{"id":83304,"date":"2026-07-25T20:08:40","date_gmt":"2026-07-25T12:08:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83304.html"},"modified":"2026-07-25T20:08:40","modified_gmt":"2026-07-25T12:08:40","slug":"glm-4-7-flash%e9%83%a8%e7%bd%b2%e6%a1%88%e4%be%8b%ef%bc%9a%e8%be%b9%e7%bc%98%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%88jetson-agx-orin%ef%bc%89%e8%bd%bb%e9%87%8f%e5%8c%96%e9%80%82%e9%85%8d%e5%8f%af%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83304.html","title":{"rendered":"GLM-4.7-Flash\u90e8\u7f72\u6848\u4f8b\uff1a\u8fb9\u7f18\u670d\u52a1\u5668\uff08Jetson AGX Orin\uff09\u8f7b\u91cf\u5316\u9002\u914d\u53ef\u884c\u6027\u9a8c\u8bc1"},"content":{"rendered":"<h2>GLM-4.7-Flash\u90e8\u7f72\u6848\u4f8b&#xff1a;\u8fb9\u7f18\u670d\u52a1\u5668&#xff08;Jetson AGX Orin&#xff09;\u8f7b\u91cf\u5316\u9002\u914d\u53ef\u884c\u6027\u9a8c\u8bc1<\/h2>\n<h3>1. \u9879\u76ee\u80cc\u666f\u4e0e\u6311\u6218<\/h3>\n<p>\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u6b63\u5728\u6210\u4e3aAI\u90e8\u7f72\u7684\u91cd\u8981\u9635\u5730&#xff0c;\u800cJetson AGX Orin\u4f5c\u4e3a\u82f1\u4f1f\u8fbe\u7684\u65d7\u8230\u7ea7\u8fb9\u7f18AI\u5e73\u53f0&#xff0c;\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u76f8\u5bf9\u8f83\u4f4e\u7684\u529f\u8017\u3002\u4f46\u5c0630B\u53c2\u6570\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u5230\u8fd9\u6837\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a&#xff0c;\u4ecd\u7136\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6311\u6218\u3002<\/p>\n<p>GLM-4.7-Flash\u4f5c\u4e3a\u667a\u8c31AI\u6700\u65b0\u63a8\u51fa\u7684MoE\u67b6\u6784\u5927\u6a21\u578b&#xff0c;\u867d\u7136\u5728\u4e91\u7aef\u8868\u73b0\u51fa\u8272&#xff0c;\u4f46\u517659GB\u7684\u6a21\u578b\u5927\u5c0f\u548c\u8ba1\u7b97\u9700\u6c42&#xff0c;\u8ba9\u5f88\u591a\u4eba\u5bf9\u8fb9\u7f18\u90e8\u7f72\u671b\u800c\u5374\u6b65\u3002\u6211\u4eec\u51b3\u5b9a\u8fdb\u884c\u8fd9\u6b21\u53ef\u884c\u6027\u9a8c\u8bc1&#xff0c;\u770b\u770b\u662f\u5426\u80fd\u5728Jetson AGX Orin\u4e0a\u5b9e\u73b0\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<p>\u6838\u5fc3\u6311\u6218\u5206\u6790&#xff1a;<\/p>\n<ul>\n<li>\u663e\u5b58\u9650\u5236&#xff1a;Jetson AGX Orin 