183 lines
12 KiB
Plaintext
183 lines
12 KiB
Plaintext
[Qwen] qwentts.cpp 5442c2f (2026-05-31)
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ggml_cuda_init: found 1 CUDA devices (Total VRAM: 97247 MiB):
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Device 0: NVIDIA RTX PRO 6000 Blackwell Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97247 MiB
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load_backend: loaded CUDA backend from /mnt/workspace/qwentts.cpp/build/libggml-cuda.so
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ggml_vulkan: Found 1 Vulkan devices:
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ggml_vulkan: 0 = NVIDIA RTX PRO 6000 Blackwell Workstation Edition (NVIDIA) | uma: 0 | fp16: 1 | bf16: 0 | warp size: 32 | shared memory: 49152 | int dot: 1 | matrix cores: NV_coopmat2
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load_backend: loaded Vulkan backend from /mnt/workspace/qwentts.cpp/build/libggml-vulkan.so
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load_backend: loaded CPU backend from /mnt/workspace/qwentts.cpp/build/libggml-cpu-zen4.so
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[Load] Talker backend: Vulkan0 (CPU threads: 16)
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[GGUF] ../models/qwen-talker-1.7b-base-BF16.gguf: 480 tensors, data at offset 5954496
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[WeightCtx] Loaded 316 tensors, 3322.0 MB into backend
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[Talker] Loaded: 28 layers, hidden 2048, heads 16/8, head_dim 128, FFN 6144, RoPE theta 1000000, mrope sections [24,20,20] interleaved=0
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[WeightCtx] Loaded 88 tensors, 334.1 MB into backend
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[CodePredictor] Loaded: 5 layers, hidden 1024, heads 16/8, head_dim 128, FFN 3072, RoPE theta 1000000, 15 acoustic codebooks (vocab 2048 each), mtp_proj linear
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[WeightCtx] Loaded 76 tensors, 34.9 MB into backend
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[SpeakerEncoder] Loaded: enc_dim=2048 sr=24000 mel_dim=128 hidden=512 mfa=1536 asp_attn=128 se=128 scale=8
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[GGUF] ../models/qwen-tokenizer-12hz-BF16.gguf: 398 tensors, data at offset 29760
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[WeightCtx] Loaded 18 tensors, 33.0 MB into backend
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[Quantizer] Loaded: 16 codebooks (1 semantic + 15 acoustic), 2048 entries x 256 dim, hidden 512
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[WeightCtx] Loaded 93 tensors, 58.1 MB into backend
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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, 48.1 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, 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, 48.1 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, 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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[KVCache] Allocated: 28 layers, 8 KV heads, head_dim 128, max_seq_len 4096 -> 896 MB
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[KVCache] Allocated: 5 layers, 8 KV heads, head_dim 128, max_seq_len 16 -> 0 MB
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[Pipeline] Loaded: arch=1b7 variant=base tokenizer=qwen3_tts_tokenizer_12hz codebooks=16 speaker_encoder=loaded speakers=0 fa=on clamp_fp16=off
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[BPE] Loaded from GGUF: 151676 vocab, 151291 merges, eos_id=151643
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[BPE] Registered 5 arch special tokens (total specials=6)
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[WAV] Read buffer: 380672 samples, 22050 Hz, 1 ch, 16 bit
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[Audio-Resample] 22050 Hz -> 24000 Hz, 380672 samples...
