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--- |
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library_name: transformers |
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license: bsd-3-clause |
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base_model: |
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- jakiAJK/DeepSeek-R1-Distill-Qwen-7B_GPTQ-int4 |
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tags: |
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- DeepSeek |
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- DeepSeek-R1-Distill-Qwen-7B |
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- DeepSeek-R1-Distill-Qwen-7B-GPTQ-int4 |
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- GPTQ |
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- Int4 |
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--- |
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# DeepSeek-R1-Distill-Qwen-7B-GPTQ-Int4 |
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This version of DeepSeek-R1-Distill-Qwen-7B has been converted to run on the Axera NPU using **w4a16** quantization. |
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This model has been optimized with the following LoRA: |
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Compatible with Pulsar2 version: 3.4(Not released yet) |
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## Convert tools links: |
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For those who are interested in model conversion, you can try to export axmodel through the original repo : https://huggingface.co/jakiAJK/DeepSeek-R1-Distill-Qwen-7B_GPTQ-int4 |
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[Pulsar2 Link, How to Convert LLM from Huggingface to axmodel](https://pulsar2-docs.readthedocs.io/en/latest/appendix/build_llm.html) |
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[AXera NPU LLM Runtime](https://github.com/AXERA-TECH/ax-llm) |
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## Support Platform |
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- AX650 |
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- AX650N DEMO Board |
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- [M4N-Dock(爱芯派Pro)](https://wiki.sipeed.com/hardware/zh/maixIV/m4ndock/m4ndock.html) |
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- [M.2 Accelerator card](https://axcl-docs.readthedocs.io/zh-cn/latest/doc_guide_hardware.html) |
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|Chips|w8a16|w4a16| |
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|--|--|--| |
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|AX650| 2.7 tokens/sec|5 tokens/sec| |
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## How to use |
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Download all files from this repository to the device |
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``` |
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root@ax650:/mnt/qtang/llm-test/deepseek-r1-7b# tree -L 1 |
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. |
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├── deepseek-r1-7b-gptq-int4-ax650 |
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├── deepseek-r1_tokenizer |
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├── deepseek-r1_tokenizer.py |
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├── main_axcl_aarch64 |
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├── main_axcl_x86 |
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├── main_prefill |
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├── post_config.json |
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├── run_deepseek-r1_7b_gptq_int4_ax650.sh |
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├── run_deepseek-r1_7b_gptq_int4_axcl_aarch64.sh |
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└── run_deepseek-r1_7b_gptq_int4_axcl_x86.sh |
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``` |
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#### Start the Tokenizer service |
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``` |
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root@ax650:/mnt/qtang/llm-test/deepseek-r1-7b# python deepseek-r1_tokenizer.py --port 12345 |
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151646 <|begin▁of▁sentence|> 151643 <|end▁of▁sentence|> |
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<|begin▁of▁sentence|>You are DeepSeek-R1, You are a helpful assistant.<|User|>hello world<|Assistant|> |
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[151646, 151646, 2610, 525, 18183, 39350, 10911, 16, 11, 1446, 525, 264, 10950, 17847, 13, 151644, 14990, 1879, 151645] |
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http://localhost:12345 |
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``` |
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#### Inference with AX650 Host, such as M4N-Dock(爱芯派Pro) or AX650N DEMO Board |
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Open another terminal and run `run_deepseek-r1_7b_gptq_int4_ax650.sh` |
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``` |
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root@ax650:/mnt/qtang/llm-test/deepseek-r1-7b# ./run_deepseek-r1_7b_gptq_int4_ax650.sh |
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[I][ Init][ 125]: LLM init start |
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bos_id: 151646, eos_id: 151643 |
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3% | ██ | 1 / 31 [0.00s<0.09s, 333.33 count/s] tokenizer init ok |
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100% | ████████████████████████████████ | 31 / 31 [45.25s<45.25s, 0.69 count/s] init post axmodel ok,remain_cmm(7664 MB)[I][ |
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[I][ Init][ 246]: kv_cache_size : 512, kv_cache_num: 1024 |
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[I][ Init][ 254]: prefill_token_num : 128 |
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[I][ load_config][ 281]: load config: |
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{ |
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"enable_repetition_penalty": false, |
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"enable_temperature": true, |
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"enable_top_k_sampling": true, |
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"enable_top_p_sampling": false, |
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"penalty_window": 20, |
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"repetition_penalty": 1.2, |
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"temperature": 0.9, |
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"top_k": 10, |
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"top_p": 0.8 |
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} |
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[I][ Init][ 268]: LLM init ok |
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Type "q" to exit, Ctrl+c to stop current running |
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<think> |
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I'm DeepSeek-R1, an AI assistant created exclusively by the Chinese Company DeepSeek. |
