Chinese)-zh", "singer3 (male)", "雨 淋 湿 了 SP 大 地 AP\n毁 的 SP 很 讲 究 AP", "0.23 0.16 0.36 0.16 0.07 0.28 0.5 0.21\n0.3 0.12 0.12 0.25 0.5 0.48 0.34", "C4 D4 D4 D4 rest D4 A#3 rest\nA#3 A#3 rest A#3 A#3 D#4 rest"], # lyrics + ["Model②(Multilingual)-zh", "singer3 (male)", "你 说 你 不 SP 懂\n 为 何 在 这 时 牵 手 AP", "0.11 0.33 0.29 0.13 0.15 0.48\n0.24 0.18 0.34 0.15 0.27 0.28 0.63 0.44", "63 63 63 63 0 63\n62 62 62 63 65 63 62 0"], + ["Model②(Multilingual)-zh", "singer3 (male)", "你 说 你 不 SP 懂\n 为 何 在 这 时 牵 手 AP", "0.23 0.66 0.58 0.27 0.3 0.97\n0.48 0.36 0.69 0.3 0.53 0.56 1.27 0.89", "63 63 63 63 0 63\n62 62 62 63 65 63 62 0"], # double duration + ["Model①(Chinese)-zh", "singer3 (male)", "雨 淋 湿 了 SP 天 空 AP\n毁 的 SP 很 讲 究 AP\n你 说 你 不 SP 懂\n 为 何 在 这 时 牵 手 AP", "0.23 0.16 0.36 0.16 0.07 0.28 0.5 0.21\n0.3 0.12 0.12 0.25 0.5 0.48 0.34\n0.11 0.33 0.29 0.13 0.15 0.48\n0.24 0.18 0.34 0.15 0.27 0.28 0.63 0.44", "60 62 62 62 0 62 58 0\n58 58 0 58 58 63 0\n63 63 63 63 0 63\n62 62 62 63 65 63 62 0"], # long + ["Model①(Chinese)-zh", "singer3 (male)", "修 炼 爱 情 的 心 酸 SP AP", "0.42 0.21 0.19 0.28 0.22 0.33 1.53 0.1 0.29", "68 70 68 66 63 68 68 0 0"], + ["Model①(Chinese)-zh", "singer3 (male)", "学 会 放 好 以 前 的 渴 望 SP AP", "0.3 0.22 0.29 0.27 0.25 0.44 0.54 0.29 1.03 0.08 0.39", "68 70 68 66 61 68 68 65 66 0 0"], + ["Model①(Chinese)-zh", "singer3 (male)", "SP 我 不 - 是 一 定 要 你 回 - 来 SP", "0.37 0.45 0.47 0.17 0.52 0.28 0.46 0.31 0.44 0.45 0.2 2.54 0.19", "0 51 60 61 59 59 57 57 59 60 61 59 0"], # slur + ["Model①(Chinese)-zh", "singer4 (female)", "AP 我 多 想 再 见 你\n哪 怕 匆 - 匆 一 AP 眼 就 别 离 AP", "0.13 0.24 0.68 0.78 0.86 0.4 0.94 0.54 0.3 0.56 0.16 0.86 0.26 0.22 0.28 0.78 0.68 1.5 0.32", "0 57 66 63 63 63 63 60 61 61 63 66 66 0 61 61 59 58 0"], + ["Model②(Multilingual)-jp", "singer8 (female)", "い じ ん さ ん に つ れ ら れ て", "0.6 0.3 0.3 0.3 0.3 0.6 0.6 0.3 0.3 0.6 0.23", "60 60 60 56 56 56 55 55 55 53 56"], + ["Model②(Multilingual)-jp", "singer8 (female)", "い じ ん さ ん に つ れ ら れ て", "0.6 0.3 0.3 0.3 0.3 0.6 0.6 0.3 0.3 0.6 0.23", "62 62 62 58 58 58 57 57 57 55 58"], # pitch + ["Model②(Multilingual)-jp", "singer8 (female)", "い じ ん さ ん に つ れ ら れ て", "1.2 0.6 0.6 0.6 0.6 1.2 1.2 0.6 0.6 1.2 0.45", "60 60 60 56 56 56 55 55 55 53 56"], # double dur + ["Model②(Multilingual)-jp", "singer8 (female)", "い じ ん さ ん に つ れ ら れ て", "0.3 0.15 0.15 0.15 0.15 0.3 0.3 0.15 0.15 0.3 0.11", "60 60 60 56 56 56 55 55 55 53 56"], # half dur + ["Model②(Multilingual)-jp", "singer8 (female)", "きっ と と べ ば そ ら ま で と ど く AP", "0.39 2.76 0.2 0.2 0.39 0.39 0.2 0.2 0.39 0.2 0.2 0.59 1.08", "64 71 68 69 71 71 69 68 66 68 69 68 0"], + ["Model②(Multilingual)-jp", "singer8 (female)", "じゃ の め で お む か え う れ し い な", "0.43 0.14 0.43 0.14 0.43 0.14 0.43 0.14 0.43 0.14 0.43 0.14 0.65", "60 60 60 62 64 67 69 69 64 64 64 62 60"], + ["Model②(Multilingual)-jp", "singer10 (female)", "お と め わ ら い か ふぁ い や ら い か ん な い す ぶ ろ うぃ ん ぶ ろ うぃ ん い ん ざ うぃ ん", "0.15 0.15 0.15 0.15 0.3 0.15 0.3 0.15 0.15 0.3 0.07 0.07 0.15 0.15 0.15 0.15 0.15 0.15 0.45 0.07 0.07 0.07 0.38 0.07 0.07 0.15 0.15 0.3 0.15 0.15", "67 67 67 67 67 67 69 67 67 69 67 67 64 64 64 64 64 64 62 64 64 62 62 64 64 62 62 59 59 59"], +] + +with gr.Blocks() as demo: + gr.Markdown( + """ +

Demo of Singing Voice Synthesis in Muskits-ESPnet

+ +
+This is the demo page of our toolkit Muskits-ESPnet: A Comprehensive Toolkit for Singing Voice Synthesis in New Paradigm. + +Singing Voice Synthesis (SVS) takes a music score as input and generates singing vocal with the voice of a specific singer. + +Music score usually includes lyrics, as well as duration and pitch of each word in lyrics, + +

How to use:

+
    +
  1. Choose Model-Language: +
      +
    • "zh" indicates lyrics input in Chinese, and "jp" indicates lyrics input in Japanese.
