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Publish Kokoro-82M F16/Q8_0 and all 54 official voices

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  1. .gitattributes +1 -35
  2. LICENSE +202 -0
  3. PROVENANCE.md +65 -0
  4. README.md +183 -0
  5. VALIDATION.md +104 -0
  6. kokoro-82m-f16.gguf +3 -0
  7. kokoro-82m-q8_0.gguf +3 -0
  8. manifest.json +287 -0
  9. voices/README.md +35 -0
  10. voices/kokoro-voice-af_alloy.gguf +3 -0
  11. voices/kokoro-voice-af_aoede.gguf +3 -0
  12. voices/kokoro-voice-af_bella.gguf +3 -0
  13. voices/kokoro-voice-af_heart.gguf +3 -0
  14. voices/kokoro-voice-af_jessica.gguf +3 -0
  15. voices/kokoro-voice-af_kore.gguf +3 -0
  16. voices/kokoro-voice-af_nicole.gguf +3 -0
  17. voices/kokoro-voice-af_nova.gguf +3 -0
  18. voices/kokoro-voice-af_river.gguf +3 -0
  19. voices/kokoro-voice-af_sarah.gguf +3 -0
  20. voices/kokoro-voice-af_sky.gguf +3 -0
  21. voices/kokoro-voice-am_adam.gguf +3 -0
  22. voices/kokoro-voice-am_echo.gguf +3 -0
  23. voices/kokoro-voice-am_eric.gguf +3 -0
  24. voices/kokoro-voice-am_fenrir.gguf +3 -0
  25. voices/kokoro-voice-am_liam.gguf +3 -0
  26. voices/kokoro-voice-am_michael.gguf +3 -0
  27. voices/kokoro-voice-am_onyx.gguf +3 -0
  28. voices/kokoro-voice-am_puck.gguf +3 -0
  29. voices/kokoro-voice-am_santa.gguf +3 -0
  30. voices/kokoro-voice-bf_alice.gguf +3 -0
  31. voices/kokoro-voice-bf_emma.gguf +3 -0
  32. voices/kokoro-voice-bf_isabella.gguf +3 -0
  33. voices/kokoro-voice-bf_lily.gguf +3 -0
  34. voices/kokoro-voice-bm_daniel.gguf +3 -0
  35. voices/kokoro-voice-bm_fable.gguf +3 -0
  36. voices/kokoro-voice-bm_george.gguf +3 -0
  37. voices/kokoro-voice-bm_lewis.gguf +3 -0
  38. voices/kokoro-voice-ef_dora.gguf +3 -0
  39. voices/kokoro-voice-em_alex.gguf +3 -0
  40. voices/kokoro-voice-em_santa.gguf +3 -0
  41. voices/kokoro-voice-ff_siwis.gguf +3 -0
  42. voices/kokoro-voice-hf_alpha.gguf +3 -0
  43. voices/kokoro-voice-hf_beta.gguf +3 -0
  44. voices/kokoro-voice-hm_omega.gguf +3 -0
  45. voices/kokoro-voice-hm_psi.gguf +3 -0
  46. voices/kokoro-voice-if_sara.gguf +3 -0
  47. voices/kokoro-voice-im_nicola.gguf +3 -0
  48. voices/kokoro-voice-jf_alpha.gguf +3 -0
  49. voices/kokoro-voice-jf_gongitsune.gguf +3 -0
  50. voices/kokoro-voice-jf_nezumi.gguf +3 -0
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PROVENANCE.md ADDED
@@ -0,0 +1,65 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Provenance and checksums
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+
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+ - Source: <https://huggingface.co/hexgrad/Kokoro-82M>
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+ - Revision: `f3ff3571791e39611d31c381e3a41a3af07b4987`
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+ - Checkpoint SHA256: `496dba118d1a58f5f3db2efc88dbdc216e0483fc89fe6e47ee1f2c53f18ad1e4`
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+ - Converter/runtime: <https://github.com/simonfxr/kokoro.cpp>
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+
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+ | File | Bytes | SHA256 |
9
+ |---|---:|---|
10
+ | `kokoro-82m-f16.gguf` | 163,728,096 | `597926de84f5550e1526ce0abde4e496209d464afc9274d8603d14f3c04d1f67` |
11
+ | `kokoro-82m-q8_0.gguf` | 141,322,752 | `61cc0186b3a761bdc31ba5d83b9228e4a72bf974cc5b94c281a5f450e683d2cc` |
