[Qwen] qwentts.cpp 9a9a425 (2026-07-30)
ggml_cuda_init: found 1 CUDA devices (Total VRAM: 97247 MiB):
  Device 0: NVIDIA RTX PRO 6000 Blackwell Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97247 MiB
load_backend: loaded CUDA backend from /mnt/workspace/git/qwentts.cpp/build/libggml-cuda.so
ggml_vulkan: Found 1 Vulkan devices:
ggml_vulkan: 0 = NVIDIA RTX PRO 6000 Blackwell Workstation Edition (NVIDIA) | uma: 0 | fp16: 1 | bf16: 0 | fp4: 0 | warp size: 32 | shared memory: 49152 | int dot: 1 | matrix cores: NV_coopmat2
load_backend: loaded Vulkan backend from /mnt/workspace/git/qwentts.cpp/build/libggml-vulkan.so
load_backend: loaded CPU backend from /mnt/workspace/git/qwentts.cpp/build/libggml-cpu-zen4.so
[Load] Talker backend: CPU (CPU threads: 16)
[GGUF] ../models/qwen-talker-1.7b-base-Q4_K_M.gguf: 480 tensors, data at offset 5954496
[WeightCtx] Loaded 316 tensors, 1012.7 MB into backend
[Talker] Loaded: 28 layers, hidden 2048, heads 16/8, head_dim 128, FFN 6144, RoPE theta 1000000, mrope sections [24,20,20] interleaved=0
[WeightCtx] Loaded 88 tensors, 109.5 MB into backend
[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
[GGUF] ../models/qwen-tokenizer-12hz-Q4_K_M.gguf: 398 tensors, data at offset 29760
[WeightCtx] Loaded 18 tensors, 33.0 MB into backend
[Quantizer] Loaded: 16 codebooks (1 semantic + 15 acoustic), 2048 entries x 256 dim, hidden 512
[WeightCtx] Loaded 93 tensors, 16.4 MB into backend
[Transformer] Loaded: 8 layers, hidden 512, heads 16/16, head_dim 64, FFN 1024, RoPE theta 10000, sliding window 72
[WeightCtx] Loaded 22 tensors, 25.1 MB into backend
[Upsample] Loaded: 2 blocks (2x ratio per block), channels 1024, dwconv kernel 7
[WeightCtx] Loaded 118 tensors, 142.9 MB into backend
[DAC] Loaded: 4 blocks (strides 8/5/4/3), 24 kHz mono out, weights 142.9 MB
[WeightCtx] Loaded 2 tensors, 3.0 MB into backend
[Pipeline] Ready: hop 1920 samples @ 24000 Hz mono, 16 codebooks @ 12.5 Hz
[KVCache] Allocated: 28 layers, 8 KV heads, head_dim 128, max_seq_len 4096, 1 sets -> 896 MB
[KVCache] Allocated: 5 layers, 8 KV heads, head_dim 128, max_seq_len 16, 1 sets -> 0 MB
[Pipeline] Loaded: arch=1b7 variant=base tokenizer=qwen3_tts_tokenizer_12hz codebooks=16 speaker_encoder=deferred speakers=0 fa=off clamp_fp16=off max_batch=1
[BPE] Loaded from GGUF: 151676 vocab, 151291 merges, eos_id=151643
[BPE] Registered 5 arch special tokens (total specials=6)
[WAV] Read buffer: 380672 samples, 22050 Hz, 1 ch, 16 bit
[Audio-Resample] 22050 Hz -> 24000 Hz, 380672 samples...
