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Eval bug: Cannot load Qwen3 ranking models #13820

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@yuhao318

Description

@yuhao318

Name and Version

version: 5493 (79c137f)
built with cc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 for x86_64-linux-gnu

Operating systems

Linux

GGML backends

CPU, CUDA

Hardware

INTEL(R) XEON(R) PLATINUM 8558 + Hopper GPU

Models

Qwen3-Reranking-8B

Problem description & steps to reproduce

I'm trying to convert the Qwen3-Reranking-8B model into the FP16 GGUF format and run it using llama.cpp. However, I encountered some issues when attempting to load the GGUF model with llama-serve.

  1. git clone https://github.com/ggml-org/llama.cpp
  2. cmake -B build && cmake --build build --config Release -j 32
  3. python convert_hf_to_gguf.py Qwen3-Reranking-8B --outfile Qwen3-Reranking-8B-f16.gguf --outtype f16
INFO:hf-to-gguf:Loading model: Qwen3-Reranking-8B
INFO:hf-to-gguf:Model architecture: Qwen3ForCausalLM
INFO:gguf.gguf_writer:gguf: This GGUF file is for Little Endian only
INFO:hf-to-gguf:Exporting model...
INFO:hf-to-gguf:gguf: loading model weight map from 'model.safetensors.index.json'
INFO:hf-to-gguf:gguf: loading model part 'model-00001-of-00005.safetensors'
INFO:hf-to-gguf:token_embd.weight,         torch.bfloat16 --> F16, shape = {4096, 151669}
INFO:hf-to-gguf:blk.0.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.0.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.0.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.0.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.0.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.0.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.0.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.0.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.0.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.0.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.0.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.1.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.1.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.1.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.1.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.1.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.1.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.1.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.1.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.1.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.1.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.1.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.2.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.2.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.2.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.2.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.2.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.2.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.2.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.2.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.2.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.2.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.2.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.3.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.3.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.3.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.3.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.3.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.3.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.3.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.3.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.3.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.3.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.3.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.4.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.4.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.4.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.4.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.4.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.4.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.4.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.4.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.4.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.4.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.4.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.5.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.5.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.5.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.5.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.5.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.5.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.5.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.5.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.5.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.5.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.5.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.6.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.6.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.6.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.6.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.6.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.6.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.6.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.6.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.6.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.6.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.6.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.7.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.7.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.7.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.7.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.7.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.7.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:gguf: loading model part 'model-00002-of-00005.safetensors'
INFO:hf-to-gguf:blk.10.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.10.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.10.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.10.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.10.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.10.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.10.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.10.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.10.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.10.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.10.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.11.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.11.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.11.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.11.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.11.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.11.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.11.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.11.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.11.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.11.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.11.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.12.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.12.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.12.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.12.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.12.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.12.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.12.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.12.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.12.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.12.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.12.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.13.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.13.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.13.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.13.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.13.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.13.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.13.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.13.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.13.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.13.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.13.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.14.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.14.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.14.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.14.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.14.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.14.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.14.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.14.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.14.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.14.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.14.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.15.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.15.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.15.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.15.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.15.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.15.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.15.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.15.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.15.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.15.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.15.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.16.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.16.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.16.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.16.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.16.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.16.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.16.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.16.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.16.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.16.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.16.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.17.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.17.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.17.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.17.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.17.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.17.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.17.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.17.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.7.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.7.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.7.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.7.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.7.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.8.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.8.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.8.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.8.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.8.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.8.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.8.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.8.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.8.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.8.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.8.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.9.attn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.9.ffn_down.weight,     torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.9.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.9.ffn_up.weight,       torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.9.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.9.attn_k_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.9.attn_k.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.9.attn_output.weight,  torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.9.attn_q_norm.weight,  torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.9.attn_q.weight,       torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.9.attn_v.weight,       torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:gguf: loading model part 'model-00003-of-00005.safetensors'