      • +
    • For example, "Model②(Mulitlingual)-zh" means model "Model②(Multilingual)" with lyrics input in Chinese.
      • +
    +
    2. +
  2. [Optional] Choose Singer: Choose one singer you like from the drop-down list.
    3. +
  3. Input lyrics: +
      +
    • Lyrics use Chinese characters when the language is 'zh' and hiragana when the language is 'jp'.
      • +
    • Special characters such as 'AP' (breath), 'SP' (silence), and '-' (slur, only for Chinese lyrics) can also be used.
      • +
    • Lyrics sequence should be separated by either a space (' ') or a newline ('\\n'), without the quotation marks.
      • +
    +
    4. +
  4. Input durations: +
      +
    • Durations use float number as input.
      • +
    • Length of duration sequence should be same as lyric sequence, with each duration corresponding to the respective lyric.
      • +
    • Durations sequence should be separated by either a space (' ') or a newline ('\\n'), without the quotation marks.
      • +
    +
    5. +
  5. Input pitches: +
      +
    • Pitches use MIDI note or MIDI note number as input. Specially, "69" in MIDI note number represents "A4" in MIDI note.
      • +
    • Length of pitch sequence should be same as lyric sequence, with each pitch corresponding to the respective lyric.
      • +
    • Pitches sequence should be separated by either a space (' ') or a newline ('\\n'), without the quotation marks.
      • +
    +
    6. +
  6. Hit "Generate" and listen to the result!
    7. +
+
+ +

Notice:

+ +""" + ) + # Row-1 + with gr.Row(): + with gr.Column(variant="panel"): + model_name = gr.Radio( + label="Model-Language", + choices=[ + "Model①(Chinese)-zh", + "Model②(Multilingual)-zh", + "Model②(Multilingual)-jp", + ], + ) + + with gr.Column(variant="panel"): + singer = gr.Dropdown( + label="Singer", + choices=total_singers, + ) + + # def set_model(model_name_str: str): + # """ + # gets value from `model_name`. either + # uses cached list of speakers for the given model name + # or loads the addon and checks what are the speakers. + # """ + # speakers = list(singer_embeddings[model_name_str].keys()) + # value = speakers[0] + # return gr.update( + # choices=speakers, value=value, visible=True, interactive=True + # ) + + # model_name.change(set_model, inputs=model_name, outputs=singer) + + # Row-2 + with gr.Row(): + with gr.Column(variant="panel"): + lyrics = gr.Textbox(label="Lyrics") + duration = gr.Textbox(label="Duration") + pitch = gr.Textbox(label="Pitch") + generate = gr.Button("Generate") + with gr.Column(variant="panel"): + gened_song = gr.Audio(label="Generated Song", type="numpy") + run_status = gr.Textbox(label="Running Status") + pred_mos = gr.Textbox(label=" Pseudo MOS") + + gr.Examples( + examples=examples, + inputs=[model_name, singer, lyrics, duration, pitch], + outputs=[singer], + label="Examples", + examples_per_page=20, + ) + + gr.Markdown(""" +
+ +

References: Muskits-ESPnet paper | +espnet | +Model①(Chinese) | +Model②(Multilingual)

+ +
