demo-artst-tts.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/amirbek.djanibekov/.conda/envs/fseq/lib/python3.8/site-packages/torch/nn/utils/weight_norm.py:28: UserWarning: torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\n",
      "  warnings.warn(\"torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ArTSTTransformerModel(\n",
       "  (encoder): TransformerEncoder(\n",
       "    (dropout_module): FairseqDropout()\n",
       "    (layers): ModuleList(\n",
       "      (0-11): 12 x TransformerSentenceEncoderLayer(\n",
       "        (self_attn): MultiheadAttention(\n",
       "          (dropout_module): FairseqDropout()\n",
       "          (k_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (v_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (q_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (out_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "        )\n",
       "        (dropout1): Dropout(p=0.15, inplace=False)\n",
       "        (dropout2): Dropout(p=0.15, inplace=False)\n",
       "        (dropout3): Dropout(p=0.15, inplace=False)\n",
       "        (self_attn_layer_norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
       "        (final_layer_norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (norm_k): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n",
       "      )\n",
       "    )\n",
       "    (layer_norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "    (proj): Linear(in_features=768, out_features=98, bias=True)\n",
       "    (pos_emb): RelativePositionalEncoding(\n",
       "      (pe_k): Embedding(320, 64)\n",
       "    )\n",
       "  )\n",
       "  (decoder): TransformerDecoder(\n",
       "    (dropout_module): FairseqDropout()\n",
       "    (layers): ModuleList(\n",
       "      (0-5): 6 x TransformerDecoderLayer(\n",
       "        (dropout_module): FairseqDropout()\n",
       "        (self_attn): MultiheadAttention(\n",
       "          (dropout_module): FairseqDropout()\n",
       "          (k_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (v_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (q_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (out_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "        )\n",
       "        (activation_dropout_module): FairseqDropout()\n",
       "        (self_attn_layer_norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (encoder_attn): MultiheadAttention(\n",
       "          (dropout_module): FairseqDropout()\n",
       "          (k_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (v_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (q_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "          (out_proj): Linear(in_features=768, out_features=768, bias=True)\n",
       "        )\n",
       "        (encoder_attn_layer_norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (fc1): Linear(in_features=768, out_features=3072, bias=True)\n",
       "        (fc2): Linear(in_features=3072, out_features=768, bias=True)\n",
       "        (final_layer_norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (norm_k): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n",
       "      )\n",
       "    )\n",
       "    (pos_emb): RelativePositionalEncoding(\n",
       "      (pe_k): Embedding(320, 64)\n",
       "    )\n",
       "  )\n",
       "  (text_encoder_prenet): TextEncoderPrenet(\n",
       "    (encoder_prenet): Sequential(\n",
       "      (0): Embedding(98, 768, padding_idx=1)\n",
       "      (1): ScaledPositionalEncoding(\n",
       "        (dropout): Dropout(p=0.1, inplace=False)\n",
       "      )\n",
       "    )\n",
       "  )\n",
       "  (speech_encoder_prenet): SpeechEncoderPrenet(\n",
       "    (dropout_module): FairseqDropout()\n",
       "    (feature_extractor): ConvFeatureExtractionModel(\n",
       "      (conv_layers): ModuleList(\n",
       "        (0): Sequential(\n",
       "          (0): Conv1d(1, 512, kernel_size=(10,), stride=(5,), bias=False)\n",
