llama : add functions to get the model's metadata (ggml-org#4013)

slaren · olexiyb · commit 737b22880760 · 2023-11-23T09:25:33.000+02:00
* llama : add functions to get the model's metadata

* format -&gt; std::to_string

* better documentation
diff --git a/ggml.c b/ggml.c
@@ -18452,95 +18452,120 @@ int gguf_find_key(const struct gguf_context * ctx, const char * key) {
 }
 
 const char * gguf_get_key(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     return ctx->kv[key_id].key.data;
 }
 
 enum gguf_type gguf_get_kv_type(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     return ctx->kv[key_id].type;
 }
 
 enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);
     return ctx->kv[key_id].value.arr.type;
 }
 
 const void * gguf_get_arr_data(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);
     return ctx->kv[key_id].value.arr.data;
 }
 
 const char * gguf_get_arr_str(const struct gguf_context * ctx, int key_id, int i) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);
     struct gguf_kv * kv = &ctx->kv[key_id];
     struct gguf_str * str = &((struct gguf_str *) kv->value.arr.data)[i];
     return str->data;
 }
 
 int gguf_get_arr_n(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);
     return ctx->kv[key_id].value.arr.n;
 }
 
 uint8_t gguf_get_val_u8(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT8);
     return ctx->kv[key_id].value.uint8;
 }
 
 int8_t gguf_get_val_i8(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT8);
     return ctx->kv[key_id].value.int8;
 }
 
 uint16_t gguf_get_val_u16(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT16);
     return ctx->kv[key_id].value.uint16;
 }
 
 int16_t gguf_get_val_i16(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT16);
     return ctx->kv[key_id].value.int16;
 }
 
 uint32_t gguf_get_val_u32(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT32);
     return ctx->kv[key_id].value.uint32;
 }
 
 int32_t gguf_get_val_i32(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT32);
     return ctx->kv[key_id].value.int32;
 }
 
 float gguf_get_val_f32(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_FLOAT32);
     return ctx->kv[key_id].value.float32;
 }
 
 uint64_t gguf_get_val_u64(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT64);
     return ctx->kv[key_id].value.uint64;
 }
 
 int64_t gguf_get_val_i64(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT64);
     return ctx->kv[key_id].value.int64;
 }
 
 double gguf_get_val_f64(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_FLOAT64);
     return ctx->kv[key_id].value.float64;
 }
 
 bool gguf_get_val_bool(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_BOOL);
     return ctx->kv[key_id].value.bool_;
 }
 
 const char * gguf_get_val_str(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
     GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_STRING);
     return ctx->kv[key_id].value.str.data;
 }
 
+const void * gguf_get_val_data(const struct gguf_context * ctx, int key_id) {
+    GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));
+    GGML_ASSERT(ctx->kv[key_id].type != GGUF_TYPE_ARRAY);
+    GGML_ASSERT(ctx->kv[key_id].type != GGUF_TYPE_STRING);
+    return &ctx->kv[key_id].value;
+}
+
 int gguf_get_n_tensors(const struct gguf_context * ctx) {
     return ctx->header.n_tensors;
 }
diff --git a/ggml.h b/ggml.h
@@ -2045,6 +2045,7 @@ extern "C" {
     GGML_API double       gguf_get_val_f64 (const struct gguf_context * ctx, int key_id);
     GGML_API bool         gguf_get_val_bool(const struct gguf_context * ctx, int key_id);
     GGML_API const char * gguf_get_val_str (const struct gguf_context * ctx, int key_id);
+    GGML_API const void * gguf_get_val_data(const struct gguf_context * ctx, int key_id);
     GGML_API int          gguf_get_arr_n   (const struct gguf_context * ctx, int key_id);
     GGML_API const void * gguf_get_arr_data(const struct gguf_context * ctx, int key_id);
     GGML_API const char * gguf_get_arr_str (const struct gguf_context * ctx, int key_id, int i);
diff --git a/llama.cpp b/llama.cpp
@@ -604,6 +604,60 @@ static int8_t llama_rope_scaling_type_from_string(const std::string & name) {
     return LLAMA_ROPE_SCALING_UNSPECIFIED;
 }
 