INFO:hf-to-gguf:blk.17.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.17.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.17.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.18.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.18.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.18.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.18.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.18.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.18.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.18.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.18.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.18.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.18.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.18.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.19.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.19.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.19.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.19.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.19.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.19.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.19.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.19.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.19.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.19.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.19.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.20.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.20.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.20.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.20.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.20.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.20.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.20.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.20.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.20.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.20.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.20.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.21.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.21.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.21.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.21.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.21.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.21.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.21.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.21.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.21.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.21.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.21.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.22.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.22.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.22.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.22.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.22.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.22.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.22.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.22.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.22.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.22.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.22.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.23.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.23.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.23.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.23.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.23.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.23.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.23.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.23.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.23.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.23.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.23.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.24.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.24.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.24.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.24.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.24.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.24.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.24.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.24.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.24.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.24.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.24.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.25.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.25.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.25.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.25.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.25.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.25.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.25.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.25.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.25.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.25.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.25.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.26.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.26.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.26.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.26.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.26.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.26.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.26.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.26.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.26.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.26.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.26.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.27.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.27.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.27.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.27.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.27.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.27.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.27.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.27.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.27.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.27.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.27.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.28.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.28.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.28.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.28.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.28.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.28.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:gguf: loading model part 'model-00004-of-00005.safetensors'
INFO:hf-to-gguf:blk.28.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.28.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.28.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.28.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.28.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.29.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.29.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.29.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.29.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.29.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.29.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.29.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.29.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.29.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.29.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.29.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.30.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.30.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.30.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.30.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.30.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.30.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.30.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.30.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.30.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.30.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.30.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.31.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.31.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.31.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.31.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.31.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.31.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.31.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.31.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.31.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.31.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.31.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.32.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.32.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.32.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.32.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.32.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.32.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.32.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.32.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.32.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.32.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.32.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.33.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.33.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.33.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.33.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.33.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.33.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.33.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.33.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.33.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.33.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.33.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.34.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.34.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.34.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.34.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.34.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.34.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.34.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.34.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.34.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.34.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.34.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.35.attn_norm.weight,   torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.35.ffn_down.weight,    torch.bfloat16 --> F16, shape = {12288, 4096}
INFO:hf-to-gguf:blk.35.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.35.ffn_up.weight,      torch.bfloat16 --> F16, shape = {4096, 12288}
INFO:hf-to-gguf:blk.35.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.35.attn_k_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.35.attn_k.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.35.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.35.attn_q_norm.weight, torch.bfloat16 --> F32, shape = {128}
INFO:hf-to-gguf:blk.35.attn_q.weight,      torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.35.attn_v.weight,      torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:output_norm.weight,        torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:gguf: loading model part 'model-00005-of-00005.safetensors'
INFO:hf-to-gguf:output.weight,             torch.bfloat16 --> F16, shape = {4096, 151669}
INFO:hf-to-gguf:Set meta model
INFO:hf-to-gguf:Set model parameters
INFO:hf-to-gguf:gguf: context length = 40960
INFO:hf-to-gguf:gguf: embedding length = 4096
INFO:hf-to-gguf:gguf: feed forward length = 12288
INFO:hf-to-gguf:gguf: head count = 32
INFO:hf-to-gguf:gguf: key-value head count = 8
INFO:hf-to-gguf:gguf: rope theta = 1000000
INFO:hf-to-gguf:gguf: rms norm epsilon = 1e-06
INFO:hf-to-gguf:gguf: file type = 1
INFO:hf-to-gguf:Set model quantization version
INFO:hf-to-gguf:Set model tokenizer
INFO:gguf.vocab:Adding 151387 merge(s).
INFO:gguf.vocab:Setting special token type eos to 151645
INFO:gguf.vocab:Setting special token type pad to 151643
INFO:gguf.vocab:Setting special token type bos to 151643
INFO:gguf.vocab:Setting add_bos_token to False
INFO:gguf.vocab:Setting chat_template to {%- if tools %}
    {{- '<|im_start|>system\n' }}
    {%- if messages[0].role == 'system' %}
        {{- messages[0].content + '\n\n' }}
    {%- endif %}
    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
    {%- for tool in tools %}
        {{- "\n" }}
        {{- tool | tojson }}
    {%- endfor %}
    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
{%- else %}
    {%- if messages[0].role == 'system' %}
        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
    {%- endif %}
{%- endif %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
{%- for message in messages[::-1] %}
    {%- set index = (messages|length - 1) - loop.index0 %}
    {%- if ns.multi_step_tool and message.role == "user" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
        {%- set ns.multi_step_tool = false %}
        {%- set ns.last_query_index = index %}
    {%- endif %}
{%- endfor %}
{%- for message in messages %}
    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
    {%- elif message.role == "assistant" %}
        {%- set content = message.content %}
        {%- set reasoning_content = '' %}
        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}
            {%- set reasoning_content = message.reasoning_content %}
        {%- else %}
            {%- if '</think>' in message.content %}
                {%- set content = message.content.split('</think>')[-1].lstrip('\n') %}
                {%- set reasoning_content = message.content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
            {%- endif %}
        {%- endif %}
        {%- if loop.index0 > ns.last_query_index %}
            {%- if loop.last or (not loop.last and reasoning_content) %}
                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
            {%- else %}
                {{- '<|im_start|>' + message.role + '\n' + content }}
            {%- endif %}
        {%- else %}
            {{- '<|im_start|>' + message.role + '\n' + content }}
        {%- endif %}
        {%- if message.tool_calls %}
            {%- for tool_call in message.tool_calls %}
                {%- if (loop.first and content) or (not loop.first) %}
                    {{- '\n' }}
                {%- endif %}
                {%- if tool_call.function %}
                    {%- set tool_call = tool_call.function %}
                {%- endif %}
                {{- '<tool_call>\n{"name": "' }}
                {{- tool_call.name }}
                {{- '", "arguments": ' }}
                {%- if tool_call.arguments is string %}
                    {{- tool_call.arguments }}
                {%- else %}
                    {{- tool_call.arguments | tojson }}
                {%- endif %}
                {{- '}\n</tool_call>' }}
            {%- endfor %}
        {%- endif %}
        {{- '<|im_end|>\n' }}
    {%- elif message.role == "tool" %}
        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
            {{- '<|im_start|>user' }}
        {%- endif %}
        {{- '\n<tool_response>\n' }}
        {{- message.content }}
        {{- '\n</tool_response>' }}
        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
            {{- '<|im_end|>\n' }}
        {%- endif %}
    {%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
    {{- '<|im_start|>assistant\n' }}
    {%- if enable_thinking is defined and enable_thinking is false %}
        {{- '<think>\n\n</think>\n\n' }}
    {%- endif %}
{%- endif %}
INFO:gguf.gguf_writer:Writing the following files:
INFO:gguf.gguf_writer:Qwen3-Reranking-8B-f16.gguf: n_tensors = 399, total_size = 16.4G
Writing: 100%|███████████████████████████████████████████████████████████████████████████████████████| 16.4G/16.4G [00:40<00:00, 409Mbyte/s]
INFO:hf-to-gguf:Model successfully exported to Qwen3-Reranking-8B-f16.gguf
  1. Then I followed the Readme, but got it wrong:
    ./build/bin/llama-server -m Qwen3-Reranking-8B-f16.gguf --reranking

