ghananlpcommunity__stable-twi-tts: Ghana NLP community mirror with corrected config, licence carried

ghananlpcommunity__stable-twi-tts/LICENSE

@@ -0,0 +1,5 @@
+This model is redistributed under cc-by-nc-4.0, the licence stated by the
+source repository https://huggingface.co/ghananlpcommunity/stable-twi-tts.
+
+The weights are unchanged. Only config.json differs. The full licence text is at
+https://creativecommons.org/licenses/by-nc/4.0/legalcode

ghananlpcommunity__stable-twi-tts/README.md

@@ -0,0 +1,55 @@
+---
+license: cc-by-nc-4.0
+language:
+- tw
+tags:
+- text-to-speech
+- onnx
+- vits
+- phoonnx
+base_model: ghananlpcommunity/stable-twi-tts
+---
+
+# stable-twi-tts, for phoonnx
+
+The model file is ghananlpcommunity/stable-twi-tts unchanged. Only `config.json` differs, and it
+differs in two fields.
+
+## What changed, and why
+
+| field | upstream | here |
+| --- | --- | --- |
+| `phoneme_type` | `text` | `espeak` |
+| `espeak.voice` | `en-us` | `lfn` |
+
+Phoneme error of an ASR round trip, `ghananlpcommunity/ghana-speech-phoneme-asr`
+reading back what was synthesised, measured against the phoneme string the
+model was asked to say. 8 Twi sentences, `noise_scale` and `noise_w_scale` set
+to 0 so the run repeats exactly, speaker 29:
+
+| front end | phoneme error |
+| --- | --- |
+| espeak, voice `lfn` | 39.5 % |
+| `text` | 45.6 % |
+| espeak, voice `en-us` | 61.9 % |
+
+The upstream config names the two worse settings. The numbers are relative:
+they compare three front ends driving one model, and they are not comparable
+with the phoneme error in the upstream card, which uses a different reference.
+
+## Speakers
+
+The checkpoint holds 1,555 speaker embeddings. `voices.json` from upstream is
+carried unchanged and records the 12 that were measured. `default_speaker_id`
+is 0, which is **not** one of them, so set a speaker.
+
+- pure Twi: `twi-6`, speaker id 29
+- text that mixes English into Twi: `twi-1`, speaker id 39
+
+The two rankings disagree sharply. Upstream measured both and neither
+substitutes for the other.
+
+## Licence
+
+cc-by-nc-4.0, from the source repository. Attribution and terms stay with
+[ghananlpcommunity/stable-twi-tts](https://huggingface.co/ghananlpcommunity/stable-twi-tts).

ghananlpcommunity__stable-twi-tts/config.json

@@ -0,0 +1,2172 @@
+{
+  "audio": {
+    "sample_rate": 22050
+  },
+  "espeak": {
+    "voice": "lfn"
+  },
+  "phoneme_type": "espeak",
+  "num_symbols": 256,
+  "num_speakers": 1555,
+  "inference": {
+    "noise_scale": 0.667,
+    "length_scale": 1.0,
+    "noise_w": 0.8
+  },
+  "phoneme_id_map": {
+    "_": [
+      0
+    ],
+    "^": [
+      1
+    ],
+    "$": [
+      2
+    ],
+    " ": [
+      3
+    ],
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+      14
+    ],
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+    ],
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+      21
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+    "m": [
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+    ],
+    "o": [
+      27
+    ],
+    "b": [
+      15
+    ],
+    "u": [
+      33
+    ],
+    "ɛ": [
+      61
+    ],
+    "ɔ": [
+      54
+    ],
+    "k": [
+      23
+    ],
+    "l": [
+      24
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+    "s": [
+      31
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+    "ɪ": [
+      74
+    ],
+    "d": [
+      17
+    ],
+    "t": [
+      32
+    ],
+    "w": [
+      35
+    ],
+    "j": [
+      22
+    ],
+    ".": [
+      10
+    ],
+    "r": [
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+    ],
+    ",": [
+      8
+    ],
+    "ŋ": [
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+    "ʊ": [
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+    "f": [
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+    "ɡ": [
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+    "ɾ": [
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+    "z": [
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+    "-": [
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+    "ʔ": [
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+    "v": [
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+    "ɖ": [
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+    "ə": [
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+    "ʃ": [
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+    "ɸ": [
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+    "eng_1596": 1554
+  },
+  "hop_length": 256,
+  "default_speaker_id": 0,
+  "piper_version": "1.5.0"
+}

ghananlpcommunity__stable-twi-tts/model.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4cfe48851a0dd7cb228948294aac9b7278b8f43185ec2a23ef36c68f59b45182
+size 80236649

