ollama source for Momentry Core verification
This commit is contained in:
327
fs/ggml/type.go
Normal file
327
fs/ggml/type.go
Normal file
@@ -0,0 +1,327 @@
|
||||
package ggml
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"log/slog"
|
||||
"strings"
|
||||
)
|
||||
|
||||
// FileType is the Go equivalent to llama_ftype used for gguf file typing
|
||||
type FileType uint32
|
||||
|
||||
const (
|
||||
FileTypeF32 FileType = iota
|
||||
FileTypeF16
|
||||
fileTypeQ4_0
|
||||
fileTypeQ4_1
|
||||
fileTypeMXFP4 // originally fileTypeQ4_1_F16 // unused by GGML
|
||||
fileTypeQ4_2 // unused by GGML
|
||||
fileTypeQ4_3 // unused by GGML
|
||||
FileTypeQ8_0
|
||||
fileTypeQ5_0
|
||||
fileTypeQ5_1
|
||||
fileTypeQ2_K
|
||||
fileTypeQ3_K_S
|
||||
fileTypeQ3_K_M
|
||||
fileTypeQ3_K_L
|
||||
FileTypeQ4_K_S
|
||||
FileTypeQ4_K_M
|
||||
fileTypeQ5_K_S
|
||||
fileTypeQ5_K_M
|
||||
fileTypeQ6_K
|
||||
fileTypeIQ2_XXS
|
||||
fileTypeIQ2_XS
|
||||
fileTypeQ2_K_S
|
||||
fileTypeIQ3_XS
|
||||
fileTypeIQ3_XXS
|
||||
fileTypeIQ1_S
|
||||
fileTypeIQ4_NL
|
||||
fileTypeIQ3_S
|
||||
fileTypeIQ3_M
|
||||
fileTypeIQ2_S
|
||||
fileTypeIQ2_M
|
||||
fileTypeIQ4_XS
|
||||
fileTypeIQ1_M
|
||||
FileTypeBF16
|
||||
fileTypeQ4_0_4_4 // unused by GGML
|
||||
fileTypeQ4_0_4_8 // unused by GGML
|
||||
fileTypeQ4_0_8_8 // unused by GGML
|
||||
fileTypeTQ1_0
|
||||
fileTypeTQ2_0
|
||||
|
||||
FileTypeUnknown = 1024
|
||||
)
|
||||
|
||||
// ParseFileType parses the provided GGUF file type
|
||||
// Only Ollama supported types are considered valid
|
||||
func ParseFileType(s string) (FileType, error) {
|
||||
switch s {
|
||||
case "F32":
|
||||
return FileTypeF32, nil
|
||||
case "F16":
|
||||
return FileTypeF16, nil
|
||||
case "Q8_0":
|
||||
return FileTypeQ8_0, nil
|
||||
case "Q4_K_S":
|
||||
return FileTypeQ4_K_S, nil
|
||||
case "Q4_K_M", "Q4_K":
|
||||
return FileTypeQ4_K_M, nil
|
||||
case "BF16":
|
||||
return FileTypeBF16, nil
|
||||
default:
|
||||
supportedFileTypes := []FileType{
|
||||
FileTypeF32,
|
||||
FileTypeF16,
|
||||
FileTypeQ4_K_S,
|
||||
FileTypeQ4_K_M,
|
||||
FileTypeQ8_0,
|
||||
// fsggml.FileTypeBF16, // TODO
|
||||
}
|
||||
strs := make([]string, len(supportedFileTypes))
|
||||
for i := range supportedFileTypes {
|
||||
strs[i] = supportedFileTypes[i].String()
|
||||
}
|
||||
|
||||
return FileTypeUnknown, fmt.Errorf("unsupported quantization type %s - supported types are %s", s, strings.Join(strs, ", "))
|
||||
}
|
||||
}
|
||||
|
||||
func (t FileType) String() string {
|
||||
// Note: this routine will return a broader set of file types for existing models
|
||||
switch t {
|
||||
case FileTypeF32:
|
||||
return "F32"
|
||||
case FileTypeF16:
|
||||
return "F16"
|
||||
case fileTypeQ4_0:
|
||||
return "Q4_0"
|
||||
case fileTypeQ4_1:
|
||||
return "Q4_1"
|
||||
case fileTypeMXFP4:
|
||||
return "MXFP4"
|
||||
case FileTypeQ8_0:
|
||||
return "Q8_0"
|
||||
case fileTypeQ5_0:
|
||||
return "Q5_0"
|
||||
case fileTypeQ5_1:
|
||||
return "Q5_1"
|
||||
case fileTypeQ2_K:
