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llama.cpp/ggml/src/ggml-impl.h
ADDED
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1 |
+
#pragma once
|
2 |
+
|
3 |
+
// GGML internal header
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4 |
+
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5 |
+
#include "ggml.h"
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6 |
+
|
7 |
+
#include <assert.h>
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8 |
+
#include <stdlib.h> // load `stdlib.h` before other headers to work around MinGW bug: https://sourceforge.net/p/mingw-w64/bugs/192/
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9 |
+
#include <stdbool.h>
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10 |
+
#include <stdint.h>
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11 |
+
#include <string.h>
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12 |
+
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13 |
+
#ifdef __cplusplus
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14 |
+
extern "C" {
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15 |
+
#endif
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16 |
+
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17 |
+
#undef MIN
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18 |
+
#undef MAX
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19 |
+
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20 |
+
#define MIN(a, b) ((a) < (b) ? (a) : (b))
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21 |
+
#define MAX(a, b) ((a) > (b) ? (a) : (b))
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22 |
+
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23 |
+
// required for mmap as gguf only guarantees 32-byte alignment
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24 |
+
#define TENSOR_ALIGNMENT 32
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25 |
+
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26 |
+
// static_assert should be a #define, but if it's not,
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27 |
+
// fall back to the _Static_assert C11 keyword.
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28 |
+
// if C99 - static_assert is noop
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29 |
+
// ref: https://stackoverflow.com/a/53923785/4039976
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30 |
+
#ifndef __cplusplus
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31 |
+
#ifndef static_assert
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32 |
+
#if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201100L)
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33 |
+
#define static_assert(cond, msg) _Static_assert(cond, msg)
|
34 |
+
#else
|
35 |
+
#define static_assert(cond, msg) struct global_scope_noop_trick
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36 |
+
#endif
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37 |
+
#endif
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38 |
+
#endif
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39 |
+
|
40 |
+
static inline int ggml_up32(int n) {
|
41 |
+
return (n + 31) & ~31;
|
42 |
+
}
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43 |
+
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44 |
+
//static inline int ggml_up64(int n) {
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45 |
+
// return (n + 63) & ~63;
|
46 |
+
//}
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47 |
+
|
48 |
+
static inline int ggml_up(int n, int m) {
|
49 |
+
// assert m is a power of 2
|
50 |
+
GGML_ASSERT((m & (m - 1)) == 0);
|
51 |
+
return (n + m - 1) & ~(m - 1);
|
52 |
+
}
|
53 |
+
|
54 |
+
//
|
55 |
+
// logging
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56 |
+
//
|
57 |
+
|
58 |
+
GGML_ATTRIBUTE_FORMAT(2, 3)
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59 |
+
void ggml_log_internal (enum ggml_log_level level, const char * format, ...);
|
60 |
+
void ggml_log_callback_default(enum ggml_log_level level, const char * text, void * user_data);
|
61 |
+
|
62 |
+
#define GGML_LOG(...) ggml_log_internal(GGML_LOG_LEVEL_NONE , __VA_ARGS__)
|
63 |
+
#define GGML_LOG_INFO(...) ggml_log_internal(GGML_LOG_LEVEL_INFO , __VA_ARGS__)
|
64 |
+
#define GGML_LOG_WARN(...) ggml_log_internal(GGML_LOG_LEVEL_WARN , __VA_ARGS__)
|
65 |
+
#define GGML_LOG_ERROR(...) ggml_log_internal(GGML_LOG_LEVEL_ERROR, __VA_ARGS__)
|
66 |
+
#define GGML_LOG_DEBUG(...) ggml_log_internal(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__)
|
67 |
+
#define GGML_LOG_CONT(...) ggml_log_internal(GGML_LOG_LEVEL_CONT , __VA_ARGS__)
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68 |
+
|
69 |
+
#define GGML_DEBUG 0
|
70 |
+
|
71 |
+
#if (GGML_DEBUG >= 1)
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72 |
+
#define GGML_PRINT_DEBUG(...) GGML_LOG_DEBUG(__VA_ARGS__)
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73 |
+
#else
|
74 |
+
#define GGML_PRINT_DEBUG(...)
