{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "Mpn1ti5Urdsv" }, "source": [ "# Ep8: GPU and Hardware Acceleration, Part 2" ] }, { "cell_type": "markdown", "metadata": { "id": "qXysoqn-vZuF" }, "source": [ "## Install packages \n", "\n", "For this course, we will use some ongoing development in tvm, which is an open-source machine learning compilation framework. We provide the following command to install a packaged version for mlc course. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Xe3vClsD9jlq", "outputId": "00c9bbe9-8d70-4651-ef0a-a3276c3a0f63" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Looking in links: https://mlc.ai/wheels\n", "Requirement already satisfied: mlc-ai-nightly in /usr/local/lib/python3.7/dist-packages (0.9.dev1956+ge3f218d71)\n", "Requirement already satisfied: synr==0.6.0 in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (0.6.0)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (5.4.8)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (1.21.6)\n", "Requirement already satisfied: tornado in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (5.1.1)\n", "Requirement already satisfied: Pygments in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (2.6.1)\n", "Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (4.4.2)\n", "Requirement already satisfied: attrs in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (22.1.0)\n", "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (1.7.3)\n", "Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from mlc-ai-nightly) (1.3.0)\n" ] } ], "source": [ "!python3 -m pip install mlc-ai-nightly -f https://mlc.ai/wheels" ] }, { "cell_type": "markdown", "metadata": { "id": "i-14C4skxIrJ" }, "source": [ "## Prelude\n", "\n", "We discussed building MLC flows for CPU and GPU environments in the past chapters. This chapter focuses on how we build conceptual programming models for specialized hardware backends." ] }, { "cell_type": "markdown", "metadata": { "id": "BBIuE2jc1DaU" }, "source": [ "## Preparations\n", "\n", "To begin with, let us import the necessary dependencies.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "BVp0fHyRkYj6" }, "outputs": [], "source": [ "import tvm\n", "from tvm.ir.module import IRModule\n", "from tvm.script import tir as T, relax as R\n", "from tvm import relax\n", "import numpy as np\n", "\n", "# This is needed for deferring annotation parsing in TVMScript\n", "from __future__ import annotations " ] }, { "cell_type": "markdown", "source": [ "## Hardware Specialization Trend" ], "metadata": { "id": "aBhwDhrlrSiK" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "6BqADNpbkhGZ" } }, { "cell_type": "markdown", "source": [ "If we look at the machine learning hardware landscape, one emerging theme recently is specialization. Traditionally, we build our solutions on generic scalar processors, where we can perform operations on one floating point at a time. The vector instructions set such as AVX and ARM/Neon provide effective ways to speed up our programs but also bring some complexities to how we write the programs. \n", "\n", "The latest accelerators for machine learning introduced specialized units for tensor computing, with instructions for multi-dimensional data copy and matrix/tensor computations." ], "metadata": { "id": "rDaG-2ObUfuE" } }, { "cell_type": "markdown", "source": [ "### Key Elements of Specialized Code" ], "metadata": { "id": "XIAe-kfF8Y6R" } }, { "cell_type": "markdown", "source": [ "To help us better understand elements of specialized hardware programming. Let us first study the following **low-level numpy** code. While this code still runs in python, it resembles a set of possible operations that can happen in a specialized hardware backend. " ], "metadata": { "id": "hO6aGwNLXLWk" } }, { "cell_type": "code", "source": [ "def accel_fill_zero(C):\n", " C[:] = 0\n", "\n", "def accel_tmm_add(C, A, B):\n", " C[:] += A @ B.T\n", "\n", "def accel_dma_copy(reg, dram):\n", " reg[:] = dram[:]\n", "\n", "def lnumpy_tmm(A: np.ndarray, B: np.ndarray, C: np.ndarray):\n", " # a special accumulator memory\n", " C_accumulator = np.empty((16, 16), dtype=\"float32\")\n", " A_reg = np.empty((16, 16), dtype=\"float32\")\n", " B_reg = np.empty((16, 16), dtype=\"float32\")\n", "\n", " for i in range(64):\n", " for j in range(64):\n", " accel_fill_zero(C_accumulator[:,:])\n", " for k in range(64):\n", " accel_dma_copy(A_reg[:], A[i * 16 : i * 16 + 16, k * 16 : k * 16 + 16])\n", " accel_dma_copy(B_reg[:], B[j * 16 : j * 16 + 16, k * 16 : k * 16 + 16])\n", " accel_tmm_add(C_accumulator[:,:], A_reg, B_reg)\n", " accel_dma_copy(C[i * 16 : i * 16 + 16, j * 16 : j * 16 + 16], C_accumulator[:,:])" ], "metadata": { "id": "qJONpaVO8fYi" }, "execution_count": 5, "outputs": [] }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "02Okf3J3P6aR" } }, { "cell_type": "markdown", "source": [ "The above low-level numpy program contains the following key elements:\n", "- The basic unit of computation is a 16x16x16 matrix multiplication (accel_tmm_add)\n", "- accel_tmm_add takes in two inputs -- A_reg and B_reg and accumulates into an accumulator memory.