karpathy--llm.c
178 行
6.1 KiB
Makefile
178 行
6.1 KiB
Makefile
CC ?= clang
|
|
CFLAGS = -Ofast -Wno-unused-result -Wno-ignored-pragmas -Wno-unknown-attributes
|
|
LDFLAGS =
|
|
LDLIBS = -lm
|
|
INCLUDES =
|
|
CFLAGS_COND = -march=native
|
|
|
|
# Find nvcc
|
|
SHELL_UNAME = $(shell uname)
|
|
REMOVE_FILES = rm -f
|
|
OUTPUT_FILE = -o $@
|
|
CUDA_OUTPUT_FILE = -o $@
|
|
|
|
# NVCC flags
|
|
# -t=0 is short for --threads, 0 = number of CPUs on the machine
|
|
NVCC_FLAGS = -O3 -t=0 --use_fast_math
|
|
NVCC_LDFLAGS = -lcublas -lcublasLt
|
|
NCLL_INCLUDES =
|
|
NVCC_LDLIBS =
|
|
|
|
ifneq ($(OS), Windows_NT)
|
|
NVCC := $(shell which nvcc 2>/dev/null)
|
|
|
|
# Function to test if the compiler accepts a given flag.
|
|
define check_and_add_flag
|
|
$(eval FLAG_SUPPORTED := $(shell printf "int main() { return 0; }\n" | $(CC) $(1) -x c - -o /dev/null 2>/dev/null && echo 'yes'))
|
|
ifeq ($(FLAG_SUPPORTED),yes)
|
|
CFLAGS += $(1)
|
|
endif
|
|
endef
|
|
|
|
# Check each flag and add it if supported
|
|
$(foreach flag,$(CFLAGS_COND),$(eval $(call check_and_add_flag,$(flag))))
|
|
else
|
|
CFLAGS :=
|
|
REMOVE_FILES = del *.exe,*.obj,*.lib,*.exp,*.pdb && del
|
|
SHELL_UNAME := Windows
|
|
ifneq ($(shell where nvcc 2> nul),"")
|
|
NVCC := nvcc
|
|
else
|
|
NVCC :=
|
|
endif
|
|
CC := cl
|
|
CFLAGS = /Idev /Zi /nologo /Wall /WX- /diagnostics:column /sdl /O2 /Oi /Ot /GL /D _DEBUG /D _CONSOLE /D _UNICODE /D UNICODE /Gm- /EHsc /MD /GS /Gy /fp:fast /Zc:wchar_t /Zc:forScope /Zc:inline /permissive- \
|
|
/external:W3 /Gd /TP /wd4996 /Fd$@.pdb /FC /openmp:llvm
|
|
LDFLAGS :=
|
|
LDLIBS :=
|
|
INCLUDES :=
|
|
NVCC_FLAGS += -I"dev"
|
|
ifeq ($(WIN_CI_BUILD),1)
|
|
$(info Windows CI build)
|
|
OUTPUT_FILE = /link /OUT:$@
|
|
CUDA_OUTPUT_FILE = -o $@
|
|
else
|
|
$(info Windows local build)
|
|
OUTPUT_FILE = /link /OUT:$@ && copy /Y $@ $@.exe
|
|
CUDA_OUTPUT_FILE = -o $@ && copy /Y $@.exe $@
|
|
endif
|
|
endif
|
|
|
|
# Check if OpenMP is available
|
|
# This is done by attempting to compile an empty file with OpenMP flags
|
|
# OpenMP makes the code a lot faster so I advise installing it
|
|
# e.g. on MacOS: brew install libomp
|
|
# e.g. on Ubuntu: sudo apt-get install libomp-dev
|
|
# later, run the program by prepending the number of threads, e.g.: OMP_NUM_THREADS=8 ./gpt2
|
|
# First, check if NO_OMP is set to 1, if not, proceed with the OpenMP checks
|
|
ifeq ($(NO_OMP), 1)
|
|
$(info OpenMP is manually disabled)
|
|
else
|
|
ifneq ($(OS), Windows_NT)
|
|
# Detect if running on macOS or Linux
|
|
ifeq ($(SHELL_UNAME), Darwin)
|
|
# Check for Homebrew's libomp installation in different common directories
|
|
ifeq ($(shell [ -d /opt/homebrew/opt/libomp/lib ] && echo "exists"), exists)
|
|
# macOS with Homebrew on ARM (Apple Silicon)
|
|
CFLAGS += -Xclang -fopenmp -DOMP
|
|
LDFLAGS += -L/opt/homebrew/opt/libomp/lib
|
|
LDLIBS += -lomp
|
|
INCLUDES += -I/opt/homebrew/opt/libomp/include
|
|
$(info OpenMP found, compiling with OpenMP support)
|
|
else ifeq ($(shell [ -d /usr/local/opt/libomp/lib ] && echo "exists"), exists)
|
|
# macOS with Homebrew on Intel
|
|
CFLAGS += -Xclang -fopenmp -DOMP
|
|
LDFLAGS += -L/usr/local/opt/libomp/lib
|
|
LDLIBS += -lomp
|
|
INCLUDES += -I/usr/local/opt/libomp/include
|
|
$(info OpenMP found, compiling with OpenMP support)
|
|
else
|
|
$(warning OpenMP not found, skipping OpenMP support)
|
|
endif
|
|
else
|
|
# Check for OpenMP support in GCC or Clang on Linux
|
|
ifeq ($(shell echo | $(CC) -fopenmp -x c -E - > /dev/null 2>&1; echo $$?), 0)
|
|
CFLAGS += -fopenmp -DOMP
|
|
LDLIBS += -lgomp
|
|
$(info OpenMP found, compiling with OpenMP support)
|
|
else
|
|
$(warning OpenMP not found, skipping OpenMP support)
|
|
endif
|
|
endif
|
|
endif
|
|
endif
|
|
|
|
ifeq ($(NO_MULTI_GPU), 1)
|
|
$(info Multi-GPU (OpenMPI + NCCL) is manually disabled)
|
|
else
|
|
ifneq ($(OS), Windows_NT)
|
|
# Detect if running on macOS or Linux
|
|
ifeq ($(SHELL_UNAME), Darwin)
|
|
$(warning Multi-GPU on CUDA on Darwin is not supported, skipping OpenMPI + NCCL support)
|
|
else ifeq ($(shell [ -d /usr/lib/x86_64-linux-gnu/openmpi/lib/ ] && [ -d /usr/lib/x86_64-linux-gnu/openmpi/include/ ] && echo "exists"), exists)
|
|
$(info OpenMPI found, adding support)
|
|
NVCC_INCLUDES += -I/usr/lib/x86_64-linux-gnu/openmpi/include
|
|
NVCC_LDFLAGS += -L/usr/lib/x86_64-linux-gnu/openmpi/lib/
|
|
NVCC_LDLIBS += -lmpi -lnccl
|
|
NVCC_FLAGS += -DMULTI_GPU
|
|
else
|
|
$(warning OpenMPI is not found, disabling multi-GPU support)
|
|
$(warning On Linux you can try install OpenMPI with `sudo apt install openmpi-bin openmpi-doc libopenmpi-dev`)
|
|
endif
|
|
endif
|
|
endif
|
|
|
|
# Precision settings, default to bf16 but ability to override
|
|
PRECISION ?= BF16
|
|
VALID_PRECISIONS := FP32 FP16 BF16
|
|
ifeq ($(filter $(PRECISION),$(VALID_PRECISIONS)),)
|
|
$(error Invalid precision $(PRECISION), valid precisions are $(VALID_PRECISIONS))
|
|
endif
|
|
ifeq ($(PRECISION), FP32)
|
|
PFLAGS = -DENABLE_FP32
|
|
else ifeq ($(PRECISION), FP16)
|
|
PFLAGS = -DENABLE_FP16
|
|
else
|
|
PFLAGS = -DENABLE_BF16
|
|
endif
|
|
|
|
# PHONY means these targets will always be executed
|
|
.PHONY: all train_gpt2 test_gpt2 train_gpt2cu test_gpt2cu train_gpt2fp32cu test_gpt2fp32cu profile_gpt2cu
|
|
|
|
# Add targets
|
|
TARGETS = train_gpt2 test_gpt2
|
|
|
|
# Conditional inclusion of CUDA targets
|
|
ifeq ($(NVCC),)
|
|
$(info nvcc not found, skipping CUDA builds)
|
|
else
|
|
$(info nvcc found, including CUDA builds)
|
|
TARGETS += train_gpt2cu test_gpt2cu train_gpt2fp32cu test_gpt2fp32cu
|
|
endif
|
|
|
|
all: $(TARGETS)
|
|
|
|
train_gpt2: train_gpt2.c
|
|
$(CC) $(CFLAGS) $(INCLUDES) $(LDFLAGS) $< $(LDLIBS) $(OUTPUT_FILE)
|
|
|
|
test_gpt2: test_gpt2.c
|
|
$(CC) $(CFLAGS) $(INCLUDES) $(LDFLAGS) $< $(LDLIBS) $(OUTPUT_FILE)
|
|
|
|
train_gpt2cu: train_gpt2.cu
|
|
$(NVCC) $(NVCC_FLAGS) $(PFLAGS) $< $(NVCC_LDFLAGS) $(NVCC_INCLUDES) $(NVCC_LDLIBS) $(NVCC_LDFLAGS) $(CUDA_OUTPUT_FILE)
|
|
|
|
train_gpt2fp32cu: train_gpt2_fp32.cu
|
|
$(NVCC) $(NVCC_FLAGS) $< $(NVCC_LDFLAGS) $(NVCC_INCLUDES) $(NVCC_LDLIBS) $(NVCC_LDFLAGS) $(CUDA_OUTPUT_FILE)
|
|
|
|
test_gpt2cu: test_gpt2.cu
|
|
$(NVCC) $(NVCC_FLAGS) $(PFLAGS) $< $(NVCC_LDFLAGS) $(NVCC_INCLUDES) $(NVCC_LDLIBS) $(NVCC_LDFLAGS) $(CUDA_OUTPUT_FILE)
|
|
|
|
test_gpt2fp32cu: test_gpt2_fp32.cu
|
|
$(NVCC) $(NVCC_FLAGS) $< $(NVCC_LDFLAGS) $(NVCC_INCLUDES) $(NVCC_LDLIBS) $(NVCC_LDFLAGS) $(CUDA_OUTPUT_FILE)
|
|
|
|
profile_gpt2cu: profile_gpt2.cu
|
|
$(NVCC) $(NVCC_FLAGS) $(PFLAGS) -lineinfo $< $(NVCC_LDFLAGS) $(CUDA_OUTPUT_FILE)
|
|
|
|
clean:
|
|
$(REMOVE_FILES) $(TARGETS)
|