ghananlpcommunity__stable-twi-tts/voices.json

@@ -0,0 +1,196 @@
+{
+ "voices": [
+  {
+   "name": "twi-1",
+   "speaker_id": 39,
+   "language": "twi",
+   "hours": 6.88,
+   "clips": 4750,
+   "source_speaker": "spk_0016",
+   "codeswitch_uer_avg": 0.5975,
+   "codeswitch_uer_twi_asr": 0.6653,
+   "codeswitch_uer_english_asr": 0.5296,
+   "twi_only_uer": 0.335,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-2",
+   "speaker_id": 5,
+   "language": "twi",
+   "hours": 5.8,
+   "clips": 5870,
+   "source_speaker": "spk_0080",
+   "codeswitch_uer_avg": 0.6065,
+   "codeswitch_uer_twi_asr": 0.6546,
+   "codeswitch_uer_english_asr": 0.5584,
+   "twi_only_uer": 0.2912,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-3",
+   "speaker_id": 13,
+   "language": "twi",
+   "hours": 11.24,
+   "clips": 10632,
+   "source_speaker": "spk_0006",
+   "codeswitch_uer_avg": 0.6096,
+   "codeswitch_uer_twi_asr": 0.6667,
+   "codeswitch_uer_english_asr": 0.5524,
+   "twi_only_uer": 0.2912,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-4",
+   "speaker_id": 18,
+   "language": "twi",
+   "hours": 8.5,
+   "clips": 7555,
+   "source_speaker": "spk_0019",
+   "codeswitch_uer_avg": 0.6099,
+   "codeswitch_uer_twi_asr": 0.6613,
+   "codeswitch_uer_english_asr": 0.5584,
+   "twi_only_uer": 0.3182,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-5",
+   "speaker_id": 14,
+   "language": "twi",
+   "hours": 5.88,
+   "clips": 4574,
+   "source_speaker": "spk_0071",
+   "codeswitch_uer_avg": 0.6106,
+   "codeswitch_uer_twi_asr": 0.6734,
+   "codeswitch_uer_english_asr": 0.5478,
+   "twi_only_uer": 0.2828,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-6",
+   "speaker_id": 29,
+   "language": "twi",
+   "hours": 2.72,
+   "clips": 2565,
+   "source_speaker": "spk_0002",
+   "codeswitch_uer_avg": 0.6124,
+   "codeswitch_uer_twi_asr": 0.6694,
+   "codeswitch_uer_english_asr": 0.5554,
+   "twi_only_uer": 0.2677,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-7",
+   "speaker_id": 7,
+   "language": "twi",
+   "hours": 3.27,
+   "clips": 2378,
+   "source_speaker": "spk_0004",
+   "codeswitch_uer_avg": 0.6138,
+   "codeswitch_uer_twi_asr": 0.6586,
+   "codeswitch_uer_english_asr": 0.569,
+   "twi_only_uer": 0.2694,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-8",
+   "speaker_id": 24,
+   "language": "twi",
+   "hours": 2.42,
+   "clips": 1984,
+   "source_speaker": "spk_0029",
+   "codeswitch_uer_avg": 0.6139,
+   "codeswitch_uer_twi_asr": 0.668,
+   "codeswitch_uer_english_asr": 0.5599,
+   "twi_only_uer": 0.2997,
+   "meets_benchmark": true
+  },
+  {
+   "name": "twi-9",
+   "speaker_id": 1,
+   "language": "twi",
+   "hours": 3.51,
+   "clips": 2833,
+   "source_speaker": "spk_0165",
+   "codeswitch_uer_avg": 0.6555,
+   "codeswitch_uer_twi_asr": 0.7177,
+   "codeswitch_uer_english_asr": 0.5933,
+   "twi_only_uer": 0.2811,
+   "meets_benchmark": false
+  },
+  {
+   "name": "twi-10",
+   "speaker_id": 38,
+   "language": "twi",
+   "hours": 4.43,
+   "clips": 3825,
+   "source_speaker": "spk_0033",
+   "codeswitch_uer_avg": 0.6376,
+   "codeswitch_uer_twi_asr": 0.6909,
+   "codeswitch_uer_english_asr": 0.5842,
+   "twi_only_uer": 0.2997,
+   "meets_benchmark": false
+  },
+  {
+   "name": "twi-11",
+   "speaker_id": 12,
+   "language": "twi",
+   "hours": 9.48,
+   "clips": 8462,
+   "source_speaker": "spk_0075",
+   "codeswitch_uer_avg": 0.6307,
+   "codeswitch_uer_twi_asr": 0.6788,
+   "codeswitch_uer_english_asr": 0.5827,
+   "twi_only_uer": 0.3047,
+   "meets_benchmark": false
+  },
+  {
+   "name": "twi-12",
+   "speaker_id": 2,
+   "language": "twi",
+   "hours": 3.39,
+   "clips": 3768,
+   "source_speaker": "spk_0087",
+   "codeswitch_uer_avg": 0.6448,
+   "codeswitch_uer_twi_asr": 0.6962,
+   "codeswitch_uer_english_asr": 0.5933,
+   "twi_only_uer": 0.3047,
+   "meets_benchmark": false
+  }
+ ],
+ "tiers": {
+  "codeswitch": [
+   "twi-1",
+   "twi-2",
+   "twi-3",
+   "twi-4",
+   "twi-5",
+   "twi-6",
+   "twi-7",
+   "twi-8"
+  ],
+  "twi_only": [
+   "twi-6",
+   "twi-7",
+   "twi-9",
+   "twi-5",
+   "twi-2",
+   "twi-3",
+   "twi-8",
+   "twi-10",
+   "twi-11",
+   "twi-12"
+  ]
+ },
+ "total_speakers_in_checkpoint": 1555,
+ "benchmark": {
+  "speaker": "spk_0006",
+  "codeswitch_uer_avg": 0.6096,
+  "why": "identified by ear as the reference for mixed text; voices within 0.5 points qualify"
+ },
+ "ranking": "twi-cs-* ranked on 20 held-out code-switched sentences, averaging the Ghana phoneme ASR (Twi frame) and KoelLabs xlsr-english-01 (English spans). twi-* ranked on Twi-only text with the Ghana phoneme ASR, floor 25.9%. Lower is better.",
+ "note": "Twi voices only; no separate English voices. 30 of 207 Twi pseudo-speakers were measured. Use twi-cs-* for text mixing English into Twi and twi-* for pure Twi -- the two rankings disagree sharply, so neither substitutes for the other. spk_0016 is the best code-switch voice yet 21st of 30 on pure Twi, while spk_0165 is 3rd on Twi and poor on code-switch. Training hours predicts neither. Unlisted speakers remain reachable by raw speaker index.",
+ "default": {
+  "codeswitch": "twi-1",
+  "twi_only": "twi-6"
+ }
+}