+""" + ) + + generate.click( + fn=gen_song, + inputs=[model_name, singer, lyrics, duration, pitch], + outputs=[gened_song, run_status, pred_mos], + ) + +demo.launch() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7d620f846c886aa0f2e406e6233d66dcc38bd8a --- /dev/null +++ b/requirements.txt @@ -0,0 +1,10 @@ +git+https://github.com/South-Twilight/espnet +torch +numpy +librosa +espnet_model_zoo +importlib +pathlib +pypinyin +torchaudio +pyopenjtalk diff --git a/resource/Muskits_ESPnet_logo.png b/resource/Muskits_ESPnet_logo.png new file mode 100644 index 0000000000000000000000000000000000000000..04cb70a4d348dbdce041c97cc68f09eb3e6a6ed2 Binary files /dev/null and b/resource/Muskits_ESPnet_logo.png differ diff --git a/resource/__init__.py b/resource/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/resource/all_plans.json b/resource/all_plans.json new file mode 100644 index 0000000000000000000000000000000000000000..94af8af22ad17cadfaf4505caae44c71fff6561e --- /dev/null +++ b/resource/all_plans.json @@ -0,0 +1,7660 @@ +{ + "jp_word2romaji": + { + "うぁ": "wa", + "うぉ": "wo", + "ぁ": "a", + "ぃ": "i", + "ぅ": "u", + "ぇ": "e", + "ぉ": "o", + "ゃ": "ya", + "ゅ": "yu", + "ょ": "yo", + "ウァ": "wa", + "ウォ": "wo", + "ァ": "a", + "ィ": "i", + "ゥ": "u", + "ェ": "e", + "ォ": "o", + "ャ": "ya", + "ュ": "yu", + "ョ": "yo", + "ｳｧ": "wa", + "ｳｫ": "wo", + "ｧ": "a", + "ｨ": "i", + "ｩ": "u", + "ｪ": "e", + "ｫ": "o", + "ｬ": "ya", + "ｭ": "yu", + "ｮ": "yo", + "よ": "yo", + "びゅ": "byu", + "ら": "ra", + "ジャ": "ja", + "り": "ri", + "ｷｬ": "kya", + "ﾂｪ": "tse", + "る": "ru", + "キュ": "kyu", + "フェ": "fe", + "れ": "re", + "びょ": "byo", + "ジュ": "ju", + "ろ": "ro", + "ｷｭ": "kyu", + "ﾘｪ": "rye", + "ﾂｫ": "tso", + "ﾘｬ": "rya", + "キョ": "kyo", + "フォ": "fo", + "わ": "wa", + "ｺ゚": "ngo", + "ジョ": "jo", + "ﾘｭ": "ryu", + "ｷｮ": "kyo", + "ﾘｮ": "ryo", + "を": "wo", + "ク゚": "ngu", + "ん": "N", + "キ゚ャ": "ngya", + "ｷ゚ｪ": "ngye", + "ｶﾞ": "ga", + "ふぁ": "fa", + "クァ": "kwa", + "キ゚ュ": "ngyu", + "ﾌﾞ": "bu", + "ふぃ": "fi", + "ｷ゚ｬ": "ngya", + "ﾌﾟ": "pu", + "クィ": "kwi", + "ア": "a", + "ふぅ": "fu", + "ズィ": "zi", + "きゃ": "kya", + "じゃ": "ja", + "ｽﾞｨ": "zi", + "イ": "i", + "キ゚ョ": "ngyo", + "ｷ゚ｭ": "ngyu", + "ﾌﾞｭ": "vyu", + "ｽｨ": "si", + "ふぇ": "fe", + "ウ": "u", + "きゅ": "kyu", + "じゅ": "ju", + "イェ": "ye", + "ｲｪ": "ye", + "ｷ゚ｮ": "ngyo", + "エ": "e", + "きょ": "kyo", + "ふぉ": "fo", + "じょ": "jo", + "オ": "o", + "カ": "ka", + "ガ": "ga", + "キ": "ki", + "ピャ": "pya", + "ギ": "gi", + "ク": "ku", + "ミャ": "mya", + "グ": "gu", + "リャ": "rya", + "ケ": "ke", + "ピュ": "pyu", + "ゲ": "ge", + "ミュ": "myu", + "コ": "ko", + "リュ": "ryu", + "ゴ": "go", + "ピョ": "pyo", + "サ": "sa", + "ミョ": "myo", + "ザ": "za", + "ﾄﾞｩ": "du", + "リョ": "ryo", + "シ": "shi", + "くぁ": "kwa", + "ジ": "ji", + "ス": "su", + "ズ": "zu", + "セ": "se", + "くぃ": "kwi", + "ゼ": "ze", + "ずぃ": "zi", + "ソ": "so", + "ｼﾞ": "ji", + "ゾ": "zo", + "タ": "ta", + "ダ": "da", + "いぇ": "ye", + "チ": "chi", + "ｦ": "wo", + "くぇ": "kwe", + "ッ": "cl", + "ツ": "tsu", + "ｸｧ": "kwa", + "くぉ": "kwo", + "ｸｨ": "kwi", + "テ": "te", + "ﾃｨ": "ti", + "デ": "de", + "ぴゃ": "pya", + "ト": "to", + "き゚": "ngi", + "ド": "do", + "みゃ": "mya", + "ギャ": "gya", + "りゃ": "rya", + "ナ": "na", + "ぴゅ": "pyu", + "ニ": "ni", + "ﾃｪ": "tye", + "ヴぁ": "va", + "ｱ": "a", + "ヌ": "nu", + "ネ": "ne", + "ｲ": "i", + "りゅ": "ryu", + "ﾃｬ": "tya", + "ギュ": "gyu", + "ぴょ": "pyo", + "ノ": "no", + "ヴぃ": "vi", + "ハ": "ha", + "バ": "ba", + "みゅ": "myu", + "ギョ": "gyo", + "りょ": "ryo", + "ｶ": "ka", + "パ": "pa", + "ヒ": "hi", + "ｷ": "ki", + "みょ": "myo", + "ビ": "bi", + "ニェ": "nye", + "ﾋﾞｬ": "bya", + "ピ": "pi", + "ｳ": "u", + "ﾃｭ": "tyu", + "フ": "hu", + "ﾋﾞｭ": "byu", + "ｸ": "ku", + "ヴぇ": "ve", + "ｻ": "sa", + "ブ": "bu", + "プ": "pu", + "ｼ": "shi", + "ｴ": "e", + "ヘ": "he", + "ｽ": "su", + "ｹ": "ke", + "ベ": "be", + "ヴぉ": "vo", + "ｾ": "se", + "ペ": "pe", + "ｼﾞｪ": "je", + "ﾋﾞｪ": "bye", + "ホ": "ho", + "ﾀ": "ta", + "ｵ": "o", + "ボ": 