feat: do not convert bf16 to f32 (#1055)

This commit is contained in:
leejet
2025-12-06 23:55:51 +08:00
committed by GitHub
parent 689e44c9a8
commit bfbb929790
4 changed files with 6 additions and 33 deletions

View File

@@ -123,11 +123,6 @@ bool is_unused_tensor(std::string name) {
return false;
}
float bf16_to_f32(uint16_t bfloat16) {
uint32_t val_bits = (static_cast<uint32_t>(bfloat16) << 16);
return *reinterpret_cast<float*>(&val_bits);
}
uint16_t f8_e4m3_to_f16(uint8_t f8) {
// do we need to support uz?
@@ -210,13 +205,6 @@ uint16_t f8_e5m2_to_f16(uint8_t fp8) {
return fp16_sign | (fp16_exponent << 10) | fp16_mantissa;
}
void bf16_to_f32_vec(uint16_t* src, float* dst, int64_t n) {
// support inplace op
for (int64_t i = n - 1; i >= 0; i--) {
dst[i] = bf16_to_f32(src[i]);
}
}
void f8_e4m3_to_f16_vec(uint8_t* src, uint16_t* dst, int64_t n) {
// support inplace op
for (int64_t i = n - 1; i >= 0; i--) {
@@ -495,7 +483,7 @@ ggml_type str_to_ggml_type(const std::string& dtype) {
if (dtype == "F16") {
ttype = GGML_TYPE_F16;
} else if (dtype == "BF16") {
ttype = GGML_TYPE_F32;
ttype = GGML_TYPE_BF16;
} else if (dtype == "F32") {
ttype = GGML_TYPE_F32;
} else if (dtype == "F64") {
@@ -623,10 +611,7 @@ bool ModelLoader::init_from_safetensors_file(const std::string& file_path, const
size_t tensor_data_size = end - begin;
if (dtype == "BF16") {
tensor_storage.is_bf16 = true;
GGML_ASSERT(tensor_storage.nbytes() == tensor_data_size * 2);
} else if (dtype == "F8_E4M3") {
if (dtype == "F8_E4M3") {
tensor_storage.is_f8_e4m3 = true;
// f8 -> f16
GGML_ASSERT(tensor_storage.nbytes() == tensor_data_size * 2);
@@ -1522,9 +1507,7 @@ bool ModelLoader::load_tensors(on_new_tensor_cb_t on_new_tensor_cb, int n_thread
read_time_ms.fetch_add(t1 - t0);
t0 = ggml_time_ms();
if (tensor_storage.is_bf16) {
bf16_to_f32_vec((uint16_t*)read_buf, (float*)target_buf, tensor_storage.nelements());
} else if (tensor_storage.is_f8_e4m3) {
if (tensor_storage.is_f8_e4m3) {
f8_e4m3_to_f16_vec((uint8_t*)read_buf, (uint16_t*)target_buf, tensor_storage.nelements());
} else if (tensor_storage.is_f8_e5m2) {
f8_e5m2_to_f16_vec((uint8_t*)read_buf, (uint16_t*)target_buf, tensor_storage.nelements());