Merge branch 'upstream' into concedo_experimental

# Conflicts:
#	.flake8
#	.github/labeler.yml
#	.github/workflows/bench.yml.disabled
#	.github/workflows/build-linux-cross.yml
#	.github/workflows/build.yml
#	.github/workflows/server.yml
#	.gitignore
#	CMakeLists.txt
#	CODEOWNERS
#	Makefile
#	README.md
#	SECURITY.md
#	build-xcframework.sh
#	ci/run.sh
#	docs/development/HOWTO-add-model.md
#	docs/multimodal/MobileVLM.md
#	docs/multimodal/glmedge.md
#	docs/multimodal/llava.md
#	docs/multimodal/minicpmo2.6.md
#	docs/multimodal/minicpmv2.5.md
#	docs/multimodal/minicpmv2.6.md
#	examples/CMakeLists.txt
#	examples/pydantic_models_to_grammar_examples.py
#	grammars/README.md
#	pyrightconfig.json
#	requirements/requirements-all.txt
#	scripts/fetch_server_test_models.py
#	scripts/tool_bench.py
#	scripts/xxd.cmake
#	tests/CMakeLists.txt
#	tests/run-json-schema-to-grammar.mjs
#	tools/batched-bench/CMakeLists.txt
#	tools/batched-bench/README.md
#	tools/batched-bench/batched-bench.cpp
#	tools/cvector-generator/CMakeLists.txt
#	tools/cvector-generator/README.md
#	tools/cvector-generator/completions.txt
#	tools/cvector-generator/cvector-generator.cpp
#	tools/cvector-generator/mean.hpp
#	tools/cvector-generator/negative.txt
#	tools/cvector-generator/pca.hpp
#	tools/cvector-generator/positive.txt
#	tools/export-lora/CMakeLists.txt
#	tools/export-lora/README.md
#	tools/export-lora/export-lora.cpp
#	tools/gguf-split/CMakeLists.txt
#	tools/gguf-split/README.md
#	tools/imatrix/CMakeLists.txt
#	tools/imatrix/README.md
#	tools/imatrix/imatrix.cpp
#	tools/llama-bench/CMakeLists.txt
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/llava/CMakeLists.txt
#	tools/llava/README.md
#	tools/llava/android/adb_run.sh
#	tools/llava/android/build_64.sh
#	tools/llava/clip-quantize-cli.cpp
#	tools/main/CMakeLists.txt
#	tools/main/README.md
#	tools/perplexity/CMakeLists.txt
#	tools/perplexity/README.md
#	tools/perplexity/perplexity.cpp
#	tools/quantize/CMakeLists.txt
#	tools/rpc/CMakeLists.txt
#	tools/rpc/README.md
#	tools/rpc/rpc-server.cpp
#	tools/run/CMakeLists.txt
#	tools/run/README.md
#	tools/run/linenoise.cpp/linenoise.cpp
#	tools/run/linenoise.cpp/linenoise.h
#	tools/run/run.cpp
#	tools/server/CMakeLists.txt
#	tools/server/README.md
#	tools/server/bench/README.md
#	tools/server/public_simplechat/readme.md
#	tools/server/tests/README.md
#	tools/server/themes/README.md
#	tools/server/themes/buttons-top/README.md
#	tools/server/themes/wild/README.md
#	tools/tokenize/CMakeLists.txt
#	tools/tokenize/tokenize.cpp

tools/quantclip.cpp

@@ -0,0 +1,39 @@
+#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 && argc != 4) {
+        fprintf(stderr, "usage: %s mmproj-f16.gguf output-mmproj-quantized.gguf TYPE\n", argv[0]);
+        printf("\nGGML_TYPE_F16    = 1\nGGML_TYPE_Q4_0    = 2\nGGML_TYPE_Q4_1    = 3\nGGML_TYPE_Q5_0    = 6\nGGML_TYPE_Q5_1    = 7\nGGML_TYPE_Q8_0    = 8\n");
+
+        return 1;
+    }
+
+    const std::string fname_inp = argv[1];
+    const std::string fname_out = argv[2];
+
+    int type = GGML_TYPE_Q4_1;
+
+    if(argc==4)
+    {
+        type = std::stoi(argv[3]);
+    }
+
+    printf("quantizing mmproj clip model to type=%d... ",type);
+    clip_model_quantize(fname_inp.c_str(), fname_out.c_str(), type);
+    printf("\ndone\n");
+
+    return 0;
+}