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cann\u7684\u73af\u5883\u53d8\u91cf\uff0cmsprof\u751f\u6548\uff1b\nsource /usr/local/Ascend/ascend-toolkit/set_env.sh \n\nmaster_IP=$(nslookup "$MASTER_ADDR" | awk \'/^Address: / {print $2}\')\necho "master_IP address of $MASTER_ADDR is: $master_IP"\n\nsed -i \'3a bbb\' /usr/local/Ascend/ascend-toolkit/latest/opp/built-in/fusion_pass/config/fusion_config.json\nsed -i \'s/bbb/            "ZZMatMulToMatmulV3FusionPass": "off",/g\' /usr/local/Ascend/ascend-toolkit/latest/opp/built-in/fusion_pass/config/fusion_config.json\n\nexport GLOG_v=2\nexport ENABLE_CELL_REUSE=1\nexport SHARED_PATHS="/root/workspace/mindformers/output_20b,/root/workspace/mindformers/checkpoint_download"\n\nsed -i \'s/\\r$//\' mindformers/scripts/msrun_launcher_20b.sh\nsed -i \'s/epochs: 2/epochs: 0.1/g\' mindformers/research/internlm2/finetune_internlm2_20b_32p_old.yaml\n\nbash mindformers/scripts/msrun_launcher_20b.sh \\\n"python mindformers/research/internlm2/run_internlm2.py \\\n--config mindformers/research/internlm2/finetune_internlm2_20b_32p_old.yaml \\\n--train_dataset mindformers/data/alpaca_zh_51k_4096.mindrecord \\\n--run_mode finetune \\\n--use_parallel True" \\\n32 16 $master_IP $MASTER_PORT $RANK mindformers/output_20b/msrun_log False 1600\n\ntail -f mindformers/output_20b/msrun_log/worker_$RANK.log\n')),(0,o.yg)("p",null,"\u53c2\u6570\u8bf4\u660e\uff1a"),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},'\u542f\u52a8\u811a\u672c\u5165\u53e3\uff1a\nmindformers/scripts/msrun_launcher_20b.sh\n\n\u53c2\u6570\uff1a\u5f53\u524d\u968f\u673a\u521d\u59cb\u5316\u6743\u91cd\uff0c\u4e0d\u52a0\u8f7d\u9884\u8bad\u7ec3\u6743\u91cd\uff0c\u91c7\u7528mindformers/data/\u5185\u6240\u6709\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\n"python mindformers/research/internlm2/run_internlm2.py  #internlm2\u7684\u5165\u53e3python\u811a\u672c\n--config mindformers/research/internlm2/finetune_internlm2_20b_32p_old.yaml  #intenrlm2\u7684\u6a21\u578b\u914d\u7f6e\uff0c\u5e76\u884c\u7b56\u7565\u914d\u7f6e\u7b49\n--train_dataset mindformers/data/ #\u9884\u5904\u7406\u597d\u7684\u8bad\u7ec3\u6570\u636e\u76ee\u5f55\n--run_mode finetune  #\u8bad\u7ec3\u6a21\u5f0f\n--use_parallel True" #\u5f00\u542f\u5e76\u884c\u7b56\u7565\n\n#\u53ef\u4ee5\u6307\u5b9a\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5982\u6307\u5b9aalpaca\uff1a\n"python mindformers/research/internlm2/run_internlm2.py  #internlm2\u7684\u5165\u53e3python\u811a\u672c\n--config mindformers/research/internlm2/finetune_internlm2_20b_32p_old.yaml  #intenrlm2\u7684\u6a21\u578b\u914d\u7f6e\uff0c\u5e76\u884c\u7b56\u7565\u914d\u7f6e\u7b49\n--train_dataset mindformers/data/alpaca_zh_51k_4096.mindrecord\n--run_mode