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| # Copyright 2023 The OpenXLA Authors | ||
| # | ||
| # Licensed under the Apache License v2.0 with LLVM Exceptions. | ||
| # See https://llvm.org/LICENSE.txt for license information. | ||
| # SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
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| # An image for cross-compiling towards Android. | ||
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| FROM gcr.io/iree-oss/openxla-benchmark/base@sha256:1bf3e319465ec8fb465baae3f6ba9a5b09cb84a5349a675c671a552fc77f2251 | ||
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| ARG NDK_VERSION=r25c | ||
| WORKDIR /install-ndk | ||
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| ENV ANDROID_NDK "/usr/src/android-ndk-${NDK_VERSION}" | ||
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| RUN wget -q "https://dl.google.com/android/repository/android-ndk-${NDK_VERSION}-linux.zip" \ | ||
| && unzip -q "android-ndk-${NDK_VERSION}-linux.zip" -d /usr/src/ \ | ||
| && rm -rf /install-ndk | ||
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| WORKDIR / |
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| #!/bin/bash | ||
| # | ||
| # Copyright 2023 The OpenXLA Authors | ||
| # | ||
| # Licensed under the Apache License v2.0 with LLVM Exceptions. | ||
| # See https://llvm.org/LICENSE.txt for license information. | ||
| # SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
| # | ||
| # Environment variables: | ||
| # PYTHON: Python interpreter, default: /usr/bin/python3 | ||
| # OOBI_VENV_DIR: path to create Python virtualenv, default: ggml-benchmarks.venv | ||
| # OOBI_TARGET_DEVICE: target benchmark device, can also be specified the first | ||
| # argument. | ||
| # OOBI_BUILD_DIR: path to the GGMl build directory. | ||
| # OOBI_OUTPUT: path to output benchmark results, can also be specified the | ||
| # second argument. | ||
| # | ||
| # Example usage: | ||
| # ./benchmark_ggml_android.sh <target-device> <build-dir> <result-path> | ||
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| set -xeuo pipefail | ||
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| VENV_DIR="${OOBI_VENV_DIR:-ggml-benchmarks.venv}" | ||
| PYTHON="${PYTHON:-/usr/bin/python3}" | ||
| TARGET_DEVICE="${1:-${OOBI_TARGET_DEVICE}}" | ||
| BUILD_DIR="${2:-${OOBI_BUILD_DIR}}" | ||
| OUTPUT_PATH="${3:-${OOBI_OUTPUT}}" | ||
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| TD="$(cd $(dirname $0) && pwd)" | ||
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| # Setup virtual environment. | ||
| VENV_DIR="${VENV_DIR}" PYTHON="${PYTHON}" source "${TD}/setup_venv.sh" | ||
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| # Initialize results json. | ||
| OUTPUT_PATH="$(realpath ${OUTPUT_PATH})" | ||
| "${TD}/../../comparative_benchmark/scripts/create_results_json.sh" "${OUTPUT_PATH}" | ||
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| pushd "${BUILD_DIR}" | ||
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| PROMPT="Once upon a time" | ||
| BENCHMARK_BINARY="$(realpath bin/gpt-2)" | ||
| WARMUP_ITERAIONS=2 | ||
| NUM_ITERATIONS=10 | ||
| declare -a NUM_THREADS=(1 8 16) | ||
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| MODEL="$(realpath models/gpt-2-117M/ggml-model-f32.bin)" | ||
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| declare -a BENCHMARK_NAMES=( | ||
| "models/GPT2LMHEAD_FP32_GGML/inputs/INPUT_DATA_MODEL_DEFAULT" | ||
| "models/GPT2LMHEAD_FP16_GGML/inputs/INPUT_DATA_MODEL_DEFAULT" | ||
| "models/GPT2LMHEAD_INT4_GGML/inputs/INPUT_DATA_MODEL_DEFAULT" | ||
| ) | ||
| declare -a MODELS=( | ||
| ggml-model-f32.bin | ||
| ggml-model-f16.bin | ||
| ggml-model-q4_0.bin | ||
| ) | ||
| declare -a DATA_TYPES=( | ||
| "fp32" | ||
| "fp16" | ||
| "int4" | ||
| ) | ||
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| for i in ${!BENCHMARK_NAMES[@]}; do | ||
| MODEL="$(realpath models/gpt-2-117M/${MODELS[$i]})" | ||
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| for threads in "${NUM_THREADS[@]}"; do | ||