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75 |
+
#endif
|
76 |
+
|
77 |
+
#if (GGML_DEBUG >= 5)
|
78 |
+
#define GGML_PRINT_DEBUG_5(...) GGML_LOG_DEBUG(__VA_ARGS__)
|
79 |
+
#else
|
80 |
+
#define GGML_PRINT_DEBUG_5(...)
|
81 |
+
#endif
|
82 |
+
|
83 |
+
#if (GGML_DEBUG >= 10)
|
84 |
+
#define GGML_PRINT_DEBUG_10(...) GGML_LOG_DEBUG(__VA_ARGS__)
|
85 |
+
#else
|
86 |
+
#define GGML_PRINT_DEBUG_10(...)
|
87 |
+
#endif
|
88 |
+
|
89 |
+
// tensor params
|
90 |
+
|
91 |
+
static void ggml_set_op_params(struct ggml_tensor * tensor, const void * params, size_t params_size) {
|
92 |
+
GGML_ASSERT(tensor != NULL); // silence -Warray-bounds warnings
|
93 |
+
assert(params_size <= GGML_MAX_OP_PARAMS);
|
94 |
+
memcpy(tensor->op_params, params, params_size);
|
95 |
+
}
|
96 |
+
|
97 |
+
static int32_t ggml_get_op_params_i32(const struct ggml_tensor * tensor, uint32_t i) {
|
98 |
+
assert(i < GGML_MAX_OP_PARAMS / sizeof(int32_t));
|
99 |
+
return ((const int32_t *)(tensor->op_params))[i];
|
100 |
+
}
|
101 |
+
|
102 |
+
static float ggml_get_op_params_f32(const struct ggml_tensor * tensor, uint32_t i) {
|
103 |
+
assert(i < GGML_MAX_OP_PARAMS / sizeof(float));
|
104 |
+
return ((const float *)(tensor->op_params))[i];
|
105 |
+
}
|
106 |
+
|
107 |
+
static void ggml_set_op_params_i32(struct ggml_tensor * tensor, uint32_t i, int32_t value) {
|
108 |
+
assert(i < GGML_MAX_OP_PARAMS / sizeof(int32_t));
|
109 |
+
((int32_t *)(tensor->op_params))[i] = value;
|
110 |
+
}
|
111 |
+
|
112 |
+
static void ggml_set_op_params_f32(struct ggml_tensor * tensor, uint32_t i, float value) {
|
113 |
+
assert(i < GGML_MAX_OP_PARAMS / sizeof(float));
|
114 |
+
((float *)(tensor->op_params))[i] = value;
|
115 |
+
}
|
116 |
+
|
117 |
+
struct ggml_map_custom1_op_params {
|
118 |
+
ggml_custom1_op_t fun;
|
119 |
+
int n_tasks;
|
120 |
+
void * userdata;
|
121 |
+
};
|
122 |
+
|
123 |
+
|
124 |
+
struct ggml_map_custom2_op_params {
|
125 |
+
ggml_custom2_op_t fun;
|
126 |
+
int n_tasks;
|
127 |
+
void * userdata;
|
128 |
+
};
|
129 |
+
|
130 |
+
|
131 |
+
struct ggml_map_custom3_op_params {
|
132 |
+
ggml_custom3_op_t fun;
|
133 |
+
int n_tasks;
|
134 |
+
void * userdata;
|
135 |
+
};
|
136 |
+
|
137 |
+
// bitset
|
138 |
+
|
139 |
+
typedef uint32_t ggml_bitset_t;
|
140 |
+
|
141 |
+
static_assert(sizeof(ggml_bitset_t) == 4, "bitset_t constants must be updated");
|
142 |
+
#define BITSET_SHR 5 // log2(sizeof(ggml_bitset_t)*8)
|
143 |
+
#define BITSET_MASK (sizeof(ggml_bitset_t)*8 - 1)
|
144 |
+
|
145 |
+
static size_t ggml_bitset_size(size_t n) {
|
146 |
+
return (n + BITSET_MASK) >> BITSET_SHR;
|
147 |
+
}
|
148 |
+
|
149 |
+
static inline bool ggml_bitset_get(const ggml_bitset_t * bitset, size_t i) {
|
150 |
+