\n", "- The data copy is performed using a special function (accel_dma_copy).\n", "\n", "In a real-world hardware backend, we usually expect `A_reg`, `B_reg`, and `C_accumulator` to map to special memory regions (or registers) in the hardware. These are called **special memory scopes**. Additionally, there is a limited set of hardware-accelerated operations we can perform on these settings. Operations such `accel_tmm_add` can be mapped to real hardware instructions or an efficient kernel function implementation provided by the vendor." ], "metadata": { "id": "TZSm9WQqP80-" } }, { "cell_type": "markdown", "source": [ "We can run the following code block to confirm the low-level numpy code runs correctly." ], "metadata": { "id": "vL5QCMkaZLEU" } }, { "cell_type": "code", "source": [ "dtype = \"float32\"\n", "a_np = np.random.rand(1024, 1024).astype(dtype)\n", "b_np = np.random.rand(1024, 1024).astype(dtype)\n", "c_tmm = a_np @ b_np.T" ], "metadata": { "id": "YEF-kRMX9wiN" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "c_np = np.empty((1024, 1024), dtype=\"float32\")\n", "lnumpy_tmm(a_np, b_np, c_np)\n", "np.testing.assert_allclose(c_np, c_tmm, rtol=1e-5)" ], "metadata": { "id": "oc8Ns8iH9xTM" }, "execution_count": 6, "outputs": [] }, { "cell_type": "markdown", "source": [ "### A Block with Tensorized Computation\n" ], "metadata": { "id": "lMPn3x7sTw6p" } }, { "cell_type": "markdown", "source": [ "One of our key observations is that the specialized accelerator code is not structured in the unit of scalar computations. Most of the TensorIR code we have run so far contains a block that computes a single element in the output Tensor. Many specialized accelerators run computations over regions of tensors. The block construct in TensorIR helps us to group such relevant computation." ], "metadata": { "id": "15mv9NAZmJgy" } }, { "cell_type": "code", "source": [ "@tvm.script.ir_module\n", "class MatmulBlockModule:\n", " @T.prim_func\n", " def main(\n", " A: T.Buffer[(1024, 1024), \"float32\"],\n", " B: T.Buffer[(1024, 1024), \"float32\"],\n", " C: T.Buffer[(1024, 1024), \"float32\"],\n", " ) -> None:\n", " T.func_attr({\"global_symbol\": \"main\", \"tir.noalias\": True})\n", " for i0, j0, k0 in T.grid(64, 64, 64):\n", " with T.block(\"tmm-16x16\"):\n", " vi0, vj0, vk0 = T.axis.remap(\"SSR\", [i0, j0, k0])\n", " with T.init():\n", " for i1, j1 in T.grid(16, 16):\n", " with T.block(\"tmm_init\"):\n", " vi1, vj1 = T.axis.remap(\"SS\", [i1, j1])\n", " C[vi0 * 16 + vi1, vj0 * 16 + vj1] = T.float32(0)\n", " \n", " for i1, j1, k1 in T.grid(16, 16, 16):\n", " with T.block(\"tmm\"):\n", " vi1, vj1, vk1 = T.axis.remap(\"SSR\", [i1, j1, k1])\n", " C[vi0 *16 + vi1, vj0 * 16 + vj1] += \\\n", " A[vi0 * 16 + vi1, vk0 * 16 + vk1] * B[vj0 * 16 + vj1, vk0 * 16 + vk1]" ], "metadata": { "id": "P08262moTyMm" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "MatmulBlockModule.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0rA318kpWPld", "outputId": "33d6427a-a8da-4cdf-fca9-29fcd392bff9" }, "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " \u001b[38;5;28;01mfor\u001b[39;00m i0, j0, k0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm-16x16\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi0, vj0, vk0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i0, j0, k0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], B[vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00minit():\n", " \u001b[38;5;28;01mfor\u001b[39;00m i1, j1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi1, vj1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i1, j1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1])\n", " C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i1, j1, k1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi1, vj1, vk1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i1, j1, k1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1], A[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1], B[vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1])\n", " C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1] \u001b[38;5;129;01m=\u001b[39;00m C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1] \u001b[38;5;129;01m+\u001b[39;00m A[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1] \u001b[38;5;129;01m*\u001b[39;00m B[vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1]\n", " \n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Let us take a closer look at the following block\n", "\n", "```python\n", "with T.block(\"tmm-16x16\"):\n", " T.reads(A[vi0 * 16 : vi0 * 16 + 16, vk0 * 16 : vk0 * 16 + 16], B[vj0 * 16 : vj0 * 16 + 16, vk0 * 16 : vk0 * 16 + 16])\n", " T.writes(C[vi0 * 16 : vi0 * 16 + 16, vj0 * 16 : vj0 * 16 + 16])\n", " ...