Feat: add initial HIP PSF backend

Makefile

@@ -7,6 +7,9 @@ SPACETIME ?= minkowski
 BUILD_TYPE ?= Release
 ENABLE_HDR ?= 0
 PSF_EVENT_SINK ?= 1
+PSF_BACKEND ?= cpu
+HIPCC ?= hipcc
+HIP_CXXFLAGS ?= -std=c++17 -O2 -Wall -Wextra -Wpedantic
 
 ifeq ($(BUILD_TYPE),Release)
 BUILD_CFLAGS := -O2 -DNDEBUG
@@ -37,14 +40,24 @@ FRAME_TEST_TARGET := $(BUILD_DIR)/test_frame
 SCHWARZSCHILD_TEST_TARGET := $(BUILD_DIR)/test_schwarzschild
 OBSERVER_TRACK_TEST_TARGET := $(BUILD_DIR)/test_observer_track
 CATALOG_PREFETCH_TEST_TARGET := $(BUILD_DIR)/test_catalog_prefetch
+HIP_PSF_TEST_TARGET := $(BUILD_DIR)/test_hip_psf
 
-.PHONY: all backend clean run test minkowski schwarzschild FORCE
+.PHONY: all backend clean run test hip-psf-test minkowski schwarzschild FORCE
 
 ifneq ($(filter 0 1,$(PSF_EVENT_SINK)),$(PSF_EVENT_SINK))
 $(error Unknown PSF_EVENT_SINK '$(PSF_EVENT_SINK)'; choose 0 or 1)
 endif
 BUILD_CPPFLAGS += -DFRAME_PSF_EVENT_SINK=$(PSF_EVENT_SINK)
 
+ifeq ($(PSF_BACKEND),cpu)
+RENDER_LINKER := $(CC)
+else ifeq ($(PSF_BACKEND),hip)
+RENDER_LINKER := $(HIPCC)
+BUILD_CPPFLAGS += -DPSF_BACKEND_HIP
+else
+$(error Unknown PSF_BACKEND '$(PSF_BACKEND)'; choose cpu or hip)
+endif
+
 ifeq ($(SPACETIME),minkowski)
 BACKEND_CPPFLAGS := -DSPACETIME_MINKOWSKI
 else ifeq ($(SPACETIME),schwarzschild)
@@ -56,16 +69,24 @@ endif
 ifeq ($(ENABLE_HDR),1)
 HDR_CPPFLAGS := -DENABLE_HDR_OUTPUT $(shell pkg-config --cflags cfitsio)
 HDR_LDLIBS := $(shell pkg-config --libs cfitsio)
-HDR_BUILD_TAG := hdr_sink$(PSF_EVENT_SINK)
+HDR_BUILD_TAG := hdr_sink$(PSF_EVENT_SINK)_$(PSF_BACKEND)
 else ifeq ($(ENABLE_HDR),0)
-HDR_BUILD_TAG := standard_sink$(PSF_EVENT_SINK)
+HDR_BUILD_TAG := standard_sink$(PSF_EVENT_SINK)_$(PSF_BACKEND)
 else
 $(error Unknown ENABLE_HDR '$(ENABLE_HDR)'; choose 0 or 1)
 endif
 
+ifeq ($(PSF_BACKEND),hip)
+TARGET := $(BUILD_DIR)/$(TARGET_BASENAME)_hip
+else
 TARGET := $(BUILD_DIR)/$(TARGET_BASENAME)
+endif
 RENDER_SOURCES := $(COMMON_SOURCES) $(PROVIDER_SOURCE) src/main.c
 RENDER_OBJECTS := $(patsubst %.c,$(OBJECT_DIR)/$(HDR_BUILD_TAG)/%.o,$(RENDER_SOURCES))
+ifeq ($(PSF_BACKEND),hip)
+HIP_PSF_OBJECT := $(OBJECT_DIR)/$(HDR_BUILD_TAG)/src/hip_psf.o
+RENDER_OBJECTS += $(HIP_PSF_OBJECT)
+endif
 RENDER_DEPS := $(RENDER_OBJECTS:.o=.d)
 
 # With no explicit backend choice, all means every currently supported
@@ -88,7 +109,7 @@ schwarzschild:
 backend: $(TARGET)
 