12
+ | `voices/kokoro-voice-af_alloy.gguf` | 522,560 | `6201a548c5cb29862687089a204704b317e77966281c670f4a327379a85014c6` |
13
+ | `voices/kokoro-voice-af_aoede.gguf` | 522,560 | `e8af69ae5eb4a05f55ed4a5916deacc11a694bf9792a7d68948cf7a50b2831a6` |
14
+ | `voices/kokoro-voice-af_bella.gguf` | 522,560 | `63d24d0e5d91cb6cf3bca294a3b8c0b4428aa54ac9b5de42e5ba07f6bd110ea8` |
15
+ | `voices/kokoro-voice-af_heart.gguf` | 522,560 | `c2f44076dfb8f9c098a85d634f6d6b46b038f80e3afdf695ff3b90f6d9ef473f` |
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+ | `voices/kokoro-voice-af_jessica.gguf` | 522,560 | `58001aae46df272fde02bb25766c61271f7b9523d3e95635ac33d5ef5a4e1837` |
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+ | `voices/kokoro-voice-af_kore.gguf` | 522,560 | `bfedbada16a3541f13679988e5a82c20e35d65fb09a967aaf57b23d25e97fc52` |
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+ | `voices/kokoro-voice-af_nicole.gguf` | 522,560 | `04bee67dd22b1eb687e50187c6851db96b6a1ebeee96daf5ec9448427a1bce42` |
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+ | `voices/kokoro-voice-af_nova.gguf` | 522,560 | `bad32b526d3b4ece8b38dc901bbfcfbfa8f54aa03990042bc5054967f7028501` |
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+ | `voices/kokoro-voice-af_river.gguf` | 522,560 | `4728ac1a68ba61bb7385b213c67a6f0914b5713dfb3c8146d698a593ab61e4c9` |
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+ | `voices/kokoro-voice-af_sarah.gguf` | 522,560 | `43cedb17753fd8fae61a1583a81b93a2bf360ccc48c69b9ea2f1a09aa647f0bc` |
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+ | `voices/kokoro-voice-af_sky.gguf` | 522,560 | `6e4938f82892154eb2793644cb679c8198be863009c0e2e19b529a65af0ad9e3` |
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+ | `voices/kokoro-voice-am_adam.gguf` | 522,560 | `4cad76e54f38f2ba97811caa97ed220feb7f0973b0fbfe719e0a8b8ca2561634` |
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+ | `voices/kokoro-voice-am_echo.gguf` | 522,560 | `cf8b334c10d2ded6e45f224bf5d9e1ac49b066a288ec374beaa4283dd80c408b` |
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+ | `voices/kokoro-voice-am_eric.gguf` | 522,560 | `27c1d63ca2e811439aa14c3c2d93d53bacdf5f2df0a4bb88aaf9fbff7eb3a52f` |
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+ | `voices/kokoro-voice-am_fenrir.gguf` | 522,560 | `3983d48599b5e219f581ea4fbc186d9181101d282cd2715d521775ba8a6ba882` |
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+ | `voices/kokoro-voice-am_liam.gguf` | 522,560 | `1dd91a0788afc92cbc822fed6d6ca0e318d96a286312a2167468d805dc73819f` |
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+ | `voices/kokoro-voice-am_michael.gguf` | 522,560 | `a2b71b49dd6320a2e235f8dfd176b197a2f76d5b32c1e3222efb08f117e78335` |
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+ | `voices/kokoro-voice-am_onyx.gguf` | 522,560 | `dd905c10ca5ba4463081e9d0744e1d8a267877a1f143b7cec57baa225e82708c` |
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+ | `voices/kokoro-voice-am_puck.gguf` | 522,560 | `e72ebb9c3599dbff4c3cfa83e5b28708641dbe3e2619bdc0282d8c314437b3ff` |
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+ | `voices/kokoro-voice-am_santa.gguf` | 522,560 | `8fe64822d3e2a47b6b9dd122f3b901557d709e12cf11c2624524131433798417` |