finetune  #\u8bad\u7ec3\u6a21\u5f0f\n--use_parallel True" #\u5f00\u542f\u5e76\u884c\u7b56\u7565\n')),(0,o.yg)("h2",{id:"internlm2-20b\u6a21\u578b32\u5361\u5fae\u8c03\u52a0\u8f7d\u6a21\u578b\u6743\u91cd"},"InternLM2-20B\u6a21\u578b32\u5361\u5fae\u8c03\uff08\u52a0\u8f7d\u6a21\u578b\u6743\u91cd\uff09"),(0,o.yg)("h3",{id:"\u6743\u91cd\u914d\u7f6e"},"\u6743\u91cd\u914d\u7f6e"),(0,o.yg)("ol",null,(0,o.yg)("li",{parentName:"ol"},(0,o.yg)("p",{parentName:"li"},"\u4f7f\u7528\u4e0a\u8ff0MindSpore\u955c\u50cf\u521b\u5efaCCI\uff0c\u5e76\u5c06\u7528\u4e8e\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u7684AFS\u6302\u8f7d\u5230/data\u76ee\u5f55\u4e0b\uff08\u6216\u901a\u8fc7\u7b97\u529b\u6c60\u521b\u5efa\u4efb\u52a1\uff0c\u5c06AFS\u6302\u8f7d\u5230/data\u76ee\u5f55\u4e0b\uff0c\u5f85\u4efb\u52a1\u8fd0\u884c\u540e\uff0c\u8fdb\u5165web terminal\uff09;")),(0,o.yg)("li",{parentName:"ol"},(0,o.yg)("p",{parentName:"li"},"\u6743\u91cd\u4e0b\u8f7d;"))),(0,o.yg)("p",null,"\u901a\u8fc7\u4e0b\u65b9\u94fe\u63a5\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\n",(0,o.yg)("a",{parentName:"p",href:"https://www.modelscope.cn/Shanghai_AI_Laboratory/internlm2-20b.git"},"https://www.modelscope.cn/Shanghai_AI_Laboratory/internlm2-20b.git")),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},"# mount AFS to /data\nmkdir -p /data/checkpoint_download/ #\u6216\u66ff\u6362\u4e3a\u5176\u4ed6\u76ee\u5f55\ncd /data/checkpoint_download/\n\napt update\napt install git  #\u82e5\u8fd8\u672a\u4e0b\u8f7dgit\uff0c\u9700\u5148install\n\ngit init #\u82e5git clone\u65e0\u6cd5clone\u5b8c\u6574\u7684\u6743\u91cd\uff0c\u53ef\u80fd\u9700\u8981\u5148\u4e0b\u8f7dlfs\uff08git\u6269\u5c55\uff1aLarge File Storage\uff09\napt-get install git-lfs\ngit lfs install\n\ngit clone https://www.modelscope.cn/Shanghai_AI_Laboratory/internlm2-20b.git  #clone\u6a21\u578b\n")),(0,o.yg)("p",null,(0,o.yg)("img",{src:t(17671).A,width:"1855",height:"450"})),(0,o.yg)("ol",{start:3},(0,o.yg)("li",{parentName:"ol"},"\u6743\u91cd\u8f6c\u6362;")),(0,o.yg)("p",null,"\u4e0b\u8f7d\u6743\u91cd\u540e\uff0c\u9700\u8981\u7ecf\u8fc7\u6a21\u578b\u6743\u91cd\u8f6c\u6362\u540e\u518d\u52a0\u8f7d\u5165mindformers\u8fdb\u884c\u8bad\u7ec3\uff1a"),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},"source activate mindspore_dev\ncd /root/workspace/mindformers\n#\u82e5\u62a5\u9519\uff0c\u9700\u5148\u4e0b\u8f7d\u90e8\u5206\u5305\npython convert_weight.py \\\n  --model        internlm2 \\\n  --input_path   /data/checkpoint_download/internlm2-20b \\  # \u53ef\u66ff\u6362\u4e3a\u6a21\u578b\u4e0b\u8f7d\u76ee\u5f55\n  --output_path  /data/checkpoint_download/internlm2-20b_ms_noqkv/internlm2_weight_ms_noqkv.ckpt \\  #\u53ef\u66ff\u6362\u4e3a\u81ea\u5b9a\u4e49\u8f93\u51fa\u76ee\u5f55\n  --qkv_concat   False  #True \u89e3\u51b3\u52a8\u6001shape \u5173\u95edqkv_concat\n")),(0,o.yg)("h3",{id:"\u7b97\u529b\u6c60\u6a21\u578b\u5fae\u8c03\u4efb\u52a1\u914d\u7f6e"},"\u7b97\u529b\u6c60\u6a21\u578b\u5fae\u8c03\u4efb\u52a1\u914d\u7f6e"),(0,o.yg)("ol",null,(0,o.yg)("li",{parentName:"ol"},(0,o.yg)("p",{parentName:"li"},"\u8fdb\u5165\u63a7\u5236\u53f0\uff0c\u70b9\u51fbACP\uff0c\u5e76\u65b0\u5efa\u4efb\u52a1")),(0,o.yg)("li",{parentName:"ol"},(0,o.yg)("p",{parentName:"li"},"\u9009\u62e9MindSpore\u955c\u50cf\n",(0,o.yg)("img",{src:t(4052).A,width:"1338",height:"311"}))),(0,o.yg)("li",{parentName:"ol"},(0,o.yg)("p",{parentName:"li"},"\u5c06AFS\u6302\u8f7d\u5230/data\u76ee\u5f55\u4e0b\n",(0,o.yg)("img",{src:t(35610).A,width:"4290",height:"2191"}))),(0,o.yg)("li",{parentName:"ol"},(0,o.yg)("p",{parentName:"li"},"\u542f\u52a8\u547d\u4ee4"))),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},'export HCCL_RDMA_TC=104\nexport HCCL_BUFFSIZE=300\nexport HCCL_IF_BASE_PORT=30000\nexport HCCL_INTRA_ROCE_ENABLE=1\nexport HCCL_INTRA_PCIE_ENABLE=0\nexport HCCL_CONNECT_TIMEOUT=1600\n\nsource activate mindspore_dev\n\n# the root directory of run package\nLOCAL_ASCEND=/usr/local/Ascend \nexport LD_LIBRARY_PATH=${LOCAL_ASCEND}/ascend-toolkit/latest/lib64:${LOCAL_ASCEND}/driver/lib64:${LOCAL_ASCEND}/ascend-toolkit/latest/opp/built-in/op_impl/ai_core/tbe/op_tiling:${LD_LIBRARY_PATH}\nexport TBE_IMPL_PATH=${LOCAL_ASCEND}/ascend-toolkit/latest/opp/built-in/op_impl/ai_core/tbe\nexport ASCEND_OPP_PATH=${LOCAL_ASCEND}/ascend-toolkit/latest/opp\nexport ASCEND_AICPU_PATH=${ASCEND_OPP_PATH}/..\nexport PATH=${LOCAL_ASCEND}/ascend-toolkit/latest/compiler/ccec_compiler/bin/:${PATH}\nexport PYTHONPATH=${TBE_IMPL_PATH}:${PYTHONPATH}\n\n#source cann\u7684\u73af\u5883\u53d8\u91cf\uff0cmsprof\u751f\u6548\uff1b\nsource /usr/local/Ascend/ascend-toolkit/set_env.sh \n\nmaster_IP=$(nslookup "$MASTER_ADDR" | awk \'/^Address: / {print $2}\')\necho "master_IP address of $MASTER_ADDR is: $master_IP"\n\nsed -i \'3a bbb\' /usr/local/Ascend/ascend-toolkit/latest/opp/built-in/fusion_pass/config/fusion_config.json\nsed -i \'s/bbb/            "ZZMatMulToMatmulV3FusionPass": "off",/g\' /usr/local/Ascend/ascend-toolkit/latest/opp/built-in/fusion_pass/config/fusion_config.json\n\nexport GLOG_v=2\nexport ENABLE_CELL_REUSE=1\nexport SHARED_PATHS="/root/workspace/mindformers/output_20b,/root/workspace/mindformers/checkpoint_download"\n\nsed -i \'s/\\r$//\' mindformers/scripts/msrun_launcher_20b.sh\n\nbash mindformers/scripts/msrun_launcher_20b.sh \\\n"python mindformers/research/internlm2/run_internlm2.py  \\\n--config mindformers/research/internlm2/finetune_internlm2_20b_32p_old.yaml \\\n--train_dataset mindformers/data/ \\\n--load_checkpoint /data/checkpoint_download/internlm2-20b_ms_noqkv \\\n--run_mode finetune \\\n--use_parallel True"\n32 16 $master_IP $MASTER_PORT $RANK mindformers/output_20b/msrun_log False 1600\n\ntail -f mindformers/output_20b/msrun_log/worker_$RANK.log\n')),(0,o.yg)("p",null,"\u53c2\u6570\u8bf4\u660e"),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},'#\u542f\u52a8\u811a\u672c\u5165\u53e3\nmindformers/scripts/msrun_launcher_20b.sh\n\n#\u811a\u672c\u53c2\u6570\n"python mindformers/research/internlm2/run_internlm2.py #internlm2\u7684\u5165\u53e3python\u811a\u672c\n--config mindformers/research/internlm2/finetune_internlm2_20b_32p_old.yaml #intenrlm2\u7684\u6a21\u578b\u914d\u7f6e\uff0c\u5e76\u884c\u7b56\u7565\u914d\u7f6e\u7b49\n--train_dataset mindformers/data/ #\u9884\u5904\u7406\u597d\u7684\u8bad\u7ec3\u6570\u636e\u76ee\u5f55\n--load_checkpoint output/x_tran_ckpt_copy_chat_20b_32p_48l_242_noqkv/internlm2-20b-ms-noqkv #\u5fae\u8c03\u521d\u59cb\u6743\u91cd\n--run_mode finetune #\u8bad\u7ec3\u6a21\u5f0f\n--use_parallel True" #\u5f00\u542f\u5e76\u884c\u7b56\u7565\n\n')),(0,o.yg)("h3",{id:"tips\u6570\u636e\u9884\u5904\u7406"},"Tips\uff1a\u6570\u636e\u9884\u5904\u7406"),(0,o.yg)("p",null,"MindSpore\u4f7f\u7528\u79c1\u6709\u7684mindrecrd\u6570\u636e\u683c\u5f0f\uff0c\u5fae\u8c03\u524d\u9700\u8981\u9884\u5904\u7406\u6570\u636e\u3002\n\u4ee5alpaca\u4f5c\u4e3a\u5fae\u8c03\u6570\u636e\u96c6\u3002"),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},"wget https://gitee.com/link?target=https%3A%2F%2Fgithub.com%2Ftatsu-lab%2Fstanford_alpaca%2Fblob%2Fmain%2Falpaca_data.json \n")),(0,o.yg)("p",null,"\u4e0b\u8f7d\u6570\u636e\u96c6\u540e\uff0c\u4f7f\u7528\u9884\u5904\u7406\u811a\u672cresearch/internlm2/alpaca_data_preprocess.py\u751f\u6210mindrecord\u8bad\u7ec3\u6570\u636e:"),(0,o.yg)("pre",null,(0,o.yg)("code",{parentName:"pre"},"python alpaca_data_preprocess.py \\\n  --mindrecord_schema internlm2_alpaca \\\n  --input_glob {path}/alpaca_data.json \\\n  --output_file {path}/alpaca_processed/alpaca.mindrecord \\\n  --model_file {path}/tokenizer.model \\\n  --seq_length 2048\n")),(0,o.yg)("p",null,"\u5bf9\u4e8epacked\u6570\u636e\uff1a\n\u53c2\u8003mindformers/scripts/pack\u4e0b\u7684\u6570\u636e\u96c6\u9884\u5904\u7406\u811a\u672c"))}m.isMDXComponent=!0},35610:(e,n,t)=>{t.d(n,{A:()=>r});const r=t.p+"assets/images/afs_data_new-949ba29db79545f7fadef84c6aba57b1.png"},17671:(e,n,t)=>{t.d(n,{A:()=>r});const r=t.p+"assets/images/gitclone_model-87ccbadc7aa77e1164600544f304e304.png"},4052:(e,n,t)=>{t.d(n,{A:()=>r});const r=t.p+"assets/images/mindspore\u955c\u50cf-97ff787b52e158e86ef1c2689f6a2ef2.png"}}]);