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  "author": "Hacking Scale\nBetter Stack / Richard Oliver Bray",
  "title_listed": "How LinkedIn Reduced GPU Memory Usage by 60% for LLM Training",
  "keywords": "GPU内存优化, LLM训练, 内存管理, 训练优化",
  "domain": "大模型算法",
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  "url": "https://newsletter.betterstack.com/p/how-linkedin-reduced-gpu-memory-usage",
  "publish_date": "2025-01",
  "corpus_stage": "预训练",
  "notes": "LinkedIn LLM训练GPU内存优化实战：60%内存削减的技术方案与实现细节",
  "id": "7268ffd31326",
  "collected_at": "2026-10-01T20:16:27",
  "title": "How LinkedIn Reduced GPU Memory Usage by 60% for LLM Training",
  "body_markdown": "LinkedIn uses large language models\n(LLMs) for many features, just like other tech companies. Features like job matching and providing users with relevant content.\nBut, LinkedIn has so much data that\ntraining these models takes up a huge amount of resources\n.\nSo the team found a way to make that process more efficient.\nHere's how they did it.\nEstimated reading time 5 minutes and 15 seconds.\nWe do tech deep dives like this\nevery 2 weeks\n. Get the next one sent straight to your inbox.\nSubscribe\nWhy Is Training So Resource Intensive?\nTraining a model involves giving it a large amount of data to learn from.\nThere are\nthree steps that can be done for training\n:\nPre-training\n: Teaching the model general language\nFine-tuning\n: Specializing the model for specific tasks\nAlignment\n: Making sure the model behaves as intended, this step is optional\nPre-training is the most resource-intensive step\n, so we'll focus on that.\nThis\ninvolves\ngiving the model large unstructured data\nlike books, articles, and websites. The data is stored in text, JSON, or binary format.\nThen,\nwords are tokenized into a numerical representation\n. So a sentence like \"I love programming\" could be represented as\n[1, 23, 456]\nThese\ntokens are converted to embeddings\n, which capture words or phrases in a dense numerical format. This helps the model understand their meaning and relationship to other words.\nAfter that, the\ntraining phase starts\n.\nHere, the\nmodel learns patterns by predicting the next word\nin a sentence or guessing missing words. This is all done automatically (self-supervised).\nThe model has the answers, so it tries to predict the answer and then checks it against the correct sentence.\nIf it's correct or incorrect, it adjusts its weights\nto reduce the chances of a wrong prediction (backpropagation\n)\n.\nA\ncomplete pass through all the data is called an epoch\n. But training usually stops after many epochs. At least one, but it could be up to 300.\nTo speed things up,\npredictions are made in parallel using lots of GPUs\n. But even so, training a model on gigabytes of data through many epochs could take days or weeks.\nSidenote: Model Weights\nAn\nLLM is made up of many nodes\n. These process data from inputs.\nNodes are organized into layers\nto process data in stages. A\nweight is the strength of the connection between nodes\non different layers.\nWeights are\nrandomly assigned\nnumbers at the start of training. But\nthey\nchange during training\nto produce better outputs.\nFor example, if you're training a model to recognize the positivity of the sentence, “Get lost”. The inputs would be the word embeddings, and the weight value could lean towards positivity. So, the higher the value, the more positive the output.\nA node typically has more than one weight. So, all\nweight values are summed\nand\nthen go through an activation function\n. This adds 'non-linearity' to the values, which\nhelps the model learn complex patterns\n.\nIn\nLinkedIn\n’s case, they\nwere experiencing performance bottlenecks during training\n, such as:\nHeavy\nGPU memory access\nExtra time and\nresources used per-operation\nTo address this,\nthey built a library called Liger-Kernel\n.\nLiger-Kernel to the Rescue\nLet's jump into how Liger-Kernel addressed these bottlenecks. We'll start with GPU memory access.\nThe\nGPU has different memory types\nfor different purposes during training.\nSlower High Bandwidth Memory\n(HBM) stores datasets\n, weights, and other large data structures.\nFaster Shared Memory\n(SRAM) stores frequently accessed data\n. This could be intermediate calculations such as attention scores.\nBecause the SRAM is small,\ndata is regularly transferred between the HBM and SRAM\n. This can add latency and\ndelay computation time\n.\nSidenote: Attention Scores\nA way for the\nmodel to \"pay attention\" to the most relevant parts\nof the input data.\nLet's take a look at these two sentences:\n\"Jason is much faster than Toby; he trains a lot.\"\n\"Jason is much faster than Toby, who trains a lot.