 $(TARGET): $(RENDER_OBJECTS) FORCE | $(BUILD_DIR)
-	$(CC) $(BUILD_CFLAGS) $(OPENMP_FLAGS) $(RENDER_OBJECTS) $(LDLIBS) $(HDR_LDLIBS) -o $@
+	$(RENDER_LINKER) $(BUILD_CFLAGS) $(OPENMP_FLAGS) $(RENDER_OBJECTS) $(LDLIBS) $(HDR_LDLIBS) -o $@
 
 FORCE:
 
@@ -99,6 +120,22 @@ $(OBJECT_DIR)/$(HDR_BUILD_TAG)/%.o: %.c
 $(BUILD_DIR):
 	mkdir -p $@
 
+$(OBJECT_DIR)/$(HDR_BUILD_TAG)/src/hip_psf.o: src/hip_psf.hip src/hip_psf.h src/optics.h
+	@mkdir -p $(dir $@)
+	$(HIPCC) $(HIP_CXXFLAGS) $(BUILD_CPPFLAGS) -Isrc -c $< -o $@
+
+# This is a production-sink regression, not the removed float analytic spike.
+# It requires PSF_BACKEND=hip and an actual HIP GPU agent at execution time.
+ifeq ($(PSF_BACKEND),hip)
+hip-psf-test: $(HIP_PSF_TEST_TARGET)
+
+$(HIP_PSF_TEST_TARGET): tests/test_hip_psf.hip $(HIP_PSF_OBJECT) $(OBJECT_DIR)/$(HDR_BUILD_TAG)/src/optics.o | $(BUILD_DIR)
+	$(HIPCC) $(HIP_CXXFLAGS) $(OPENMP_FLAGS) -Isrc -x hip $< -x none $(filter-out $<,$^) $(LDLIBS) -o $@
+else
+hip-psf-test:
+	$(error hip-psf-test requires PSF_BACKEND=hip)
+endif
+
 run: $(TARGET)
 	mkdir -p output/imgs
 	./$(TARGET) --catalog assets/sky_grid_5deg.csv --output output/imgs/$(SPACETIME)_sky.$(IMAGE_EXT)

README.md

@@ -23,6 +23,26 @@ equator to the northern hemisphere, so boundary stars have a deterministic
 color.
 The default output is PNG at `output/imgs/minkowski_sky.png`.
 
+### Optional HIP PSF backend
+
+The default `PSF_BACKEND=cpu` uses the established OpenMP/private-HDR path.
+Build the direct-atomic HIP PSF backend explicitly with
+`PSF_BACKEND=hip`; it requires HIP/ROCm and a usable GPU agent, and writes a
+separate `_hip` binary so it cannot overwrite the CPU renderer:
+
+```sh
+make PSF_BACKEND=hip SPACETIME=minkowski backend
+./build/Release/minkowski_sky_hip --catalog assets/sky_grid_5deg.csv \
+  --output output/imgs/minkowski_sky_hip.png
+```
+
+The HIP backend accelerates only cache-eligible PSF events. Existing direct
+fallbacks remain CPU reference evaluations, with an ordered HDR transfer before
+and after each fallback. A HIP initialization, upload, kernel, or download
+error terminates the render; it never switches to the CPU backend silently.
+Use `make PSF_BACKEND=hip SPACETIME=minkowski hip-psf-test` for the small
+GPU-vs-CPU cache-HDR regression.
+
 ## Movie PNG sequence (Phase A)
 
 Movie mode consumes a canonical observer-track CSV rather than a fixed camera.

gpu_psf_acceleration_plan.md

@@ -138,8 +138,8 @@ GPU 后端必须先在小、固定 catalog snapshot 上同 CPU 的 `--psf-direct
 2. 记录每通道绝对/相对误差、最大像素误差、总 RGB/Y 通量差和事件统计。
 3. 单星（不同 phase、亮/暗、边缘和大 support）、稀疏场、密集重叠场各有测试。
 4. 验证 `--psf-relative-tail`、`--psf-min-y`、cache/direct fallback 的统计及图像语义一致。
-5. GPU 不可用、feature 不足、初始化失败或运行错误时，明确报告并回退 CPU；不得默默输出
+5. 当用户显式选择 GPU 后端时，GPU 不可用、feature 不足、初始化失败或运行错误必须明确报错
-   部分帧。
+   并终止该次渲染；不得回退 CPU 或默默输出部分帧。未选择 GPU 时，CPU 路径仍是独立基线。
 6. 以端到端 wall time 为准，同时记录 CPU 线程数、GPU、driver/runtime、块大小、分辨率、
    catalog snapshot、Git hash 和参数。
 