+static std::string gguf_data_to_str(enum gguf_type type, const void * data, int i) {
+    switch (type) {
+        case GGUF_TYPE_UINT8:   return std::to_string(((const uint8_t  *)data)[i]);
+        case GGUF_TYPE_INT8:    return std::to_string(((const int8_t   *)data)[i]);
+        case GGUF_TYPE_UINT16:  return std::to_string(((const uint16_t *)data)[i]);
+        case GGUF_TYPE_INT16:   return std::to_string(((const int16_t  *)data)[i]);
+        case GGUF_TYPE_UINT32:  return std::to_string(((const uint32_t *)data)[i]);
+        case GGUF_TYPE_INT32:   return std::to_string(((const int32_t  *)data)[i]);
+        case GGUF_TYPE_UINT64:  return std::to_string(((const uint64_t *)data)[i]);
+        case GGUF_TYPE_INT64:   return std::to_string(((const int64_t  *)data)[i]);
+        case GGUF_TYPE_FLOAT32: return std::to_string(((const float    *)data)[i]);
+        case GGUF_TYPE_FLOAT64: return std::to_string(((const double   *)data)[i]);
+        case GGUF_TYPE_BOOL:    return ((const bool *)data)[i] ? "true" : "false";
+        default:                return format("unknown type %d", type);
+    }
+}
+
+static std::string gguf_kv_to_str(struct gguf_context * ctx_gguf, int i) {
+    const enum gguf_type type = gguf_get_kv_type(ctx_gguf, i);
+
+    switch (type) {
+        case GGUF_TYPE_STRING:
+            return gguf_get_val_str(ctx_gguf, i);
+        case GGUF_TYPE_ARRAY:
+            {
+                const enum gguf_type arr_type = gguf_get_arr_type(ctx_gguf, i);
+                int arr_n = gguf_get_arr_n(ctx_gguf, i);
+                const void * data = gguf_get_arr_data(ctx_gguf, i);
+                std::stringstream ss;
+                ss << "[";
+                for (int j = 0; j < arr_n; j++) {
+                    if (arr_type == GGUF_TYPE_STRING) {
+                        std::string val = gguf_get_arr_str(ctx_gguf, i, j);
+                        // escape quotes
+                        replace_all(val, "\\", "\\\\");
+                        replace_all(val, "\"", "\\\"");
+                        ss << '"' << val << '"';
+                    } else if (arr_type == GGUF_TYPE_ARRAY) {
+                        ss << "???";
+                    } else {
+                        ss << gguf_data_to_str(arr_type, data, j);
+                    }
+                    if (j < arr_n - 1) {
+                        ss << ", ";
+                    }
+                }
+                ss << "]";
+                return ss.str();
+            }
+        default:
+            return gguf_data_to_str(type, gguf_get_val_data(ctx_gguf, i), 0);
+    }
+}
+
 //
 // ggml helpers
 //
@@ -1327,6 +1381,9 @@ struct llama_model {
 
     int n_gpu_layers;
 
+    // gguf metadata
+    std::unordered_map<std::string, std::string> gguf_kv;
+
     // context
     struct ggml_context * ctx = NULL;
 
@@ -1785,10 +1842,10 @@ struct llama_model_loader {
                 case GGML_TYPE_Q5_K: ftype = LLAMA_FTYPE_MOSTLY_Q5_K_M; break;
                 case GGML_TYPE_Q6_K: ftype = LLAMA_FTYPE_MOSTLY_Q6_K;   break;
                 default:
-                     {
-                         LLAMA_LOG_WARN("%s: unknown type %s\n", __func__, ggml_type_name(type_max));
-                         ftype = LLAMA_FTYPE_ALL_F32;
-                     } break;
+                    {
+                        LLAMA_LOG_WARN("%s: unknown type %s\n", __func__, ggml_type_name(type_max));
+                        ftype = LLAMA_FTYPE_ALL_F32;
+                    } break;
             }
 
