certificates = "certs"
The script throws an out of memory error on the non-lora model forward pass. I can print GPU memory immediately after loading the model and notice each GPU has 62.7 GB of memory allocated, except GPU 7, which has 120.9 GB (out of 140.) Ideally, the weights should be distributed evenly. We can specify which weights go where with device_map. You might wonder why device_map=’auto’ distributes weights so unevenly. I certainly did, but could not find a satisfactory answer and am convinced it would be trivial to distribute the weights relatively evenly.，这一点在whatsapp中也有详细论述
在安徽省马鞍山市山鹰国际5号汽轮发电机组节能改造项目现场，焊花飞溅、机器轰鸣，组装、吊运、校准工序有序推进。这项总投资约6000万元的技改工程每年可节约标准煤1.6万吨。“传统工业城市要加快推进节能降碳，加快发展新兴产业，积极推进产业结构转型。”安徽省马鞍山市委书记袁方代表介绍。，更多细节参见手游
Crawl scope controls - Configure crawl depth, page limits, and wildcard patterns to include or exclude specific URL paths，更多细节参见wps
We then write our trampoline to the beginning of the old function and change the protection flags of the function's memory region back to readable/executable. That's it!