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+ | `voices/kokoro-voice-bf_alice.gguf` | 522,560 | `3aafb603c8c20830e5d3b22588eeffec2a95a2e1899fb3cd768067cd16e93e24` |
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+ | `voices/kokoro-voice-bf_emma.gguf` | 522,560 | `78d519c9bfd34b5e15475169d0757cc77a8a3053d05dce65d3fcb77bf6743448` |
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+ | `voices/kokoro-voice-bf_isabella.gguf` | 522,560 | `aa896efd783a4d5533c9ddb13ab6464a214ccd7a487b30d5e254e0b5b271d035` |
35
+ | `voices/kokoro-voice-bf_lily.gguf` | 522,560 | `63c2085d71741cc39a0f7044c56f81aa5979e58447003d37c685d9ff1835ae03` |
36
+ | `voices/kokoro-voice-bm_daniel.gguf` | 522,560 | `4fdd111e8668ea12f1b5a8f91a217b1e69b877e1f87da88c79d86216154d490b` |
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+ | `voices/kokoro-voice-bm_fable.gguf` | 522,560 | `5d870c3b12412cd5139797966ed17913180f523b79c4bc6c3afed1c5b97ec0c1` |
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+ | `voices/kokoro-voice-bm_george.gguf` | 522,560 | `c72650919593bfeef032b898dfb53ebd192b70ae91081f81697469e6f8914718` |
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+ | `voices/kokoro-voice-bm_lewis.gguf` | 522,560 | `01b151df68b16e8d9bee3ea497b13d9f0fc8ee14c69a3a95e49515837c6cf3c9` |
40
+ | `voices/kokoro-voice-ef_dora.gguf` | 522,560 | `7fa2a87038c41301363e8e7d97bad2260c20da1a786ec22e0ea954d67dc4c412` |
41
+ | `voices/kokoro-voice-em_alex.gguf` | 522,560 | `bf44594da819e77b4575d9912b8d4b2ab73d67a6a2b17031412a826b98db2b6f` |
42
+ | `voices/kokoro-voice-em_santa.gguf` | 522,560 | `08f06a2e88461d8dff40cc090bbafa72e1d2bb5aa156261ac00613abef2a459f` |
43
+ | `voices/kokoro-voice-ff_siwis.gguf` | 522,560 | `ebeb2847f5a56301af4d61fd31e5c568dfc05b4017694784e86eff9b17d08296` |
44
+ | `voices/kokoro-voice-hf_alpha.gguf` | 522,560 | `e1948214324b9af419ab10053caeb303752f4feee6e641d1dae9a04cdcd57036` |
45
+ | `voices/kokoro-voice-hf_beta.gguf` | 522,560 | `5b750bedc1b0766db556cb29d4fa4376c0cd91399841a72110e4a4036288375a` |
46
+ | `voices/kokoro-voice-hm_omega.gguf` | 522,560 | `a9de65ffa67db1e640af89cbdf0b129ad5e603a8099bec01a98bedd31bdbd2cb` |
47
+ | `voices/kokoro-voice-hm_psi.gguf` | 522,560 | `6c750875b70910475f5ec5cc53ef218bfc464ede6065a29fb66ce4d6aeb3252e` |
48
+ | `voices/kokoro-voice-if_sara.gguf` | 522,560 | `cfc7d3a2ab08df1791ea0e4518c66d0191e91376b1ae437adea826d9556b7b70` |
49
+ | `voices/kokoro-voice-im_nicola.gguf` | 522,560 | `c7e862be2d30a4dba1403b9c6959eb10ab051576faea6bfd45accd8982cdfb52` |
50
+ | `voices/kokoro-voice-jf_alpha.gguf` | 522,560 | `482bf66e90ff6f42c0edf30ec4fb7f7d840347d4b76e8c3ea2bb59932c29f441` |
51
+ | `voices/kokoro-voice-jf_gongitsune.gguf` | 522,592 | `d591f7ccfc63ea980634d4e7f9c2066cb12a74c142be952e68872298cf74fc8a` |
52
+ | `voices/kokoro-voice-jf_nezumi.gguf` | 522,560 | `e2ca00ade95793c508b4352598207a2f324b4b90c5a1725939adbc93a80e65b4` |
53
+ | `voices/kokoro-voice-jf_tebukuro.gguf` | 522,560 | `491505fa90aecae4122f1b9576b232c27486f120a4a64cfdf5e624d9a0d8dc64` |
54
+ | `voices/kokoro-voice-jm_kumo.gguf` | 522,560 | `36af9904115efeb8f7bc950dc652ba96208803e89e871a801bad63cd0279c1f6` |
55
+ | `voices/kokoro-voice-pf_dora.gguf` | 522,560 | `a08314e467100dcb995d520ac0ccc52860d3b0484df7be1a51308a26127e72bd` |
56
+ | `voices/kokoro-voice-pm_alex.gguf` | 522,560 | `8fc600cecf187070752ea27751f9e1383a0b05a0dd585848fc0d561d16a45072` |