             // this is a way to mark that we have "guessed" the file type
@@ -1802,10 +1859,20 @@ struct llama_model_loader {
             }
 
             for (int i = 0; i < n_kv; i++) {
-                const char * name         = gguf_get_key(ctx_gguf, i);
-                const enum gguf_type type = gguf_get_kv_type(ctx_gguf, i);
+                const char * name           = gguf_get_key(ctx_gguf, i);
+                const enum gguf_type type   = gguf_get_kv_type(ctx_gguf, i);
+                const std::string type_name =
+                    type == GGUF_TYPE_ARRAY
+                    ? format("%s[%s,%d]", gguf_type_name(type), gguf_type_name(gguf_get_arr_type(ctx_gguf, i)), gguf_get_arr_n(ctx_gguf, i))
+                    : gguf_type_name(type);
+
+                std::string value          = gguf_kv_to_str(ctx_gguf, i);
+                const size_t MAX_VALUE_LEN = 40;
+                if (value.size() > MAX_VALUE_LEN) {
+                    value = format("%s...", value.substr(0, MAX_VALUE_LEN - 3).c_str());
+                }
 
-                LLAMA_LOG_INFO("%s: - kv %3d: %42s %-8s\n", __func__, i, name, gguf_type_name(type));
+                LLAMA_LOG_INFO("%s: - kv %3d: %42s %-16s = %s\n", __func__, i, name, type_name.c_str(), value.c_str());
             }
 
             // print type counts
@@ -2100,6 +2167,17 @@ static void llm_load_hparams(
 
     auto & hparams = model.hparams;
 
+    // get metadata as string
+    for (int i = 0; i < gguf_get_n_kv(ctx); i++) {
+        enum gguf_type type = gguf_get_kv_type(ctx, i);
+        if (type == GGUF_TYPE_ARRAY) {
+            continue;
+        }
+        const char * name = gguf_get_key(ctx, i);
+        const std::string value = gguf_kv_to_str(ctx, i);
+        model.gguf_kv.emplace(name, value);
+    }
+
     // get general kv
     GGUF_GET_KEY(ctx, model.name, gguf_get_val_str, GGUF_TYPE_STRING, false, kv(LLM_KV_GENERAL_NAME));
 
@@ -8671,6 +8749,45 @@ float llama_rope_freq_scale_train(const struct llama_model * model) {
     return model->hparams.rope_freq_scale_train;
 }
 
+int llama_model_meta_val_str(const struct llama_model * model, const char * key, char * buf, size_t buf_size) {
+    const auto & it = model->gguf_kv.find(key);
+    if (it == model->gguf_kv.end()) {
+        if (buf_size > 0) {
+            buf[0] = '\0';
+        }
+        return -1;
+    }
+    return snprintf(buf, buf_size, "%s", it->second.c_str());
+}
+
+int llama_model_meta_count(const struct llama_model * model) {
+    return (int)model->gguf_kv.size();
+}
+
+int llama_model_meta_key_by_index(const struct llama_model * model, int i, char * buf, size_t buf_size) {
+    if (i < 0 || i >= (int)model->gguf_kv.size()) {
+        if (buf_size > 0) {
+            buf[0] = '\0';
+        }
+        return -1;
+    }
+    auto it = model->gguf_kv.begin();
+    std::advance(it, i);
+    return snprintf(buf, buf_size, "%s", it->first.c_str());
+}
+
+int llama_model_meta_val_str_by_index(const struct llama_model * model, int i, char * buf, size_t buf_size) {
+    if (i < 0 || i >= (int)model->gguf_kv.size()) {
+        if (buf_size > 0) {
+            buf[0] = '\0';
+        }
+        return -1;
+    }
+    auto it = model->gguf_kv.begin();
+    std::advance(it, i);
+    return snprintf(buf, buf_size, "%s", it->second.c_str());
+}
+
 int llama_model_desc(const struct llama_model * model, char * buf, size_t buf_size) {
     return snprintf(buf, buf_size, "%s %s %s",
             llama_model_arch_name(model->arch).c_str(),
diff --git a/llama.h b/llama.h
@@ -301,6 +301,23 @@ extern "C" {
     // Get the model's RoPE frequency scaling factor
     LLAMA_API float llama_rope_freq_scale_train(const struct llama_model * model);
 