       "          (1): Dropout(p=0.0, inplace=False)\n",
       "          (2): Fp32GroupNorm(512, 512, eps=1e-05, affine=True)\n",
       "          (3): GELU(approximate='none')\n",
       "        )\n",
       "        (1-4): 4 x Sequential(\n",
       "          (0): Conv1d(512, 512, kernel_size=(3,), stride=(2,), bias=False)\n",
       "          (1): Dropout(p=0.0, inplace=False)\n",
       "          (2): GELU(approximate='none')\n",
       "        )\n",
       "        (5-6): 2 x Sequential(\n",
       "          (0): Conv1d(512, 512, kernel_size=(2,), stride=(2,), bias=False)\n",
       "          (1): Dropout(p=0.0, inplace=False)\n",
       "          (2): GELU(approximate='none')\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (post_extract_proj): Linear(in_features=512, out_features=768, bias=True)\n",
       "    (layer_norm): LayerNorm((512,), eps=1e-05, elementwise_affine=True)\n",
       "    (pos_conv): Sequential(\n",
       "      (0): Conv1d(768, 768, kernel_size=(128,), stride=(1,), padding=(64,), groups=16)\n",
       "      (1): SamePad()\n",
       "      (2): GELU(approximate='none')\n",
       "    )\n",
       "    (embed_positions): SinusoidalPositionalEmbedding()\n",
       "  )\n",
       "  (text_decoder_prenet): TextDecoderPrenet(\n",
       "    (dropout_module): FairseqDropout()\n",
       "    (embed_tokens): Embedding(98, 768, padding_idx=1)\n",
       "    (embed_positions): SinusoidalPositionalEmbedding()\n",
       "  )\n",
       "  (speech_decoder_prenet): SpeechDecoderPrenet(\n",
       "    (decoder_prenet): Sequential(\n",
       "      (0): Sequential(\n",
       "        (0): Prenet(\n",
       "          (prenet): ModuleList(\n",
       "            (0): Sequential(\n",
       "              (0): Linear(in_features=80, out_features=256, bias=True)\n",
       "              (1): ReLU()\n",
       "            )\n",
       "            (1): Sequential(\n",
       "              (0): Linear(in_features=256, out_features=256, bias=True)\n",
       "              (1): ReLU()\n",
       "            )\n",
       "          )\n",
       "        )\n",
       "        (1): Linear(in_features=256, out_features=768, bias=True)\n",
       "      )\n",
       "      (1): ScaledPositionalEncoding(\n",
       "        (dropout): Dropout(p=0.1, inplace=False)\n",
       "      )\n",
       "    )\n",
       "    (spkembs_layer): Sequential(\n",
       "      (0): Linear(in_features=1280, out_features=768, bias=True)\n",
       "      (1): ReLU()\n",
       "    )\n",
       "  )\n",
       "  (text_decoder_postnet): TextDecoderPostnet(\n",
       "    (output_projection): Linear(in_features=768, out_features=98, bias=False)\n",
       "  )\n",
       "  (speech_decoder_postnet): SpeechDecoderPostnet(\n",
       "    (feat_out): Linear(in_features=768, out_features=160, bias=True)\n",
       "    (prob_out): Linear(in_features=768, out_features=2, bias=True)\n",
       "    (postnet): Postnet(\n",
       "      (postnet): ModuleList(\n",
       "        (0): Sequential(\n",
       "          (0): Conv1d(80, 256, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
       "          (1): BatchNorm1d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): Tanh()\n",
       "          (3): Dropout(p=0.5, inplace=False)\n",
       "        )\n",
       "        (1-3): 3 x Sequential(\n",
       "          (0): Conv1d(256, 256, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
       "          (1): BatchNorm1d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): Tanh()\n",
       "          (3): Dropout(p=0.5, inplace=False)\n",
       "        )\n",
       "        (4): Sequential(\n",
       "          (0): Conv1d(256, 80, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
       "          (1): BatchNorm1d(80, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): Dropout(p=0.5, inplace=False)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import torchaudio\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "from artst.tasks.artst import ArTSTTask\n",