[Audio-Resample] Done: 380672 -> 414337 samples
[WeightCtx] Loaded 76 tensors, 34.9 MB into backend
[SpeakerEncoder] Loaded: enc_dim=2048 sr=24000 mel_dim=128 hidden=512 mfa=1536 asp_attn=128 se=128 scale=8
[Pipeline] Speaker encoder lazy loaded in 3 ms
[Debug] mel-spk: [1618, 128] first4: -6.330339 -6.170074 -6.011195 -6.243161
[Debug] mel-hann: [1024] first4: 0.000000 0.000009 0.000038 0.000085
[Debug] mel-basis: [128, 513] first4: 0.000000 0.033550 0.008569 0.000000
[Debug] mel-mag: [1618, 513] first4: 0.047604 0.042322 0.042187 0.066630
[Debug] spk-frontend: [1618, 512] first4: 0.000000 0.098112 0.854719 0.000000
[Debug] spk-block3: [1618, 512] first4: 1.956183 0.098112 1.233075 0.246215
[Debug] spk-mfa: [1618, 1536] first4: 0.000000 0.922732 0.615171 0.000000
[Debug] spk-asp: [1, 3072] first4: 0.067754 0.119138 0.240900 0.344101
[SpkExtract] Extracted 2048-dim embedding (414337 samples, padded 415105)
[WeightCtx] Loaded 28 tensors, 24.1 MB into backend
[SEANet] Loaded: 4 stages (ratios 4/5/6/8), 64 -> 512 channels, weights 24.1 MB
[WeightCtx] Loaded 96 tensors, 13.6 MB into backend
[EncTransformer] Loaded: 8 layers, hidden 512, heads 8/8, head_dim 64, FFN 2048, RoPE theta 10000
[WeightCtx] Loaded 1 tensors, 2.0 MB into backend
[EncDownsample] Loaded: k=4 stride=2, 512 -> 512 channels, weights 2.0 MB
[WeightCtx] Loaded 20 tensors, 34.0 MB into backend
[EncQuantizer] Loaded: 16 codebooks (1 semantic + 15 acoustic), 2048 entries x 256 dim, hidden 512, weights 34.0 MB
[Pipeline] Codec encoder lazy loaded in 7 ms
[Debug] audio-input: [412800] first4: -0.000546 -0.001162 -0.000871 0.000340
[Debug] seanet-out: [430, 512] first4: -0.120292 13.742489 -0.348104 3.009387
[Debug] enc-transformer-out: [430, 512] first4: 0.867046 3.016766 0.059672 0.395116
[Debug] codec-pre-fsq: [215, 512] first4: -1.983214 -7.035533 -2.228207 2.551106
[Debug] seanet-init: [412800, 64] first4: -0.015825 -0.054180 -0.117431 0.038554
[Debug] seanet-resnet0: [412800, 64] first4: 0.057635 -0.220722 -0.137297 -0.251265
[Debug] seanet-stage0: [103200, 128] first4: 0.233614 -0.324178 0.246648 0.204675
[Debug] seanet-stage1: [20640, 256] first4: -0.363436 0.316413 -0.575420 0.576034
[Debug] seanet-stage3: [430, 1024] first4: -2.315332 -4.954537 -7.026399 -8.983903
[Pipeline] ICL ref_codes: 215 frames at 12.5 Hz (412800 audio samples)
[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
[Debug] prompt-ids: [38] first4: 151644.000000 77091.000000 198.000000 80.000000
[Debug] talker-input-embed: [225, 2048] first4: 0.021947 -0.009189 0.008398 -0.020109
[Debug] trailing-text-hidden: [1, 2048] first4: -0.005240 0.008931 -0.004543 0.000682
[Debug] tts-pad-embed: [2048] first4: -0.005240 0.008931 -0.004543 0.000682
[Debug] spk-emb: [2048] first4: 0.098343 -0.023770 -0.011812 0.006754
[Debug] ref-codes: [16, 215] first4: 1221.000000 2042.000000 696.000000 1522.000000
[Debug] talker-hidden-prefill-l0: [225, 2048] first4: -0.439808 -0.066686 0.001274 0.017172
