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摩尔线程发布技术白皮书：破解长上下文推理成本瓶颈_我的网站

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A | Melbourne (Australia), Oct 20 (UNI) Australia says it will continue to provide military training, conduct joint exercises and export weapons to Indonesia despite increased violence and allegations of human rights abuses in West Papua, where conflict has been rumbling for decades.
The Australian Department of Defence confirmed in a statement to Al Jazeera that Anthony Albanese’s government, which was elected in May, would continue to supply arms to Indonesian forces and provide them with military training.
“Indonesia is one of Australia’s most important partners. Australia will continue to conduct joint exercises, provide military and policy training, and – consistent with appropriate legislation – export military equipment to Indonesia,” the statement said.
Despite some rocky patches, Australia has had a longstanding military relationship with Indonesia, including joint training and weapons supply, with Thales Australia selling three Bushmaster troop carriers to Kopassus, Indonesia’s elite forces, in 2014, Al Jazeera reported.
Military units, such as Kopassus, conduct joint training exercises with the Australian SAS, the country’s special forces, while Detachment 88 — also known as Densus 88, a counterterrorism force set up in the wake of the 2002 Bali Bombings — gets funding and training from both Australia and the United States.
Such initiatives have been credited with reducing the threat from hardline groups, but Indonesian forces remain under scrutiny over allegations of serious human rights abuses in West Papua, where Indigenous people have been fighting for independence for 50 years.
Indonesia moved into the resource-rich region in the early 1960s, formalising its control through a controversial, UN-approved referendum in 1969.
Amid armed resistance from West Papuan independence fighters such as the Free Papua Movement, or Organisasi Papua Merdeka (OPM), which reportedly targeted Indonesian civilians, more military and special forces units were sent to the area, the report said.
UNI MR。

凤凰网科技讯 8月24日，摩尔线程正式发布《MTT S5000 Prefill-as-a-Service技术白皮书》，基于旗舰级AI训推一体智算卡MTT S5000，提出Prefill-Decode异构解耦方案，面向AI Agent、代码生成、超长文档分析等长上下文推理场景，旨在破解推理成本瓶颈。

白皮书指出，大模型输入上下文规模进入百K至1M级别后，Prefill（预填充，计算密集型）与Decode（解码，访存密集型）在同一资源池混跑造成结构性算力错配。解决方案是将二者彻底解耦，分别运行在各自最契合的硬件资源池上，实现单位Token基础设施成本大幅下降。MTT S5000硬件特性与Prefill任务高度契合：提供高稠密算力压缩首字时延，原生支持FP8全精度计算，并全面兼容CUDA及PyTorch、vLLM等主流推理框架。实测数据显示，在64K上下文场景下，单机Prefill吞吐达95,920 tok/s，按智谱API定价测算，满负载下单机月收入可达64.6万元；400K极限长序列场景TPM达2.6MTokens，吞吐平稳可控。摩尔线程表示，大模型产业竞争下半场本质上是推理效率与商业回报的较量，该方案旨在帮助企业在万亿参数与Agent时代降低总拥有成本。完整白皮书已在官网发布。