return !!(bitset[i >> BITSET_SHR] & (1u << (i & BITSET_MASK)));
|
151 |
+
}
|
152 |
+
|
153 |
+
static inline void ggml_bitset_set(ggml_bitset_t * bitset, size_t i) {
|
154 |
+
bitset[i >> BITSET_SHR] |= (1u << (i & BITSET_MASK));
|
155 |
+
}
|
156 |
+
|
157 |
+
static inline void ggml_bitset_clear(ggml_bitset_t * bitset, size_t i) {
|
158 |
+
bitset[i >> BITSET_SHR] &= ~(1u << (i & BITSET_MASK));
|
159 |
+
}
|
160 |
+
|
161 |
+
// hash set
|
162 |
+
|
163 |
+
#define GGML_HASHSET_FULL ((size_t)-1)
|
164 |
+
#define GGML_HASHSET_ALREADY_EXISTS ((size_t)-2)
|
165 |
+
|
166 |
+
struct ggml_hash_set {
|
167 |
+
size_t size;
|
168 |
+
ggml_bitset_t * used; // whether or not the keys are in use i.e. set
|
169 |
+
struct ggml_tensor ** keys; // actual tensors in the set, keys[i] is only defined if ggml_bitset_get(used, i)
|
170 |
+
};
|
171 |
+
|
172 |
+
struct ggml_hash_set ggml_hash_set_new(size_t size);
|
173 |
+
void ggml_hash_set_free(struct ggml_hash_set * hash_set);
|
174 |
+
|
175 |
+
// returns the minimum size for a hash set that can hold min_sz elements
|
176 |
+
size_t ggml_hash_size(size_t min_sz);
|
177 |
+
|
178 |
+
// remove all elements from the hash set
|
179 |
+
void ggml_hash_set_reset(struct ggml_hash_set * hash_set);
|
180 |
+
|
181 |
+
// returns true if key is in the hash set
|
182 |
+
static bool ggml_hash_contains(const struct ggml_hash_set * hash_set, struct ggml_tensor * key);
|
183 |
+
|
184 |
+
// returns GGML_HASHSET_FULL if table is full, otherwise the current index of the key or where it should be inserted
|
185 |
+
static size_t ggml_hash_find(const struct ggml_hash_set * hash_set, struct ggml_tensor * key);
|
186 |
+
|
187 |
+
// returns GGML_HASHSET_ALREADY_EXISTS if key already exists, index otherwise, asserts if table is full
|
188 |
+
static size_t ggml_hash_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key);
|
189 |
+
|
190 |
+
// return index, asserts if table is full
|
191 |
+
static size_t ggml_hash_find_or_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key);
|
192 |
+
|
193 |
+
// hash function for ggml_tensor
|
194 |
+
static inline size_t ggml_hash(const struct ggml_tensor * p) {
|
195 |
+
// the last 4 bits are always zero due to alignment
|
196 |
+
return (size_t)(uintptr_t)p >> 4;
|
197 |
+
}
|
198 |
+
|
199 |
+
static size_t ggml_hash_find(const struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
|
200 |
+
size_t h = ggml_hash(key) % hash_set->size;
|
201 |
+
|
202 |
+
// linear probing
|
203 |
+
size_t i = h;
|
204 |
+
while (ggml_bitset_get(hash_set->used, i) && hash_set->keys[i] != key) {
|
205 |
+
i = (i + 1) % hash_set->size;
|
206 |
+
if (i == h) {
|
207 |
+
// visited all hash table entries -> not found
|
208 |
+
return GGML_HASHSET_FULL;
|