First Bad Commit

No response

Relevant log output

build: 5493 (79c137f7) with cc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 for x86_64-linux-gnu
system info: n_threads = 96, n_threads_batch = 96, total_threads = 192

system_info: n_threads = 96 (n_threads_batch = 96) / 192 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | AMX_INT8 = 1 | LLAMAFILE = 1 | OPENMP = 1 | AARCH64_REPACK = 1 | 

main: binding port with default address family
main: HTTP server is listening, hostname: 127.0.0.1, port: 8080, http threads: 191
main: loading model
srv    load_model: loading model 'Qwen3-Reranking-8B-f16.gguf'
llama_model_loader: loaded meta data with 27 key-value pairs and 399 tensors from Qwen3-Reranking-8B-f16.gguf (version GGUF V3 (latest))
llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
llama_model_loader: - kv   0:                       general.architecture str              = qwen3
llama_model_loader: - kv   1:                               general.type str              = model
llama_model_loader: - kv   2:                               general.name str              = Qwen3 Reranking 8B
llama_model_loader: - kv   3:                           general.basename str              = Qwen3-Reranking
llama_model_loader: - kv   4:                         general.size_label str              = 8B
llama_model_loader: - kv   5:                          qwen3.block_count u32              = 36
llama_model_loader: - kv   6:                       qwen3.context_length u32              = 40960
llama_model_loader: - kv   7:                     qwen3.embedding_length u32              = 4096
llama_model_loader: - kv   8:                  qwen3.feed_forward_length u32              = 12288
llama_model_loader: - kv   9:                 qwen3.attention.head_count u32              = 32
llama_model_loader: - kv  10:              qwen3.attention.head_count_kv u32              = 8
llama_model_loader: - kv  11:                       qwen3.rope.freq_base f32              = 1000000.000000
llama_model_loader: - kv  12:     qwen3.attention.layer_norm_rms_epsilon f32              = 0.000001
llama_model_loader: - kv  13:                 qwen3.attention.key_length u32              = 128
llama_model_loader: - kv  14:               qwen3.attention.value_length u32              = 128
llama_model_loader: - kv  15:                          general.file_type u32              = 1
llama_model_loader: - kv  16:               general.quantization_version u32              = 2
llama_model_loader: - kv  17:                       tokenizer.ggml.model str              = gpt2
llama_model_loader: - kv  18:                         tokenizer.ggml.pre str              = qwen2
llama_model_loader: - kv  19:                      tokenizer.ggml.tokens arr[str,151669]  = ["!", "\"", "#", "$", "%", "&", "'", ...
llama_model_loader: - kv  20:                  tokenizer.ggml.token_type arr[i32,151669]  = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
llama_model_loader: - kv  21:                      tokenizer.ggml.merges arr[str,151387]  = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
llama_model_loader: - kv  22:                tokenizer.ggml.eos_token_id u32              = 151645
llama_model_loader: - kv  23:            tokenizer.ggml.padding_token_id u32              = 151643
llama_model_loader: - kv  24:                tokenizer.ggml.bos_token_id u32              = 151643
llama_model_loader: - kv  25:               tokenizer.ggml.add_bos_token bool             = false