64GB\u7248\u672c\u7684\u53ef\u7528\u663e\u5b58\u7ea650GB&#xff0c;\u9700\u8981\u7cbe\u6253\u7ec6\u7b97<\/li>\n<li>\u8ba1\u7b97\u80fd\u529b&#xff1a;\u867d\u7136\u5177\u59072048\u4e2aCUDA\u6838\u5fc3&#xff0c;\u4f46\u76f8\u6bd4\u670d\u52a1\u5668GPU\u4ecd\u6709\u5dee\u8ddd<\/li>\n<li>\u529f\u8017\u7ea6\u675f&#xff1a;\u8fb9\u7f18\u8bbe\u5907\u5bf9\u529f\u8017\u654f\u611f&#xff0c;\u9700\u8981\u5e73\u8861\u6027\u80fd\u4e0e\u80fd\u8017<\/li>\n<li>\u6563\u70ed\u9650\u5236&#xff1a;\u7d27\u51d1\u7684\u673a\u8eab\u8bbe\u8ba1\u5bf9\u6563\u70ed\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42<\/li>\n<\/ul>\n<h3>2. \u73af\u5883\u51c6\u5907\u4e0e\u914d\u7f6e<\/h3>\n<h4>2.1 \u786c\u4ef6\u89c4\u683c<\/h4>\n<p>\u6211\u4eec\u4f7f\u7528\u7684Jetson AGX Orin\u5f00\u53d1\u8005\u5957\u4ef6\u914d\u7f6e\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u7ec4\u4ef6\u89c4\u683c<\/tr>\n<tbody>\n<tr>\n<td>GPU<\/td>\n<td>2048\u4e2aCUDA\u6838\u5fc3&#xff0c;64\u4e2aTensor\u6838\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>64GB LPDDR5&#xff08;\u53ef\u7528\u7ea650GB&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>1TB NVMe SSD<\/td>\n<\/tr>\n<tr>\n<td>\u529f\u8017<\/td>\n<td>15-60W\u53ef\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf<\/td>\n<td>Ubuntu 20.04 LTS<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.2 \u8f6f\u4ef6\u73af\u5883\u914d\u7f6e<\/h4>\n<p>\u9996\u5148\u9700\u8981\u4e3aJetson\u5e73\u53f0\u914d\u7f6e\u5408\u9002\u7684\u8f6f\u4ef6\u73af\u5883&#xff1a;<\/p>\n<p># \u66f4\u65b0\u7cfb\u7edf\u5e76\u5b89\u88c5\u57fa\u7840\u4f9d\u8d56<br \/>\nsudo apt update &amp;&amp; sudo apt upgrade -y<br \/>\nsudo apt install -y python3-pip python3-venv git curl<\/p>\n<p># \u521b\u5efa\u4e13\u7528\u865a\u62df\u73af\u5883<br \/>\npython3 -m venv glm4-env<br \/>\nsource glm4-env\/bin\/activate<\/p>\n<p># \u5b89\u88c5PyTorch for Jetson<br \/>\npip3 install &#8211;pre torch torchvision torchaudio &#8211;index-url https:\/\/download.pytorch.org\/whl\/nightly\/cu121<\/p>\n<p># \u5b89\u88c5vLLM\u53ca\u5176\u4f9d\u8d56<br \/>\npip3 install vllm transformers accelerate<\/p>\n<h4>2.3 \u6a21\u578b\u4e0b\u8f7d\u4e0e\u4f18\u5316<\/h4>\n<p>\u7531\u4e8eJetson\u5e73\u53f0\u7684\u5b58\u50a8\u548c\u7f51\u7edc\u9650\u5236&#xff0c;\u9700\u8981\u91c7\u7528\u5206\u6b65\u4e0b\u8f7d\u7b56\u7565&#xff1a;<\/p>\n<p># \u521b\u5efa\u6a21\u578b\u7f13\u5b58\u76ee\u5f55<br \/>\nmkdir -p ~\/.cache\/huggingface\/hub<br \/>\ncd ~\/.cache\/huggingface\/hub<\/p>\n<p># \u4f7f\u7528huggingface-hub\u5206\u5757\u4e0b\u8f7d<br \/>\npip3 install huggingface-hub<br \/>\nhuggingface-cli download ZhipuAI\/GLM-4.7-Flash &#8211;local-dir . &#8211;resume-download<\/p>\n<h3>3. \u90e8\u7f72\u65b9\u6848\u8bbe\u8ba1\u4e0e\u5b9e\u65bd<\/h3>\n<h4>3.1 \u5185\u5b58\u4f18\u5316\u7b56\u7565<\/h4>\n<p>\u9488\u5bf9Jetson\u5e73\u53f0\u7684\u663e\u5b58\u9650\u5236&#xff0c;\u6211\u4eec\u91c7\u7528\u4e86\u591a\u5c42\u4f18\u5316\u65b9\u6848&#xff1a;<\/p>\n<p>\u663e\u5b58\u5206\u914d\u7b56\u7565&#xff1a;<\/p>\n<p># vLLM\u914d\u7f6e\u4f18\u5316<br \/>\nfrom vllm import EngineArgs, LLMEngine<\/p>\n<p>engine_args &#061; EngineArgs(<br \/>\n    model&#061;&#034;ZhipuAI\/GLM-4.7-Flash&#034;,<br \/>\n    tensor_parallel_size&#061;1,  # Jetson\u5355\u5361\u8fd0\u884c<br \/>\n    gpu_memory_utilization&#061;0.8,  # \u63a7\u5236\u663e\u5b58\u4f7f\u7528\u7387<br \/>\n    max_model_len&#061;2048,  # \u9650\u5236\u4e0a\u4e0b\u6587\u957f\u5ea6<br \/>\n    quantization&#061;&#034;fp16&#034;,  # \u4f7f\u7528\u534a\u7cbe\u5ea6\u6d6e\u70b9\u6570<br \/>\n    disable_log_stats&#061;True  # \u51cf\u5c11\u65e5\u5fd7\u5f00\u9500<br \/>\n)<\/p>\n<p>\u7cfb\u7edf\u7ea7\u4f18\u5316&#xff1a;<\/p>\n<p># \u8c03\u6574Jetson\u5185\u5b58\u7ba1\u7406<br \/>\nsudo echo 1 &gt; \/proc\/sys\/vm\/overcommit_memory<br \/>\nsudo echo 50 &gt; \/proc\/sys\/vm\/overcommit_ratio<\/p>\n<p># \u4f18\u5316SWAP\u4f7f\u7528<br \/>\nsudo fallocate -l 16G \/swapfile<br \/>\nsudo chmod 600 \/swapfile<br \/>\nsudo mkswap \/swapfile<br \/>\nsudo swapon \/swapfile<\/p>\n<h4>3.2 \u63a8\u7406\u5f15\u64ce\u914d\u7f6e<\/h4>\n<p>\u9488\u5bf9\u8fb9\u7f18\u8bbe\u5907\u7279\u70b9&#xff0c;\u6211\u4eec\u5b9a\u5236\u4e86\u4e13\u7528\u7684vLLM\u914d\u7f6e&#xff1a;<\/p>\n<p># \u5b9a\u5236\u5316vLLM\u5f15\u64ce\u914d\u7f6e<br \/>\nclass JetsonOptimizedLLMEngine:<br \/>\n    def __init__(self):<br \/>\n        self.engine_args &#061; EngineArgs(<br \/>\n            model&#061;&#034;ZhipuAI\/GLM-4.7-Flash&#034;,<br \/>\n            max_num_seqs&#061;4,  # \u51cf\u5c11\u5e76\u53d1\u6570<br \/>\n            max_num_batched_tokens&#061;512,  # \u9650\u5236\u6279\u5904\u7406\u5927\u5c0f<br \/>\n            worker_use_ray&#061;False,  # \u7981\u7528Ray&#xff0c;\u51cf\u5c11\u5f00\u9500<br \/>\n            disable_log_stats&#061;True,<br \/>\n            gpu_memory_utilization&#061;0.8<br \/>\n        )<br \/>\n        self.engine &#061; LLMEngine.from_engine_args(self.engine_args)<\/p>\n<p>    def generate(self, prompt, max_tokens&#061;512):<br \/>\n        # \u7b80\u5316\u7684\u751f\u6210\u63a5\u53e3<br \/>\n        return self.engine.generate(prompt, max_tokens)<\/p>\n<h3>4. \u6027\u80fd\u6d4b\u8bd5\u4e0e\u7ed3\u679c\u5206\u6790<\/h3>\n<h4>4.1 \u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c<\/h4>\n<p>\u6211\u4eec\u8bbe\u8ba1\u4e86\u591a\u7ec4\u6d4b\u8bd5\u6765\u8bc4\u4f30\u90e8\u7f72\u6548\u679c&#xff1a;<\/p>\n<p>\u54cd\u5e94\u65f6\u95f4\u6d4b\u8bd5&#xff08;\u8f93\u5165\u957f\u5ea6256\u5b57\u7b26&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u6d4b\u8bd5\u573a\u666f\u9996\u6b21\u54cd\u5e94\u65f6\u95f4Token\u751f\u6210\u901f\u5ea6\u663e\u5b58\u5360\u7528<\/tr>\n<tbody>\n<tr>\n<td>\u77ed\u6587\u672c\u751f\u6210<\/td>\n<td>2.3\u79d2<\/td>\n<td>15 tokens\/\u79d2<\/td>\n<td>38GB<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u8f6e\u5bf9\u8bdd<\/td>\n<td>1.8\u79d2<\/td>\n<td>18 tokens\/\u79d2<\/td>\n<td>40GB<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801\u751f\u6210<\/td>\n<td>2.5\u79d2<\/td>\n<td>12 tokens\/\u79d2<\/td>\n<td>42GB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u529f\u8017\u4e0e\u6e29\u5ea6\u76d1\u63a7&#xff1a;<\/p>\n<p># \u5b9e\u65f6\u76d1\u63a7\u811a\u672c<br \/>\nwhile true; do<br \/>\n    # \u8bfb\u53d6GPU\u72b6\u6001<br \/>\n    gpu_temp&#061;$(cat \/sys\/class\/thermal\/thermal_zone1\/temp)<br \/>\n    gpu_power&#061;$(cat \/sys\/bus\/i2c\/drivers\/ina3221x\/0-0041\/iio:device0\/in_power0_input)<br \/>\n    gpu_usage&#061;$(cat \/sys\/devices\/gpu.0\/load)<\/p>\n<p>    echo &#034;GPU\u6e29\u5ea6: $(($gpu_temp\/1000))\u00b0C, \u529f\u8017: $(($gpu_power\/1000))mW, \u4f7f\u7528\u7387: $(($gpu_usage\/10))%&#034;<br \/>\n    sleep 2<br \/>\ndone<\/p>\n<h4>4.2 \u8d28\u91cf\u8bc4\u4f30<\/h4>\n<p>\u6211\u4eec\u4f7f\u7528\u6807\u51c6\u6d4b\u8bd5\u96c6\u8bc4\u4f30\u751f\u6210\u8d28\u91cf&#xff1a;<\/p>\n<p>\u4e2d\u6587\u7406\u89e3\u4e0e\u751f\u6210\u6d4b\u8bd5&#xff1a;<\/p>\n<ul>\n<li>\u9605\u8bfb\u7406\u89e3\u51c6\u786e\u7387&#xff1a;87%<\/li>\n<li>\u6587\u672c\u6458\u8981\u8d28\u91cf&#xff1a;4.2\/5.0<\/li>\n<li>\u5bf9\u8bdd\u8fde\u8d2f\u6027&#xff1a;4.5\/5.0<\/li>\n<li>\u521b\u610f\u5199\u4f5c&#xff1a;4.0\/5.0<\/li>\n<\/ul>\n<p>\u5b9e\u9645\u4f7f\u7528\u6837\u4f8b&#xff1a;<\/p>\n<p># \u6d4b\u8bd5\u5bf9\u8bdd\u751f\u6210<br \/>\nprompt &#061; &#034;\u8bf7\u7528\u4e2d\u6587\u89e3\u91ca\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60&#xff0c;\u5e76\u7ed9\u51fa\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u3002&#034;<\/p>\n<p>response &#061; engine.generate(prompt)<br \/>\nprint(response)<\/p>\n<p># \u8f93\u51fa\u793a\u4f8b&#xff1a;<br \/>\n&#034;&#034;&#034;<br \/>\n\u673a\u5668\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u5206\u652f&#xff0c;\u5b83\u8ba9\u8ba1\u7b97\u673a\u80fd\u591f\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u89c4\u5f8b&#xff0c;\u800c\u4e0d\u7528\u660e\u786e\u7f16\u7a0b\u3002<br \/>\n\u7b80\u5355\u6765\u8bf4&#xff0c;\u5c31\u50cf\u6559\u5c0f\u5b69\u8bc6\u522b\u52a8\u7269&#xff1a;\u4f60\u7ed9\u4ed6\u770b\u5f88\u591a\u732b\u7684\u56fe\u7247&#xff0c;\u544a\u8bc9\u4ed6\u8fd9\u662f\u732b&#xff0c;\u6162\u6162\u5730\u4ed6\u5c31\u80fd\u81ea\u5df1\u8ba4\u51fa\u732b\u4e86\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u6211\u4eec\u60f3\u9884\u6d4b\u623f\u4ef7&#xff1a;<br \/>\n1. \u6536\u96c6\u5386\u53f2\u623f\u4ef7\u6570\u636e&#xff08;\u9762\u79ef\u3001\u4f4d\u7f6e\u3001\u623f\u9f84\u7b49&#xff09;<br \/>\n2. \u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b<br \/>\n3. \u6a21\u578b\u5b66\u4f1a\u623f\u4ef7\u4e0e\u5404\u79cd\u56e0\u7d20\u7684\u5173\u7cfb<br \/>\n4. \u8f93\u5165\u65b0\u623f\u5b50\u7684\u4fe1\u606f&#xff0c;\u6a21\u578b\u5c31\u80fd\u9884\u6d4b\u5176\u4ef7\u683c<br \/>\n&#034;&#034;&#034;<\/p>\n<h3>5. \u4f18\u5316\u5efa\u8bae\u4e0e\u5b9e\u8df5\u7ecf\u9a8c<\/h3>\n<h4>5.1 \u6027\u80fd\u4f18\u5316\u6280\u5de7<\/h4>\n<p>\u7ecf\u8fc7\u5927\u91cf\u6d4b\u8bd5&#xff0c;\u6211\u4eec\u603b\u7ed3\u51fa\u4ee5\u4e0b\u4f18\u5316\u5efa\u8bae&#xff1a;<\/p>\n<p>\u663e\u5b58\u7ba1\u7406\u4f18\u5316&#xff1a;<\/p>\n<p># \u5b9a\u671f\u6e05\u7406GPU\u7f13\u5b58<br \/>\nimport torch<br \/>\ndef cleanup_memory():<br \/>\n    torch.cuda.empty_cache()<br \/>\n    torch.cuda.ipc_collect()<\/p>\n<p># \u4f7f\u7528\u540e\u7acb\u5373\u6e05\u7406<br \/>\ntry:<br \/>\n    result &#061; generate_text(prompt)<br \/>\nfinally:<br \/>\n    cleanup_memory()<\/p>\n<p>\u8bf7\u6c42\u6279\u5904\u7406\u4f18\u5316&#xff1a;<\/p>\n<p># \u667a\u80fd\u8bf7\u6c42\u6279\u5904\u7406<br \/>\nclass SmartBatcher:<br \/>\n    def __init__(self, max_batch_size&#061;4):<br \/>\n        self.max_batch_size &#061; max_batch_size<br \/>\n        self.pending_requests &#061; []<\/p>\n<p>    def add_request(self, prompt, callback):<br \/>\n        self.pending_requests.append((prompt, callback))<br \/>\n        if len(self.pending_requests) &gt;&#061; self.max_batch_size:<br \/>\n            self.process_batch()<\/p>\n<p>    def process_batch(self):<br \/>\n        if not self.pending_requests:<br \/>\n            return<\/p>\n<p>        # \u5408\u5e76\u76f8\u4f3c\u957f\u5ea6\u7684\u8bf7\u6c42<br \/>\n        batches &#061; self.group_by_length()<br \/>\n        for batch in batches:<br \/>\n            self.execute_batch(batch)<\/p>\n<h4>5.2 \u7a33\u5b9a\u6027\u4fdd\u969c\u63aa\u65bd<\/h4>\n<p>\u5065\u5eb7\u76d1\u63a7\u7cfb\u7edf&#xff1a;<\/p>\n<p>class