57
+ | `voices/kokoro-voice-pm_santa.gguf` | 522,560 | `4bddeba8bc0c05a370805af3ab09180a04100306d5ade588b38c127b6e74688e` |
58
+ | `voices/kokoro-voice-zf_xiaobei.gguf` | 522,560 | `9d6ab39cba27274ace22170c47e1c4bafe556d95413fd2fe3b8d5be1f37c2fbb` |
59
+ | `voices/kokoro-voice-zf_xiaoni.gguf` | 522,560 | `bde67c9715cec5cc416546a1eba44e4e04055a7218f9ea61bfd83f9bf0125c11` |
60
+ | `voices/kokoro-voice-zf_xiaoxiao.gguf` | 522,560 | `f9e39176aae25ddd088102d0f37649a1115526f6818b0bd09002bf5dc35d22e5` |
61
+ | `voices/kokoro-voice-zf_xiaoyi.gguf` | 522,560 | `32912eac11cb36d530d403e26b563beebdba2b74f772ffa5920eaf0aa5d45278` |
62
+ | `voices/kokoro-voice-zm_yunjian.gguf` | 522,560 | `cb2e5965f183db685d5895d55d3f924e41398c9934a3464dd869d8c1261feba8` |
63
+ | `voices/kokoro-voice-zm_yunxi.gguf` | 522,560 | `05984ae4f53b22bc3c2d0c08418e67fa2ba3177eb45ccf454c95b4cdac752f22` |
64
+ | `voices/kokoro-voice-zm_yunxia.gguf` | 522,560 | `3bd45f484c54590475dfda4f87d20d7d11645e83bd7f55311c018b0a7f0aeae3` |
65
+ | `voices/kokoro-voice-zm_yunyang.gguf` | 522,560 | `95af161f5da6529abe65cc05d65daa4f84ddbbb5b8695a0edadad7351b13607a` |
README.md ADDED
@@ -0,0 +1,183 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ - es
5
+ - fr
6
+ - hi
7
+ - it
8
+ - ja
9
+ - pt
10
+ - zh
11
+ license: apache-2.0
12
+ library_name: kokoro.cpp
13
+ pipeline_tag: text-to-speech
14
+ base_model: hexgrad/Kokoro-82M
15
+ base_model_relation: quantized
16
+ inference: false
17
+ tags:
18
+ - audio
19
+ - text-to-speech
20
+ - tts
21
+ - kokoro
22
+ - gguf
23
+ - ggml
24
+ - cpp
25
+ - cpu
26
+ - gpu
27
+ - multilingual
28
+ ---
29
+
30
+ # Kokoro-82M for `kokoro.cpp` — F16, Q8_0, and all 54 voices
31
+
32
+ Reproducible GGUF conversions of the official
33
+ [Hexgrad Kokoro-82M v1.0](https://huggingface.co/hexgrad/Kokoro-82M) checkpoint for
34
+ [**`kokoro.cpp`**](https://github.com/simonfxr/kokoro.cpp), a standalone C/C++ runtime powered by GGML.
35
+
36
+ > **What is included:** the reference F16 model, a validated Q8_0 model, and
37
+ > every one of the 54 official v1.0 voice packs across all supported languages.
38
+ > No unofficial or third-party voices are mixed into this repository.
39
+
40
+ ## Files
41
+
42
+ | File | Precision | Size | Notes |
43
+ |---|---:|---:|---|
44
+ | `kokoro-82m-f16.gguf` | F16/F32 | 156.14 MiB | Reference-quality conversion |
45
+ | `kokoro-82m-q8_0.gguf` | Q8_0/F16/F32 | 134.78 MiB | 111 matrix tensors quantized; sensitive/unsupported tensors retained |
46
+ | `voices/kokoro-voice-*.gguf` | F32 | 26.91 MiB total | All 54 official voices; about 510 KiB each |
47
+ | `manifest.json` | — | — | SHA256, size, source revision, and checkpoint provenance |
48
+ | `VALIDATION.md` | — | — | Tensor and fixed-seed audio comparison results |
49
+
50
+ Voice packs remain F32 because they are small and are indexed style embeddings,
51
+ not matrix-multiplication weights. A model file and one voice file are both
52
+ required for synthesis.
53
+
54
+ ## Quick start with `kokoro.cpp`
55
+
56
+ ```bash
57
+ # Download one model and one voice.
58
+ hf download simonfxr/kokoro.cpp-GGUF \
59
+ kokoro-82m-q8_0.gguf \
60
+ voices/kokoro-voice-af_heart.gguf \
61
+ --local-dir models
62
+
63
+ # Build the runtime. See the GitHub README for platform/backend options.