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+ "py", + "ox" + ], + "dya": + [ + "dy", + "a" + ], + "di": + [ + "dy", + "i" + ], + "dyu": + [ + "dy", + "u" + ], + "dye": + [ + "dy", + "e" + ], + "dyo": + [ + "dy", + "o" + ], + "dyax": + [ + "dy", + "ax" + ], + "dix": + [ + "dy", + "ix" + ], + "dyux": + [ + "dy", + "ux" + ], + "dyex": + [ + "dy", + "ex" + ], + "dyox": + [ + "dy", + "ox" + ], + "ngya": + [ + "ngy", + "a" + ], + "ngi": + [ + "ngy", + "i" + ], + "ngyu": + [ + "ngy", + "u" + ], + "ngye": + [ + "ngy", + "e" + ], + "ngyo": + [ + "ngy", + "o" + ], + "ngyax": + [ + "ngy", + "ax" + ], + "ngix": + [ + "ngy", + "ix" + ], + "ngyux": + [ + "ngy", + "ux" + ], + "ngyex": + [ + "ngy", + "ex" + ], + "ngyox": + [ + "ngy", + "ox" + ], + "fya": + [ + "fy", + "a" + ], + "fi": + [ + "fy", + "i" + ], + "fyu": + [ + "fy", + "u" + ], + "fye": + [ + "fy", + "e" + ], + "fyo": + [ + "fy", + "o" + ], + "fyax": + [ + "fy", + "ax" + ], + "fix": + [ + "fy", + "ix" + ], + "fyux": + [ + "fy", + "ux" + ], + "fyex": + [ + "fy", + "ex" + ], + "fyox": + [ + "fy", + "ox" + ], + "vya": + [ + "vy", + "a" + ], + "vi": + [ + "vy", + "i" + ], + "vyu": + [ + "vy", + "u" + ], + "vye": + [ + "vy", + "e" + ], + "vyo": + [ + "vy", + "o" + ], + "vyax": + [ + "vy", + "ax" + ], + "vix": + [ + "vy", + "ix" + ], + "vyux": + [ + "vy", + "ux" + ], + "vyex": + [ + "vy", + "ex" + ], + "vyox": + [ + "vy", + "ox" + ], + "kwa": + [ + "kw", + "a" + ], + "kwi": + [ + "kw", + "i" + ], + "ku": + [ + "kw", + "u" + ], + "kwe": + [ + "kw", + "e" + ], + "kwo": + [ + "kw", + "o" + ], + "kwax": + [ + "kw", + "ax" + ], + "kwix": + [ + "kw", + "ix" + ], + "kux": + [ + "kw", + "ux" + ], + "kwex": + [ + "kw", + "ex" + ], + "kwox": + [ + "kw", + "ox" + ], + "gwa": + [ + "gw", + "a" + ], + "gwi": + [ + "gw", + "i" + ], + "gu": + [ + "gw", + "u" + ], + "gwe": + [ + "gw", + "e" + ], + "gwo": + [ + "gw", + "o" + ], + "gwax": + [ + "gw", + "ax" + ], + "gwix": + [ + "gw", + "ix" + ], + "gux": + [ + "gw", + "ux" + ], + "gwex": + [ + "gw", + "ex" + ], + "gwox": + [ + "gw", + "ox" + ] + }, + "phon_class": + { + "head": + [ + "k", + "s", + "sh", + "t", + "ch", + "ts", + "n", + "h", + "f", + "m", + "y", + "r", + "rr", + "w", + "g", + "z", + "j", + "d", + "b", + "p", + "ky", + "ty", + "ny", + "hy", + "my", + "ry", + "by", + "gy", + "py", + "dy", + "vy", + "fy", + "kw", + "gw", + "ng", + "ngy", + "v" + ], + "tail": + [ + "a", + "i", + "u", + "e", + "o", + "nv", + "mv", + "ax", + "ix", + "ux", + "ex", + "ox", + "cl" + ] + } + }, + { + "language": "eng", + "dict": + {}, + "phon_class": + { + "tail": + [ + "aa", + "ae", + "ah", + "ao", + "aw", + "ay", + "eh", + "er", + "ey", + "ih", + "iy", + "ow", + "oy", + "uh", + "uw", + "mv", + "nv", + "ngv" + ], + "head": + [ + "b", + "ch", + "d", + "dh", + "f", + "g", + "hh", + "jh", + "k", + "l", + "m", + "n", + "ng", + "p", + "r", + "s", + "sh", + "t", + "th", + "v", + "w", + "y", + "z", + "zh", + "dx", + "dr", + "tr" + ] + } + } + ] +} \ No newline at end of file diff --git a/resource/midi-note.scp b/resource/midi-note.scp new file mode 100644 index 0000000000000000000000000000000000000000..45113e930ae15c3145cf22df63108ffdea719743 --- /dev/null +++ b/resource/midi-note.scp @@ -0,0 +1,152 @@ +G9 127 +F#9 126 +Gb9 126 +F9 125 +E9 124 +D#9 123 +Eb9 123 +D9 122 +C#9 121 +Db9 121 +C9 120 +B8 119 +A#8 118 +Bb8 118 +A8 117 +G#8 116 +Ab8 116 +G8 115 +F#8 114 +Gb8 114 +F8 113 +E8 112 +D#8 111 +Eb8 111 +D8 110 +C#8 109 +Db8 109 +C8 108 +B7 107 +A#7 106 +Bb7 106 +A7 105 +G#7 104 +Ab7 104 +G7 103 +F#7 102 +Gb7 102 +F7 101 +E7 100 +D#7 99 +Eb7 99 +D7 98 +C#7 97 +Db7 97 +C7 96 +B6 95 +A#6 94 +Bb6 94 +A6 93 +G#6 92 +Ab6 92 +G6 91 +F#6 90 +Gb6 90 +F6 89 +E6 88 +D#6 87 +Eb6 87 +D6 86 +C#6 85 +Db6 85 +C6 84 +B5 83 +A#5 82 +Bb5 82 +A5 81 +G#5 80 +Ab5 80 +G5 79 +F#5 78 +Gb5 78 +F5 77 +E5 76 +D#5 75 +Eb5 75 +D5 74 +C#5 73 +Db5 73 +C5 72 +B4 71 +A#4 70 +Bb4 70 +A4 69 +G#4 68 +Ab4 68 +G4 67 +F#4 66 +Gb4 66 +F4 65 +E4 64 +D#4 63 +Eb4 63 +D4 62 +C#4 61 +Db4 61 +C4 60 +B3 59 +A#3 58 +Bb3 58 +A3 57 +G#3 56 +Ab3 56 +G3 55 +F#3 54 +Gb3 54 +F3 53 +E3 52 +D#3 51 +Eb3 51 +D3 50 +C#3 49 +Db3 49 +C3 48 +B2 47 +A#2 46 +Bb2 46 +A2 45 +G#2 44 +Ab2 44 +G2 43 +F#2 42 +Gb2 42 +F2 41 +E2 40 +D#2 39 +Eb2 39 +D2 38 +C#2 37 +Db2 37 +C2 36 +B1 35 +A#1 34 +Bb1 34 +A1 33 +G#1 32 +Ab1 32 +G1 31 +F#1 30 +Gb1 30 +F1 29 +E1 28 +D#1 27 +Eb1 27 +D1 26 +C#1 25 +Db1 25 +C1 24 +B0 23 +A#0 22 +Bb0 22 +A0 21 +rest 0 diff --git a/resource/pinyin_dict.py b/resource/pinyin_dict.py new file mode 100644 index 0000000000000000000000000000000000000000..535e11160d5d28a92be7b508ddb01ab5f6b008d1 --- /dev/null +++ b/resource/pinyin_dict.py @@ -0,0 +1,423 @@ +# Adapted from Opencpop's pinyin to phoneme mapping table: +# https://wenet.org.cn/opencpop/resources/annotationformat/ +PINYIN_DICT = { + "a": ("a",), + "ai": ("ai",), + "an": ("an",), + "ang": ("ang",), + "ao": ("ao",), + "ba": ("b", "a"), + "bai": ("b", "ai"), + "ban": ("b", "an"), + "bang": ("b", "ang"), + "bao": ("b", "ao"), + "bei": ("b", "ei"), + "ben": ("b", "en"), + "beng": ("b", "eng"), + "bi": ("b", "i"), + "bian": ("b", "ian"), + "biao": ("b", "iao"), + "bie": ("b", "ie"), + "bin": ("b", "in"), + "bing": ("b", "ing"), + "bo": ("b", "o"), + "bu": ("b", "u"), + "ca": ("c", "a"), + "cai": ("c", "ai"), + "can": ("c", "an"), + "cang": ("c", "ang"), + "cao": ("c", "ao"), + "ce": ("c", "e"), + "cei": ("c", "ei"), + "cen": ("c", "en"), + "ceng": ("c", "eng"), + "cha": ("ch", "a"), + "chai": ("ch", "ai"), + "chan": ("ch", "an"), + "chang": ("ch", "ang"), + "chao": ("ch", "ao"), + "che": ("ch", "e"), + "chen": ("ch", "en"), + "cheng": ("ch", "eng"), + "chi": ("ch", "i"), + "chong": ("ch", "ong"), + "chou": ("ch", "ou"), + "chu": ("ch", "u"), + "chua": ("ch", "ua"), + "chuai": ("ch", "uai"), + "chuan": ("ch", "uan"), + "chuang": ("ch", "uang"), + "chui": ("ch", "ui"), + "chun": ("ch", "un"), + "chuo": ("ch", "uo"), + "ci": ("c", "i"), + "cong": ("c", "ong"), + "cou": ("c", "ou"), + "cu": ("c", "u"), + "cuan": ("c", "uan"), + "cui": ("c", "ui"), + "cun": ("c", "un"), + "cuo": ("c", "uo"), + "da": ("d", "a"), + "dai": ("d", "ai"), + "dan": ("d", "an"), + "dang": ("d", "ang"), + "dao": ("d", "ao"), + "de": ("d", "e"), + "dei": ("d", "ei"), + "den": ("d", "en"), + "deng": ("d", "eng"), + "di": ("d", "i"), + "dia": ("d", "ia"), + "dian": ("d", "ian"), + "diao": ("d", "iao"), + "die": ("d", "ie"), + "ding": ("d", "ing"), + "diu": ("d", "iu"), + "dong": ("d", "ong"), + "dou": ("d", "ou"), + "du": ("d", "u"), + "duan": ("d", "uan"), + "dui": ("d", "ui"), + "dun": ("d", "un"), + "duo": ("d", "uo"), + "e": ("e",), + "ei": ("ei",), + "en": ("en",), + "eng": ("eng",), + "er": ("er",), + "fa": ("f", "a"), + "fan": ("f", "