Fix quant for v7 & Add q4_k/q5_k quants support

Signed-off-by: Molly Sophia <[email protected]>
RWKV · Jan 9, 2025 · 2818c44 · 2818c44
1 parent 49c4754
commit 2818c44
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Showing 4 changed files with 49 additions and 8 deletions.
diff --git a/extras/quantize.c b/extras/quantize.c
@@ -25,8 +25,10 @@ bool QueryPerformanceCounter(uint64_t* lpPerformanceCount);
 static enum ggml_type type_from_string(const char * string) {
     if (strcmp(string, "Q4_0") == 0) return GGML_TYPE_Q4_0;
     if (strcmp(string, "Q4_1") == 0) return GGML_TYPE_Q4_1;
+    if (strcmp(string, "Q4_K") == 0) return GGML_TYPE_Q4_K;
     if (strcmp(string, "Q5_0") == 0) return GGML_TYPE_Q5_0;
     if (strcmp(string, "Q5_1") == 0) return GGML_TYPE_Q5_1;
+    if (strcmp(string, "Q5_K") == 0) return GGML_TYPE_Q5_K;
     if (strcmp(string, "Q8_0") == 0) return GGML_TYPE_Q8_0;
     return GGML_TYPE_COUNT;
 }

diff --git a/python/rwkv_cpp/rwkv_cpp_shared_library.py b/python/rwkv_cpp/rwkv_cpp_shared_library.py
@@ -8,8 +8,10 @@
 QUANTIZED_FORMAT_NAMES: Tuple[str, str, str, str, str] = (
     'Q4_0',
     'Q4_1',
+    'Q4_K',
     'Q5_0',
     'Q5_1',
+    'Q5_K',
     'Q8_0'
 )
 

diff --git a/rwkv_file_format.inc b/rwkv_file_format.inc
@@ -13,6 +13,13 @@ enum rwkv_type {
     TYPE_Q5_0,
     TYPE_Q5_1,
     TYPE_Q8_0,
+    TYPE_Q8_1,
+    TYPE_Q2_K,
+    TYPE_Q3_K,
+    TYPE_Q4_K,
+    TYPE_Q5_K,
+    TYPE_Q6_K,
+    TYPE_Q8_K,
     TYPE_COUNT
 };
 
@@ -29,6 +36,13 @@ static const enum ggml_type rwkv_type_to_ggml[TYPE_COUNT + 1] = {
     GGML_TYPE_Q5_0,    /* Q5_0   */
     GGML_TYPE_Q5_1,    /* Q5_1   */
     GGML_TYPE_Q8_0,    /* Q8_0   */
+    GGML_TYPE_Q8_1,    /* Q8_1   */
+    GGML_TYPE_Q2_K,    /* Q2_K   */
+    GGML_TYPE_Q3_K,    /* Q3_K   */
+    GGML_TYPE_Q4_K,    /* Q4_K   */
+    GGML_TYPE_Q5_K,    /* Q5_K   */
+    GGML_TYPE_Q6_K,    /* Q6_K   */
+    GGML_TYPE_Q8_K,    /* Q8_K   */
     GGML_TYPE_COUNT    /* COUNT  */
 };
 
@@ -42,10 +56,13 @@ static const enum rwkv_type rwkv_type_from_ggml[GGML_TYPE_COUNT + 1] = {
     TYPE_Q5_0,   /* Q5_0  */
     TYPE_Q5_1,   /* Q5_1  */
     TYPE_Q8_0,   /* Q8_0  */
-    TYPE_COUNT,  /* Q8_1  */
-    TYPE_COUNT,  /* I8    */
-    TYPE_COUNT,  /* I16   */
-    TYPE_COUNT,  /* I32   */
+    TYPE_Q8_1,   /* Q8_1  */
+    TYPE_Q2_K,   /* Q2_K  */
+    TYPE_Q3_K,   /* Q3_K  */
+    TYPE_Q4_K,   /* Q4_K  */
+    TYPE_Q5_K,   /* Q5_K  */
+    TYPE_Q6_K,   /* Q6_K  */
+    TYPE_Q8_K,   /* Q8_K  */
     TYPE_COUNT,  /* COUNT */
 };
 
@@ -60,6 +77,13 @@ static const char * rwkv_type_to_string[TYPE_COUNT + 1] = {
     "Q5_0",
     "Q5_1",
     "Q8_0",
+    "Q8_1",
+    "Q2_K",
+    "Q3_K",
+    "Q4_K",
+    "Q5_K",
+    "Q6_K",
+    "Q8_K",
     "unknown"
 };
 

diff --git a/rwkv_quantize.inc b/rwkv_quantize.inc
@@ -1,3 +1,17 @@
+static bool rwkv_tensor_needs_quant(std::string name) {
+    return name != "emb.weight" &&
+            name != "head.weight" &&
+            name.find("att.v1") == std::string::npos &&
+            name.find("att.v2") == std::string::npos &&
+            name.find("att.g1") == std::string::npos &&
+            name.find("att.g2") == std::string::npos &&
+            name.find("att.a1") == std::string::npos &&
+            name.find("att.a2") == std::string::npos &&
+            name.find("att.w1") == std::string::npos &&
+            name.find("att.w2") == std::string::npos &&
+            name.find("att.r_k") == std::string::npos;
+}
+
 // API function.
 bool rwkv_quantize_model_file(const char * in_path, const char * out_path, const char * type_name) {
     global_last_error = RWKV_ERROR_NONE;
@@ -122,10 +136,9 @@ bool rwkv_quantize_model_file(const char * in_path, const char * out_path, const
         // In RWKV v5, time_decay and time_first/time_faaaa are 3D tensors, so they are not quantized.
         if ((header.data_type == TYPE_FP32 || header.data_type == TYPE_FP16) &&
             header.dim_count == 2 &&
-            name != "emb.weight" &&
-            name != "head.weight"
+            rwkv_tensor_needs_quant(name)
         ) {
-            RWKV_MSG("quantizing... ");
+            RWKV_MSG("-> %6s ", rwkv_type_to_string[rwkv_type_from_ggml[out_type]]);
 
             size_t nelements = (size_t) header.size0 * (size_t) header.size1 * (size_t) header.size2;
 
@@ -137,7 +150,7 @@ bool rwkv_quantize_model_file(const char * in_path, const char * out_path, const
             header.data_type = rwkv_type_from_ggml[out_type];
             data = out_buf;
 
-            RWKV_MSG("size = %8.2f MB -> %8.2f MB | hist: ", orig_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0);
+            RWKV_MSG("size = %8.2f MB -> %8.2f MB", orig_size / 1024.0 / 1024.0, new_size / 1024.0 / 1024.0);
 
             RWKV_MSG("\n");
         } else {
-Original file line number
+Diff line change
@@ Expand Up / @@ -8,8 +8,10 @@ @@
     QUANTIZED_FORMAT_NAMES: Tuple[str, str, str, str, str] = (
         'Q4_0',
         'Q4_1',
+        'Q4_K',
         'Q5_0',
         'Q5_1',
+        'Q5_K',
         'Q8_0'
     )
@@ Expand Down @@