@@ -160,15 +160,21 @@ GPU 后端必须先在小、固定 catalog snapshot 上同 CPU 的 `--psf-direct
 可执行；它没有 cache 权重、双精度 HDR 或 production integration。其 `test-hip` target 和测试
 已移除，不能作为 renderer GPU backend 的验证或运行入口。
 
-下一步是仅将现有 `PsfCachedEvent` 块与 `PsfKernelCache::weights` 接入 HIP：
+HIP direct-atomic 的当前实现状态：
 
-1. 定义 production HIP sink 的 C ABI，上传 double event 与 immutable cache 权重，并复用
+1. 已定义 production HIP sink 的 C ABI，上传 double event 与 immutable cache 权重，并复用
-   device event/HDR buffer。
+   device/HDR buffer。正式构建选项为 `PSF_BACKEND=cpu|hip`；HIP 选择会把该层链接到 renderer，
-2. 保持 CPU 对 direct fallback 的处理和提交顺序；每个 cache 事件仅在 HIP 端按现有 bilinear
+   而 CPU 选择不要求 HIP 工具链或 runtime。
-   phase cache、圆形支持和 wing clip 规则累积到 double HDR。
+   在 RX 9070（gfx1201）上，`make -B PSF_BACKEND=hip SPACETIME=minkowski hip-psf-test`
-3. 用固定 catalog reference 比较 HDR RGB/Y、最大像素误差、总通量与统计；GPU atomic 的
+   的三事件重叠 cache 对照给出 `max_abs=3.4694469519536142e-18`、
-   非确定加法顺序使用事先记录的容差，而非 bytewise 比较。
+   `max_rel=2.7555746842446215e-16`。
-4. 记录端到端基准的完整命令和原始输出：Git hash、CPU threads、GPU/runtime、块大小、上传、
+2. 已接入 `frame` 的流式 sink。`PSF_BACKEND=hip` 使用单一 GPU double HDR framebuffer；
+   cache 事件按 16,384 项块提交，仍使用既有 bilinear phase cache、圆形支持和 wing clip 规则。
+   direct fallback 会完成前序 GPU 工作、在 CPU 计算、再上传 HDR 后继续，因而保持提交顺序。
+3. RX 9070 上的 640×360 固定 Minkowski catalog HDR 对照逐样本一致；含 2 个 cache 事件与
+   1 个 direct fallback 的 `tests/data/hip_psf_mixed_catalog.csv` 场同样逐样本一致。GPU failure
+   会打印阶段与 HIP 错误并令该帧返回失败，不会切换到 CPU backend。
+4. 待记录端到端基准的完整命令和原始输出：Git hash、CPU threads、GPU/runtime、块大小、上传、
    kernel、download、分辨率、catalog、PSF 及所有 fallback 统计。
 5. 只在 direct atomic profile 显示热点竞争是主要瓶颈时，比较 tile-local reduction；ATRI 的
    整帧收集／重排同样必须以端到端收益证明。

src/frame.c

@@ -1,5 +1,9 @@
 #include "frame.h"
 
+#ifdef PSF_BACKEND_HIP
+#include "hip_psf.h"
+#endif
+
 #include "optics.h"
 
 #include <limits.h>
@@ -127,36 +131,120 @@ typedef struct {
   double *hdr;
   int width, height;
   const PsfKernelCache *cache;
+#ifdef PSF_BACKEND_HIP
+  HipPsfSink *hip;
+  char hip_message[256];
+#endif
+  int failed;
 } PsfEventSink;
 
