L40S vs RTX 3060 Ti

Key spec differences translate directly to real-world advantages for the L40S in AI pipelines. The 48 GB VRAM versus 12 GB on the RTX 3060 Ti supports larger batch sizes in training and inference, reducing out-of-memory errors for models exceeding 12 GB. Memory bandwidth of 864 GB/s on the L40S, over twice the 360 GB/s of the RTX 3060 Ti, minimizes bottlenecks in data loading, enabling faster iterations in deep learning workflows. In FP16 performance critical for modern training, the L40S delivers 362 TFLOPS against 12.7 TFLOPS on the RTX 3060 Ti, a nearly 28-fold increase that shortens training times dramatically. FP32 at 91 TFLOPS for the L40S versus 12.7 TFLOPS further benefits single-precision scientific simulations. The L40S's FP8 capability of 724 TFLOPS excels in quantized inference, processing more tokens per second than the RTX 3060 Ti can manage. Higher TDP of 350 W on the L40S reflects its power for sustained high loads, contrasting the 170 W efficiency of the RTX 3060 Ti suited to lighter duties.

Opt for the L40S in demanding AI training or inference where 48 GB VRAM handles large language models without splitting. Its 362 TFLOPS FP16 and 724 TFLOPS FP8 ensure rapid throughput for production-scale deployments. Datacenter features like PCIe 4.0 interconnect suit multi-GPU clusters at $0.40 per hour starting price.

Select the RTX 3060 Ti for budget prototyping or small-scale tasks fitting within 12 GB VRAM. At $0.03 per hour, it provides accessible entry for hobbyists or testing with 12.7 TFLOPS FP32 performance. Lower 170 W TDP fits power-constrained cloud instances.