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I specialize in helping you tackle complex mathematical, coding, and logical challenges. I'll do my best to assist you. |
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</think> |
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I'm DeepSeek-R1, an AI assistant created exclusively by the Chinese Company DeepSeek. |
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I specialize in helping you tackle complex mathematical, coding, and logical challenges. I'll do my best to assist you. |
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[N][ Run][ 605]: hit eos,avg 4.52 token/s |
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``` |
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#### Inference with M.2 Accelerator card |
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[What is M.2 Accelerator card?](https://axcl-docs.readthedocs.io/zh-cn/latest/doc_guide_hardware.html), Show this DEMO based on Raspberry PI 5. |
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Open another terminal and run `run_deepseek-r1_7b_gptq_int4_axcl_aarch64.sh` |
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``` |
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(base) axera@raspberrypi:~/samples/deepseek-r1-7b-gptq-int4 $ ./run_deepseek-r1_7b_gptq_int4_axcl_aarch64.sh |
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build time: Feb 13 2025 15:15:07 |
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[I][ Init][ 111]: LLM init start |
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bos_id: 151646, eos_id: 151643 |
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100% | ████████████████████████████████ | 31 / 31 [67.43s<67.43s, 0.46 count/s] init post axmodel okremain_cmm(2739 MB) |
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[I][ Init][ 226]: max_token_len : 1024 |
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[I][ Init][ 231]: kv_cache_size : 512, kv_cache_num: 1024 |
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[I][ load_config][ 282]: load config: |
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{ |
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"enable_repetition_penalty": false, |
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"enable_temperature": true, |
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"enable_top_k_sampling": true, |
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"enable_top_p_sampling": false, |
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"penalty_window": 20, |
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"repetition_penalty": 1.2, |
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"temperature": 0.9, |
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"top_k": 10, |
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"top_p": 0.8 |
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} |
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[I][ Init][ 288]: LLM init ok |
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Type "q" to exit, Ctrl+c to stop current running |
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>> 直角三角形两直角边是3和4,斜边是多少?简单思考 |
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<think> |
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首先,我需要找到一个直角三角形的斜边长度。已知两条直角边的长度分别是3和4。 |
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根据勾股定理,斜边的平方等于两条直角边的平方之和。因此,我可以计算出斜边长度的平方为3的平方加上4的平方,即9加上16,等于25。 |
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然后,通过对25的平方根运算,我得到斜边的长度是5。 |
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最终,斜边的长度是5。 |
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</think> |
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要找到直角三角形的斜边长度,已知两条直角边的长度分别为3和4。我们可以使用勾股定理来计算斜边长度。 |
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勾股定理的表达式是: |
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\[ |
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c = \sqrt{a^2 + b^2} |
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\] |
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其中: |
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- \( c \) 是斜边的长度, |
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- \( a \) 和 \( b \) 是两条直角边的长度。 |
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将已知数值代入公式: |
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\[ |
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c = \sqrt{3^2 + 4^2} = \sqrt{9 + 16} = \sqrt{25} = 5 |
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\] |
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因此,斜边的长度是: |
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\[ |
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\boxed{5} |
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\] |
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[N][ Run][ 605]: hit eos,avg 4.64 token/s |
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>> q |
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(base) axera@raspberrypi:~ $ axcl-smi |
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+------------------------------------------------------------------------------------------------+ |
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| AXCL-SMI V2.26.0_20250206225448 Driver V2.26.0_20250206225448 | |
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+-----------------------------------------+--------------+---------------------------------------+ |
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| Card Name Firmware | Bus-Id | Memory-Usage | |
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| Fan Temp Pwr:Usage/Cap | CPU NPU | CMM-Usage | |
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|=========================================+==============+=======================================| |
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+-----------------------------------------+--------------+---------------------------------------+ |
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| 0 AX650N V2.26.0 | 0000:05:00.0 | 175 MiB / 945 MiB | |
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| -- 61C -- / -- | 0% 0% | 4301 MiB / 7040 MiB | |
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+-----------------------------------------+--------------+---------------------------------------+ |
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+------------------------------------------------------------------------------------------------+ |
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| Processes: | |
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| Card PID Process Name NPU Memory Usage | |
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|================================================================================================| |
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| 0 63118 /home/axera/samples/deepseek-r1-7b-gptq-int4/main_axcl_aarch64 4316448 KiB | |
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+------------------------------------------------------------------------------------------------+ |
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``` |
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