64
+ git clone --recursive https://github.com/simonfxr/kokoro.cpp.git
65
+ cd kokoro.cpp
66
+ cmake -S . -B build -DCMAKE_BUILD_TYPE=Release
67
+ cmake --build build -j
68
+
69
+ # Synthesize 24 kHz mono audio.
70
+ ./build/kokoro-cli \
71
+ -m ../models/kokoro-82m-q8_0.gguf \
72
+ -v ../models/voices/kokoro-voice-af_heart.gguf \
73
+ -l en-us \
74
+ -o output.wav \
75
+ "Hello from Kokoro dot C P P."
76
+ ```
77
+
78
+ GPU execution is available when `kokoro.cpp` is built with a supported Vulkan,
79
+ Metal, or CUDA backend. GGUF is the container format; llama.cpp and whisper.cpp
80
+ do not implement this Kokoro architecture.
81
+
82
+ ## Languages and voices
83
+
84
+ Kokoro reports eight languages. Its pipeline distinguishes American and British
85
+ English, resulting in nine language variants. `kokoro.cpp` takes the espeak-ng
86
+ voice shown in the third column, not Kokoro's one-letter pipeline code.
87
+
88
+ | Language | Kokoro code | `kokoro.cpp -l` | Voices |
89
+ |---|:---:|:---:|---|
90
+ | American English | `a` | `en-us` | 20 |
91
+ | British English | `b` | `en-gb` | 8 |
92
+ | Spanish | `e` | `es` | 3 |
93
+ | French | `f` | `fr-fr` | 1 |
94
+ | Hindi | `h` | `hi` | 4 |
95
+ | Italian | `i` | `it` | 2 |
96
+ | Japanese | `j` | `ja` | 5 |
97
+ | Brazilian Portuguese | `p` | `pt-br` | 3 |
98
+ | Mandarin Chinese | `z` | `cmn` | 8 |
99
+
100
+ See [`voices/README.md`](voices/README.md) for every voice name and ready-to-copy
101
+ commands. The machine-readable mapping is in
102
+ [`voices/languages.json`](voices/languages.json).
103
+
104
+ ## Conversion and provenance
105
+
106
+ - Base model: [`hexgrad/Kokoro-82M`](https://huggingface.co/hexgrad/Kokoro-82M)
107
+ - Pinned source revision: `f3ff3571791e39611d31c381e3a41a3af07b4987`
108
+ - Official checkpoint SHA256: `496dba118d1a58f5f3db2efc88dbdc216e0483fc89fe6e47ee1f2c53f18ad1e4`
109
+ - Runtime and converters: [`simonfxr/kokoro.cpp`](https://github.com/simonfxr/kokoro.cpp)
110
+ - Output checksums: [`manifest.json`](manifest.json)
111
+
112
+ The conversion pipeline fuses PyTorch weight normalization, preserves Kokoro's
113
+ sparse 178-entry IPA vocabulary, maps all 459 runtime tensors, and emits GGUF
114
+ metadata expected by `kokoro.cpp`. Q8_0 quantizes only eligible two-dimensional
115
+ matrix weights whose GGML row width supports 32-element blocks. Convolutional
116
+ kernels remain F16 and rank-one tensors remain F32.
117
+
118
+ Reproduce these files from the official weights:
119
+
120
+ ```bash
121
+ git clone --recursive https://github.com/simonfxr/kokoro.cpp.git
122
+ cd kokoro.cpp
123
+ python3 -m venv .venv-convert
124
+ . .venv-convert/bin/activate
125
+ pip install -r models/requirements-convert.txt
126
+ ./models/convert-original.sh
127
+ ```
128
+
129
+ ## Validation
130
+
131
+ The generated files were checked for tensor names, shapes, dtypes, metadata,
132
+ and source hashes. Both models were loaded by `kokoro.cpp`; F16 and Q8_0 English
133
+ and Q8_0 Spanish synthesis produced valid 24 kHz WAV files.
134
+
135
+ Against the previously published cstr files:
136
+
137
+ - The F16 file has the same size and cosine similarity `0.999999999986` over all
138
+ 81,731,256 dequantized elements.
139
+ - Our Q8_0-versus-F16 relative L2 error is `0.00512913`, essentially matching
140
+ cstr's `0.00512568`.
141
+ - Shared official voices `af_heart`, `ef_dora`, and `ff_siwis` are exactly equal
142
+ element-for-element.
