tests logs
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@@ -18,15 +18,15 @@ load_backend: loaded CPU backend from /mnt/workspace/qwentts.cpp/build/libggml-c
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[Transformer] Loaded: 8 layers, hidden 512, heads 16/16, head_dim 64, FFN 1024, RoPE theta 10000, sliding window 72
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[WeightCtx] Loaded 22 tensors, 80.1 MB into backend
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[Upsample] Loaded: 2 blocks (2x ratio per block), channels 1024, dwconv kernel 7
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[WeightCtx] Loaded 118 tensors, 199.8 MB into backend
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[DAC] Loaded: 4 blocks (strides 8/5/4/3), 24 kHz mono out, weights 199.8 MB
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[WeightCtx] Loaded 2 tensors, 6.0 MB into backend
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[WeightCtx] Loaded 28 tensors, 48.2 MB into backend
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[SEANet] Loaded: 4 stages (ratios 4/5/6/8), 64 -> 512 channels, weights 48.2 MB
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[WeightCtx] Loaded 118 tensors, 142.9 MB into backend
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[DAC] Loaded: 4 blocks (strides 8/5/4/3), 24 kHz mono out, weights 142.9 MB
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[WeightCtx] Loaded 2 tensors, 3.0 MB into backend
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[WeightCtx] Loaded 28 tensors, 24.1 MB into backend
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[SEANet] Loaded: 4 stages (ratios 4/5/6/8), 64 -> 512 channels, weights 24.1 MB
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[WeightCtx] Loaded 96 tensors, 96.1 MB into backend
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[EncTransformer] Loaded: 8 layers, hidden 512, heads 8/8, head_dim 64, FFN 2048, RoPE theta 10000
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[WeightCtx] Loaded 1 tensors, 4.0 MB into backend
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[EncDownsample] Loaded: k=4 stride=2, 512 -> 512 channels, weights 4.0 MB
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[WeightCtx] Loaded 1 tensors, 2.0 MB into backend
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[EncDownsample] Loaded: k=4 stride=2, 512 -> 512 channels, weights 2.0 MB
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[WeightCtx] Loaded 20 tensors, 34.0 MB into backend
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[EncQuantizer] Loaded: 16 codebooks (1 semantic + 15 acoustic), 2048 entries x 256 dim, hidden 512, weights 34.0 MB
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[Pipeline] Ready: hop 1920 samples @ 24000 Hz mono, 16 codebooks @ 12.5 Hz
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@@ -40,13 +40,13 @@ load_backend: loaded CPU backend from /mnt/workspace/qwentts.cpp/build/libggml-c
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[Debug] talker-input-embed: [41, 2048] first4: 0.021550 -0.009399 0.007126 -0.019719
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[Debug] trailing-text-hidden: [1, 2048] first4: -0.003715 0.008406 -0.005009 -0.000409
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[Debug] tts-pad-embed: [2048] first4: -0.003715 0.008406 -0.005009 -0.000409
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[Debug] talker-hidden-prefill-l0: [41, 2048] first4: -0.383106 -0.060893 0.002297 -0.013863
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[Debug] talker-hidden-prefill-l7: [41, 2048] first4: -1.343934 0.253801 1.586739 2.194738
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[Debug] talker-hidden-prefill-l14: [41, 2048] first4: -1.103492 0.416971 1.686401 2.140801
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[Debug] talker-hidden-prefill-l21: [41, 2048] first4: -0.674541 0.324558 2.041308 1.586615
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[Debug] talker-hidden-prefill-l27: [41, 2048] first4: -0.924734 -24.438322 -2.204347 26.094097
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[Debug] talker-hidden-prefill-final: [41, 2048] first4: -0.028519 -0.787022 -0.063169 0.733522
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[Debug] talker-logits-prefill: [3072] first4: -0.712860 -8.073814 -2.787057 -5.005689
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[Debug] talker-hidden-prefill-l0: [41, 2048] first4: -0.383101 -0.060891 0.002305 -0.013872
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[Debug] talker-hidden-prefill-l7: [41, 2048] first4: -1.343905 0.253641 1.586693 2.194888
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[Debug] talker-hidden-prefill-l14: [41, 2048] first4: -1.103505 0.416739 1.686352 2.140942
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[Debug] talker-hidden-prefill-l21: [41, 2048] first4: -0.674517 0.324479 2.041196 1.586640
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[Debug] talker-hidden-prefill-l27: [41, 2048] first4: -0.925121 -24.436701 -2.204262 26.093637
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[Debug] talker-hidden-prefill-final: [41, 2048] first4: -0.028531 -0.786979 -0.063167 0.733517
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[Debug] talker-logits-prefill: [3072] first4: -0.705178 -8.074849 -2.788742 -5.008213
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[Sample] step=0 c0=1995 u=-1.0000000000 subseq=0