\n", "```\n", "\n", "This block reads from a 16x16 region from `A` and `B`, and writes to a 16x16 region of `C`. In this case the content of the block contains further details about a specific implementation of the subregion computations. We call this block a **tensorized block** as they contain computations that span over sub-regions of tensors.\n" ], "metadata": { "id": "p-OXou-Rr9uG" } }, { "cell_type": "markdown", "source": [ "We can run the following code to confirm that the TensorIR module produces the correct result.\n", "\n" ], "metadata": { "id": "KSog-mJtsteB" } }, { "cell_type": "code", "source": [ "a_nd = tvm.nd.array(a_np)\n", "b_nd = tvm.nd.array(b_np)\n", "\n", "c_nd = tvm.nd.empty((1024, 1024), dtype=\"float32\")\n", "\n", "lib = tvm.build(MatmulBlockModule, target=\"llvm\")\n", "lib[\"main\"](a_nd, b_nd, c_nd)\n", "np.testing.assert_allclose(c_nd.numpy(), c_tmm, rtol=1e-5)" ], "metadata": { "id": "bEofEp97WZZB" }, "execution_count": 9, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Transforming Loops Around Tensorized Block\n", "\n", "One thing that we can do here is to transform the loops surrounding the \n", "tensor computation block. These loop transformations can help us to reorganize the surrounding iterations to enable a space of different tensor program variants." ], "metadata": { "id": "jg_9TGfIuWqi" } }, { "cell_type": "code", "source": [ "sch = tvm.tir.Schedule(MatmulBlockModule)\n", "\n", "block_mm = sch.get_block(\"tmm-16x16\")\n", "i, j, k = sch.get_loops(block_mm)\n", "\n", "i0, i1 = sch.split(i, [None, 4])\n", "\n", "sch.reorder(i0, j, i1, k)\n", "sch.mod.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tJm-nlVrY1-h", "outputId": "f7e218aa-fe8e-47f5-9c84-8ddfa9a5c111" }, "execution_count": 10, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " \u001b[38;5;28;01mfor\u001b[39;00m i0_0, j0, i0_1, k0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m4\u001b[39m, \u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm-16x16\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m64\u001b[39m, i0_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m4\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m i0_1)\n", " vj0, vk0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [j0, k0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], B[vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00minit():\n", " \u001b[38;5;28;01mfor\u001b[39;00m i1, j1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi1, vj1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i1, j1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1])\n", " C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i1, j1, k1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi1, vj1, vk1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i1, j1, k1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1], A[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1], B[vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1])\n", " C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1] \u001b[38;5;129;01m=\u001b[39;00m C[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1] \u001b[38;5;129;01m+\u001b[39;00m A[vi0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1] \u001b[38;5;129;01m*\u001b[39;00m B[vj0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj1, vk0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk1]\n", " \n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Blockization -- Creating Tensorized Blocks\n", "\n", "In most settings, we start with loops that come with scalar computations. TensorIR provides a primitive call blockization to group subregions of a loop together to form a tensorized computation block." ], "metadata": { "id": "M9ijFDJUeLxp" } }, { "cell_type": "code", "source": [ "@tvm.script.ir_module\n", "class MatmulModule:\n", " @T.prim_func\n", " def main(\n", " A: T.Buffer[(1024, 1024), \"float32\"],\n", " B: T.Buffer[(1024, 1024), \"float32\"],\n", " C: T.Buffer[(1024, 1024), \"float32\"],\n", " ) -> None:\n", " T.func_attr({\"global_symbol\": \"main\", \"tir.noalias\": True})\n", " for i, j, k in T.grid(1024, 1024, 1024):\n", " with T.block(\"matmul\"):\n", " vi, vj, vk = T.axis.remap(\"SSR\", [i, j, k])\n", " with T.init():\n", " C[vi, vj] = T.float32(0)\n", " C[vi, vj] += A[vi, vk] * B[vj, vk]" ], "metadata": { "id": "lN1xAmA5aEXh" }, "execution_count": 11, "outputs": [] }, { "cell_type": "code", "source": [ "sch = tvm.tir.Schedule(MatmulModule)\n", "i, j, k = sch.get_loops(\"matmul\")\n", "i, ii = sch.split(i, factors=[None, 16])\n", "j, ji = sch.split(j, factors=[None, 16])\n", "k, ki = sch.split(k, factors=[None, 16])\n", "sch.reorder(i, j, k, ii, ji, ki)\n", "sch.mod.