added a simple program to do quantization for clip models

Makefile

@@ -1,5 +1,5 @@
 default: koboldcpp_default koboldcpp_failsafe koboldcpp_openblas koboldcpp_noavx2 koboldcpp_clblast koboldcpp_clblast_noavx2 koboldcpp_cublas koboldcpp_hipblas koboldcpp_vulkan koboldcpp_vulkan_noavx2
-tools: quantize_gpt2 quantize_gptj quantize_llama quantize_neox quantize_mpt
+tools: quantize_gpt2 quantize_gptj quantize_gguf quantize_neox quantize_mpt quantize_clip
 dev: koboldcpp_openblas
 dev2: koboldcpp_clblast
 
@@ -507,7 +507,7 @@ gpttype_adapter_vulkan_noavx2.o: $(GPTTYPE_ADAPTER)
 	$(CXX) $(CXXFLAGS) $(FAILSAFE_FLAGS) $(VULKAN_FLAGS) -c $< -o $@
 
 clean:
-	rm -vf *.o main sdmain quantize_llama quantize_gpt2 quantize_gptj quantize_neox quantize_mpt quantize-stats perplexity embedding benchmark-matmult save-load-state gguf imatrix imatrix.exe gguf.exe main.exe quantize_llama.exe quantize_gptj.exe quantize_gpt2.exe quantize_neox.exe quantize_mpt.exe koboldcpp_default.dll koboldcpp_openblas.dll koboldcpp_failsafe.dll koboldcpp_noavx2.dll koboldcpp_clblast.dll koboldcpp_clblast_noavx2.dll koboldcpp_cublas.dll koboldcpp_hipblas.dll koboldcpp_vulkan.dll koboldcpp_vulkan_noavx2.dll koboldcpp_default.so koboldcpp_openblas.so koboldcpp_failsafe.so koboldcpp_noavx2.so koboldcpp_clblast.so koboldcpp_clblast_noavx2.so koboldcpp_cublas.so koboldcpp_hipblas.so koboldcpp_vulkan.so koboldcpp_vulkan_noavx2.so
+	rm -vf *.o main sdmain quantize_gguf quantize_clip quantize_gpt2 quantize_gptj quantize_neox quantize_mpt quantize-stats perplexity embedding benchmark-matmult save-load-state gguf imatrix imatrix.exe gguf.exe main.exe quantize_clip.exe quantize_gguf.exe quantize_gptj.exe quantize_gpt2.exe quantize_neox.exe quantize_mpt.exe koboldcpp_default.dll koboldcpp_openblas.dll koboldcpp_failsafe.dll koboldcpp_noavx2.dll koboldcpp_clblast.dll koboldcpp_clblast_noavx2.dll koboldcpp_cublas.dll koboldcpp_hipblas.dll koboldcpp_vulkan.dll koboldcpp_vulkan_noavx2.dll koboldcpp_default.so koboldcpp_openblas.so koboldcpp_failsafe.so koboldcpp_noavx2.so koboldcpp_clblast.so koboldcpp_clblast_noavx2.so koboldcpp_cublas.so koboldcpp_hipblas.so koboldcpp_vulkan.so koboldcpp_vulkan_noavx2.so
 
 # useful tools
 main: examples/main/main.cpp common/sampling.cpp build-info.h ggml.o ggml-quants.o ggml-alloc.o ggml-backend.o llama.o common.o console.o grammar-parser.o $(OBJS)
@@ -600,7 +600,7 @@ koboldcpp_vulkan_noavx2:
 endif
 
 # tools
-quantize_llama: examples/quantize/quantize.cpp ggml.o llama.o ggml-quants.o ggml-alloc.o ggml-backend.o
+quantize_gguf: examples/quantize/quantize.cpp ggml.o llama.o ggml-quants.o ggml-alloc.o ggml-backend.o
 	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 quantize_gptj: ggml.o llama.o ggml-quants.o ggml-alloc.o ggml-backend.o otherarch/tools/gptj_quantize.cpp otherarch/tools/common-ggml.cpp
 	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
@@ -610,6 +610,8 @@ quantize_neox: ggml.o llama.o ggml-quants.o ggml-alloc.o ggml-backend.o otherarc
 	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 quantize_mpt: ggml.o llama.o ggml-quants.o ggml-alloc.o ggml-backend.o otherarch/tools/mpt_quantize.cpp otherarch/tools/common-ggml.cpp
 	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
+quantize_clip: ggml.o llama.o ggml-quants.o ggml-alloc.o ggml-backend.o examples/llava/clip.cpp examples/llava/clip.h examples/llava/quantclip.cpp
+	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 
 #window simple clinfo
 simpleclinfo: simpleclinfo.cpp

examples/llava/quantclip.cpp

@@ -0,0 +1,30 @@
+#include "ggml.h"
+#include "common.h"
+#include "clip.h"
+#include "llava.h"
+#include "llama.h"
+
+#include "base64.hpp"
+
+#include <cstdio>
+#include <cstdlib>
+#include <vector>
+
+
+int main(int argc, char ** argv) {
+    ggml_time_init();
+
+     if (argc != 3) {
+        fprintf(stderr, "usage: %s mmproj-f16.gguf output-mmproj-quantized.gguf\n", argv[0]);
+        return 1;
+    }
+
+    const std::string fname_inp = argv[1];
+    const std::string fname_out = argv[2];
+
+    printf("quantizing mmproj clip model to q4_1... ");
+    clip_model_quantize(fname_inp.c_str(), fname_out.c_str(), GGML_TYPE_Q4_1);
+    printf("done\n");
+
+    return 0;
+}