\"\nThe sentences only have one different word, which completely changes their meaning. The 'trains a lot' in the first sentence is for Jason, and the second is for Toby. We humans can figure out this instantly, but a model can't.\nWhat we see as words, models see as lots of numbers. So, attention scores exist to focus on the important parts.\nIn the case of the first sentence, \"Jason\", \"he\", \"trains a lot\", and the semicolon could have higher attention scores. This is because the semicolon indicates a new clause that refers to Jason. This means Jason is faster because he trains a lot.\nFor the second sentence. \"Toby\" and \"who trains a lot\" could have a higher attention score because \"trains a lot\" relates to Toby. This suggests Toby is the one who trains, but Jason is still faster.\nLiger-Kernel is built upon a technique called FlashAttention\n. This can\nimprove GPU performance\nby calculating things like attention scores and partial sums on the SRAM instead of the HBM.\nThis was a good first step. But,\nthey further optimized GPUs\nby\ntaking tasks that needed many GPUs and\nmerging operations so tasks could run on one GPU\n.\nThis is one of the ways they dealt with the per-operation time bottleneck.\nLet's explain\nit with an example.\nTwo operations are used to control the range of values\nduring training:\nRMSNorm\n: Root Mean Square Normalization. A technique used to normalize the size (magnitude) of activation outputs from a layer of nodes.\nScaling\n: Adjust the range or magnitude of input data to a common scale. This helps the learning process because scaling makes sure data is within a range that the model can learn from.\nTypically,\nthese operations are performed on different GPUs\n. But they can be merged together (operator fusion). How?\nTraining can be done with a framework like PyTorch\nor TensorFlow. Out of the box, PyTorch\ndoes something called eager execution\n. This means\noperations are executed immediately\nwithout a compilation step.\nWhile it sounds good in theory, it\nhas some performance issues\n. Since\noperations are executed one at a time\n(synchronously), this\nprevents parallel executions\n.\nTo address this,\nPyTorch introduced a feature called torch.compile\n. Which\nenables Just-In-Time (JIT) compilation.\nJIT compiles a models' computational graph to machine code for faster execution.\nA computation graph represents the sequence of operations a model performs on its inputs to produce an output.\nPart of\nJIT involves operator fusion\nfor many operations, not just the two mentioned earlier. In some cases JIT can be\n22 times faster\nthan eager execution.\nBoth\nFlashAttention and operator fusion work in Liger-Kernel\n. These features addressed the bottlenecks LinkedIn had.\nBut\nLiger-Kernel is a Python library\n, and\nraw Python code cannot run on a GPU\n.\nSo they\nwrote it in a language called Triton\n.\nPython on the GPU\nTriton\nis an open source\ndomain-specific language and compiler\ncreated by an OpenAI employee. It's\ndesigned to help write custom GPU kernels\nusing a Python-based syntax.\nTriton code complies to low-level GPU code that generates a new optimized GPU kernel.\nLinkedIn wrote\ntheir own\noperator fusion in Triton\nfor Liger-Kernel. But also wrote\nRMSNorm and other operations\nin Triton to take full advantage of the GPU.\nSo,\nhow is Liger-Kernel deployed\n?\nUsually\ntraining is done through a distributed setup\n. This involves many GPUs training different parts of the model.\nThere are\nmany distributed setups\n, but we'll focus on\nTorch Distributed Elastic in AWS\npurely because\nAWS diagrams\nmake sense to me.\nThis has a\nparameter server\nused to\nstore and update parameters\nlike weights. And a\ncontroller\nto\nmanage training jobs\nbased on the available resources.\nLiger-Kernel\nwill be\nadded to the container image\n, which runs on a pod. Once the pod starts, Liger-Kernel\ncode compiles then optimizes the GPU kernel\nbefore training begins.\nWith all these features\nand\noptimized post-training losses\n, which I won't go into in this article.\nLinkedIn's\nopen-source\nlibrary has achieved impressive performance\n.\nImproved multi-GPU training throughput by 20%. A 3x reduction in end-to-end training time. Reduced memory usage by 60% and much more.\nIf you enjoyed this article, check out the\noriginal article\nfrom LinkedIn.\nWe do tech deep dives like this\nevery 2 weeks\n. Get the next one sent to your inbox.\nSubscribe\nPS: Enjoyed this newsletter? Please forward it to a pal or follow us on socials (\nLinkedIn\n,\nTwitter\n,\nYouTube\n,\nInstagram\n). It only takes 10 seconds. Making this one took 20 hours.",
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