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NX6_CljmeQth", "outputId": "c1e31ec5-ca81-4cce-bbd5-1a0546f7372f" }, "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_0, j_0, k_0, i_1, j_1, k_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m i_1)\n", " vj \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m j_1)\n", " vk \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mreduce(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m k_1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[vi, vk], B[vj, vk])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi, vj])\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00minit():\n", " C[vi, vj] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " C[vi, vj] \u001b[38;5;129;01m=\u001b[39;00m C[vi, vj] \u001b[38;5;129;01m+\u001b[39;00m A[vi, vk] \u001b[38;5;129;01m*\u001b[39;00m B[vj, vk]\n", " \n", "\n" ] } ] }, { "cell_type": "code", "source": [ "block_mm = sch.blockize(ii)\n", "sch.mod.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Djm28wRSwRQ7", "outputId": "2c0cd45f-235b-49bf-cb00-06ff2871c1b7" }, "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_0, j_0, k_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_o\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_o, vj_o, vk_o \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_0, j_0, k_0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], B[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00minit():\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i_init, vj_i_init \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init])\n", " C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1, k_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i, vj_i, vk_i \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1, k_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i], A[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i], B[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i])\n", " C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i] \u001b[38;5;129;01m=\u001b[39;00m C[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i] \u001b[38;5;129;01m+\u001b[39;00m A[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i] \u001b[38;5;129;01m*\u001b[39;00m B[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i]\n", " \n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Transforming TensorIR to Introduce Special Memory Scope\n", "\n", "As we noted in the low-level NumPy code, one key element of the low-level TensorIR is the special memory scope used during the acceleration. \n", "\n", "We can use cache_read and write to create intermediate memory stages.\n", "\n" ], "metadata": { "id": "0izRGu9iZUWW" } }, { "cell_type": "code", "source": [ "A_reg = sch.cache_read(block_mm, 0, storage_scope=\"global.A_reg\")\n", "B_reg = sch.cache_read(block_mm, 1, storage_scope=\"global.B_reg\")\n", "sch.compute_at(A_reg, k)\n", "sch.compute_at(B_reg, k)\n", "\n", "write_back_block = sch.cache_write(block_mm, 0, storage_scope=\"global.accumulator\")\n", "sch.reverse_compute_at(write_back_block, j)\n", "sch.mod.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jcwTJJc0-XLr", "outputId": "bd93261c-fbac-4406-8344-41e773efca00" }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " A_global_A_reg \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " B_global_B_reg \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " C_global_accumulator \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_0, j_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mfor\u001b[39;00m k_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mserial(\u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mA_global.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(A_global_A_reg[v0, v1])\n", " A_global_A_reg[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m A[v0, v1]\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mB_global.