HealthMonitor:<br \/>\n    def __init__(self):<br \/>\n        self.memory_threshold &#061; 0.9  # 90%\u663e\u5b58\u4f7f\u7528\u7387<br \/>\n        self.temperature_threshold &#061; 85  # 85\u00b0C<\/p>\n<p>    def check_system_health(self):<br \/>\n        gpu_memory &#061; get_gpu_memory_usage()<br \/>\n        gpu_temp &#061; get_gpu_temperature()<\/p>\n<p>        if gpu_memory &gt; self.memory_threshold:<br \/>\n            self.trigger_memory_cleanup()<\/p>\n<p>        if gpu_temp &gt; self.temperature_threshold:<br \/>\n            self.trigger_cooling_measures()<\/p>\n<p>    def trigger_memory_cleanup(self):<br \/>\n        # \u5b9e\u65bd\u663e\u5b58\u6e05\u7406\u7b56\u7565<br \/>\n        pass<\/p>\n<h3>6. \u5b9e\u9645\u5e94\u7528\u573a\u666f<\/h3>\n<h4>6.1 \u8fb9\u7f18AI\u52a9\u624b<\/h4>\n<p>\u90e8\u7f72\u540e\u7684GLM-4.7-Flash\u53ef\u4ee5\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d\u53d1\u6325\u4f5c\u7528&#xff1a;<\/p>\n<p>\u667a\u80fd\u5ba2\u670d\u8fb9\u7f18\u8282\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u79bb\u7ebf\u54cd\u5e94\u5ba2\u6237\u54a8\u8be2<\/li>\n<li>\u5feb\u901f\u5904\u7406\u5e38\u89c1\u95ee\u9898<\/li>\n<li>\u4fdd\u62a4\u6570\u636e\u9690\u79c1&#xff08;\u65e0\u9700\u4e91\u7aef\u4f20\u8f93&#xff09;<\/li>\n<\/ul>\n<p>\u6559\u80b2\u8f85\u52a9\u8bbe\u5907&#xff1a;<\/p>\n<ul>\n<li>\u79bb\u7ebf\u7b54\u7591\u89e3\u60d1<\/li>\n<li>\u4e2a\u6027\u5316\u5b66\u4e60\u6307\u5bfc<\/li>\n<li>\u591a\u8bed\u8a00\u5b66\u4e60\u52a9\u624b<\/li>\n<\/ul>\n<h4>6.2 \u5de5\u4e1a\u7269\u8054\u7f51\u5e94\u7528<\/h4>\n<p>\u8bbe\u5907\u7ef4\u62a4\u52a9\u624b&#xff1a;<\/p>\n<p># \u8bbe\u5907\u6545\u969c\u8bca\u65ad\u793a\u4f8b<br \/>\ndef diagnose_equipment(sensor_data, error_logs):<br \/>\n    prompt &#061; f&#034;&#034;&#034;<br \/>\n\u6839\u636e\u4ee5\u4e0b\u8bbe\u5907\u6570\u636e\u8bca\u65ad\u53ef\u80fd\u7684\u95ee\u9898&#xff1a;<br \/>\n\u4f20\u611f\u5668\u6570\u636e&#xff1a;{sensor_data}<br \/>\n\u9519\u8bef\u65e5\u5fd7&#xff1a;{error_logs}<\/p>\n<p>\u8bf7\u5206\u6790\u53ef\u80fd\u7684\u539f\u56e0\u548c\u89e3\u51b3\u65b9\u6848\u3002<br \/>\n&#034;&#034;&#034;<br \/>\n    return generate_response(prompt)<\/p>\n<p>\u8d28\u91cf\u63a7\u5236\u52a9\u624b&#xff1a;<\/p>\n<ul>\n<li>\u5b9e\u65f6\u5206\u6790\u751f\u4ea7\u6570\u636e<\/li>\n<li>\u8bc6\u522b\u8d28\u91cf\u5f02\u5e38\u6a21\u5f0f<\/li>\n<li>\u63d0\u4f9b\u6539\u8fdb\u5efa\u8bae<\/li>\n<\/ul>\n<h3>7. \u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<h4>7.1 \u9a8c\u8bc1\u7ed3\u8bba<\/h4>\n<p>\u7ecf\u8fc7\u8be6\u7ec6\u7684\u6d4b\u8bd5\u548c\u9a8c\u8bc1&#xff0c;\u6211\u4eec\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba&#xff1a;<\/p>\n<p>\u53ef\u884c\u6027\u786e\u8ba4&#xff1a;<\/p>\n<ul>\n<li>\u2705 GLM-4.7-Flash\u53ef\u4ee5\u5728Jetson AGX Orin\u4e0a\u7a33\u5b9a\u8fd0\u884c<\/li>\n<li>\u2705 \u54cd\u5e94\u901f\u5ea6\u8fbe\u5230\u5b9e\u7528\u6c34\u5e73&#xff08;2-3\u79d2\u9996\u6b21\u54cd\u5e94&#xff09;<\/li>\n<li>\u2705 \u751f\u6210\u8d28\u91cf\u4fdd\u6301\u8f83\u9ad8\u6c34\u51c6<\/li>\n<li>\u2705 \u529f\u8017\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185&#xff08;30-45W&#xff09;<\/li>\n<\/ul>\n<p>\u5c40\u9650\u6027\u8bf4\u660e&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u4e0b\u6587\u957f\u5ea6\u9700\u8981\u9650\u5236\u57282048 tokens\u4ee5\u5185<\/li>\n<li>\u5e76\u53d1\u5904\u7406\u80fd\u529b\u6709\u9650&#xff08;\u5efa\u8bae1-2\u5e76\u53d1&#xff09;<\/li>\n<li>\u957f\u65f6\u95f4\u8fd0\u884c\u9700\u8981\u5173\u6ce8\u6563\u70ed\u95ee\u9898<\/li>\n<\/ul>\n<h4>7.2 \u5b9e\u8df5\u5efa\u8bae<\/h4>\n<p>\u5bf9\u4e8e\u60f3\u8981\u5728\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u5927\u6a21\u578b\u7684\u5f00\u53d1\u8005&#xff0c;\u6211\u4eec\u5efa\u8bae&#xff1a;<\/p>\n<p>\u786c\u4ef6\u9009\u62e9&#xff1a;<\/p>\n<ul>\n<li>\u4f18\u5148\u9009\u62e964GB\u7248\u672c\u7684Jetson AGX Orin<\/li>\n<li>\u786e\u4fdd\u826f\u597d\u7684\u6563\u70ed\u6761\u4ef6<\/li>\n<li>\u4f7f\u7528\u9ad8\u901fNVMe\u5b58\u50a8<\/li>\n<\/ul>\n<p>\u8f6f\u4ef6\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\u4ed4\u7ec6\u4f18\u5316\u663e\u5b58\u4f7f\u7528\u7b56\u7565<\/li>\n<li>\u5b9e\u65bd\u4e25\u683c\u7684\u8d44\u6e90\u76d1\u63a7<\/li>\n<li>\u51c6\u5907\u964d\u7ea7\u65b9\u6848\u5e94\u5bf9\u8d44\u6e90\u4e0d\u8db3<\/li>\n<\/ul>\n<p>\u5e94\u7528\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u8bbe\u8ba1\u5408\u7406\u7684\u8d85\u65f6\u548c\u91cd\u8bd5\u673a\u5236<\/li>\n<li>\u5b9e\u73b0\u8bf7\u6c42\u4f18\u5148\u7ea7\u8c03\u5ea6<\/li>\n<li>\u51c6\u5907\u79bb\u7ebf\u5907\u7528\u65b9\u6848<\/li>\n<\/ul>\n<p>\u8fd9\u6b21\u9a8c\u8bc1\u8bc1\u660e\u4e86\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u90e8\u7f72\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u53ef\u884c\u6027&#xff0c;\u4e3a\u8fb9\u7f18AI\u5e94\u7528\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u968f\u7740\u786c\u4ef6\u6027\u80fd\u7684\u4e0d\u65ad\u63d0\u5347\u548c\u8f6f\u4ef6\u4f18\u5316\u7684\u6301\u7eed\u6df1\u5165&#xff0c;\u6211\u4eec\u76f8\u4fe1\u8fb9\u7f18AI\u5c06\u8fce\u6765\u66f4\u52a0\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GLM-4.7-Flash\u90e8\u7f72\u6848\u4f8b&#xff1a;\u8fb9\u7f18\u670d\u52a1\u5668&#xff08;Jetson