+    // Functions to access the model's GGUF metadata scalar values
+    // - The functions return the length of the string on success, or -1 on failure
+    // - The output string is always null-terminated and cleared on failure
+    // - GGUF array values are not supported by these functions
+
+    // Get metadata value as a string by key name
+    LLAMA_API int llama_model_meta_val_str(const struct llama_model * model, const char * key, char * buf, size_t buf_size);
+
+    // Get the number of metadata key/value pairs
+    LLAMA_API int llama_model_meta_count(const struct llama_model * model);
+
+    // Get metadata key name by index
+    LLAMA_API int llama_model_meta_key_by_index(const struct llama_model * model, int i, char * buf, size_t buf_size);
+
+    // Get metadata value as a string by index
+    LLAMA_API int llama_model_meta_val_str_by_index(const struct llama_model * model, int i, char * buf, size_t buf_size);
+
     // Get a string describing the model type
     LLAMA_API int llama_model_desc(const struct llama_model * model, char * buf, size_t buf_size);
 

Original file line number	Diff line number	Diff line change
`@@ -18452,95 +18452,120 @@ int gguf_find_key(const struct gguf_context * ctx, const char * key) {`
`18452`	`18452`	`}`
`18453`	`18453`
`18454`	`18454`	`const char * gguf_get_key(const struct gguf_context * ctx, int key_id) {`
	`18455`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18455`	`18456`	`return ctx->kv[key_id].key.data;`
`18456`	`18457`	`}`
`18457`	`18458`
`18458`	`18459`	`enum gguf_type gguf_get_kv_type(const struct gguf_context * ctx, int key_id) {`
	`18460`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18459`	`18461`	`return ctx->kv[key_id].type;`
`18460`	`18462`	`}`
`18461`	`18463`
`18462`	`18464`	`enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int key_id) {`
	`18465`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18463`	`18466`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);`
`18464`	`18467`	`return ctx->kv[key_id].value.arr.type;`
`18465`	`18468`	`}`
`18466`	`18469`
`18467`	`18470`	`const void * gguf_get_arr_data(const struct gguf_context * ctx, int key_id) {`
	`18471`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18468`	`18472`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);`
`18469`	`18473`	`return ctx->kv[key_id].value.arr.data;`
`18470`	`18474`	`}`
`18471`	`18475`
`18472`	`18476`	`const char * gguf_get_arr_str(const struct gguf_context * ctx, int key_id, int i) {`
	`18477`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18473`	`18478`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);`
`18474`	`18479`	`struct gguf_kv * kv = &ctx->kv[key_id];`
`18475`	`18480`	`struct gguf_str * str = &((struct gguf_str *) kv->value.arr.data)[i];`
`18476`	`18481`	`return str->data;`
`18477`	`18482`	`}`
`18478`	`18483`
`18479`	`18484`	`int gguf_get_arr_n(const struct gguf_context * ctx, int key_id) {`
	`18485`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18480`	`18486`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_ARRAY);`
`18481`	`18487`	`return ctx->kv[key_id].value.arr.n;`
`18482`	`18488`	`}`
`18483`	`18489`
`18484`	`18490`	`uint8_t gguf_get_val_u8(const struct gguf_context * ctx, int key_id) {`
	`18491`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18485`	`18492`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT8);`
`18486`	`18493`	`return ctx->kv[key_id].value.uint8;`
`18487`	`18494`	`}`
`18488`	`18495`
`18489`	`18496`	`int8_t gguf_get_val_i8(const struct gguf_context * ctx, int key_id) {`
	`18497`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18490`	`18498`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT8);`
`18491`	`18499`	`return ctx->kv[key_id].value.int8;`