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(B[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(B_global_B_reg[v0, v1])\n", " B_global_B_reg[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m B[v0, v1]\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_o\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_o, vj_o, vk_o \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_0, j_0, k_0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00minit():\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i_init, vj_i_init \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init])\n", " C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1, k_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i, vj_i, vk_i \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1, k_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i], A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i], B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i])\n", " C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i] \u001b[38;5;129;01m=\u001b[39;00m C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i] \u001b[38;5;129;01m+\u001b[39;00m A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i] \u001b[38;5;129;01m*\u001b[39;00m B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i]\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mC_global.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[v0, v1])\n", " C[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m C_global_accumulator[v0, v1]\n", " \n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "5BwWrq_exknm" } }, { "cell_type": "markdown", "source": [ "Here `global.A_reg` contains two parts. `global` indicates that all threads can globally access the memory, and `A_reg` is a **scope tag** of the memory, which provides opportunities for follow-up compilation to map it to special regions such as registers." ], "metadata": { "id": "68M3MTCmxLEB" } }, { "cell_type": "markdown", "metadata": { "id": "gbu5EAE00kBs" }, "source": [ "## Tensorization\n" ] }, { "cell_type": "markdown", "source": [ "Now we have created a set of blocks that maps to the corresponding stages of computation in the TensorIR. The remaining step is to map some of the tensorized blocks to use a specific implementation that maps to the hardware accelerated instructions. This mapping process is called **tensorization**.\n", "\n", "To prepare for tensorization, we first register a tensor intrinsic (TensorIntrin) that contains a description of the computation and implementation. \n", "\n", "The system will use the description to find relevant regions that match the computation, while implementation maps the computation to accelerated hardware instructions." ], "metadata": { "id": "lEAxo51yyKYp" } }, { "cell_type": "code", "source": [ "@T.prim_func\n", "def tmm16_desc(a: T.handle, b: T.handle, c: T.handle) -> None:\n", " A = T.match_buffer(a, (16, 16), \"float32\", offset_factor=16, scope=\"global.A_reg\")\n", " B = T.match_buffer(b, (16, 16), \"float32\", offset_factor=16, scope=\"global.B_reg\")\n", " C = T.match_buffer(c, (16, 16), \"float32\", offset_factor=16, scope=\"global.accumulator\")\n", "\n", " with T.block(\"root\"):\n", " T.reads(C[0:16, 0:16], A[0:16, 0:16], B[0:16, 0:16])\n", " T.writes(C[0:16, 0:16])\n", " for i, j, k in T.grid(16, 16, 16):\n", " with T.block(\"\"):\n", " vii, vjj, vkk = T.axis.remap(\"SSR\", [i, j, k])\n", " C[vii, vjj] = C[vii, vjj] + A[vii, vkk] * B[vjj, vkk]\n", "\n", "\n", "@T.prim_func\n", "def tmm16_impl(a: T.handle, b: T.handle, c: T.handle) -> None:\n", " sa = T.var(\"int32\")\n", " sb = T.var(\"int32\")\n", " sc = T.var(\"int32\")\n", " A = T.match_buffer(a, (16, 16), \"float32\", offset_factor=16, strides=[sa, 1], scope=\"global.A_reg\")\n", " B = T.match_buffer(b, (16, 16), \"float32\", offset_factor=16, strides=[sb, 1], scope=\"global.B_reg\")\n", " C = T.match_buffer(c, (16, 16), \"float32\", offset_factor=16, strides=[sc, 1], scope=\"global.accumulator\")\n", "\n", " with T.block(\"root\"):\n", " T.reads(C[0:16, 0:16], A[0:16, 0:16], B[0:16, 0:16])\n", " T.writes(C[0:16, 0:16])\n", " T.evaluate(\n", " T.call_extern(\n", " \"tmm16\",\n", " C.access_ptr(\"w\"),\n", " A.access_ptr(\"r\"),\n", " B.access_ptr(\"r\"),\n", " sa,\n", " sb,\n", " sc,\n", " dtype=\"int32\",\n", " )\n", " )\n", "\n", "tvm.tir.TensorIntrin.register(\"tmm16\", tmm16_desc, tmm16_impl)\n" ], "metadata": { "id": "qIQmvkf8qcR9" }, "execution_count": 15, "outputs": [] }, { "cell_type": "markdown", "source": [ "As a preparation step, we first decompose the reduction into an initialization block and an update step. " ], "metadata": { "id": "83XrfGhQzBih" } }, { "cell_type": "code", "source": [ "sch.decompose_reduction(block_mm, k)\n", "sch.mod.show()" ], "metadata": { "id": "qAEPInfAqcjz", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f435b51f-7ddd-4559-83bc-2be183e84e59" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " A_global_A_reg \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " B_global_B_reg \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " C_global_accumulator \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_0, j_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_o_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_o, vj_o \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_0, j_0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i_init, vj_i_init \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init])\n", " C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m k_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mserial(\u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mA_global.