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Sync llama.cpp to 6986c7835adc13ba3f9d933b95671bb1f3984dc6
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3 changed files with 3666 additions and 357 deletions
209
third_party/ggml/ggml.h
vendored
209
third_party/ggml/ggml.h
vendored
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@ -226,6 +226,11 @@ COSMOPOLITAN_C_START_
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GGML_TYPE_COUNT,
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};
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enum ggml_backend {
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GGML_BACKEND_CPU = 0,
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GGML_BACKEND_CUDA = 1,
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};
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// model file types
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enum ggml_ftype {
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GGML_FTYPE_UNKNOWN = -1,
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@ -246,12 +251,16 @@ COSMOPOLITAN_C_START_
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GGML_OP_DUP,
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GGML_OP_ADD,
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GGML_OP_ADD1,
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GGML_OP_ACC,
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GGML_OP_SUB,
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GGML_OP_MUL,
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GGML_OP_DIV,
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GGML_OP_SQR,
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GGML_OP_SQRT,
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GGML_OP_LOG,
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GGML_OP_SUM,
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GGML_OP_SUM_ROWS,
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GGML_OP_MEAN,
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GGML_OP_REPEAT,
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GGML_OP_ABS,
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@ -261,12 +270,15 @@ COSMOPOLITAN_C_START_
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GGML_OP_RELU,
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GGML_OP_GELU,
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GGML_OP_SILU,
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GGML_OP_SILU_BACK,
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GGML_OP_NORM, // normalize
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GGML_OP_RMS_NORM,
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GGML_OP_RMS_NORM_BACK,
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GGML_OP_MUL_MAT,
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GGML_OP_SCALE,
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GGML_OP_SET,
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GGML_OP_CPY,
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GGML_OP_CONT,
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GGML_OP_RESHAPE,
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@ -274,9 +286,13 @@ COSMOPOLITAN_C_START_
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GGML_OP_PERMUTE,
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GGML_OP_TRANSPOSE,
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GGML_OP_GET_ROWS,
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GGML_OP_GET_ROWS_BACK,
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GGML_OP_DIAG,
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GGML_OP_DIAG_MASK_INF,
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GGML_OP_DIAG_MASK_ZERO,
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GGML_OP_SOFT_MAX,
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GGML_OP_ROPE,
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GGML_OP_ROPE_BACK,
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GGML_OP_ALIBI,
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GGML_OP_CONV_1D_1S,
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GGML_OP_CONV_1D_2S,
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@ -305,7 +321,8 @@ COSMOPOLITAN_C_START_
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// n-dimensional tensor
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struct ggml_tensor {
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enum ggml_type type;
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enum ggml_type type;
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enum ggml_backend backend;
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int n_dims;
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int64_t ne[GGML_MAX_DIMS]; // number of elements
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@ -336,7 +353,7 @@ COSMOPOLITAN_C_START_
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char name[32];
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char padding[8]; // TODO: remove and add padding to name?
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char padding[16]; // TODO: remove and add padding to name?