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[Audio-Resample] Done: 380672 -> 414337 samples
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[Debug] mel-spk: [1618, 128] first4: -6.330339 -6.170074 -6.011195 -6.243161
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[Debug] mel-hann: [1024] first4: 0.000000 0.000009 0.000038 0.000085
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[Debug] mel-basis: [128, 513] first4: 0.000000 0.033550 0.008569 0.000000
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[Debug] mel-mag: [1618, 513] first4: 0.047604 0.042322 0.042187 0.066630
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[Debug] spk-frontend: [1618, 512] first4: 0.000000 0.099754 0.858150 0.000000
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[Debug] spk-block3: [1618, 512] first4: 1.962623 0.099754 1.239126 0.246363
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[Debug] spk-mfa: [1618, 1536] first4: 0.000000 0.923592 0.609606 0.000000
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[Debug] spk-asp: [1, 3072] first4: 0.067512 0.118912 0.240832 0.344075
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[SpkExtract] Extracted 2048-dim embedding (414337 samples, padded 415105)
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[Debug] audio-input: [412800] first4: -0.000546 -0.001162 -0.000871 0.000340
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[Debug] seanet-out: [430, 512] first4: -0.110593 13.765666 -0.317055 2.981106
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[Debug] enc-transformer-out: [430, 512] first4: 0.536260 3.195749 -0.156796 0.610111
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[Debug] codec-pre-fsq: [215, 512] first4: -3.871765 -7.009766 -0.896362 2.946289
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[Debug] seanet-init: [412800, 64] first4: -0.015825 -0.054180 -0.117431 0.038554
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[Debug] seanet-resnet0: [412800, 64] first4: 0.057569 -0.220647 -0.137337 -0.251168
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[Debug] seanet-stage0: [103200, 128] first4: 0.233175 -0.323887 0.247269 0.205126
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[Debug] seanet-stage1: [20640, 256] first4: -0.363801 0.318033 -0.571584 0.592068
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[Debug] seanet-stage3: [430, 1024] first4: -2.265745 -4.951282 -6.929723 -8.998595
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[Pipeline] ICL ref_codes: 215 frames at 12.5 Hz (412800 audio samples)
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[Prompt] Built: 38 ids, N_text=30, N_instruct=0, T_ctx=225, hidden=2048, lang=english (id=2050), speaker=none (id=-1) ref_spk_emb=yes icl=yes
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[Debug] prompt-ids: [38] first4: 151644.000000 77091.000000 198.000000 80.000000
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[Debug] talker-input-embed: [225, 2048] first4: 0.022157 -0.009049 0.008161 -0.020214
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[Debug] trailing-text-hidden: [1, 2048] first4: -0.005331 0.008751 -0.004225 0.001141
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[Debug] tts-pad-embed: [2048] first4: -0.005331 0.008751 -0.004225 0.001141
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[Debug] spk-emb: [2048] first4: 0.098348 -0.023729 -0.011668 0.006747
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[Debug] ref-codes: [16, 215] first4: 1221.000000 2042.000000 509.000000 1522.000000
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[Debug] talker-hidden-prefill-l0: [225, 2048] first4: -0.461455 -0.069813 0.016136 -0.039145
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[Debug] talker-hidden-prefill-l7: [225, 2048] first4: -1.522913 -0.014861 0.347484 1.775680
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[Debug] talker-hidden-prefill-l14: [225, 2048] first4: -1.294634 0.181983 0.448781 1.742484
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[Debug] talker-hidden-prefill-l21: [225, 2048] first4: -0.769277 0.163230 0.799681 1.111220
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[Debug] talker-hidden-prefill-l27: [225, 2048] first4: 7.051195 -34.399265 -7.070650 28.631254
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[Debug] talker-hidden-prefill-final: [225, 2048] first4: 0.239991 -1.222603 -0.223616 0.888243
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[Debug] talker-logits-prefill: [3072] first4: 0.902484 -7.883992 -6.811989 -10.429354
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[Sample] step=0 c0=27 u=-1.0000000000 subseq=0
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[Sample-CP] g=0 c=1408 u=-1.0000000000 subseq=1
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[Sample-CP] g=1 c=1824 u=-1.0000000000 subseq=2
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[Sample-CP] g=2 c=400 u=-1.0000000000 subseq=3
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[Sample-CP] g=3 c=240 u=-1.0000000000 subseq=4
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[Sample-CP] g=4 c=2010 u=-1.0000000000 subseq=5