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(A_global_A_reg[v0, v1])\n", " A_global_A_reg[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m A[v0, v1]\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mB_global.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(B[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(B_global_B_reg[v0, v1])\n", " B_global_B_reg[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m B[v0, v1]\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_o_update\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_o, vj_o, vk_o \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_0, j_0, k_0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1, k_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i, vj_i, vk_i \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1, k_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i], A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i], B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i])\n", " C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i] \u001b[38;5;129;01m=\u001b[39;00m C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i] \u001b[38;5;129;01m+\u001b[39;00m A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i] \u001b[38;5;129;01m*\u001b[39;00m B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vk_i]\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mC_global.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[v0, v1])\n", " C[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m C_global_accumulator[v0, v1]\n", " \n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Then we can call tensorize, to map the `block_mm` (which corresponds to the `matmul_o_update` block) to use the implementation of `tmm16`." ], "metadata": { "id": "0v8V_GgGzVxY" } }, { "cell_type": "code", "source": [ "sch.tensorize(block_mm, \"tmm16\")" ], "metadata": { "id": "Lwy9Ylz4qcrt" }, "execution_count": 17, "outputs": [] }, { "cell_type": "code", "source": [ "sch.mod.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Op-3NQC7iJaI", "outputId": "5e1fc469-8923-4a35-dcf6-a3bf21ccfb09" }, "execution_count": 18, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[38;5;129m@tvm\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mscript\u001b[38;5;129;01m.\u001b[39;00mir_module\n", "\u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mModule\u001b[39;00m:\n", " \u001b[38;5;129m@T\u001b[39m\u001b[38;5;129;01m.\u001b[39;00mprim_func\n", " \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmain\u001b[39m(A: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], B: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m], C: T\u001b[38;5;129;01m.\u001b[39;00mBuffer[(\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;129;01m-\u001b[39;00m\u001b[38;5;129;01m>\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", " \u001b[38;5;30;03m# function attr dict\u001b[39;00m\n", " T\u001b[38;5;129;01m.\u001b[39;00mfunc_attr({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_symbol\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmain\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtir.noalias\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m})\n", " sa \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mvar(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mint32\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " sb \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mvar(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mint32\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " sc \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mvar(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mint32\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " \u001b[38;5;30;03m# body\u001b[39;00m\n", " \u001b[38;5;30;03m# with T.block(\"root\")\u001b[39;00m\n", " A_global_A_reg \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " B_global_B_reg \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " C_global_accumulator \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00malloc_buffer([\u001b[38;5;28m1024\u001b[39m, \u001b[38;5;28m1024\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_0, j_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m64\u001b[39m, \u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_o_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_o, vj_o \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_0, j_0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " \u001b[38;5;28;01mfor\u001b[39;00m i_1, j_1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_init\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_i_init, vj_i_init \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSS\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_1, j_1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads()\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init])\n", " C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vi_i_init, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m vj_i_init] \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mfloat32(\u001b[38;5;28m0\u001b[39m)\n", " \u001b[38;5;28;01mfor\u001b[39;00m k_0 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mserial(\u001b[38;5;28m64\u001b[39m):\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mA_global.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(A[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(A_global_A_reg[v0, v1])\n", " A_global_A_reg[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m A[v0, v1]\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mB_global.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, k_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(B[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(B_global_B_reg[v0, v1])\n", " B_global_B_reg[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m B[v0, v1]\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmatmul_o_update\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " vi_o, vj_o, vk_o \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mremap(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSSR\u001b[39m\u001b[38;5;124m\"\u001b[39m, [i_0, j_0, k_0])\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m])\n", " A_1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mmatch_buffer(A_global_A_reg[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], [\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, strides\u001b[38;5;129;01m=\u001b[39;00m[sa, \u001b[38;5;28m1\u001b[39m], scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.A_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m, offset_factor\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;28m16\u001b[39m)\n", " B_1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mmatch_buffer(B_global_B_reg[vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vk_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], [\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, strides\u001b[38;5;129;01m=\u001b[39;00m[sb, \u001b[38;5;28m1\u001b[39m], scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.B_reg\u001b[39m\u001b[38;5;124m\"\u001b[39m, offset_factor\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;28m16\u001b[39m)\n", " C_1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mmatch_buffer(C_global_accumulator[vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vi_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m, vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m : vj_o \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m \u001b[38;5;28m16\u001b[39m], [\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m], dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m, strides\u001b[38;5;129;01m=\u001b[39;00m[sc, \u001b[38;5;28m1\u001b[39m], scope\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m, offset_factor\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;28m16\u001b[39m)\n", " T\u001b[38;5;129;01m.\u001b[39;00mevaluate(T\u001b[38;5;129;01m.\u001b[39;00mcall_extern(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtmm16\u001b[39m\u001b[38;5;124m\"\u001b[39m, T\u001b[38;5;129;01m.\u001b[39;00mtvm_access_ptr(T\u001b[38;5;129;01m.\u001b[39;00mtype_annotation(dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m), C_1\u001b[38;5;129;01m.\u001b[39;00mdata, C_1\u001b[38;5;129;01m.\u001b[39;00melem_offset, sc \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m2\u001b[39m, dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhandle\u001b[39m\u001b[38;5;124m\"\u001b[39m), T\u001b[38;5;129;01m.\u001b[39;00mtvm_access_ptr(T\u001b[38;5;129;01m.\u001b[39;00mtype_annotation(dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m), A_1\u001b[38;5;129;01m.\u001b[39;00mdata, A_1\u001b[38;5;129;01m.\u001b[39;00melem_offset, sa \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m1\u001b[39m, dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhandle\u001b[39m\u001b[38;5;124m\"\u001b[39m), T\u001b[38;5;129;01m.