fix(turboquant): patch ggml-hip CMakeLists to compile new f16-turbo fattn-vec instances

Fork commit fa4e8be0a0ce ("fix(cuda): add F16-K + TURBO-V dispatch cases
in fattn.cu") added three new template instance files under
ggml-cuda/template-instances/ (fattn-vec-instance-f16-turbo{2,3,4}_0.cu)
and wired matching FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_TURBO*)
dispatch cases into fattn.cu.

fattn.cu is shared with the HIP build via hipify, but the fork forgot
to mirror the new source files into ggml/src/ggml-hip/CMakeLists.txt.
CMake's ROCm branch carries a hand-curated template-instance list (used
when GGML_CUDA_FA_ALL_QUANTS is OFF, the default), so the HIP build
ended up with the extern template declarations but no matching
instantiations — the -gpu-rocm-hipblas-turboquant job failed partway
through the 3h+ build.

Add patches/0001-ggml-hip-add-f16-turbo-vec-instances.patch, which the
existing apply-patches.sh machinery applies to the cloned fork sources
after fetch. The patch appends the three new f16-turbo instance files
to ggml-hip's source list in the same interleaved order used by
ggml-cuda's CMakeLists.txt. Drop this patch once the fork syncs the
ROCm list — the build will fail fast if the anchor context goes stale,
which is the signal to retire it.

CUDA builds were unaffected (ggml-cuda's CMakeLists.txt was updated
upstream) — the link failure was isolated to HIP.

Assisted-by: Claude:claude-opus-4-7 [Claude Code]

backend/cpp/turboquant/Makefile

@@ -1,7 +1,7 @@
 
 # Pinned to the HEAD of feature/turboquant-kv-cache on https://github.com/TheTom/llama-cpp-turboquant.
 # Auto-bumped nightly by .github/workflows/bump_deps.yaml.
-TURBOQUANT_VERSION?=627ebbc6e27727bd4f65422d8aa60b13404993c8
+TURBOQUANT_VERSION?=4d24ad87b8ed2ad160809af41930f1e04b83f234
 LLAMA_REPO?=https://github.com/TheTom/llama-cpp-turboquant
 
 CMAKE_ARGS?=

backend/cpp/turboquant/patches/0001-ggml-hip-add-f16-turbo-vec-instances.patch

@@ -0,0 +1,47 @@
+From: LocalAI turboquant backend maintainers <noreply@localai.io>
+Subject: ggml-hip: add F16-K + TURBO-V fattn-vec template instances
+
+Upstream commit fa4e8be0a0ce ("fix(cuda): add F16-K + TURBO-V dispatch cases
+in fattn.cu") added three new template instance files under ggml-cuda/:
+
+  - fattn-vec-instance-f16-turbo2_0.cu
+  - fattn-vec-instance-f16-turbo3_0.cu
+  - fattn-vec-instance-f16-turbo4_0.cu
+
+and registered them in ggml/src/ggml-cuda/CMakeLists.txt. The companion
+dispatch cases FATTN_VEC_CASES_ALL_D(GGML_TYPE_F16, GGML_TYPE_TURBO{2,3,4}_0)
+were added to ggml/src/ggml-cuda/fattn.cu, which is shared with the HIP
+build path via hipify.
+
+However, ggml/src/ggml-hip/CMakeLists.txt carries its own explicit list of
+template instance sources (used when GGML_CUDA_FA_ALL_QUANTS is OFF, which
+is the default) and was never updated for the new F16-K + TURBO-V combos.
+The HIP build therefore compiles the dispatch cases (which reference
+ggml_cuda_flash_attn_ext_vec_case<D, F16, TURBO*>) without ever compiling
+the matching template instantiations, causing a link-time failure in the
+-gpu-rocm-hipblas-turboquant CI job.
+
+Add the three new template instance files to ggml-hip's list so the HIP
+build links cleanly. Drop this patch once the fork picks up the
+corresponding upstream sync in ggml-hip/CMakeLists.txt.
+
+--- a/ggml/src/ggml-hip/CMakeLists.txt
++++ b/ggml/src/ggml-hip/CMakeLists.txt
+@@ -85,14 +85,17 @@ else()
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo3_0-turbo3_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo3_0-q8_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-q8_0-turbo3_0.cu
++        ../ggml-cuda/template-instances/fattn-vec-instance-f16-turbo3_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo2_0-turbo2_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo2_0-q8_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-q8_0-turbo2_0.cu
++        ../ggml-cuda/template-instances/fattn-vec-instance-f16-turbo2_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo3_0-turbo2_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo2_0-turbo3_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo4_0-turbo4_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo4_0-q8_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-q8_0-turbo4_0.cu
++        ../ggml-cuda/template-instances/fattn-vec-instance-f16-turbo4_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo4_0-turbo3_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo3_0-turbo4_0.cu
+         ../ggml-cuda/template-instances/fattn-vec-instance-turbo4_0-turbo2_0.cu