-static void psf_event_sink_init(PsfEventSink *sink, double *hdr, int width,
+#ifdef PSF_BACKEND_HIP
-                                int height, const PsfKernelCache *cache) {
+static void psf_event_sink_mark_failed(PsfEventSink *sink, const char *stage) {
+  sink->failed = 1;
+  fprintf(stderr, "HIP PSF backend failed during %s: %s\n", stage,
+          sink->hip_message[0] == '\0' ? "unknown HIP error" : sink->hip_message);
+}
+#endif
+
+static int psf_event_sink_init(PsfEventSink *sink, double *hdr, int width,
+                               int height, const PsfKernelCache *cache) {
   *sink = (PsfEventSink){.hdr = hdr, .width = width, .height = height,
                          .cache = cache};
-  if (cache != NULL)
+  if (cache != NULL) {
     sink->events = malloc(PSF_EVENT_SINK_CAPACITY * sizeof *sink->events);
+    if (sink->events == NULL) {
+#ifdef PSF_BACKEND_HIP
+      snprintf(sink->hip_message, sizeof sink->hip_message, "host event allocation failed");
+      psf_event_sink_mark_failed(sink, "initialization");
+      return -1;
+#else
+      return 0;
+#endif
+    }
+#ifdef PSF_BACKEND_HIP
+    if (hip_psf_sink_create(&sink->hip, width, height, cache,
+                            PSF_EVENT_SINK_CAPACITY, sink->hip_message,
+                            sizeof sink->hip_message)) {
+      psf_event_sink_mark_failed(sink, "initialization");
+      free(sink->events);
+      sink->events = NULL;
+      return -1;
+    }
+#endif
+  }
+  return 0;
 }
 
-static void psf_event_sink_flush(PsfEventSink *sink) {
+static int psf_event_sink_flush(PsfEventSink *sink) {
+  if (sink->failed)
+    return -1;
+#ifdef PSF_BACKEND_HIP
+  if (sink->hip != NULL) {
+    if (hip_psf_sink_submit(sink->hip, sink->events, sink->count,
+                            sink->hip_message, sizeof sink->hip_message)) {
+      psf_event_sink_mark_failed(sink, "event submission");
+      return -1;
+    }
+    sink->count = 0;
+    return 0;
+  }
+#endif
   for (size_t i = 0; i < sink->count; ++i)
     splat_prepared_cached_event(sink->hdr, sink->width, sink->height,
                                 &sink->events[i], sink->cache);
   sink->count = 0;
+  return 0;
 }
 
-static void psf_event_sink_destroy(PsfEventSink *sink) {
+static int psf_event_sink_finish_for_cpu(PsfEventSink *sink) {
-  psf_event_sink_flush(sink);
+  if (psf_event_sink_flush(sink))
+    return -1;
+#ifdef PSF_BACKEND_HIP
+  if (sink->hip != NULL && hip_psf_sink_finish(sink->hip, sink->hdr,
+                                                sink->hip_message,
+                                                sizeof sink->hip_message)) {
+    psf_event_sink_mark_failed(sink, "HDR download");
+    return -1;
+  }
+#endif
+  return 0;
+}
+
+static int psf_event_sink_resume_gpu(PsfEventSink *sink) {
+#ifdef PSF_BACKEND_HIP
+  if (sink->hip != NULL && hip_psf_sink_load_hdr(sink->hip, sink->hdr,
+                                                  sink->hip_message,
+                                                  sizeof sink->hip_message)) {
+    psf_event_sink_mark_failed(sink, "HDR upload");
+    return -1;
+  }
+#else
+  (void)sink;
+#endif
+  return 0;
+}
+
+static int psf_event_sink_destroy(PsfEventSink *sink) {
+  int result = psf_event_sink_finish_for_cpu(sink);
+#ifdef PSF_BACKEND_HIP
+  hip_psf_sink_destroy(sink->hip);
+#endif
   free(sink->events);
+  return result;
 }
 
