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it:laptops_ai

laptops for designing and training AI apps

Introduction

  • the main criteria is a fast GPU with lots of RAM (at least 8Gb) and lots of NVidia CUDA / tensor cores
  • in comparison,
    • for video editing, you need 6Gb for 4K videos, 8Gb for 6K, and 12Gb for 8K videos 1)
    • for 3D modelling, you need 6Gb for small models, 8Gb for medium models, 12Gb for large models, and 16Gb for extra large models
    • for AI image generation, you need at least 8Gb
    • for training LoRAs for AI image generation, you need 18-24Gb
    • for running 5Gb small LLMs such as PrivateGPT, you need at least 8Gb
    • for running larger LLMs, you may need at least 24Gb
    • for training LLMs, you will need ~8x48Gb
  • CUDA capability 9 is a higher level than 8.9 and adds:
    • Tensor Memory Accelerator (TMA) unit
    • DPX Instructions for Accelerated Dynamic Programming
    • Distributed Shared Memory
    • Thread Block Cluster
    • Atomic addition operating on float2 and float4 floating point vectors in global memory
    • 32 max resident blocks per SM
    • 64 max resident warps per SM
    • 2048 max resident threads per SM
    • 228kb max shared memory per SM
    • 227kb max shared memory per thread block
    • seems the only Nvidia GPU in 2023 with level 9 is the Nvidia H100 Data Center GPU
  • CUDA capability 8.9 has2):
    • Streaming Multiprocessor (SM) consists of:
      • 128 FP32 cores for single-precision arithmetic operations
      • 2 FP64 cores for double-precision arithmetic operations
      • 64 INT32 cores for integer math
      • 16 special function units for single-precision floating-point transcendental functions
      • 4 warp schedulers
    • 24 max resident blocks per SM
    • 48 max resident warps per SM
    • 1536 max resident threads per SM
    • 100kb max shared memory per SM
    • 99kb shared memory per thread block

Ada Lovelace architecture NVidia GeForce laptop GPUs in 2023

GeForce RTX 4090 GeForce RTX 4080 GeForce RTX 4070 GeForce RTX 4060 GeForce RTX 4050
Nvidia CUDA cores with CUDA capability 8.9 9728 7424 4608 3072 2560
GDDR6 RAM 16Gb 12Gb 8Gb 8Gb 6Gb
Memory interface width 256-bit 192-bit 128-bit 128-bit 96-bit
NVIDIA encoder 2x8th gen 2x8th gen 8th gen 8th gen 8th gen
  • NVIDIA® RTX™ 2000 Ada 8Gb is similar to GeForce RTX 4060 but ? around half the speed:3)
    • 128-bit bus; 3072 cores, CUDA 8.9, DirectX 12 Ultimate (12.2), OpenGL 4.6, Open CL 3.0, Vulkan 1,3,

Intel 13th gen i7 and i9 HX laptop CPUs

  • all have 8 p-cores except i7-13650HX which has 6
  • all have a base power of 55W and max of 157W
  • all i9s and i7-13850HX support DDR5 memory up to 5600MT/s (other i7s support max 4800MT/s)
  • support max 128Gb RAM
  • all have Intel UHD graphics:
    • HDMI max 4096 x 2160 @ 60Hz
    • DP max: 7680 x 4320 @ 60Hz
    • eDP max: 5120 x 3200 @ 120Hz
    • max. 4 displays
    • DirectX 12.1, OpenGL 4.6; OpenCL 3.0
    • 845GFLOPS
    • max memory 64Gb
  • 00HX and 50HX models are Intel vPro® Eligible for enterprises for remote management
i9-13980HX i9-13950HX i9-13900HX i7-13850HX i7-13700HX i7-13650HX
Processor Cores 24 24 24 20 16 14
Number of E-cores 16 16 16 12 8 8
Total Processor Threads 32 32 32 28 24 20
Intel® Smart Cache (L3) 36MB 36MB 36MB 30MB 30MB 24MB
Price $USD $668 $590 $668 $428 $485 $485

