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| Chips | w8a16 | w4a16 |
|---|---|---|
| AX650 | 11 tokens/sec | 19 tokens/sec |
root@ax650:/mnt/qtang/llm-test/deepseek-r1-1.5b# tree -L 1
.
├── deepseek-r1-1.5b-gptq-int4-ax650
├── deepseek-r1_tokenizer
├── deepseek-r1_tokenizer.py
├── main_axcl_aarch64
├── main_axcl_x86
├── main_prefill
├── post_config.json
├── run_deepseek-r1_1.5b_gptq_int4_ax650.sh
├── run_deepseek-r1_1.5b_gptq_int4_axcl_aarch64.sh
└── run_deepseek-r1_1.5b_gptq_int4_axcl_x86.shpip install transformers==4.41.1root@ax650:/mnt/qtang/llm-test/deepseek-r1-1.5b# python3 deepseek-r1_tokenizer.py --port 12345
151646 <|begin▁of▁sentence|> 151643 <|end▁of▁sentence|>
<|begin▁of▁sentence|>You are DeepSeek-R1, You are a helpful assistant.<|User|>hello world<|Assistant|>
[151646, 151646, 2610, 525, 18183, 39350, 10911, 16, 11, 1446, 525, 264, 10950, 17847, 13, 151644, 14990, 1879, 151645]
http://localhost:12345run_deepseek-r1_1.5b_gptq_int4_ax650.shroot@ax650:/mnt/qtang/llm-test/deepseek-r1-1.5b# ./run_deepseek-r1_1.5b_gptq_int4_ax650.sh
[I][ Init][ 125]: LLM init start
bos_id: 151646, eos_id: 151643
100% | ████████████████████████████████ | 31 / 31 [1.62s<1.62s, 19.14 count/s] init post axmodel ok,remain_cmm(2731 MB)
[I][ Init][ 241]: max_token_len : 1023
[I][ Init][ 246]: kv_cache_size : 256, kv_cache_num: 1023
[I][ Init][ 254]: prefill_token_num : 128
[I][ load_config][ 281]: load config:
{
"enable_repetition_penalty": false,
"enable_temperature": true,
"enable_top_k_sampling": true,
"enable_top_p_sampling": false,
"penalty_window": 20,
"repetition_penalty": 1.2,
"temperature": 0.9,
"top_k": 10,
"top_p": 0.8
}
[I][ Init][ 268]: LLM init ok
Type "q" to exit, Ctrl+c to stop current running
>> who are you
[I][ Run][ 466]: ttft: 281.62 ms
<think>
Greetings! I'm DeepSeek-R1, an artificial intelligence assistant created by DeepSeek.
I'm at your service and would be delighted to assist you with any inquiries or tasks you may have.
</think>
Greetings! I'm DeepSeek-R1, an artificial intelligence assistant created by DeepSeek.
I'm at your service and would be delighted to assist you with any inquiries or tasks you may have.
[N][ Run][ 605]: hit eos,avg 18.17 token/s
>> (base) axera@raspberrypi:~/samples/deepseek-r1-1.5b $ ./run_deepseek-r1_1.5b_gptq_int4_axcl_aarch64.sh
build time: Feb 13 2025 15:44:57
[I][ Init][ 111]: LLM init start
bos_id: 151646, eos_id: 151643
100% | ████████████████████████████████ | 31 / 31 [22.80s<22.80s, 1.36 count/s] init post axmodel okremain_cmm(6219 MB)
[I][ Init][ 226]: max_token_len : 1023
[I][ Init][ 231]: kv_cache_size : 256, kv_cache_num: 1023
[I][ load_config][ 282]: load config:
{
"enable_repetition_penalty": false,
"enable_temperature": true,
"enable_top_k_sampling": true,
"enable_top_p_sampling": false,
"penalty_window": 20,
"repetition_penalty": 1.2,
"temperature": 0.9,
"top_k": 10,
"top_p": 0.8
}
[I][ Init][ 288]: LLM init ok
Type "q" to exit, Ctrl+c to stop current running
>> who are you
<think>
I'm DeepSeek-R1, an AI assistant created exclusively by DeepSeek. I specialize in helping you answer complex questions,
providing detailed solutions, and strong recommendations tailored to meet specific needs.
For comprehensive details about our models and products, we invite you to explore our official website.
</think>
I'm DeepSeek-R1, an AI assistant created exclusively by DeepSeek. I specialize in helping you answer complex questions,
providing detailed solutions, and strong recommendations tailored to meet specific needs.
For comprehensive details about our models and products, we invite you to explore our official website.
[N][ Run][ 610]: hit eos,avg 15.08 token/s
>> ^Cq
(base) axera@raspberrypi:~/samples/deepseek-r1-1.5b $ axcl-smi
+------------------------------------------------------------------------------------------------+
| AXCL-SMI V2.26.0_20250205130139 Driver V2.26.0_20250205130139 |
+-----------------------------------------+--------------+---------------------------------------+
| Card Name Firmware | Bus-Id | Memory-Usage |
| Fan Temp Pwr:Usage/Cap | CPU NPU | CMM-Usage |
|=========================================+==============+=======================================|
| 0 AX650N V2.26.0 | 0000:01:00.0 | 170 MiB / 945 MiB |
| -- 39C -- / -- | 0% 0% | 1063 MiB / 7040 MiB |
+-----------------------------------------+--------------+---------------------------------------+
+------------------------------------------------------------------------------------------------+
| Processes: |
| Card PID Process Name NPU Memory Usage |
|================================================================================================|
| 0 17325 /home/axera/samples/deepseek-r1-1.5b/main_axcl_aarch64 1037736 KiB |
+------------------------------------------------------------------------------------------------+