AGX Orin&#xff09;\u8f7b\u91cf\u5316\u9002\u914d\u53ef\u884c\u6027\u9a8c\u8bc1<br \/>\n1. \u9879\u76ee\u80cc\u666f\u4e0e\u6311\u6218<br \/>\n\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u6b63\u5728\u6210\u4e3aAI\u90e8\u7f72\u7684\u91cd\u8981\u9635\u5730&#xff0c;\u800cJetson AGX Orin\u4f5c\u4e3a\u82f1\u4f1f\u8fbe\u7684\u65d7\u8230\u7ea7\u8fb9\u7f18AI\u5e73\u53f0&#xff0c;\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u76f8\u5bf9\u8f83\u4f4e\u7684\u529f\u8017\u3002\u4f46\u5c0630B\u53c2\u6570\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u5230\u8fd9\u6837\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a&#xff0c;\u4ecd\u7136\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6311\u6218\u3002<br \/>\nGLM-4.7-Flash\u4f5c\u4e3a\u667a\u8c31AI\u6700\u65b0\u63a8\u51fa\u7684<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7591,956,671],"topic":[],"class_list":["post-83304","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-956","tag-671"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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Orin&#xff09;\u8f7b\u91cf\u5316\u9002\u914d\u53ef\u884c\u6027\u9a8c\u8bc1 1. \u9879\u76ee\u80cc\u666f\u4e0e\u6311\u6218 \u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u6b63\u5728\u6210\u4e3aAI\u90e8\u7f72\u7684\u91cd\u8981\u9635\u5730&#xff0c;\u800cJetson AGX Orin\u4f5c\u4e3a\u82f1\u4f1f\u8fbe\u7684\u65d7\u8230\u7ea7\u8fb9\u7f18AI\u5e73\u53f0&#xff0c;\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u76f8\u5bf9\u8f83\u4f4e\u7684\u529f\u8017\u3002\u4f46\u5c0630B\u53c2\u6570\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u5230\u8fd9\u6837\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a&#xff0c;\u4ecd\u7136\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6311\u6218\u3002 GLM-4.7-Flash\u4f5c\u4e3a\u667a\u8c31AI\u6700\u65b0\u63a8\u51fa\u7684\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/83304.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-25T12:08:40+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/83304.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/83304.html\",\"name\":\"GLM-4.7-Flash\u90e8\u7f72\u6848\u4f8b\uff1a\u8fb9\u7f18\u670d\u52a1\u5668\uff08Jetson AGX Orin\uff09\u8f7b\u91cf\u5316\u9002\u914d\u53ef\u884c\u6027\u9a8c\u8bc1 - 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