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[Sample-CP] g=0 c=1159 u=-1.0000000000 subseq=1
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[Sample-CP] g=1 c=355 u=-1.0000000000 subseq=2
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@@ -65,7 +65,7 @@ load_backend: loaded CPU backend from /mnt/workspace/qwentts.cpp/build/libggml-c
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[Sample-CP] g=14 c=901 u=-1.0000000000 subseq=15
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[Debug] codes-step0: [16] first4: 1995.000000 1159.000000 355.000000 22.000000
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[Debug] next-emb-step0: [2048] first4: -0.039671 -0.032533 -0.000920 0.180072
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[Debug] talker-hidden-step1: [2048] first4: 0.528143 -1.855237 3.012431 -1.174793
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[Debug] talker-hidden-step1: [2048] first4: 0.533395 -1.854379 3.011211 -1.176704
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[Sample] step=1 c0=259 u=-1.0000000000 subseq=16
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[Sample-CP] g=0 c=259 u=-1.0000000000 subseq=17
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[Sample-CP] g=1 c=1160 u=-1.0000000000 subseq=18
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@@ -92,7 +92,7 @@ load_backend: loaded CPU backend from /mnt/workspace/qwentts.cpp/build/libggml-c
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[Pipeline] Generated 64 frames
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[Pipeline] Generation done : 64 frames
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[Debug] codes-full: [64, 16] first4: 1995.000000 1159.000000 355.000000 22.000000
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[Debug] output-audio: [122880] first4: 0.000015 0.000017 0.000015 0.000017
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[Debug] output-audio: [122880] first4: 0.000015 0.000017 0.000014 0.000016
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[WAV] Wrote cpp/customvoice/customvoice-cpp.wav: 122880 samples, 24000 Hz, mono S16
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[Pipeline] Wrote 122880 samples (5.12 s) -> cpp/customvoice/customvoice-cpp.wav
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[Input] Prompt: 100 chars: qwentts.cpp is a minimal C++17 and GGML port of Qwen3-TTS fo...
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@@ -110,15 +110,15 @@ load_backend: loaded CPU backend from /mnt/workspace/qwentts.cpp/build/libggml-c
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[Cossim] Embed cos: 1.000000 max: 1.9073e-06 mean: 1.8764e-08
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[Cossim] TrailingText cos: 1.000000 max: 1.3709e-06 mean: 9.3658e-09
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[Cossim] TTSPadEmbed cos: 1.000000 max: 1.3709e-06 mean: 9.3658e-09
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[Cossim] L0 cos: 1.000000 max: 3.0518e-05 mean: 7.9042e-08
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[Cossim] L7 cos: 1.000000 max: 4.8828e-04 mean: 4.0060e-07
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[Cossim] L14 cos: 1.000000 max: 4.8828e-04 mean: 1.0316e-06
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[Cossim] L21 cos: 1.000000 max: 4.8828e-04 mean: 3.9015e-06
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[Cossim] L27 cos: 1.000000 max: 3.9062e-03 mean: 1.6371e-05
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[Cossim] Final cos: 1.000000 max: 1.7715e-04 mean: 1.2082e-06
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[Cossim] Logits cos: 1.000000 max: 1.2875e-05 mean: 2.3994e-06
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[Cossim] L0 cos: 1.000000 max: 1.1292e-03 mean: 2.0020e-05
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[Cossim] L7 cos: 1.000000 max: 1.4209e-01 mean: 1.6547e-04
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[Cossim] L14 cos: 1.000000 max: 1.4233e-01 mean: 4.6968e-04
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[Cossim] L21 cos: 1.000000 max: 1.4513e-01 mean: 1.6701e-03
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[Cossim] L27 cos: 1.000000 max: 3.2617e+00 mean: 6.8250e-03
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[Cossim] Final cos: 1.000000 max: 2.8135e-02 mean: 5.1405e-04
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[Cossim] Logits cos: 1.000000 max: 1.2022e-02 mean: 2.0501e-03
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[Cossim] NextEmbStep0 cos: 1.000000 max: 1.3709e-06 mean: 9.5057e-09
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[Cossim] TalkerHiddenStep1 cos: 1.000000 max: 3.0518e-05 mean: 2.1401e-06
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[Cossim] CodesFull exact: 100.00% (1008 values)
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[Cossim] Audio cos: 0.999999
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[Cossim] WAV stft_cos: 1.000000 samples: 120960
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[Cossim] TalkerHiddenStep1 cos: 0.999999 max: 1.5196e-02 mean: 2.0715e-03
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[Cossim] CodesFull exact: 58.63% (1008 values)
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[Cossim] Audio cos: 0.564482
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[Cossim] WAV stft_cos: 0.705637 samples: 120960
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