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[Sample-CP] g=5 c=196 u=-1.0000000000 subseq=6
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[Sample-CP] g=6 c=1984 u=-1.0000000000 subseq=7
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[Sample-CP] g=7 c=816 u=-1.0000000000 subseq=8
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[Sample-CP] g=8 c=1625 u=-1.0000000000 subseq=9
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[Sample-CP] g=9 c=288 u=-1.0000000000 subseq=10
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[Sample-CP] g=10 c=277 u=-1.0000000000 subseq=11
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[Sample-CP] g=11 c=577 u=-1.0000000000 subseq=12
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[Sample-CP] g=12 c=429 u=-1.0000000000 subseq=13
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[Sample-CP] g=13 c=127 u=-1.0000000000 subseq=14
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[Sample-CP] g=14 c=348 u=-1.0000000000 subseq=15
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[Debug] codes-step0: [16] first4: 27.000000 1408.000000 1824.000000 400.000000
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[Debug] next-emb-step0: [2048] first4: -0.008599 -0.015697 0.093591 0.086640
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[Debug] talker-hidden-step1: [2048] first4: 0.459902 2.305680 -0.151696 0.227036
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[Sample] step=1 c0=1902 u=-1.0000000000 subseq=16
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[Sample-CP] g=0 c=1924 u=-1.0000000000 subseq=17
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[Sample-CP] g=1 c=2025 u=-1.0000000000 subseq=18
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[Sample-CP] g=2 c=324 u=-1.0000000000 subseq=19
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[Sample-CP] g=3 c=1210 u=-1.0000000000 subseq=20
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[Sample-CP] g=4 c=985 u=-1.0000000000 subseq=21
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[Sample-CP] g=5 c=506 u=-1.0000000000 subseq=22
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[Sample-CP] g=6 c=329 u=-1.0000000000 subseq=23
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[Sample-CP] g=7 c=564 u=-1.0000000000 subseq=24
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[Sample-CP] g=8 c=1004 u=-1.0000000000 subseq=25
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[Sample-CP] g=9 c=1702 u=-1.0000000000 subseq=26
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[Sample-CP] g=10 c=437 u=-1.0000000000 subseq=27
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[Sample-CP] g=11 c=729 u=-1.0000000000 subseq=28
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[Sample-CP] g=12 c=1484 u=-1.0000000000 subseq=29
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[Sample-CP] g=13 c=85 u=-1.0000000000 subseq=30
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[Sample-CP] g=14 c=1978 u=-1.0000000000 subseq=31
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[Pipeline] Generated 8 frames
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[Pipeline] Generated 16 frames
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[Pipeline] Generated 24 frames
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[Pipeline] Generated 32 frames
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[Pipeline] Generated 40 frames
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[Pipeline] Generated 48 frames
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[Pipeline] Generated 56 frames
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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: 27.000000 1408.000000 1824.000000 400.000000
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[Debug] output-audio: [122880] first4: -0.001651 -0.002839 -0.002671 -0.001491
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[Perf] PromptBuild 6.6 ms
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[Perf] Prefill 31.8 ms (T_ctx prefill)
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[Perf] TTFA 47.0 ms (first frame codes)
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[Perf] TalkerDecode 236.2 ms (64 frames, 3.69 ms/frame)
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[Perf] CodePredictor 426.7 ms (6.67 ms/frame)
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[Perf] HostCompose 1.3 ms (c0 sample + next emb)
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[Perf] CodecDecode 15.5 ms
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[Perf] Total 719.1 ms (64 frames, 10.38 ms/frame AR, audio 5.12 s, RTF 0.140)
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[WAV] Wrote cpp/clone/clone-cpp.wav: 122880 samples, 24000 Hz, mono S16
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[Pipeline] Wrote 122880 samples (5.12 s) -> cpp/clone/clone-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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[Input] RefAudio: ../examples/freeman.wav
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[Input] RefText: 213 chars: If you go into different cultures, they have different conce...