llama_model_loader: - kv  26:                    tokenizer.chat_template str              = {%- if tools %}\n    {{- '<|im_start|>...
llama_model_loader: - type  f32:  145 tensors
llama_model_loader: - type  f16:  254 tensors
print_info: file format = GGUF V3 (latest)
print_info: file type   = F16
print_info: file size   = 15.25 GiB (16.00 BPW) 
load: special tokens cache size = 26
load: token to piece cache size = 0.9311 MB
print_info: arch             = qwen3
print_info: vocab_only       = 0
print_info: n_ctx_train      = 40960
print_info: n_embd           = 4096
print_info: n_layer          = 36
print_info: n_head           = 32
print_info: n_head_kv        = 8
print_info: n_rot            = 128
print_info: n_swa            = 0
print_info: is_swa_any       = 0
print_info: n_embd_head_k    = 128
print_info: n_embd_head_v    = 128
print_info: n_gqa            = 4
print_info: n_embd_k_gqa     = 1024
print_info: n_embd_v_gqa     = 1024
print_info: f_norm_eps       = 0.0e+00
print_info: f_norm_rms_eps   = 1.0e-06
print_info: f_clamp_kqv      = 0.0e+00
print_info: f_max_alibi_bias = 0.0e+00
print_info: f_logit_scale    = 0.0e+00
print_info: f_attn_scale     = 0.0e+00
print_info: n_ff             = 12288
print_info: n_expert         = 0
print_info: n_expert_used    = 0
print_info: causal attn      = 1
print_info: pooling type     = 0
print_info: rope type        = 2
print_info: rope scaling     = linear
print_info: freq_base_train  = 1000000.0
print_info: freq_scale_train = 1
print_info: n_ctx_orig_yarn  = 40960
print_info: rope_finetuned   = unknown
print_info: ssm_d_conv       = 0
print_info: ssm_d_inner      = 0
print_info: ssm_d_state      = 0
print_info: ssm_dt_rank      = 0
print_info: ssm_dt_b_c_rms   = 0
print_info: model type       = 8B
print_info: model params     = 8.19 B
print_info: general.name     = Qwen3 Reranking 8B
print_info: vocab type       = BPE
print_info: n_vocab          = 151669
print_info: n_merges         = 151387
print_info: BOS token        = 151643 '<|endoftext|>'
print_info: EOS token        = 151645 '<|im_end|>'
print_info: EOT token        = 151645 '<|im_end|>'
print_info: PAD token        = 151643 '<|endoftext|>'
print_info: LF token         = 198 'Ċ'
print_info: FIM PRE token    = 151659 '<|fim_prefix|>'
print_info: FIM SUF token    = 151661 '<|fim_suffix|>'
print_info: FIM MID token    = 151660 '<|fim_middle|>'
print_info: FIM PAD token    = 151662 '<|fim_pad|>'
print_info: FIM REP token    = 151663 '<|repo_name|>'
print_info: FIM SEP token    = 151664 '<|file_sep|>'
print_info: EOG token        = 151643 '<|endoftext|>'
print_info: EOG token        = 151645 '<|im_end|>'
print_info: EOG token        = 151662 '<|fim_pad|>'
print_info: EOG token        = 151663 '<|repo_name|>'
print_info: EOG token        = 151664 '<|file_sep|>'
print_info: max token length = 256
load_tensors: loading model tensors, this can take a while... (mmap = true)
load_tensors:          AMX model buffer size = 13248.00 MiB
load_tensors:   CPU_Mapped model buffer size = 15619.00 MiB
.......................................................................................
common_init_from_params: warning: vocab does not have a  SEP token, reranking will not work
srv    load_model: failed to load model, 'Qwen3-Reranking-8B-f16.gguf'
srv    operator(): operator(): cleaning up before exit...
main: exiting due to model loading error

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