an"), + "fang": ("f", "ang"), + "fei": ("f", "ei"), + "fen": ("f", "en"), + "feng": ("f", "eng"), + "fo": ("f", "o"), + "fou": ("f", "ou"), + "fu": ("f", "u"), + "ga": ("g", "a"), + "gai": ("g", "ai"), + "gan": ("g", "an"), + "gang": ("g", "ang"), + "gao": ("g", "ao"), + "ge": ("g", "e"), + "gei": ("g", "ei"), + "gen": ("g", "en"), + "geng": ("g", "eng"), + "gong": ("g", "ong"), + "gou": ("g", "ou"), + "gu": ("g", "u"), + "gua": ("g", "ua"), + "guai": ("g", "uai"), + "guan": ("g", "uan"), + "guang": ("g", "uang"), + "gui": ("g", "ui"), + "gun": ("g", "un"), + "guo": ("g", "uo"), + "ha": ("h", "a"), + "hai": ("h", "ai"), + "han": ("h", "an"), + "hang": ("h", "ang"), + "hao": ("h", "ao"), + "he": ("h", "e"), + "hei": ("h", "ei"), + "hen": ("h", "en"), + "heng": ("h", "eng"), + "hm": ("h", "m"), + "hng": ("h", "ng"), + "hong": ("h", "ong"), + "hou": ("h", "ou"), + "hu": ("h", "u"), + "hua": ("h", "ua"), + "huai": ("h", "uai"), + "huan": ("h", "uan"), + "huang": ("h", "uang"), + "hui": ("h", "ui"), + "hun": ("h", "un"), + "huo": ("h", "uo"), + "ji": ("j", "i"), + "jia": ("j", "ia"), + "jian": ("j", "ian"), + "jiang": ("j", "iang"), + "jiao": ("j", "iao"), + "jie": ("j", "ie"), + "jin": ("j", "in"), + "jing": ("j", "ing"), + "jiong": ("j", "iong"), + "jiu": ("j", "iu"), + "ju": ("j", "v"), + "juan": ("j", "van"), + "jue": ("j", "ve"), + "jun": ("j", "vn"), + "ka": ("k", "a"), + "kai": ("k", "ai"), + "kan": ("k", "an"), + "kang": ("k", "ang"), + "kao": ("k", "ao"), + "ke": ("k", "e"), + "kei": ("k", "ei"), + "ken": ("k", "en"), + "keng": ("k", "eng"), + "kong": ("k", "ong"), + "kou": ("k", "ou"), + "ku": ("k", "u"), + "kua": ("k", "ua"), + "kuai": ("k", "uai"), + "kuan": ("k", "uan"), + "kuang": ("k", "uang"), + "kui": ("k", "ui"), + "kun": ("k", "un"), + "kuo": ("k", "uo"), + "la": ("l", "a"), + "lai": ("l", "ai"), + "lan": ("l", "an"), + "lang": ("l", "ang"), + "lao": ("l", "ao"), + "le": ("l", "e"), + "lei": ("l", "ei"), + "leng": ("l", "eng"), + "li": ("l", "i"), + "lia": ("l", "ia"), + "lian": ("l", "ian"), + "liang": ("l", "iang"), + "liao": ("l", "iao"), + "lie": ("l", "ie"), + "lin": ("l", "in"), + "ling": ("l", "ing"), + "liu": ("l", "iu"), + "lo": ("l", "o"), + "long": ("l", "ong"), + "lou": ("l", "ou"), + "lu": ("l", "u"), + "luan": ("l", "uan"), + "lun": ("l", "un"), + "luo": ("l", "uo"), + "lv": ("l", "v"), + "lve": ("l", "ve"), + "m": ("m",), + "ma": ("m", "a"), + "mai": ("m", "ai"), + "man": ("m", "an"), + "mang": ("m", "ang"), + "mao": ("m", "ao"), + "me": ("m", "e"), + "mei": ("m", "ei"), + "men": ("m", "en"), + "meng": ("m", "eng"), + "mi": ("m", "i"), + "mian": ("m", "ian"), + "miao": ("m", "iao"), + "mie": ("m", "ie"), + "min": ("m", "in"), + "ming": ("m", "ing"), + "miu": ("m", "iu"), + "mo": ("m", "o"), + "mou": ("m", "ou"), + "mu": ("m", "u"), + "n": ("n",), + "na": ("n", "a"), + "nai": ("n", "ai"), + "nan": ("n", "an"), + "nang": ("n", "ang"), + "nao": ("n", "ao"), + "ne": ("n", "e"), + "nei": ("n", "ei"), + "nen": ("n", "en"), + "neng": ("n", "eng"), + "ng": ("n", "g"), + "ni": ("n", "i"), + "nian": ("n", "ian"), + "niang": ("n", "iang"), + "niao": ("n", "iao"), + "nie": ("n", "ie"), + "nin": ("n", "in"), + "ning": ("n", "ing"), + "niu": ("n", "iu"), + "nong": ("n", "ong"), + "nou": ("n", "ou"), + "nu": ("n", "u"), + "nuan": ("n", "uan"), + "nun": ("n", "un"), + "nuo": ("n", "uo"), + "nv": ("n", "v"), + "nve": ("n", "ve"), + "o": ("o",), + "ou": ("ou",), + "pa": ("p", "a"), + "pai": ("p", "ai"), + "pan": ("p", "an"), + "pang": ("p", "ang"), + "pao": ("p", "ao"), + "pei": ("p", "ei"), + "pen": ("p", "en"), + "peng": ("p", "eng"), + "pi": ("p", "i"), + "pian": ("p", "ian"), + "piao": ("p", "iao"), + "pie": ("p", "ie"), + "pin": ("p", "in"), + "ping": ("p", "ing"), + "po": ("p", "o"), + "pou": ("p", "ou"), + "pu": ("p", "u"), + "qi": ("q", "i"), + "qia": ("q", "ia"), + "qian": ("q", "ian"), + "qiang": ("q", "iang"), + "qiao": ("q", "iao"), + "qie": ("q", "ie"), + "qin": ("q", "in"), + "qing": ("q", "ing"), + "qiong": ("q", "iong"), + "qiu": ("q", "iu"), + "qu": ("q", "v"), + "quan": ("q", "van"), + "que": ("q", "ve"), + "qun": ("q", "vn"), + "ran": ("r", "an"), + "rang": ("r", "ang"), + "rao": ("r", "ao"), + "re": ("r", "e"), + "ren": ("r", "en"), + "reng": ("r", "eng"), + "ri": ("r", "i"), + "rong": ("r", "ong"), + "rou": ("r", "ou"), + "ru": ("r", "u"), + "rua": ("r", "ua"), + "ruan": ("r", "uan"), + "rui": ("r", "ui"), + "run": ("r", "un"), + "ruo": ("r", "uo"), + "sa": ("s", "a"), + "sai": ("s", "ai"), + "san": ("s", "an"), + "sang": ("s", "ang"), + "sao": ("s", "ao"), + "se": ("s", "e"), + "sen": ("s", "en"), + "seng": ("s", "eng"), + "sha": ("sh", "a"), + "shai": ("sh", "ai"), + "shan": ("sh", "an"), + "shang": ("sh", "ang"), + "shao": ("sh", "ao"), + "she": ("sh", "e"), + "shei": ("sh", "ei"), + "shen": ("sh", "en"), + "sheng": ("sh", "eng"), + "shi": ("sh", "i"), + "shou": ("sh", "ou"), + "shu": ("sh", "u"), + "shua": ("sh", "ua"), + "shuai": ("sh", "uai"), + "shuan": ("sh", "uan"), + "shuang": ("sh", "uang"), + "shui": ("sh", "ui"), + "shun": ("sh", "un"), + "shuo": ("sh", "uo"), + "si": ("s", "i"), + "song": ("s", "ong"), + "sou": ("s", "ou"), + "su": ("s", "u"), + "suan": ("s", "uan"), + "sui": ("s", "ui"), + "sun": ("s", "un"), + "suo": ("s", "uo"), + "ta": ("t", "a"), + "tai": ("t", "ai"), + "tan": ("t", "an"), + "tang": ("t", "ang"), + "tao": ("t", "ao"), + "te": ("t", "e"), + "tei": ("t", "ei"), + "teng": ("t", "eng"), + "ti": ("t", "i"), + "tian": ("t", "ian"), + "tiao": ("t", "iao"), + "tie": ("t", "ie"), + "ting": ("t", "ing"), + "tong": ("t", "ong"), + "tou": ("t", "ou"), + "tu": ("t", "u"), + "tuan": ("t", "uan"), + "tui": ("t", "ui"), + "tun": ("t", "un"), + "tuo": ("t", "uo"), + "wa": ("w", "a"), + "wai": ("w", "ai"), + "wan": ("w", "an"), + "wang": ("w", "ang"), + "wei": ("w", "ei"), + "wen": ("w", "en"), + "weng": ("w", "eng"), + "wo": ("w", "o"), + "wu": ("w", "u"), + "xi": ("x", "i"), + "xia": ("x", "ia"), + "xian": ("x", "ian"), + "xiang": ("x", "iang"), + "xiao": ("x", "iao"), + "xie": ("x", "ie"), + "xin": ("x", "in"), + "xing": ("x", "ing"), + "xiong": ("x", "iong"), + "xiu": ("x", "iu"), + "xu": ("x", "v"), + "xuan": ("x", "van"), + "xue": ("x", "ve"), + "xun": ("x", "vn"), + "ya": ("y", "a"), + "yan": ("y", "an"), + "yang": ("y", "ang"), + "yao": ("y", "ao"), + "ye": ("y", "e"), + "yi": ("y", "i"), + "yin": ("y", "in"), + "ying": ("y", "ing"), + "yo": ("y", "o"), + "yong": ("y", "ong"), + "you": ("y", "ou"), + "yu": ("y", "v"), + "yuan": ("y", "van"), + "yue": ("y", "ve"), + "yun": ("y", "vn"), + "za": ("z", "a"), + "zai": ("z", "ai"), + "zan": ("z", "an"), + "zang": ("z", "ang"), + "zao": ("z", "ao"), + "ze": ("z", "e"), + "zei": ("z", "ei"), + "zen": ("z", "en"), + "zeng": ("z", "eng"), + "zha": ("zh", "a"), + "zhai": ("zh", "ai"), + "zhan": ("zh", "an"), + "zhang": ("zh", "ang"), + "zhao": ("zh", "ao"), + "zhe": ("zh", "e"), + "zhei": ("zh", "ei"), + "zhen": ("zh", "en"), + "zheng": ("zh", "eng"), + "zhi": ("zh", "i"), + "zhong": ("zh", "ong"), + "zhou": ("zh", "ou"), + "zhu": ("zh", "u"), + "zhua": ("zh", "ua"), + "zhuai": ("zh", "uai"), + "zhuan": ("zh", "uan"), + "zhuang": ("zh", "uang"), + "zhui": ("zh", "ui"), + "zhun": ("zh", "un"), + "zhuo": ("zh", "uo"), + "zi": ("z", "i"), + "zong": ("z", "ong"), + "zou": ("z", "ou"), + 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0000000000000000000000000000000000000000..61116dbcf2663dedddc044b93b0b16cce36e2668 --- /dev/null +++ b/resource/singer/singer_embedding_pjs.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f93e09d5d2aeeab0be6d9c22db5a2407e88e8ade4fb140f7d322d99674a0cd0 +size 896 diff --git a/util.py b/util.py new file mode 100644 index 0000000000000000000000000000000000000000..c436a905f95dde58dc893f3b88588d712f340e9f --- /dev/null +++ b/util.py @@ -0,0 +1,93 @@ +import os +import json +import warnings +from typing import List +import re + +import pyopenjtalk +from resource.pinyin_dict import PINYIN_DICT +from pypinyin import lazy_pinyin + +def preprocess_input(src_str, seg_syb=" "): + src_str = src_str.replace("\n", seg_syb) + src_str = src_str.replace(" ", seg_syb) + return src_str + + +def postprocess_phn(phns, model_name, lang): + if "Chinese" in model_name: + return phns + return [phn + "@" + lang for phn in phns] + + +def pyopenjtalk_g2p(text) -> List[str]: + with warnings.catch_warnings(record=True) as w: + warnings.simplefilter("always") + # phones is a str object separated by space + phones = pyopenjtalk.g2p(text, kana=False) + if len(w) > 0: + for warning in w: + if "No phoneme" in str(warning.message): + return False + + phones = phones.split(" ") + return phones + + +def split_pinyin_ace(pinyin: str, zh_plan: dict) -> tuple[str]: + # load pinyin dict from local/pinyin.dict + pinyin = pinyin.lower() + if pinyin in zh_plan["dict"]: + return zh_plan["dict"][pinyin] + elif pinyin in zh_plan["syllable_alias"]: + return zh_plan["dict"][zh_plan["syllable_alias"][pinyin]] + else: + return False + + +def split_pinyin_py(pinyin: str) -> tuple[str]: + pinyin = pinyin.lower() + if pinyin in PINYIN_DICT: + return PINYIN_DICT[pinyin] + else: + return False + + +def get_tokenizer(model, lang): + if lang == "zh": + if "Chinese" in model: + print("hello") + return lambda text: split_pinyin_py(text) + else: + with open(os.path.join("resource/all_plans.json"), "r") as f: + all_plan_dict = json.load(f) + for plan in all_plan_dict["plans"]: + if plan["language"] == "zh": + zh_plan = plan + return lambda text: split_pinyin_ace(text, zh_plan) + elif lang == "jp": + return pyopenjtalk_g2p + + +def get_pinyin(texts): + pinyin_list = lazy_pinyin(texts) + text_list = [] + for text in pinyin_list: + if text[0] == "S" or text[0] == "A" or text[0] == '-': + sp_strs = re.findall(r'-|AP|SP', text) + for phn in sp_strs: + text_list.append(phn) + else: + text_list.append(text) + return text_list + + +def load_pitch_dict(file_path = "resource/midi-note.scp"): + pitch_dict = {} + with open(file_path, "r", encoding="utf-8") as f: + for line in f: + items = line.strip().split() + pitch_dict[items[0]] = int(items[1]) + pitch_dict[items[1]] = int(items[1]) + return pitch_dict +