[Debug] talker-hidden-prefill-l7: [225, 2048] first4: -8.863868 0.791630 0.486778 0.189375
[Debug] talker-hidden-prefill-l14: [225, 2048] first4: -8.775027 1.089327 0.586856 0.256589
[Debug] talker-hidden-prefill-l21: [225, 2048] first4: -8.708588 1.644478 1.087476 -0.519538
[Debug] talker-hidden-prefill-l27: [225, 2048] first4: 4.580647 -33.465454 -6.676281 23.526917
[Debug] talker-hidden-prefill-final: [225, 2048] first4: 0.155397 -1.185542 -0.210456 0.727513
[Debug] talker-logits-prefill: [3072] first4: -0.397744 -4.641821 -7.453447 -10.679588
[Batch] Admit slot=0 T_ctx=225 prefill=412.8 ms build=3.3 ms (stall for 0 active slots)
[Sample] step=0 c0=27 u=-1.0000000000 subseq=0
[Debug] codes-step0: [16] first4: 27.000000 1408.000000 1824.000000 417.000000
[Debug] next-emb-step0: [2048] first4: 0.035528 0.008631 -0.031989 0.034729
[Debug] talker-hidden-step1: [2048] first4: 0.529886 2.483560 0.540937 0.745365
[Sample] step=1 c0=1902 u=-1.0000000000 subseq=16
[Pipeline] Generated 8 frames (slot 0)
[Pipeline] Generated 16 frames (slot 0)
[Pipeline] Generated 24 frames (slot 0)
[Pipeline] Generated 32 frames (slot 0)
[Pipeline] Generated 40 frames (slot 0)
[Pipeline] Generated 48 frames (slot 0)
[Pipeline] Generated 56 frames (slot 0)
[Pipeline] Generated 64 frames (slot 0)
[Pipeline] Generation done : 64 frames
[Debug] codes-full: [64, 16] first4: 27.000000 1408.000000 1824.000000 417.000000
[Debug] output-audio: [122880] first4: -0.000340 -0.000466 -0.001126 -0.000988
[Perf] PromptBuild 3.3 ms
[Perf] Prefill 412.8 ms (T_ctx prefill)
[Perf] TTFA 1490.2 ms (first frame codes)
[Perf] TalkerDecode 938.1 ms (64 frames, 14.66 ms/frame)
[Perf] CodePredictor 441.2 ms (6.89 ms/frame)
[Perf] HostCompose 0.1 ms (c0 sample + next emb)
[Perf] CodecDecode 2230.9 ms
[Perf] Total 5102.6 ms (64 frames, 21.55 ms/frame AR, audio 5.12 s, RTF 0.997)
[WAV] Wrote cpp/clone/clone-cpp.wav: 122880 samples, 24000 Hz, mono S16
[Pipeline] Wrote 122880 samples (5.12 s) -> cpp/clone/clone-cpp.wav
[Input] Prompt: 100 chars: qwentts.cpp is a minimal C++17 and GGML port of Qwen3-TTS fo...
[Input] RefAudio: ../examples/freeman.wav
[Input] RefText: 213 chars: If you go into different cultures, they have different conce...
[Input] Lang: english Seed: 42 MaxNewTokens: 64
[Input] Mode: greedy ICL
[Python] Device: cuda
[Python] RefWav: 414337 samples 24000 Hz 17.26s
[Python] SpeakerEmb shape: (2048,) dtype: torch.float32
[Python] RefCodes shape: (16, 215) (K, T_codec)
[Python] InputIds shape: (1, 38)
[Python] RefIds shape: (1, 53)
[Python] Codes shape: (63, 16) (T_frames, num_code_groups)
[Python] Audio: 120960 samples 24000 Hz 5.04s -> python/clone/clone-python.wav
[Quant] Q4_K_M -> ../models/qwen-talker-1.7b-base-Q4_K_M.gguf + ../models/qwen-tokenizer-12hz-Q4_K_M.gguf
[GGML] Cmd: ../build/qwen-tts --model ../models/qwen-talker-1.7b-base-Q4_K_M.gguf --codec ../models/qwen-tokenizer-12hz-Q4_K_M.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
