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53 changes: 53 additions & 0 deletions model.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -835,6 +835,12 @@ void convert_tensor(void* src,
} else if (src_type == GGML_TYPE_F32) {
if (dst_type == GGML_TYPE_F16) {
ggml_fp32_to_fp16_row((float*)src, (ggml_fp16_t*)dst, n);
} else if (dst_type == GGML_TYPE_F64) {
double* ddst = (double*)dst;
float* fsrc = (float*)src;
for (int64_t i = 0; i < n; i++) {
ddst[i] = (double)(fsrc[i]);
}
} else {
std::vector<float> imatrix(n_per_row, 1.0f); // dummy importance matrix
const float* im = imatrix.data();
Expand All @@ -843,6 +849,12 @@ void convert_tensor(void* src,
} else if (dst_type == GGML_TYPE_F32) {
if (src_type == GGML_TYPE_F16) {
ggml_fp16_to_fp32_row((ggml_fp16_t*)src, (float*)dst, n);
} else if (src_type == GGML_TYPE_F64) {
float* fdst = (float*)dst;
double* dsrc = (double*)src;
for (int64_t i = 0; i < n; i++) {
fdst[i] = (float)(dsrc[i]);
}
} else {
auto qtype = ggml_get_type_traits(src_type);
if (qtype->to_float == NULL) {
Expand All @@ -851,6 +863,47 @@ void convert_tensor(void* src,
}
qtype->to_float(src, (float*)dst, n);
}
} else if (src_type == GGML_TYPE_F64) {
if (dst_type == GGML_TYPE_F16) {
// ggml_fp32_to_fp16_row((float*)src, (ggml_fp16_t*)dst, n);
ggml_fp16_t* fdst = (ggml_fp16_t*)dst;
double* dsrc = (double*)src;
for (int64_t i = 0; i < n; i++) {
fdst[i] = ggml_fp32_to_fp16((float)dsrc[i]);
}
} else {
std::vector<float> imatrix(n_per_row, 1.0f); // dummy importance matrix
const float* im = imatrix.data();
float* fsrc = (float*)malloc(n * sizeof(float));
double* dsrc = (double*)src;
for (int64_t i = 0; i < n; i++) {
fsrc[i] = (float)(dsrc[i]);
}
ggml_quantize_chunk(dst_type, fsrc, dst, 0, nrows, n_per_row, im);
free(fsrc);
}
} else if (dst_type == GGML_TYPE_F64) {
if (src_type == GGML_TYPE_F16) {
// ggml_fp16_to_fp32_row((ggml_fp16_t*)src, (float*)dst, n);
double* ddst = (double*)dst;
ggml_fp16_t* fsrc = (ggml_fp16_t*)src;
for (int64_t i = 0; i < n; i++) {
ddst[i] = (double)ggml_fp16_to_fp32(fsrc[i]);
}
} else {
auto qtype = ggml_get_type_traits(src_type);
if (qtype->to_float == NULL) {
throw std::runtime_error(format("type %s unsupported for integer quantization: no dequantization available",
ggml_type_name(src_type)));
}
float* fdst = (float*)malloc(n * sizeof(float));
qtype->to_float(src, fdst, n);
double* ddst = (double*)dst;
for (int64_t i = 0; i < n; i++) {
ddst[i] = (double)(fdst[i]);
}
free(fdst);
}
} else {
// src_type == GGML_TYPE_F16 => dst_type is quantized
// src_type is quantized => dst_type == GGML_TYPE_F16 or dst_type is quantized
Expand Down
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