143
+ - Fixed-seed cstr-F16 versus this F16 output has waveform correlation `0.999920`
144
+ and log-spectral distance `0.529 dB`.
145
+
146
+ Full methodology, caveats, and pairwise results are in
147
+ [`VALIDATION.md`](VALIDATION.md). PCM comparisons are phase-sensitive and do not
148
+ replace multilingual listening tests or perceptual metrics.
149
+
150
+ ## Limitations
151
+
152
+ - Maximum input is 510 raw phoneme tokens because the model adds two boundary
153
+ tokens to PL-BERT's 512-position context.
154
+ - Phonemization is provided by espeak-ng in `kokoro.cpp`, while the official
155
+ Python package uses Misaki. Pronunciation can therefore differ.
156
+ - Mandarin tone numbers are not represented in Kokoro's 178-token vocabulary.
157
+ - espeak-ng Japanese kanji coverage is incomplete; pre-phonemized IPA can be
158
+ supplied when needed.
159
+ - Q8_0 is smaller and validated, but F16 remains the reference choice for
160
+ maximum fidelity. Lower-bit quantizations are intentionally not published.
161
+ - Voice availability does not imply identical quality across languages. Consult
162
+ the [official model card](https://huggingface.co/hexgrad/Kokoro-82M) and
163
+ [official voice notes](https://huggingface.co/hexgrad/Kokoro-82M/blob/main/VOICES.md).
164
+
165
+ ## Intended use
166
+
167
+ This repository is for local and embedded text-to-speech inference with
168
+ `kokoro.cpp`, including research, accessibility, applications, and deployment
169
+ permitted by the upstream Apache-2.0 license. Users remain responsible for
170
+ appropriate disclosure, consent, and compliance when publishing synthetic
171
+ speech. Do not use generated audio to impersonate people or facilitate fraud.
172
+
173
+ ## License and attribution
174
+
175
+ The Kokoro-82M weights and official voice packs are Apache-2.0 licensed. The
176
+ GGUF files are numerical conversions of those weights and retain that license.
177
+ `kokoro.cpp` has its own software/dependency licensing details; consult its
178
+ [LICENSE](https://github.com/simonfxr/kokoro.cpp/blob/main/LICENSE) and
179
+ [NOTICE](https://github.com/simonfxr/kokoro.cpp/blob/main/NOTICE) before distributing binaries.
180
+
181
+ Architecture: StyleTTS 2 / ISTFTNet. Original model, training information,
182
+ datasets, acknowledgements, and citations are documented by
183
+ [Hexgrad](https://huggingface.co/hexgrad/Kokoro-82M).
VALIDATION.md ADDED
@@ -0,0 +1,104 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Official conversion validation
2
+
3
+ This report records the July 21, 2026 comparison between GGUF files published
4
+ by `cstr` and files generated directly from pinned
5
+ `hexgrad/Kokoro-82M` revision
6
+ `f3ff3571791e39611d31c381e3a41a3af07b4987`.
7
+
8
+ ## Sizes
9
+
10
+ | Artifact | cstr | Generated here | Difference |
11
+ |---|---:|---:|---:|
12
+ | F16 model | 163,728,096 | 163,728,096 | 0 bytes |
13
+ | Q8_0 model | 141,322,336 | 141,322,752 | +416 bytes |
14
+ | Shared voice pack | 522,560 | 522,560 | 0 bytes |
15
+ | All 54 generated voices | n/a | 28,218,272 | n/a |
16
+
17
+ The 416-byte Q8_0 difference is container metadata/alignment; both files have
18
+ 459 tensors with the same names and the same type counts: 111 Q8_0, 142 F16,
19
+ and 206 F32.
20
+
21
+ Most generated voices are 522,560 bytes; `jf_gongitsune` is 522,592 bytes
22
+ because its longer metadata name changes GGUF alignment. The cstr voice
23
+ repository has three voices that also occur in the official
24
+ Hexgrad v1.0 voice set: `af_heart`, `ef_dora`, and `ff_siwis`. All three
25
+ published `voice.pack` tensors are element-for-element identical to our F32
26
+ conversions (max error and RMSE both zero). Its four `df_*`/`dm_*` voices are
27
+ for the separate German model and have no counterpart in the official v1.0
28
+ voice set.
29
+
30
+ ## Tensor errors
31
+
32
+ Every statistic below is computed after dequantization over all 81,731,256
33
+ model elements.