`18492`	`18500`	`}`
`18493`	`18501`
`18494`	`18502`	`uint16_t gguf_get_val_u16(const struct gguf_context * ctx, int key_id) {`
	`18503`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18495`	`18504`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT16);`
`18496`	`18505`	`return ctx->kv[key_id].value.uint16;`
`18497`	`18506`	`}`
`18498`	`18507`
`18499`	`18508`	`int16_t gguf_get_val_i16(const struct gguf_context * ctx, int key_id) {`
	`18509`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18500`	`18510`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT16);`
`18501`	`18511`	`return ctx->kv[key_id].value.int16;`
`18502`	`18512`	`}`
`18503`	`18513`
`18504`	`18514`	`uint32_t gguf_get_val_u32(const struct gguf_context * ctx, int key_id) {`
	`18515`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18505`	`18516`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT32);`
`18506`	`18517`	`return ctx->kv[key_id].value.uint32;`
`18507`	`18518`	`}`
`18508`	`18519`
`18509`	`18520`	`int32_t gguf_get_val_i32(const struct gguf_context * ctx, int key_id) {`
	`18521`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18510`	`18522`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT32);`
`18511`	`18523`	`return ctx->kv[key_id].value.int32;`
`18512`	`18524`	`}`
`18513`	`18525`
`18514`	`18526`	`float gguf_get_val_f32(const struct gguf_context * ctx, int key_id) {`
	`18527`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18515`	`18528`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_FLOAT32);`
`18516`	`18529`	`return ctx->kv[key_id].value.float32;`
`18517`	`18530`	`}`
`18518`	`18531`
`18519`	`18532`	`uint64_t gguf_get_val_u64(const struct gguf_context * ctx, int key_id) {`
	`18533`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18520`	`18534`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_UINT64);`
`18521`	`18535`	`return ctx->kv[key_id].value.uint64;`
`18522`	`18536`	`}`
`18523`	`18537`
`18524`	`18538`	`int64_t gguf_get_val_i64(const struct gguf_context * ctx, int key_id) {`
	`18539`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18525`	`18540`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_INT64);`
`18526`	`18541`	`return ctx->kv[key_id].value.int64;`
`18527`	`18542`	`}`
`18528`	`18543`
`18529`	`18544`	`double gguf_get_val_f64(const struct gguf_context * ctx, int key_id) {`
	`18545`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18530`	`18546`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_FLOAT64);`
`18531`	`18547`	`return ctx->kv[key_id].value.float64;`
`18532`	`18548`	`}`
`18533`	`18549`
`18534`	`18550`	`bool gguf_get_val_bool(const struct gguf_context * ctx, int key_id) {`
	`18551`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18535`	`18552`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_BOOL);`
`18536`	`18553`	`return ctx->kv[key_id].value.bool_;`
`18537`	`18554`	`}`
`18538`	`18555`
`18539`	`18556`	`const char * gguf_get_val_str(const struct gguf_context * ctx, int key_id) {`
	`18557`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
`18540`	`18558`	`GGML_ASSERT(ctx->kv[key_id].type == GGUF_TYPE_STRING);`
`18541`	`18559`	`return ctx->kv[key_id].value.str.data;`
`18542`	`18560`	`}`
`18543`	`18561`
	`18562`	`+const void * gguf_get_val_data(const struct gguf_context * ctx, int key_id) {`
	`18563`	`+ GGML_ASSERT(key_id >= 0 && key_id < gguf_get_n_kv(ctx));`
	`18564`	`+ GGML_ASSERT(ctx->kv[key_id].type != GGUF_TYPE_ARRAY);`
	`18565`	`+ GGML_ASSERT(ctx->kv[key_id].type != GGUF_TYPE_STRING);`
	`18566`	`+ return &ctx->kv[key_id].value;`
	`18567`	`+}`
	`18568`	`+`
`18544`	`18569`	`int gguf_get_n_tensors(const struct gguf_context * ctx) {`
`18545`	`18570`	`return ctx->header.n_tensors;`
`18546`	`18571`	`}`