 #if FRAME_PSF_EVENT_SINK
 static void psf_event_sink_emit(PsfEventSink *sink, const PsfCachedEvent *event) {
+  if (sink->failed)
+    return;
   if (sink->events == NULL) {
     splat_prepared_cached_event(sink->hdr, sink->width, sink->height, event, sink->cache);
     return;
   }
   if (sink->count == PSF_EVENT_SINK_CAPACITY)
-    psf_event_sink_flush(sink);
+    (void)psf_event_sink_flush(sink);
+  if (sink->failed)
+    return;
   sink->events[sink->count++] = *event;
 }
 #endif
@@ -910,6 +998,7 @@ typedef struct {
   size_t direct_fallbacks;
   size_t cached_wing_clipped;
   size_t discarded_below_min_y;
+  int failed;
 #ifdef GR_DEBUG
   double max_raw_magnification;
   size_t magnification_clamped_triangles;
@@ -972,13 +1061,14 @@ static int splat_catalog_tile(const Star *stars, size_t count,
         &event, image_x, image_y, color, flux, context->psf, context->psf_cache,
         context->max_cache_psf_flux, context->psf_relative_tail, context->psf_min_y);
     if (direct_fallback == 1) {
-      /* Preserve the old per-event accumulation order exactly while this is
+      /* A direct fallback forms an explicit ordered CPU/GPU boundary. */
-       * the CPU reference sink.  A future asynchronous GPU sink must instead
+      if (psf_event_sink_finish_for_cpu(context->event_sink))
-       * finish the submitted chunk before this CPU reference contribution. */
+        return -1;
-      psf_event_sink_flush(context->event_sink);
       splat_moffat_direct(context->hdr, context->width, context->height, image_x,
                           image_y, color, flux, context->psf,
                           context->psf_relative_tail, context->psf_min_y);
+      if (psf_event_sink_resume_gpu(context->event_sink))
+        return -1;
     } else if (direct_fallback != 3) {
 #if FRAME_PSF_EVENT_SINK
       psf_event_sink_emit(context->event_sink, &event);
@@ -987,6 +1077,8 @@ static int splat_catalog_tile(const Star *stars, size_t count,
                                   &event, context->psf_cache);
 #endif
     }
+    if (context->event_sink->failed)
+      return -1;
     context->direct_fallbacks += direct_fallback == 1;
     context->cached_wing_clipped += direct_fallback == 2;
     context->discarded_below_min_y += direct_fallback == 3;
@@ -1018,7 +1110,8 @@ static CatalogSplatStats splat_catalog_triangles(
   PsfEventSink owned_sink;
   const int owns_sink = event_sink == NULL;
   if (owns_sink) {
-    psf_event_sink_init(&owned_sink, hdr, width, height, psf_cache);
+    if (psf_event_sink_init(&owned_sink, hdr, width, height, psf_cache))
+      return (CatalogSplatStats){.failed = 1};
     event_sink = &owned_sink;
   }
   for (size_t t = first_triangle; t < last_triangle; ++t) {
@@ -1056,15 +1149,21 @@ static CatalogSplatStats splat_catalog_triangles(
                                     .psf_relative_tail = psf_relative_tail,
                                     .psf_min_y = psf_min_y,
                                     .event_sink = event_sink};
-    if (catalog_visit_source_triangle(catalog, direction, 0, splat_catalog_tile,
+    const int visit_result = catalog_visit_source_triangle(
-                                      &context) == 0)
+        catalog, direction, 0, splat_catalog_tile, &context);
+    if (visit_result == 0)
       stats.images += context.images;
+    else {
+      stats.failed = event_sink->failed;
+      if (stats.failed)
+        break;
+    }
     stats.direct_fallbacks += context.direct_fallbacks;
     stats.cached_wing_clipped += context.cached_wing_clipped;
     stats.discarded_below_min_y += context.discarded_below_min_y;
   }
-  if (owns_sink)
+  if (owns_sink && psf_event_sink_destroy(&owned_sink))
-    psf_event_sink_destroy(&owned_sink);
+    stats.failed = 1;
   return stats;
 }
 
@@ -1126,6 +1225,23 @@ size_t frame_splat_catalog(const FrameLensMesh *mesh,
     progress->callback(progress->context, FRAME_SPLAT_PROGRESS_BEGIN, 0,
                        mesh->triangle_count);
 