|
||||
return "Q2_K"
|
||||
case fileTypeQ3_K_S:
|
||||
return "Q3_K_S"
|
||||
case fileTypeQ3_K_M:
|
||||
return "Q3_K_M"
|
||||
case fileTypeQ3_K_L:
|
||||
return "Q3_K_L"
|
||||
case FileTypeQ4_K_S:
|
||||
return "Q4_K_S"
|
||||
case FileTypeQ4_K_M:
|
||||
return "Q4_K_M"
|
||||
case fileTypeQ5_K_S:
|
||||
return "Q5_K_S"
|
||||
case fileTypeQ5_K_M:
|
||||
return "Q5_K_M"
|
||||
case fileTypeQ6_K:
|
||||
return "Q6_K"
|
||||
case fileTypeQ2_K_S:
|
||||
return "Q2_K_S"
|
||||
case FileTypeBF16:
|
||||
return "BF16"
|
||||
default:
|
||||
return "unknown"
|
||||
}
|
||||
}
|
||||
|
||||
func (t FileType) Value() uint32 {
|
||||
return uint32(t)
|
||||
}
|
||||
|
||||
func (ftype FileType) ToTensorType() TensorType {
|
||||
switch ftype {
|
||||
case FileTypeF32:
|
||||
return TensorTypeF32
|
||||
case FileTypeF16:
|
||||
return TensorTypeF16
|
||||
case fileTypeQ4_0:
|
||||
return TensorTypeQ4_0
|
||||
case fileTypeQ4_1:
|
||||
return TensorTypeQ4_1
|
||||
case FileTypeQ8_0:
|
||||
return TensorTypeQ8_0
|
||||
case fileTypeQ5_0:
|
||||
return TensorTypeQ5_0
|
||||
case fileTypeQ5_1:
|
||||
return TensorTypeQ5_1
|
||||
case fileTypeQ2_K:
|
||||
return TensorTypeQ2_K
|
||||
case fileTypeQ3_K_S:
|
||||
return TensorTypeQ3_K
|
||||
case fileTypeQ3_K_M:
|
||||
return TensorTypeQ3_K
|
||||
case fileTypeQ3_K_L:
|
||||
return TensorTypeQ3_K
|
||||
case FileTypeQ4_K_S:
|
||||
return TensorTypeQ4_K
|
||||
case FileTypeQ4_K_M:
|
||||
return TensorTypeQ4_K
|
||||
case fileTypeQ5_K_S:
|
||||
return TensorTypeQ5_K
|
||||
case fileTypeQ5_K_M:
|
||||
return TensorTypeQ5_K
|
||||
case fileTypeQ6_K:
|
||||
return TensorTypeQ6_K
|
||||
case fileTypeQ2_K_S:
|
||||
return TensorTypeQ2_K
|
||||
case FileTypeBF16:
|
||||
return TensorTypeBF16
|
||||
case fileTypeMXFP4:
|
||||
return TensorTypeMXFP4
|
||||
default:
|
||||
slog.Warn("unsupported file type", "type", ftype)
|
||||
return 0 // F32
|
||||
}
|
||||
}
|
||||
|
||||
// TensorType is equivalent to ggml_type for individual tensor types
|
||||
// Note: these are not the same as FileType
|
||||
type TensorType uint32
|
||||
|
||||
const (
|
||||
TensorTypeF32 TensorType = iota
|
||||
TensorTypeF16
|
||||
TensorTypeQ4_0
|
||||
TensorTypeQ4_1
|
||||
tensorTypeQ4_2
|
||||
tensorTypeQ4_3 // unused by GGML
|
||||
TensorTypeQ5_0
|
||||
TensorTypeQ5_1
|
||||
TensorTypeQ8_0
|
||||
TensorTypeQ8_1
|
||||
TensorTypeQ2_K
|
||||
TensorTypeQ3_K
|
||||
TensorTypeQ4_K
|
||||
TensorTypeQ5_K
|
||||
TensorTypeQ6_K
|
||||
TensorTypeQ8_K
|
||||
tensorTypeIQ2_XXS // not supported by ollama
|
||||
tensorTypeIQ2_XS // not supported by ollama
|
||||
tensorTypeIQ3_XXS // not supported by ollama
|
||||
tensorTypeIQ1_S // not supported by ollama
|
||||
tensorTypeIQ4_NL // not supported by ollama
|
||||
tensorTypeIQ3_S // not supported by ollama
|
||||
tensorTypeIQ2_S // not supported by ollama
|
||||
tensorTypeIQ4_XS // not supported by ollama
|
||||
TensorTypeI8
|
||||
TensorTypeI16
|
||||
TensorTypeI32
|
||||
TensorTypeI64
|
||||
TensorTypeF64
|