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[Input] Lang: english Seed: 42 MaxNewTokens: 64
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[Input] Mode: greedy ICL
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[Python] Device: cuda
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[Python] RefWav: 414337 samples 24000 Hz 17.26s
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[Python] SpeakerEmb shape: (2048,) dtype: torch.float32
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[Python] RefCodes shape: (16, 215) (K, T_codec)
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[Python] InputIds shape: (1, 38)
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[Python] RefIds shape: (1, 53)
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[Python] Codes shape: (63, 16) (T_frames, num_code_groups)
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[Python] Audio: 120960 samples 24000 Hz 5.04s -> python/clone/clone-python.wav
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[Quant] BF16 -> ../models/qwen-talker-1.7b-base-BF16.gguf + ../models/qwen-tokenizer-12hz-BF16.gguf
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[GGML] Cmd: ../build/qwen-tts --model ../models/qwen-talker-1.7b-base-BF16.gguf --codec ../models/qwen-tokenizer-12hz-BF16.gguf --seed 42 --ref-wav ../examples/freeman.wav --ref-text ../examples/freeman.txt --lang english --max-new 64 --dump cpp/clone -o cpp/clone/clone-cpp.wav --greedy
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[GGML] Audio: 122880 samples 24000 Hz 5.12s -> cpp/clone/clone-cpp.wav
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[Cossim] PromptIDs exact: 100.00% (38 values)
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[Cossim] RefCodes exact: 76.83% (3440 values)
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[Cossim] Embed cos: 0.962709 max: 1.9437e-01 mean: 1.0689e-02
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[Cossim] TrailingText cos: 1.000000 max: 1.0431e-06 mean: 9.3737e-09
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[Cossim] TTSPadEmbed cos: 1.000000 max: 1.0431e-06 mean: 9.3737e-09
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[Cossim] L0 cos: 0.983221 max: 7.7033e-01 mean: 1.3992e-02
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[Cossim] L7 cos: 0.999989 max: 1.2872e+01 mean: 3.3232e-02
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[Cossim] L14 cos: 0.999964 max: 1.2875e+01 mean: 7.1829e-02
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[Cossim] L21 cos: 0.999531 max: 1.6985e+01 mean: 2.8083e-01
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[Cossim] L27 cos: 0.998207 max: 4.0575e+01 mean: 6.4222e-01
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[Cossim] Final cos: 0.990651 max: 1.5852e+01 mean: 2.0918e-01
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[Cossim] Logits cos: 0.999284 max: 1.1179e+00 mean: 1.3581e-01
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[Cossim] NextEmbStep0 cos: 0.818255 max: 1.4225e-01 mean: 3.0455e-02
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[Cossim] TalkerHiddenStep1 cos: 0.993870 max: 1.7524e+00 mean: 2.3476e-01
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[Cossim] MelHann cos: 1.000000 max: 1.7881e-07 mean: 3.2043e-08
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[Cossim] MelBasis cos: 1.000000 max: 1.7881e-07 mean: 3.9379e-10
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[Cossim] MelMag cos: 1.000000 max: 3.1307e-05 mean: 5.6396e-07
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[Cossim] MelSpk cos: 1.000000 max: 2.5492e-03 mean: 9.3754e-06
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[Cossim] SeanetInit cos: 1.000000 max: 9.1669e-04 mean: 1.6221e-05
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[Cossim] SeanetResnet0 cos: 0.999961 max: 2.1108e-03 mean: 1.6910e-04
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[Cossim] SeanetStage0 cos: 0.999983 max: 4.4128e-02 mean: 7.5091e-04
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[Cossim] SeanetStage1 cos: 0.999862 max: 7.2962e-01 mean: 5.2996e-03
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[Cossim] SeanetStage3 cos: 0.999994 max: 2.1304e+00 mean: 4.7641e-02
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[Cossim] SeanetOut cos: 0.999953 max: 3.4988e-01 mean: 2.0273e-02
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[Cossim] EncTransformer cos: 0.999963 max: 8.5211e-01 mean: 1.0424e-02
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[Cossim] CodecPreFSQ cos: 0.999962 max: 4.6668e-01 mean: 2.2088e-02
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[Cossim] SpkFrontend cos: 0.999997 max: 2.5180e-02 mean: 9.4975e-04
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[Cossim] SpkBlock3 cos: 0.999991 max: 1.0191e-01 mean: 4.1523e-03
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[Cossim] SpkMFA cos: 0.999979 max: 7.0797e-02 mean: 1.0370e-03
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[Cossim] SpkASP cos: 1.000000 max: 2.3381e-03 mean: 1.5046e-04
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[Cossim] SpeakerEmb cos: 1.000000 max: 6.5649e-04 mean: 1.2850e-04
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[Cossim] CodesFull exact: 1.98% (1008 values)
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[Cossim] Audio cos: -0.002162
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[Cossim] WAV stft_cos: 0.263549 samples: 120960
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