通过llama.cpp转换的gguf，未量化，测试效果感觉并不咋地

```
$ python llama.cpp/convert-hf-to-gguf.py models/huggingface/llm/Qwen/Qwen2-1.5B-Instruct --outfile models/GGUF-ALL/Qwen2-1.5B-Instruct.gguf
^[[AINFO:hf-to-gguf:Loading model: Qwen2-1.5B-Instruct
INFO:gguf.gguf_writer:gguf: This GGUF file is for Little Endian only
INFO:hf-to-gguf:Set model parameters
INFO:hf-to-gguf:gguf: context length = 32768
INFO:hf-to-gguf:gguf: embedding length = 1536
INFO:hf-to-gguf:gguf: feed forward length = 8960
INFO:hf-to-gguf:gguf: head count = 12
INFO:hf-to-gguf:gguf: key-value head count = 2
INFO:hf-to-gguf:gguf: rope theta = 1000000.0
INFO:hf-to-gguf:gguf: rms norm epsilon = 1e-06
INFO:hf-to-gguf:gguf: file type = 1
INFO:hf-to-gguf:Set model tokenizer
Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
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 chat_template to {% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
You are a helpful assistant.<|im_end|>
' }}{% endif %}{{'<|im_start|>' + message['role'] + '
' + message['content'] + '<|im_end|>' + '
'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
' }}{% endif %}
INFO:hf-to-gguf:Exporting model to 'models/GGUF-ALL/Qwen2-1.5B-Instruct.gguf'
INFO:hf-to-gguf:gguf: loading model part 'model.safetensors'
INFO:hf-to-gguf:token_embd.weight,         torch.bfloat16 --> F16, shape = {1536, 151936}
INFO:hf-to-gguf:blk.0.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.0.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.0.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.0.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.0.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.0.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.0.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.0.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.0.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.0.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.0.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.0.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.1.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.1.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.1.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.1.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.1.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.1.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.1.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.1.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.1.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.1.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.1.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.1.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.10.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.10.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.10.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.10.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.10.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.10.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.10.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.10.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.10.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.10.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.10.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.10.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.11.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.11.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.11.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.11.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.11.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.11.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.11.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.11.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.11.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.11.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.11.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.11.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.12.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.12.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.12.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.12.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.12.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.12.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.12.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.12.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.12.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.12.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.12.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.12.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.13.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.13.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.13.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.13.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.13.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.13.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.13.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.13.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.13.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.13.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.13.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.13.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.14.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.14.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.14.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.14.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.14.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.14.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.14.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.14.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.14.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.14.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.14.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.14.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.15.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.15.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.15.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.15.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.15.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.15.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.15.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.15.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.15.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.15.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.15.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.15.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.16.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.16.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.16.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.16.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.16.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.16.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.16.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.16.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.16.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.16.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.16.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.16.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.17.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.17.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.17.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.17.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.17.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.17.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.17.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.17.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.17.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.17.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.17.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.17.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.18.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.18.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.18.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.18.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.18.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.18.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.18.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.18.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.18.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.18.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.18.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.18.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.19.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.19.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.19.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.19.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.19.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.19.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.19.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.19.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.19.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.19.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.19.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.19.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.2.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.2.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.2.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.2.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.2.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.2.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.2.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.2.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.2.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.2.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.2.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.2.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.20.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.20.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.20.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.20.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.20.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.20.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.20.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.20.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.20.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.20.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.20.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.20.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.21.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.21.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.21.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.21.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.21.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.21.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.21.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.21.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.21.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.21.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.21.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.21.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.22.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.22.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.22.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.22.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.22.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.22.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.22.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.22.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.22.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.22.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.22.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.22.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.23.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.23.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.23.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.23.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.23.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.23.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.23.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.23.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.23.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.23.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.23.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.23.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.24.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.24.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.24.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.24.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.24.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.24.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.24.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.24.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.24.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.24.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.24.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.24.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.25.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.25.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.25.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.25.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.25.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.25.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.25.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.25.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.25.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.25.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.25.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.25.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.26.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.26.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.26.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.26.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.26.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.26.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.26.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.26.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.26.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.26.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.26.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.26.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.27.attn_norm.weight,   torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.27.ffn_down.weight,    torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.27.ffn_gate.weight,    torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.27.ffn_up.weight,      torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.27.ffn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.27.attn_k.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.27.attn_k.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.27.attn_output.weight, torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.27.attn_q.bias,        torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.27.attn_q.weight,      torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.27.attn_v.bias,        torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.27.attn_v.weight,      torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.3.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.3.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.3.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.3.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.3.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.3.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.3.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.3.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.3.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.3.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.3.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.3.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.4.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.4.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.4.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.4.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.4.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.4.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.4.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.4.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.4.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.4.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.4.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.4.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.5.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.5.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.5.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.5.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.5.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.5.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.5.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.5.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.5.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.5.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.5.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.5.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.6.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.6.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.6.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.6.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.6.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.6.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.6.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.6.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.6.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.6.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.6.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.6.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.7.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.7.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.7.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.7.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.7.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.7.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.7.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.7.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.7.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.7.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.7.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.7.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.8.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.8.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.8.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.8.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.8.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.8.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.8.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.8.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.8.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.8.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.8.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.8.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.9.attn_norm.weight,    torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.9.ffn_down.weight,     torch.bfloat16 --> F16, shape = {8960, 1536}
INFO:hf-to-gguf:blk.9.ffn_gate.weight,     torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.9.ffn_up.weight,       torch.bfloat16 --> F16, shape = {1536, 8960}
INFO:hf-to-gguf:blk.9.ffn_norm.weight,     torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.9.attn_k.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.9.attn_k.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:blk.9.attn_output.weight,  torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.9.attn_q.bias,         torch.bfloat16 --> F32, shape = {1536}
INFO:hf-to-gguf:blk.9.attn_q.weight,       torch.bfloat16 --> F16, shape = {1536, 1536}
INFO:hf-to-gguf:blk.9.attn_v.bias,         torch.bfloat16 --> F32, shape = {256}
INFO:hf-to-gguf:blk.9.attn_v.weight,       torch.bfloat16 --> F16, shape = {1536, 256}
INFO:hf-to-gguf:output_norm.weight,        torch.bfloat16 --> F32, shape = {1536}
huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
To disable this warning, you can either:
	- Avoid using `tokenizers` before the fork if possible
	- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
Writing: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3.09G/3.09G [00:05<00:00, 555Mbyte/s]
INFO:hf-to-gguf:Model successfully exported to 'models/GGUF-ALL/Qwen2-1.5B-Instruct.gguf'
```