[GGML] Audio: 122880 samples 24000 Hz 5.12s -> cpp/clone/clone-cpp.wav
[Cossim] PromptIDs exact: 100.00% (38 values)
[Cossim] RefCodes exact: 53.08% (3440 values)
[Cossim] Embed cos: 0.922423 max: 2.2237e-01 mean: 2.1115e-02
[Cossim] TrailingText cos: 0.999962 max: 1.8994e-03 mean: 2.5071e-04
[Cossim] TTSPadEmbed cos: 0.999962 max: 1.8994e-03 mean: 2.5071e-04
[Cossim] L0 cos: 0.963438 max: 1.1006e+00 mean: 2.7581e-02
[Cossim] L7 cos: 0.997432 max: 3.4743e+01 mean: 1.6241e-01
[Cossim] L14 cos: 0.997360 max: 3.4833e+01 mean: 2.4561e-01
[Cossim] L21 cos: 0.995871 max: 3.7418e+01 mean: 7.7468e-01
[Cossim] L27 cos: 0.944652 max: 2.1706e+03 mean: 2.0094e+00
[Cossim] Final cos: 0.954129 max: 6.0720e+01 mean: 5.5397e-01
[Cossim] Logits cos: 0.989332 max: 3.5730e+00 mean: 5.7743e-01
[Cossim] NextEmbStep0 cos: 0.835192 max: 1.4636e-01 mean: 2.9644e-02
[Cossim] TalkerHiddenStep1 cos: 0.955398 max: 4.9009e+00 mean: 6.4500e-01
[Cossim] MelHann cos: 1.000000 max: 1.7881e-07 mean: 3.2043e-08
[Cossim] MelBasis cos: 1.000000 max: 1.7881e-07 mean: 3.9379e-10
[Cossim] MelMag cos: 1.000000 max: 3.1307e-05 mean: 5.6396e-07
[Cossim] MelSpk cos: 1.000000 max: 2.5492e-03 mean: 9.3754e-06
[Cossim] SeanetInit cos: 1.000000 max: 2.2967e-04 mean: 2.9508e-06
[Cossim] SeanetResnet0 cos: 0.999998 max: 1.1875e-03 mean: 3.0708e-05
[Cossim] SeanetStage0 cos: 0.999998 max: 3.7565e-02 mean: 1.9554e-04
[Cossim] SeanetStage1 cos: 0.999976 max: 6.9249e-01 mean: 1.4980e-03
[Cossim] SeanetStage3 cos: 1.000000 max: 5.3660e-01 mean: 9.7786e-03
[Cossim] SeanetOut cos: 0.999998 max: 8.9135e-02 mean: 4.0736e-03
[Cossim] EncTransformer cos: 0.992676 max: 3.8309e+00 mean: 1.6672e-01
[Cossim] CodecPreFSQ cos: 0.996176 max: 2.1645e+00 mean: 2.4283e-01
[Cossim] SpkFrontend cos: 1.000000 max: 2.6605e-03 mean: 1.1964e-04
[Cossim] SpkBlock3 cos: 1.000000 max: 1.3163e-02 mean: 5.3422e-04
[Cossim] SpkMFA cos: 1.000000 max: 9.8418e-03 mean: 1.3212e-04
[Cossim] SpkASP cos: 1.000000 max: 2.6596e-04 mean: 2.3921e-05
[Cossim] SpeakerEmb cos: 1.000000 max: 2.3174e-04 mean: 1.6094e-05
[Cossim] CodesFull exact: 1.29% (1008 values)
[Cossim] Audio cos: -0.017629
[Cossim] WAV stft_cos: 0.176947 samples: 120960
[GGML] Cmd: ../build/qwen-tts --model ../models/qwen-talker-1.7b-base-Q4_K_M.gguf --codec ../models/qwen-tokenizer-12hz-Q4_K_M.gguf --seed 42 --ref-wav ../examples/freeman.wav --ref-text ../examples/freeman.txt --lang english --max-new 64 --dump cpp/clone-fused -o - --greedy --codec-fused
[Perf Fused] PromptBuild 2.8 ms
[Perf Fused] Prefill 435.3 ms (T_ctx prefill)
[Perf Fused] TTFA 4974.7 ms (first frame codes)
[Perf Fused] TalkerDecode 999.3 ms (64 frames, 15.61 ms/frame)
[Perf Fused] CodePredictor 1991.8 ms (31.12 ms/frame)
[Perf Fused] HostCompose 0.1 ms (c0 sample + next emb)
[Perf Fused] CodecDecode 3364.7 ms
[Perf Fused] Total 7934.7 ms (64 frames, 46.74 ms/frame AR, audio 5.12 s, RTF 1.550)
[Cossim] CodesFullFused exact: 100.00% (1024 values)