    "from artst.models.artst import ArTSTTransformerModel\n",
    "from sentencepiece import SentencePieceProcessor\n",
    "\n",
    "from fairseq import checkpoint_utils, utils\n",
    "from fairseq.data.audio.speech_to_text_dataset import get_features_or_waveform\n",
    "from fairseq.data import data_utils\n",
    "\n",
    "\n",
    "checkpoint = torch.load('.../ArTST-hf/CLARTTS_ArTSTstar_TTS.pt')  # path to change\n",
    "checkpoint['cfg']['task'].t5_task = 't2s' # or \"s2t\" for asr\n",
    "checkpoint['cfg']['task'].data = '.../ArTST-hf'  # path to change\n",
    "task = ArTSTTask.setup_task(checkpoint['cfg']['task'])\n",
    "task.args.bpe_tokenizer = '.../ArTST-hf/tts_spm.model'  # path to change\n",
    "\n",
    "model = ArTSTTransformerModel.build_model(checkpoint['cfg']['model'], task)\n",
    "model.load_state_dict(checkpoint['model'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "bpe = task.build_bpe(task.args)\n",
    "sp = SentencePieceProcessor(model_file='.../ArTST-hf/tts_spm.model')  # path to change\n",
    "spkembs = get_features_or_waveform('.../CLARTTS_speaker_embedding.npy')  # path to change\n",
    "spkembs = torch.from_numpy(spkembs).float()\n",
    "\n",
    "\n",
    "def _collate_frames(\n",
    "    frames, is_audio_input: bool = False\n",
    "):\n",
    "    max_len = max(frame.size(0) for frame in frames)\n",
    "    if is_audio_input:\n",
    "        out = frames[0].new_zeros((len(frames), max_len))\n",
    "    else:\n",
    "        out = frames[0].new_zeros((len(frames), max_len, frames[0].size(1)))\n",
    "    for i, v in enumerate(frames):\n",
    "        out[i, : v.size(0)] = v\n",
    "    return out\n",
    "\n",
    "source = torch.Tensor([sp.encode(\"أدب العلم شرف العلم وفضه\", out_type=int)]).int()\n",
    "\n",
    "sample = {\n",
    "    \"net_input\": {\n",
    "        \"src_tokens\": source, \n",
    "        \"src_lengths\": source.size(-1), \n",
    "        \"spkembs\": _collate_frames([spkembs], is_audio_input=True), \n",
    "        \"padding_mask\": None\n",
    "    }\n",
    "}\n",
    "models = [model]\n",
    "output, _, attn = task.generate_speech(\n",
    "    models,\n",
    "    sample['net_input']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "from vocoders.vocoder_melgan_hf import MelGANGenerator\n",
    "from vocoders.vocoder_mb_melgan_hf import MBMelGANGenerator\n",
    "from vocoders.config_other_vocoders import MelGanConfig\n",
    "from vocoders.vocoder_parallelwavegan_hf import ParallelWaveGANGenerator\n",
    "from vocoders.config_other_vocoders import ParallelWaveGanConfig\n",
    "from vocoders.vocoder_style_melgan_hf import StyleMelGANGenerator\n",
    "from vocoders.config_other_vocoders import StyleMelGanConfig\n",
    "\n",
    "from transformers import SpeechT5HifiGan\n",
    "\n",
    "vocoder0 = SpeechT5HifiGan.from_pretrained('microsoft/speecht5_hifigan')\n",
    "vocoder1 = SpeechT5HifiGan.from_pretrained('ArTST/vocoders/hifigan')  # trained on ClArTTS\n",
    "vocoder2 = MelGANGenerator.from_pretrained('ArTST/vocoders/melgan')  # trained on ClArTTS\n",
    "vocoder3 = ParallelWaveGANGenerator.from_pretrained('ArTST/vocoders/parallel_wavegan')  # trained on ClArTTS\n",
    "vocoder4 = StyleMelGANGenerator.from_pretrained('ArTST/vocoders/style_melgan')  # trained on ClArTTS\n",
    "vocoder5 = MBMelGANGenerator.from_pretrained('ArTST/vocoders/multiband_melgan')  # trained on ClArTTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    gen_audio = vocoder0(output)\n",
    "speech = (gen_audio.cpu().numpy() * 32767).astype(np.int16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
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       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Audio\n",
    "\n",
    "Audio(speech, rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fseq",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}