209 |
+
}
|
210 |
+
}
|
211 |
+
return i;
|
212 |
+
}
|
213 |
+
|
214 |
+
static bool ggml_hash_contains(const struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
|
215 |
+
size_t i = ggml_hash_find(hash_set, key);
|
216 |
+
return i != GGML_HASHSET_FULL && ggml_bitset_get(hash_set->used, i);
|
217 |
+
}
|
218 |
+
|
219 |
+
static size_t ggml_hash_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
|
220 |
+
size_t h = ggml_hash(key) % hash_set->size;
|
221 |
+
|
222 |
+
// linear probing
|
223 |
+
size_t i = h;
|
224 |
+
do {
|
225 |
+
if (!ggml_bitset_get(hash_set->used, i)) {
|
226 |
+
ggml_bitset_set(hash_set->used, i);
|
227 |
+
hash_set->keys[i] = key;
|
228 |
+
return i;
|
229 |
+
}
|
230 |
+
if (hash_set->keys[i] == key) {
|
231 |
+
return GGML_HASHSET_ALREADY_EXISTS;
|
232 |
+
}
|
233 |
+
i = (i + 1) % hash_set->size;
|
234 |
+
} while (i != h);
|
235 |
+
|
236 |
+
// visited all hash table entries -> not found
|
237 |
+
GGML_ABORT("fatal error");
|
238 |
+
}
|
239 |
+
|
240 |
+
static size_t ggml_hash_find_or_insert(struct ggml_hash_set * hash_set, struct ggml_tensor * key) {
|
241 |
+
size_t h = ggml_hash(key) % hash_set->size;
|
242 |
+
|
243 |
+
// linear probing
|
244 |
+
size_t i = h;
|
245 |
+
do {
|
246 |
+
if (!ggml_bitset_get(hash_set->used, i)) {
|
247 |
+
ggml_bitset_set(hash_set->used, i);
|
248 |
+
hash_set->keys[i] = key;
|
249 |
+
return i;
|
250 |
+
}
|
251 |
+
if (hash_set->keys[i] == key) {
|
252 |
+
return i;
|
253 |
+
}
|
254 |
+
i = (i + 1) % hash_set->size;
|
255 |
+
} while (i != h);
|
256 |
+
|
257 |
+
// visited all hash table entries -> not found
|
258 |
+
GGML_ABORT("fatal error");
|
259 |
+
}
|
260 |
+
|
261 |
+
// computation graph
|
262 |
+
|
263 |
+
enum ggml_cgraph_eval_order {
|
264 |
+
GGML_CGRAPH_EVAL_ORDER_LEFT_TO_RIGHT = 0,
|
265 |
+
GGML_CGRAPH_EVAL_ORDER_RIGHT_TO_LEFT,
|
266 |
+
GGML_CGRAPH_EVAL_ORDER_COUNT
|
267 |
+
};
|
268 |
+
|
269 |
+
struct ggml_cgraph {
|
270 |
+
int size;
|
271 |
+
int n_nodes;
|
272 |
+
int n_leafs;
|
273 |
+
|
274 |
+
struct ggml_tensor ** nodes;
|
275 |
+
struct ggml_tensor ** grads;
|
276 |
+
struct ggml_tensor ** leafs;
|
277 |
+
|
278 |
+
struct ggml_hash_set visited_hash_set;
|
279 |
+
|
280 |
+
enum ggml_cgraph_eval_order order;
|
281 |
+
};
|
282 |
+
|
283 |
+
struct ggml_cgraph ggml_graph_view(struct ggml_cgraph * cgraph, int i0, int i1);
|
284 |
+
|
285 |
+
// Memory allocation
|
286 |
+
|
287 |
+
void * ggml_aligned_malloc(size_t size);
|
288 |
+
void ggml_aligned_free(void * ptr, size_t size);
|
289 |
+
|
290 |
+
// TODO: move to threading file
|
291 |
+
void ggml_critical_section_start(void);
|
292 |
+
void ggml_critical_section_end(void);
|
293 |
+
|
294 |
+
#ifdef __cplusplus
|
295 |
+
}
|
296 |
+
#endif
|