| "${TD}/benchmark.py" \ | ||
| --benchmark_name "${BENCHMARK_NAMES[$i]}" \ | ||
| --warmup_iterations "${WARMUP_ITERAIONS}" \ | ||
| --iterations "${NUM_ITERATIONS}" \ | ||
| --benchmark_binary "${BENCHMARK_BINARY}" \ | ||
| --model "${MODEL}" \ | ||
| --data_type "${DATA_TYPES[$i]}" \ | ||
| --prompt "${PROMPT}" \ | ||
| --seed 0 \ | ||
| --threads "${threads}" \ | ||
| --output "${OUTPUT_PATH}" \ | ||
| --target_device "${TARGET_DEVICE}" \ | ||
| --verbose | ||
| done | ||
| done | ||
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| popd # BUILD_DIR |
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| #!/bin/bash | ||
| # | ||
| # Copyright 2023 The OpenXLA Authors | ||
| # | ||
| # Licensed under the Apache License v2.0 with LLVM Exceptions. | ||
| # See https://llvm.org/LICENSE.txt for license information. | ||
| # SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
| # | ||
| # Environment variables: | ||
| # PYTHON: Python interpreter, default: /usr/bin/python3 | ||
| # ANDROID_NDK: the path to the Android NDK if building for Android. | ||
| # OOBI_VENV_DIR: path to create Python virtualenv, default: ggml-build.venv | ||
| # OOBI_TARGET_DEVICE: target benchmark device, can also be specified the first | ||
| # argument. | ||
| # OOBI_OUTPUT: path to output benchmark results, can also be specified the | ||
| # second argument. | ||
| # OOBI_SCRATCH_DIR: the directory to place temporary benchmarking artifacts. | ||
| # | ||
| # Example usage: | ||
| # ./build_ggml.sh <target-device>> <build-dir> | ||
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| set -xeuo pipefail | ||
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| VENV_DIR="${OOBI_VENV_DIR:-ggml-build.venv}" | ||
| ROOT_DIR="${OOBI_SCRATCH_DIR:-/tmp}" | ||
| PYTHON="${PYTHON:-/usr/bin/python3}" | ||
| TARGET_DEVICE_NAME="${1:-${OOBI_TARGET_DEVICE}}" | ||
| BUILD_DIR="${2:-/tmp/ggml-build}" | ||
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| TD="$(cd $(dirname $0) && pwd)" | ||
| BUILD_DIR="$(realpath ${BUILD_DIR})" | ||
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| # Setup virtual environment. | ||
| VENV_DIR="${VENV_DIR}" PYTHON="${PYTHON}" source "${TD}/setup_venv.sh" | ||
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| pushd "${ROOT_DIR}" | ||
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| # We clone a fork of ggml which includes additional benchmark logging. | ||
| git clone --branch benchmark https://github.com/mariecwhite/ggml.git | ||
| pushd ggml | ||
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| REPO_DIR="$(pwd)" | ||
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| # Build. | ||
| if [[ "${TARGET_DEVICE_NAME}" =~ ^(pixel-4|pixel-6-pro|moto-edge-x30)$ ]]; then | ||
| cmake -GNinja -DCMAKE_TOOLCHAIN_FILE=${ANDROID_NDK}/build/cmake/android.toolchain.cmake -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=android-23 -DCMAKE_C_FLAGS=-march=armv8.4a+dotprod -B "${BUILD_DIR}" . | ||
| cmake --build "${BUILD_DIR}" -t gpt-2 gpt-2-quantize | ||
| else | ||
| cmake -G Ninja -B "${BUILD_DIR}" . | ||
| cmake --build "${BUILD_DIR}" -t gpt-2 gpt-2-quantize | ||
| fi | ||
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| popd # ggml | ||
| popd # ROOT_DIR | ||
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| # Generate FP32 and FP16 versions of GPT2 117M (Small). | ||
| pushd "${BUILD_DIR}" | ||
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| GPT_VARIANT="117M" | ||
| ${REPO_DIR}/examples/gpt-2/download-model.sh "${GPT_VARIANT}" | ||
| # Generate FP32. | ||
| python ${REPO_DIR}/examples/gpt-2/convert-ckpt-to-ggml.py models/gpt-2-${GPT_VARIANT}/ 0 | ||
| # Generate FP16. | ||
| python ${REPO_DIR}/examples/gpt-2/convert-ckpt-to-ggml.py models/gpt-2-${GPT_VARIANT}/ 1 | ||
| # Generate INT4. Keep this disabled until we want to use it. | ||
| #./bin/gpt-2-quantize models/gpt-2-${GPT_VARIANT}/ggml-model-f16.bin models/gpt-2-${GPT_VARIANT}/ggml-model-q4_0.bin 2 | ||
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| popd # BUILD_DIR |