||||
tensorTypeIQ1_M // not supported by ollama
|
||||
TensorTypeBF16
|
||||
tensorTypeQ4_0_4_4 // unused by GGML
|
||||
tensorTypeQ4_0_4_8 // unused by GGML
|
||||
tensorTypeQ4_0_8_8 // unused by GGML
|
||||
tensorTypeTQ1_0 // not supported by ollama
|
||||
tensorTypeTQ2_0 // not supported by ollama
|
||||
tensorTypeIQ4_NL_4_4 // unused by GGML
|
||||
tensorTypeIQ4_NL_4_8 // unused by GGML
|
||||
tensorTypeIQ4_NL_8_8 // unused by GGML
|
||||
TensorTypeMXFP4
|
||||
)
|
||||
|
||||
// ParseTensorType parses the provided GGUF tensor type
|
||||
// Only Ollama supported types are considered valid
|
||||
func ParseTensorType(s string) (TensorType, error) {
|
||||
switch s {
|
||||
case "F32":
|
||||
return TensorTypeF32, nil
|
||||
case "F16":
|
||||
return TensorTypeF16, nil
|
||||
case "Q4_0":
|
||||
return TensorTypeQ4_0, nil
|
||||
case "Q4_1":
|
||||
return TensorTypeQ4_1, nil
|
||||
case "Q5_0":
|
||||
return TensorTypeQ5_0, nil
|
||||
case "Q5_1":
|
||||
return TensorTypeQ5_1, nil
|
||||
case "Q8_0":
|
||||
return TensorTypeQ8_0, nil
|
||||
case "Q8_1":
|
||||
return TensorTypeQ8_1, nil
|
||||
case "Q2_K":
|
||||
return TensorTypeQ2_K, nil
|
||||
case "Q3_K":
|
||||
return TensorTypeQ3_K, nil
|
||||
case "Q4_K":
|
||||
return TensorTypeQ4_K, nil
|
||||
case "Q5_K":
|
||||
return TensorTypeQ5_K, nil
|
||||
case "Q6_K":
|
||||
return TensorTypeQ6_K, nil
|
||||
case "Q8_K":
|
||||
return TensorTypeQ8_K, nil
|
||||
case "F64":
|
||||
return TensorTypeF64, nil
|
||||
case "BF16":
|
||||
return TensorTypeBF16, nil
|
||||
case "MXFP4":
|
||||
return TensorTypeMXFP4, nil
|
||||
default:
|
||||
return 0, fmt.Errorf("unsupported quantization type %s", s)
|
||||
}
|
||||
}
|
||||
|
||||
func (t TensorType) IsQuantized() bool {
|
||||
switch t {
|
||||
case TensorTypeF32, TensorTypeF16, TensorTypeBF16:
|
||||
return false
|
||||
default:
|
||||
return true
|
||||
}
|
||||
}
|
||||
|
||||
func (t TensorType) RowSize(ne uint64) uint64 {
|
||||
return t.TypeSize() * ne / t.BlockSize()
|
||||
}
|
||||
|
||||
func (t TensorType) String() string {
|
||||
switch t {
|
||||
case TensorTypeF32:
|
||||
return "F32"
|
||||
case TensorTypeF16:
|
||||
return "F16"
|
||||
case TensorTypeQ4_0:
|
||||
return "Q4_0"
|
||||
case TensorTypeQ4_1:
|
||||
return "Q4_1"
|
||||
case TensorTypeQ5_0:
|
||||
return "Q5_0"
|
||||
case TensorTypeQ5_1:
|
||||
return "Q5_1"
|
||||
case TensorTypeQ8_0:
|
||||
return "Q8_0"
|
||||
case TensorTypeQ8_1:
|
||||
return "Q8_1"
|
||||
case TensorTypeQ2_K:
|
||||
return "Q2_K"
|
||||
case TensorTypeQ3_K:
|
||||
return "Q3_K"
|
||||
case TensorTypeQ4_K:
|
||||
return "Q4_K"
|
||||
case TensorTypeQ5_K:
|
||||
return "Q5_K"
|
||||
case TensorTypeQ6_K:
|
||||
return "Q6_K"
|
||||
case TensorTypeQ8_K:
|
||||
return "Q8_K"
|
||||
case TensorTypeF64:
|
||||
return "F64"
|
||||
case TensorTypeBF16:
|
||||
return "BF16"
|
||||
case 4, TensorTypeMXFP4:
|
||||
return "MXFP4"
|
||||
default:
|
||||
return "unknown"
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user