\u001b[39;00mtvm_access_ptr(T\u001b[38;5;129;01m.\u001b[39;00mtype_annotation(dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m), B_1\u001b[38;5;129;01m.\u001b[39;00mdata, B_1\u001b[38;5;129;01m.\u001b[39;00melem_offset, sb \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m1\u001b[39m, dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhandle\u001b[39m\u001b[38;5;124m\"\u001b[39m), sa, sb, sc, dtype\u001b[38;5;129;01m=\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mint32\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n", " \u001b[38;5;28;01mfor\u001b[39;00m ax0, ax1 \u001b[38;5;28;01min\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mgrid(\u001b[38;5;28m16\u001b[39m, \u001b[38;5;28m16\u001b[39m):\n", " \u001b[38;5;28;01mwith\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00mblock(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mC_global.accumulator\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", " v0 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, i_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax0)\n", " v1 \u001b[38;5;129;01m=\u001b[39;00m T\u001b[38;5;129;01m.\u001b[39;00maxis\u001b[38;5;129;01m.\u001b[39;00mspatial(\u001b[38;5;28m1024\u001b[39m, j_0 \u001b[38;5;129;01m*\u001b[39;00m \u001b[38;5;28m16\u001b[39m \u001b[38;5;129;01m+\u001b[39;00m ax1)\n", " T\u001b[38;5;129;01m.\u001b[39;00mreads(C_global_accumulator[v0, v1])\n", " T\u001b[38;5;129;01m.\u001b[39;00mwrites(C[v0, v1])\n", " C[v0, v1] \u001b[38;5;129;01m=\u001b[39;00m C_global_accumulator[v0, v1]\n", " \n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "Here we use `T.call_extern` to call into an external function inside the environment. The downstream compilation step can easily map the implementation to an instruction that implements the operation. \n", "\n", "Alternatively, we can map tmm16 to a micro-kernel that implements this tensorized computation. The following code shows the how to do that through an extern \"C\" code (which allows further embedding of inline assembly if necessary)." ], "metadata": { "id": "vNtyVpoPzhfH" } }, { "cell_type": "code", "source": [ "def tmm_kernel():\n", " cc_code = \"\"\"\n", " extern \"C\" int tmm16(float *cc, float *aa, float *bb, int stride_a, int stride_b, int stride_c) {\n", " for (int i = 0; i < 16; ++i) {\n", " for (int j = 0; j < 16; ++j) {\n", " for (int k = 0; k < 16; ++k) {\n", " cc[i * stride_c + j] += aa[i * stride_a + k] * bb[j * stride_b + k];\n", " }\n", " }\n", " }\n", " return 0;\n", " }\n", " \"\"\"\n", " from tvm.contrib import utils, clang\n", "\n", " temp = utils.tempdir()\n", " ll_path = temp.relpath(\"temp.ll\")\n", " # Create LLVM ir from c source code\n", " ll_code = clang.create_llvm(cc_code, output=ll_path)\n", " return ll_code\n", "\n", "sch.annotate(i, \"pragma_import_llvm\", tmm_kernel())" ], "metadata": { "id": "VfKlTjzZjErd" }, "execution_count": 19, "outputs": [] }, { "cell_type": "markdown", "source": [ "We can then go and execute the following code-block, which redirects the tensorized computation to the custom defined `tmm_kernel`." ], "metadata": { "id": "VWqXvQ1l0VMw" } }, { "cell_type": "code", "source": [ "a_nd = tvm.nd.array(a_np)\n", "b_nd = tvm.nd.array(b_np)\n", "\n", "c_nd = tvm.nd.empty((1024, 1024), dtype=\"float32\")\n", "\n", "lib = tvm.build(sch.mod, target=\"llvm\")\n", "lib[\"main\"](a_nd, b_nd, c_nd)\n", "np.testing.assert_allclose(c_nd.numpy(), c_tmm, rtol=1e-5)" ], "metadata": { "id": "ewJ-lXxejWtX" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Discussions\n", "\n", "This section covers a set of key elements of specialized hardware support. One of the key constructs here is the tensorized block and computation alongside tensor subregions. TensorIR also contains additional properties that build on top of the foundational elements:\n", "\n", "- Layout constraints in the specialized memory.\n", "- Interaction with thread hierarchies.\n", "\n", "We don't have enough time to cover these in one lecture, but we will add optional readings on some of the additional content." ], "metadata": { "id": "xpTo0InUPAlZ" } }, { "cell_type": "markdown", "source": [ "## Summary\n", "\n", "- Overall trend of Hardware Specialization toward tensorized computation.\n", "- TensorIR transformations with tensorized blocks.\n", "- Tensorization: the process of mapping block of loop computations to specialized implementations.\n" ], "metadata": { "id": "mIQMuYaJ7sbJ" } } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "8 GPU and Specialized Hardware - part2.ipynb", "provenance": [], "include_colab_link": true }, "gpuClass": "standard", "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }