unmap offloaded part of the model

This commit is contained in:
slaren 2023-12-20 04:12:11 +01:00
parent d3e7242bdb
commit c3678ca84f

View file

@ -815,6 +815,21 @@ struct llama_mmap {
llama_mmap(const llama_mmap &) = delete; llama_mmap(const llama_mmap &) = delete;
static void align_offset(size_t & offset, size_t & len, size_t page_size) {
// align offset to the next page
size_t offset_in_page = offset & (page_size - 1);
size_t offset_to_page = offset_in_page == 0 ? 0 : page_size - offset_in_page;
offset += offset_to_page;
if (offset_to_page >= len) {
len = 0;
} else {
len -= offset_to_page;
// align len to the previous page
len -= len & (page_size - 1);
}
}
#ifdef _POSIX_MAPPED_FILES #ifdef _POSIX_MAPPED_FILES
static constexpr bool SUPPORTED = true; static constexpr bool SUPPORTED = true;
@ -849,6 +864,24 @@ struct llama_mmap {
} }
} }
void unmap(size_t offset, size_t len) {
int page_size = sysconf(_SC_PAGESIZE);
align_offset(offset, len, page_size);
if (len < (size_t)page_size) {
return;
}
void * next_page_start = (uint8_t *) addr + offset;
// unmap and discard the pages
if (munmap(next_page_start, len)) {
fprintf(stderr, "warning: munmap failed: %s\n", strerror(errno));
}
if (posix_madvise(next_page_start, len, POSIX_MADV_DONTNEED)) {
fprintf(stderr, "warning: posix_madvise(.., POSIX_MADV_DONTNEED) failed: %s\n",
strerror(errno));
}
}
~llama_mmap() { ~llama_mmap() {
munmap(addr, size); munmap(addr, size);
} }
@ -898,6 +931,20 @@ struct llama_mmap {
} }
} }
void unmap(size_t offset, size_t len) {
SYSTEM_INFO si;
GetSystemInfo(&si);
DWORD page_size = si.dwAllocationGranularity;
align_offset(offset, len, page_size);
if (len < (size_t)page_size) {
return;
}
void * next_page_start = (uint8_t *) addr + offset;
VirtualAlloc(next_page_start, len, MEM_RESET, PAGE_NOACCESS);
}
~llama_mmap() { ~llama_mmap() {
if (!UnmapViewOfFile(addr)) { if (!UnmapViewOfFile(addr)) {
fprintf(stderr, "warning: UnmapViewOfFile failed: %s\n", fprintf(stderr, "warning: UnmapViewOfFile failed: %s\n",
@ -914,6 +961,13 @@ struct llama_mmap {
throw std::runtime_error(std::string("mmap not supported")); throw std::runtime_error(std::string("mmap not supported"));
} }
void unmap(size_t offset, size_t len) {
(void) offset;
(void) len;
throw std::runtime_error(std::string("mmap not supported"));
}
#endif #endif
}; };
@ -2243,7 +2297,9 @@ struct llama_model_loader {
return gguf_get_data_offset(ctx_gguf) + gguf_get_tensor_offset(ctx_gguf, idx); return gguf_get_data_offset(ctx_gguf) + gguf_get_tensor_offset(ctx_gguf, idx);
} }
void init_mapping(struct ggml_context * ctx) { void init_mapping() {
/*
// prefetch only CPU tensors
if (use_mmap) { if (use_mmap) {
size_t size_pref = 0; // prefetch size_t size_pref = 0; // prefetch
@ -2256,6 +2312,9 @@ struct llama_model_loader {
} }
mapping.reset(new llama_mmap(&file, gguf_get_data_offset(ctx_gguf) + size_pref, ggml_is_numa())); mapping.reset(new llama_mmap(&file, gguf_get_data_offset(ctx_gguf) + size_pref, ggml_is_numa()));
} }
*/
// prefetch the whole file - all the data is needed anyway
mapping.reset(new llama_mmap(&file, -1, ggml_is_numa()));
} }
// for backwards compatibility only // for backwards compatibility only
@ -2292,19 +2351,25 @@ struct llama_model_loader {
std::vector<no_init<uint8_t>> read_buf; std::vector<no_init<uint8_t>> read_buf;
size_t done_size = 0; size_t size_done = 0;
size_t mmap_first = -1;
size_t mmap_last = 0;
for (int i = 0; i < gguf_get_n_tensors(ctx_gguf); i++) { for (int i = 0; i < gguf_get_n_tensors(ctx_gguf); i++) {
struct ggml_tensor * cur = ggml_get_tensor(ctx, gguf_get_tensor_name(ctx_gguf, i)); struct ggml_tensor * cur = ggml_get_tensor(ctx, gguf_get_tensor_name(ctx_gguf, i));
GGML_ASSERT(cur); // unused tensors should have been caught by load_data already GGML_ASSERT(cur); // unused tensors should have been caught by load_data already
const size_t offs = file_offset(ggml_get_name(cur)); const size_t offs = file_offset(ggml_get_name(cur));
if (!legacy_offload || cur->backend == GGML_BACKEND_CPU) { if (!legacy_offload || cur->backend == GGML_BACKEND_CPU) {
if (use_mmap) { if (use_mmap && mapping) {
if (buf_mmap) { if (buf_mmap) {
ggml_backend_tensor_alloc(buf_mmap, cur, (uint8_t *) mapping->addr + offs); ggml_backend_tensor_alloc(buf_mmap, cur, (uint8_t *) mapping->addr + offs);
if (lmlock) { if (lmlock) {
lmlock->grow_to(offs + ggml_nbytes(cur)); lmlock->grow_to(offs + ggml_nbytes(cur));
} }
mmap_first = std::min(mmap_first, offs);
mmap_last = std::max(mmap_last, offs + ggml_nbytes(cur));
} else { } else {
ggml_backend_tensor_set(cur, (uint8_t *) mapping->addr + offs, 0, ggml_nbytes(cur)); ggml_backend_tensor_set(cur, (uint8_t *) mapping->addr + offs, 0, ggml_nbytes(cur));
} }
@ -2323,7 +2388,7 @@ struct llama_model_loader {
// HACK: mark tensor as allocated // HACK: mark tensor as allocated
cur->data = (void *)(uintptr_t)1; cur->data = (void *)(uintptr_t)1;
void * data; void * data;
if (use_mmap) { if (use_mmap && mapping) {
data = (uint8_t *) mapping->addr + offs; data = (uint8_t *) mapping->addr + offs;
} else { } else {
read_buf.resize(ggml_nbytes(cur)); read_buf.resize(ggml_nbytes(cur));
@ -2343,14 +2408,19 @@ struct llama_model_loader {
#endif #endif
} }
done_size += ggml_nbytes(cur); size_done += ggml_nbytes(cur);
if (progress_callback) { if (progress_callback) {
progress_callback((float) done_size / size_data, progress_callback_user_data); progress_callback((float) size_done / size_data, progress_callback_user_data);
} }
} }
// TODO: unmap GPU tensors // unmap GPU tensors
if (use_mmap && mapping) {
// unmap offloaded tensors and metadata
mapping->unmap(0, mmap_first);
mapping->unmap(mmap_last, mapping->size - mmap_last);
}
} }
}; };
@ -3507,7 +3577,7 @@ static void llm_load_tensors(
ml.done_getting_tensors(); ml.done_getting_tensors();
ml.init_mapping(ctx); ml.init_mapping();
// allocate tensors // allocate tensors
size_t vram_weights = 0; size_t vram_weights = 0;