34
+
35
+ ### cstr versus generated here
36
+
37
+ | Type | Max absolute | RMSE | MAE | Relative L2 | Cosine |
38
+ |---|---:|---:|---:|---:|---:|
39
+ | F16 | 2.89440155e-4 | 3.33034834e-7 | 3.16075518e-9 | 5.34848643e-6 | 0.999999999986 |
40
+ | Q8_0 | 3.76281738e-2 | 1.06066509e-4 | 8.01437548e-6 | 1.70338414e-3 | 0.999998549352 |
41
+
42
+ For F16, 376 of 459 tensors are exact and 83 differ. The largest difference is
43
+ in `pred.N.2.conv2.weight`. The difference is intentional: this repository
44
+ uses PyTorch's actual weight-normalization formula,
45
+ `v * (g / clamp_min(norm, eps))`. The inherited converter used
46
+ `v * clamp_min(g / norm, eps)`, which changes negative learned `weight_g`
47
+ values. The corrected formula was checked directly against
48
+ `torch._weight_norm` (maximum float32 discrepancy 1.49e-8).
49
+
50
+ Q8_0 files are independently quantized, so direct Q8-to-Q8 element differences
51
+ include different rounding decisions. Comparing each Q8 model with its own F16
52
+ baseline is more meaningful:
53
+
54
+ | Pair | Max absolute | RMSE | MAE | Relative L2 |
55
+ |---|---:|---:|---:|---:|
56
+ | cstr Q8_0 versus cstr F16 | 1.91650391e-2 | 3.19161067e-4 | 1.16402241e-4 | 5.12567592e-3 |
57
+ | Our Q8_0 versus our F16 | 1.91955566e-2 | 3.19376048e-4 | 1.16557019e-4 | 5.12912849e-3 |
58
+
59
+ The quantization-error distributions are therefore nearly identical; our
60
+ global RMSE is 0.067% higher in this comparison.
61
+
62
+ ## Fixed-seed audio output
63
+
64
+ The four model files synthesized the same sentence with `af_heart`, CPU, four
65
+ threads, length scale 1.0, and `KOKORO_SEED=42`. All outputs had exactly 61,800
66
+ PCM16 samples (2.575 seconds at 24 kHz).
67
+
68
+ | Reference -> candidate | RMS delta | Relative RMS | Correlation | SNR dB | Spectral convergence | Log-spectral distance dB |
69
+ |---|---:|---:|---:|---:|---:|---:|
70
+ | cstr F16 -> our F16 | 6.2137e-4 | 0.01267 | 0.999920 | 37.94 | 0.00549 | 0.529 |
71
+ | cstr F16 -> cstr Q8_0 | 0.03647 | 0.74362 | 0.72357 | 2.57 | 0.10702 | 3.315 |
72
+ | our F16 -> our Q8_0 | 0.04121 | 0.84010 | 0.64731 | 1.51 | 0.11562 | 3.236 |
73
+ | cstr Q8_0 -> our Q8_0 | 0.03570 | 0.72735 | 0.73548 | 2.77 | 0.10940 | 2.809 |
74
+
75
+ PCM errors are phase-sensitive: small model changes propagate through the
76
+ source generator and can produce large sample-aligned differences despite much
77
+ smaller magnitude-spectrum differences. These statistics validate
78
+ deterministic execution and expose regressions, but do not by themselves prove
79
+ perceptual equivalence. A release-quality evaluation should add several texts
80
+ per language plus STOI/PESQ or human listening and ASR transcript checks.
81
+
82
+ ## Reproducing comparisons
83
+
84
+ Tensor comparison:
85
+
86
+ ```bash
87
+ python3 tools/compare_gguf.py reference.gguf candidate.gguf --top 20
88
+ ```
89
+
90
+ Fixed-seed model output comparison:
91
+
92
+ ```bash
93
+ python3 tools/compare_model_outputs.py \
94
+ --cli build/kokoro-cli \
95
+ --voice models/generated/voices/kokoro-voice-af_heart.gguf \
96
+ --model reference=models/kokoro-82m-f16.gguf \
97
+ --model candidate=models/generated/kokoro-82m-f16.gguf \
98
+ --reference reference \
99
+ --text "The documented Q Eight model works." \
100
+ --seed 42 --output-dir validation/model-output
101
+ ```
102
+
103
+ The output tool preserves every WAV and stderr log and writes `report.json`
104
+ with reference-relative and all pairwise waveform/spectral metrics.
kokoro-82m-f16.gguf ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:597926de84f5550e1526ce0abde4e496209d464afc9274d8603d14f3c04d1f67
3
+ size 163728096
kokoro-82m-q8_0.gguf ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:61cc0186b3a761bdc31ba5d83b9228e4a72bf974cc5b94c281a5f450e683d2cc
3
+ size 141322752
manifest.json ADDED
@@ -0,0 +1,287 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "source": "hexgrad/Kokoro-82M",
3
+ "revision": "f3ff3571791e39611d31c381e3a41a3af07b4987",
4
+ "checkpoint_sha256": "496dba118d1a58f5f3db2efc88dbdc216e0483fc89fe6e47ee1f2c53f18ad1e4",
5
+ "files": [
6
+ {
7
+ "path": "kokoro-82m-f16.gguf",
8
+ "size": 163728096,
9
+ "sha256": "597926de84f5550e1526ce0abde4e496209d464afc9274d8603d14f3c04d1f67"
10
+ },
11
+ {
12
+ "path": "kokoro-82m-q8_0.gguf",
13
+ "size": 141322752,
14
+ "sha256": "61cc0186b3a761bdc31ba5d83b9228e4a72bf974cc5b94c281a5f450e683d2cc"
15
+ },
16
+ {
17
+ "path": "voices/kokoro-voice-af_alloy.gguf",
18
+ "size": 522560,
19
+ "sha256": "6201a548c5cb29862687089a204704b317e77966281c670f4a327379a85014c6"
20
+ },
21
+ {
22
+ "path": "voices/kokoro-voice-af_aoede.gguf",
23
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voices/README.md ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Official Kokoro v1.0 voice packs
2
+
3
+ This directory contains all 54 F32 voice packs from
4
+ [`hexgrad/Kokoro-82M`](https://huggingface.co/hexgrad/Kokoro-82M), converted without
5
+ quantization for [`kokoro.cpp`](https://github.com/simonfxr/kokoro.cpp). Each GGUF declares the
6
+ `kokoro-voice` architecture and contains one `voice.pack` tensor with GGML shape
7
+ `(256, 1, 510)` (source PyTorch shape `(510, 1, 256)`).
8
+
9
+ | Language | Kokoro code | `kokoro.cpp -l` | Voices |
10
+ |---|:---:|:---:|---|
11
+ | American English | `a` | `en-us` | `af_alloy`, `af_aoede`, `af_bella`, `af_heart`, `af_jessica`, `af_kore`, `af_nicole`, `af_nova`, `af_river`, `af_sarah`, `af_sky`, `am_adam`, `am_echo`, `am_eric`, `am_fenrir`, `am_liam`, `am_michael`, `am_onyx`, `am_puck`, `am_santa` |
12
+ | British English | `b` | `en-gb` | `bf_alice`, `bf_emma`, `bf_isabella`, `bf_lily`, `bm_daniel`, `bm_fable`, `bm_george`, `bm_lewis` |
13
+ | Spanish | `e` | `es` | `ef_dora`, `em_alex`, `em_santa` |
14
+ | French | `f` | `fr-fr` | `ff_siwis` |
15
+ | Hindi | `h` | `hi` | `hf_alpha`, `hf_beta`, `hm_omega`, `hm_psi` |
16
+ | Italian | `i` | `it` | `if_sara`, `im_nicola` |
17
+ | Japanese | `j` | `ja` | `jf_alpha`, `jf_gongitsune`, `jf_nezumi`, `jf_tebukuro`, `jm_kumo` |
18
+ | Brazilian Portuguese | `p` | `pt-br` | `pf_dora`, `pm_alex`, `pm_santa` |
19
+ | Mandarin Chinese | `z` | `cmn` | `zf_xiaobei`, `zf_xiaoni`, `zf_xiaoxiao`, `zf_xiaoyi`, `zm_yunjian`, `zm_yunxi`, `zm_yunxia`, `zm_yunyang` |
20
+
21
+ ## Download and use a voice
22
+
23
+ ```bash
24
+ hf download simonfxr/kokoro.cpp-GGUF voices/kokoro-voice-ef_dora.gguf --local-dir models
25
+
26
+ ./build/kokoro-cli \
27
+ -m models/kokoro-82m-q8_0.gguf \
28
+ -v models/voices/kokoro-voice-ef_dora.gguf \
29
+ -l es \
30
+ "Hola, esta es una prueba en español."
31
+ ```
32
+
33
+ Keep the voice and `-l` language consistent. The first letter of each official
34
+ voice name is Kokoro's language code; the second is `f` or `m` for the voice's
35
+ published presentation.
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voices/kokoro-voice-am_fenrir.gguf ADDED
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