Intel 13th gen i7 and i9 H laptop CPUs

  • all have 6 p-cores
  • all have 8 e-cores except i7-13620H which has 4
  • all have 20 Total Processor Threads except i7-13620H which has 16
  • all have 24MB Intel® Smart Cache (L3)
  • all have a base power of 45W and max of 115W
  • support max 64Gb RAM up to max 5200MT/s
  • all have Iris XE graphics:
    • has 96 execution units vs 32 for Intel UHD graphics
    • 2230GFLOPS
    • max memory 32Gb
  • 00H models are Intel vPro® Eligible for enterprises for remote management and extra hardware security measures
i9-13900HK i9-13905H i9-13900H i7-13800H i7-13705H11 i7-13700H i7-13620H
Processor Cores 14 14 14 14 14 14 10
Price $USD $697 $697 $617

laptop ports and connectivity

Thunderbolt and USB ports

  • most now have at east one Thunderbolt 4 port which supports display and power delivery (PD) - these use USB-C inrerfaces
  • most also have legacy USB 3.2 Gen 2 Type-A ports which are extremely useful for all our older USB devices

SD card reader

  • many now come with SD Express readers designed for SD Express cards which would allow speeds up to 985Mb/s
    • unfortunately when used with older SD card types, even UHS-II or UHS-III, the compatibility issues drop max speed back to UHS-I of 104Mb/s!
  • a UHS-II SD card reader will read a UHS-II card at 156Mb/s and an SD Express card at up to only 104Mb/s

WiFi

  • most now have Wi-Fi 6E(802.11ax) (Dual band) 2*2

Bluetooth

  • most now have at least Bluetooth v5
  • some have Bluetooth 5.3

15-17" high end laptops with at least 8Gb GPU RAM in 2023

$AU CPU RAM SSD GPU screen weight other
Dell Alienware x16 gaming i9 RTX 4090 $6800 i9-13900HK 32Gb 2Tb +1spare Geforce RTX™ 4090 16Gb 16“ 2560×1600 165Hz 2.7kg gaming LEDs, microSD
Dell Alienware x16 gaming i9 RTX 4080 $6500 i9-13900HK 32Gb 2Tb +1spare Geforce RTX™ 4080 12Gb 16” 2560×1600 165Hz 2.7kg gaming LEDs, microSD
Razer Blade 16 gamer $6299 i9-13950HX 32Gb 1Tb v4 Geforce RTX™ 4080 12Gb 16“ 2560 x 1600 240Hz 2.45kg IR; VR ready; UHS-II SD; no num pad
Asus Zenbook Pro 16X $6099 i9-13900HX 64Gb 1Tb v4 no spare? Iris XE + Geforce RTX™ 4070 8Gb 16” 3200 x 2000 touch 120Hz OLED 2.4kg thin dial; finger sensor + IR; tilting keyboard; numpad is on mousepad!
Dell XPS 15 $5799 i9-13900H 32Gb 2Tb no spare? Iris XE+ Geforce RTX™ 4070 8Gb 15.6“ 3456×2160 60Hz OLED touch 1.92kg 130W typeC; no IR, no numpad;
Dell Precision 5680 Workstation $5699 i9-13900H 32Gb 1Tb + 1 spare NVIDIA® RTX™ 2000 Ada 8Gb 16” 3840×2400 60Hz OLED touch 1.9kg 165W typeC; IR, fingerprint; no numpad;
Asus ProArt Studiobook 16 $5499 i9-13980HX 64Gb 2Tb v4 + 1 spare (max 8Tb) Intel UHD+ Geforce RTX™ 4070 8Gb 16“ 3200 x 2000 touch 120Hz OLED 2.4kg dial, IR, numpad
MSI Raider GE78 HX 13V 17" gamer $5399 i9-13950HX 32Gb 2Tb v4 Geforce RTX™ 4080 12Gb 17” 2560 x 1600 240Hz 3.1kg IR; noisy fans; many LEDs
MSI Creator Z16 HX Studio B13V 16” $4799 i9-13950HX 32Gb 2Tb v4 Geforce RTX™ 4070 8Gb 16“ 2560 x 1600 120Hz Touch, Pen2 2.35kg IR; only 1xThunderblt and 1xUSB-A; fingerprint; numpad;
Gigabyte Aero 16 OLED BSF I9-13900H $4799 i9-13900H 32Gb 1Tb no spare? Iris XE+ Geforce RTX™ 4070 8Gb 16” 3840×2400 60Hz OLED 1.9kg IR
Dell Alienware x16 gaming i7 RTX 4070 $4442 i7-13700H 16Gb 2Tb + 1 spare Geforce RTX™ 4070 8Gb 16“ 2560×1600 165Hz 2.7kg gaming LEDs, microSD
it/laptops_ai.txt · Last modified: 2023/12/19 00:31 by gary1

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