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};
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// computation graph
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@ -487,6 +504,29 @@ COSMOPOLITAN_C_START_
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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GGML_API struct ggml_tensor * ggml_add1(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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GGML_API struct ggml_tensor * ggml_acc(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t nb1,
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size_t nb2,
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size_t nb3,
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size_t offset);
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GGML_API struct ggml_tensor * ggml_acc_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t nb1,
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size_t nb2,
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size_t nb3,
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size_t offset);
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GGML_API struct ggml_tensor * ggml_sub(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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GGML_API struct ggml_tensor * ggml_log(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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GGML_API struct ggml_tensor * ggml_log_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// return scalar
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// TODO: compute sum along rows
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GGML_API struct ggml_tensor * ggml_sum(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// sums along rows, with input shape [a,b,c,d] return shape [1,b,c,d]
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GGML_API struct ggml_tensor * ggml_sum_rows(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// mean along rows
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GGML_API struct ggml_tensor * ggml_mean(
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struct ggml_context * ctx,
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// a - x
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// b - dy
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GGML_API struct ggml_tensor * ggml_silu_back(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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// normalize along rows
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// TODO: eps is hardcoded to 1e-5 for now
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GGML_API struct ggml_tensor * ggml_norm(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// a - x
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// b - dy
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GGML_API struct ggml_tensor * ggml_rms_norm_back(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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// A: m rows, n columns
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// B: p rows, n columns (i.e. we transpose it internally)
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// result is m columns, p rows
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// operations on tensors without backpropagation
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//
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * ggml_scale(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * ggml_scale_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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// b -> view(a,offset,nb1,nb2,3), return modified a
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GGML_API struct ggml_tensor * ggml_set(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t nb1,
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size_t nb2,
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size_t nb3,
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size_t offset);
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// b -> view(a,offset,nb1,nb2,3), return view(a)
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GGML_API struct ggml_tensor * ggml_set_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t nb1,
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size_t nb2,
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size_t nb3,
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size_t offset);
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GGML_API struct ggml_tensor * ggml_set_1d(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t offset);
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GGML_API struct ggml_tensor * ggml_set_1d_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t offset);
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// b -> view(a,offset,nb1,nb2,3), return modified a
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GGML_API struct ggml_tensor * ggml_set_2d(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t nb1,
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size_t offset);
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// b -> view(a,offset,nb1,nb2,3), return view(a)
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GGML_API struct ggml_tensor * ggml_set_2d_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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size_t nb1,
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size_t offset);
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// a -> b, return view(b)
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GGML_API struct ggml_tensor * ggml_cpy(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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// return view(a)
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// TODO: when we start computing gradient, make a copy instead of view
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GGML_API struct ggml_tensor * ggml_reshape_1d(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int64_t ne0);
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// return view(a)
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// TODO: when we start computing gradient, make a copy instead of view
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GGML_API struct ggml_tensor * ggml_reshape_2d(
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int64_t ne1,
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int64_t ne2);
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GGML_API struct ggml_tensor * ggml_reshape_4d(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int64_t ne0,
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int64_t ne1,
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int64_t ne2,
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int64_t ne3);
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// offset in bytes
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GGML_API struct ggml_tensor * ggml_view_1d(
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struct ggml_context * ctx,
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size_t nb2, // slice stride in bytes
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size_t offset);
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GGML_API struct ggml_tensor * ggml_view_4d(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int64_t ne0,
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int64_t ne1,
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int64_t ne2,
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int64_t ne3,
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size_t nb1, // row stride in bytes
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size_t nb2, // slice stride in bytes
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size_t nb3,
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size_t offset);
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GGML_API struct ggml_tensor * ggml_permute(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * a,
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struct ggml_tensor * b);
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GGML_API struct ggml_tensor * ggml_get_rows_back(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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struct ggml_tensor * c);
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GGML_API struct ggml_tensor * ggml_diag(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// set elements above the diagonal to -INF
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * ggml_diag_mask_inf(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int n_past);
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * ggml_diag_mask_inf_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int n_past);
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// set elements above the diagonal to 0
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GGML_API struct ggml_tensor * ggml_diag_mask_zero(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int n_past);
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * gml_diag_mask_zero_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int n_past);
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GGML_API struct ggml_tensor * ggml_soft_max(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * ggml_soft_max_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a);
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// rotary position embedding
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// in-place, returns view(a)
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// if mode & 1 == 1, skip n_past elements
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int n_dims,
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int mode);
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// in-place, returns view(a)
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GGML_API struct ggml_tensor * ggml_rope_inplace(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int n_past,
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int n_dims,
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int mode);
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// rotary position embedding backward, i.e compute dx from dy
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// a - dy
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GGML_API struct ggml_tensor * ggml_rope_back(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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int n_past,
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int n_dims,
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int mode);
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// alibi position embedding
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// in-place, returns view(a)
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struct ggml_tensor * ggml_alibi(
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GGML_API struct ggml_tensor * ggml_map_unary_f32(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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const ggml_unary_op_f32_t fun);
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ggml_unary_op_f32_t fun);
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GGML_API struct ggml_tensor * ggml_map_binary_f32(
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struct ggml_context * ctx,
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struct ggml_tensor * a,
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struct ggml_tensor * b,
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const ggml_binary_op_f32_t fun);
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ggml_binary_op_f32_t fun);
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//
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// automatic differentiation
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