+#ifdef PSF_BACKEND_HIP
+  /* A single GPU HDR framebuffer owns all cached events.  Keep catalog/lens
+   * work serial for this first direct-atomic integration; the CPU parallel
+   * private-HDR path remains the PSF_BACKEND=cpu implementation. */
+  const CatalogSplatStats hip_stats = splat_catalog_triangles(
+      mesh, catalog, hdr, width, height, exposure, psf, psf_cache,
+      max_magnification, max_cache_psf_flux, psf_relative_tail, psf_min_y,
+      0, mesh->triangle_count, NULL);
+  copy_psf_splat_stats(psf_stats, hip_stats);
+  if (hip_stats.failed)
+    return SIZE_MAX;
+  if (progress != NULL && progress->callback != NULL)
+    progress->callback(progress->context, FRAME_SPLAT_PROGRESS_END,
+                       mesh->triangle_count, mesh->triangle_count);
+  return hip_stats.images;
+#endif
+
   const size_t pixel_count = (size_t)width * height * 3;
   if (pixel_count > SIZE_MAX / sizeof(double))
     {

src/hip_psf.h

@@ -0,0 +1,44 @@
+#ifndef HIP_PSF_H
+#define HIP_PSF_H
+
+#include "optics.h"
+
+#include <stddef.h>
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/* Opaque HIP state for one HDR framebuffer. It owns reusable device buffers
+ * for PsfCachedEvent chunks, immutable cache weights, and double RGB HDR. */
+typedef struct HipPsfSink HipPsfSink;
+
+int hip_psf_available(char *message, size_t message_size);
+
+/* Creates a zeroed GPU HDR framebuffer. event_capacity is the reusable upload
+ * chunk capacity, not a full-frame event limit. cache remains caller-owned. */
+int hip_psf_sink_create(HipPsfSink **sink, int width, int height,
+                        const PsfKernelCache *cache, size_t event_capacity,
+                        char *message, size_t message_size);
+
+/* Completes preceding GPU work, then replaces device HDR with hdr.  This is
+ * the ordered boundary used before resuming GPU cache splats after a CPU
+ * direct fallback. */
+int hip_psf_sink_load_hdr(HipPsfSink *sink, const double *hdr,
+                          char *message, size_t message_size);
+
+/* Queues a cached-event chunk. Direct fallbacks and min-Y discards stay with
+ * the caller; event_count must not exceed the creation capacity. */
+int hip_psf_sink_submit(HipPsfSink *sink, const PsfCachedEvent *events,
+                        size_t event_count, char *message, size_t message_size);
+
+/* Completes all work and overwrites hdr with double linear RGB device HDR. */
+int hip_psf_sink_finish(HipPsfSink *sink, double *hdr, char *message,
+                        size_t message_size);
+void hip_psf_sink_destroy(HipPsfSink *sink);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif

src/hip_psf.hip

@@ -0,0 +1,173 @@
+#include "hip_psf.h"
+
+#include <hip/hip_runtime.h>
+
+#include <cmath>
+#include <cstdio>
+#include <limits>
+
+struct HipPsfSink {
+  PsfCachedEvent *events = nullptr;
+  float *weights = nullptr;
+  double *hdr = nullptr;
+  hipStream_t stream = nullptr;
+  size_t event_capacity = 0, hdr_values = 0;
+  int width = 0, height = 0, phase_resolution = 0, radius_pixels = 0;
+  double max_radius_pixels = 0.0;
+};
+
+static int report(hipError_t status, char *message, size_t message_size) {
+  if (status == hipSuccess) return 0;
+  if (message && message_size) std::snprintf(message, message_size, "%s", hipGetErrorString(status));
+  return -1;
+}
+static void ok(char *message, size_t message_size) {
+  if (message && message_size) std::snprintf(message, message_size, "ok");
+}
+
+__device__ static size_t weight_index(int phase_resolution, int radius_pixels,
+                                      int phase_x, int phase_y, int offset_x, int offset_y) {
+  const size_t nodes = (size_t)phase_resolution + 1;
+  const size_t side = (size_t)radius_pixels * 2 + 1;
+  return (((size_t)phase_y * nodes + phase_x) * side + (size_t)(offset_y + radius_pixels)) * side +
+         (size_t)(offset_x + radius_pixels);
+}
+
+__device__ static int row_range(double radius, double fx, double fy, int support,
+                                int offset_y, int *first, int *last) {
+  const double dy = offset_y + 0.5 - fy;
+  const double remaining = radius * radius - dy * dy;
+  if (remaining < 0.0) return 0;
+  const double half_span = sqrt(remaining);
+  const int low = (int)ceil(fx - 0.5 - half_span);
+  const int high = (int)floor(fx - 0.5 + half_span);
+  *first = low > -support ? low : -support;
+  *last = high < support ? high : support;
+  return *first <= *last;
+}
+
+__global__ static void splat_kernel(const PsfCachedEvent *events, size_t count,
+                                    int width, int height, const float *weights,
+                                    int phase_resolution, int radius_pixels,
+                                    double max_radius_pixels, double *hdr) {
+  const size_t index = (size_t)blockIdx.x * blockDim.x + threadIdx.x;
+  if (index >= count) return;
+  const PsfCachedEvent event = events[index];
+  const int base_x = (int)floor(event.x), base_y = (int)floor(event.y);
+  const double fx = event.x - base_x, fy = event.y - base_y;
+  const double phase_x = fx * phase_resolution, phase_y = fy * phase_resolution;
+  const int x0 = (int)floor(phase_x), y0 = (int)floor(phase_y);
+  const int x1 = x0 + 1, y1 = y0 + 1;
+  const double tx = phase_x - x0, ty = phase_y - y0;
+  const int support = (int)fmin(ceil(event.support_radius), max_radius_pixels);
+  for (int offset_y = -support; offset_y <= support; ++offset_y) {
+    const int py = base_y + offset_y;
+    if (py < 0 || py >= height) continue;
+    int first, last;
+    if (!row_range(event.support_radius, fx, fy, support, offset_y, &first, &last)) continue;
+    if (first < -base_x) first = -base_x;
+    if (last >= width - base_x) last = width - base_x - 1;
+    for (int offset_x = first; offset_x <= last; ++offset_x) {
+      const int px = base_x + offset_x;
+      const double w00 = weights[weight_index(phase_resolution, radius_pixels, x0, y0, offset_x, offset_y)];
+      const double w10 = weights[weight_index(phase_resolution, radius_pixels, x1, y0, offset_x, offset_y)];
+      const double w01 = weights[weight_index(phase_resolution, radius_pixels, x0, y1, offset_x, offset_y)];
+      const double w11 = weights[weight_index(phase_resolution, radius_pixels, x1, y1, offset_x, offset_y)];
+      const double weight = (1.0 - ty) * ((1.0 - tx) * w00 + tx * w10) +
+                            ty * ((1.0 - tx) * w01 + tx * w11);
+      double *pixel = &hdr[3 * ((size_t)py * width + px)];
+      atomicAdd(&pixel[0], event.color.r * event.flux * weight);
+      atomicAdd(&pixel[1], event.color.g * event.flux * weight);
+      atomicAdd(&pixel[2], event.color.b * event.flux * weight);
+    }
+  }
+}
+
+extern "C" int hip_psf_available(char *message, size_t message_size) {
+  int count = 0;
+  if (report(hipGetDeviceCount(&count), message, message_size)) return -1;
+  if (count < 1) {
+    if (message && message_size) std::snprintf(message, message_size, "no HIP GPU agent found");
+    return -1;
+  }
+  if (message && message_size) std::snprintf(message, message_size, "HIP device 0 of %d available", count);
+  return 0;
+}
+
+extern "C" int hip_psf_sink_create(HipPsfSink **out, int width, int height,
+                                     const PsfKernelCache *cache, size_t event_capacity,
+                                     char *message, size_t message_size) {
+  if (!out || width <= 0 || height <= 0 || !cache || !cache->ready || !cache->weights ||
+      cache->phase_resolution <= 0 || cache->radius_pixels < 0 || event_capacity == 0) {
+    if (message && message_size) std::snprintf(message, message_size, "invalid HIP PSF sink arguments");
+    return -1;
+  }
+  const size_t nodes = (size_t)cache->phase_resolution + 1;
+  const size_t side = (size_t)cache->radius_pixels * 2 + 1;
+  if (nodes > std::numeric_limits<size_t>::max() / nodes || nodes * nodes > std::numeric_limits<size_t>::max() / side ||
+      nodes * nodes * side > std::numeric_limits<size_t>::max() / side || (size_t)width > std::numeric_limits<size_t>::max() / (size_t)height ||
+      (size_t)width * (size_t)height > std::numeric_limits<size_t>::max() / 3) {
+    if (message && message_size) std::snprintf(message, message_size, "HIP PSF sink size overflow");
+    return -1;
+  }
+  *out = nullptr;
+  HipPsfSink *sink = new HipPsfSink;
+  sink->event_capacity = event_capacity;
+  sink->hdr_values = (size_t)width * (size_t)height * 3;
+  sink->width = width; sink->height = height; sink->phase_resolution = cache->phase_resolution;
+  sink->radius_pixels = cache->radius_pixels; sink->max_radius_pixels = cache->max_radius_pixels;
+  const size_t weight_count = nodes * nodes * side * side;
+  if (report(hipStreamCreate(&sink->stream), message, message_size) ||
+      report(hipMalloc(&sink->events, event_capacity * sizeof *sink->events), message, message_size) ||
+      report(hipMalloc(&sink->weights, weight_count * sizeof *sink->weights), message, message_size) ||
+      report(hipMalloc(&sink->hdr, sink->hdr_values * sizeof *sink->hdr), message, message_size) ||
+      report(hipMemcpyAsync(sink->weights, cache->weights, weight_count * sizeof *sink->weights, hipMemcpyHostToDevice, sink->stream), message, message_size) ||
+      report(hipMemsetAsync(sink->hdr, 0, sink->hdr_values * sizeof *sink->hdr, sink->stream), message, message_size)) {
+    hip_psf_sink_destroy(sink); return -1;
+  }
+  *out = sink; ok(message, message_size); return 0;
+}
+
+extern "C" int hip_psf_sink_submit(HipPsfSink *sink, const PsfCachedEvent *events,
+                                     size_t event_count, char *message, size_t message_size) {
+  if (!sink || (event_count && !events) || event_count > sink->event_capacity) {
+    if (message && message_size) std::snprintf(message, message_size, "invalid HIP PSF event chunk");
+    return -1;
+  }
+  if (!event_count) { ok(message, message_size); return 0; }
+  const unsigned int threads = 128;
+  const size_t blocks = (event_count + threads - 1) / threads;
+  if (blocks > std::numeric_limits<unsigned int>::max() ||
+      report(hipMemcpyAsync(sink->events, events, event_count * sizeof *events, hipMemcpyHostToDevice, sink->stream), message, message_size))
+    return -1;
+  hipLaunchKernelGGL(splat_kernel, dim3((unsigned int)blocks), dim3(threads), 0, sink->stream,
+                     sink->events, event_count, sink->width, sink->height, sink->weights,
+                     sink->phase_resolution, sink->radius_pixels, sink->max_radius_pixels, sink->hdr);
+  if (report(hipGetLastError(), message, message_size)) return -1;
+  ok(message, message_size); return 0;
+}
+
+extern "C" int hip_psf_sink_load_hdr(HipPsfSink *sink, const double *hdr,
+                                      char *message, size_t message_size) {
+  if (!sink || !hdr) {
+    if (message && message_size) std::snprintf(message, message_size, "invalid HIP PSF HDR upload");
+    return -1;
+  }
+  if (report(hipMemcpyAsync(sink->hdr, hdr, sink->hdr_values * sizeof *hdr,
+                             hipMemcpyHostToDevice, sink->stream), message, message_size))
+    return -1;
+  ok(message, message_size); return 0;
+}
+
+extern "C" int hip_psf_sink_finish(HipPsfSink *sink, double *hdr, char *message, size_t message_size) {
+  if (!sink || !hdr) { if (message && message_size) std::snprintf(message, message_size, "invalid HIP PSF HDR download"); return -1; }
+  if (report(hipMemcpyAsync(hdr, sink->hdr, sink->hdr_values * sizeof *hdr, hipMemcpyDeviceToHost, sink->stream), message, message_size) ||
+      report(hipStreamSynchronize(sink->stream), message, message_size)) return -1;
+  ok(message, message_size); return 0;
+}
+
+extern "C" void hip_psf_sink_destroy(HipPsfSink *sink) {
+  if (!sink) return;
+  (void)hipFree(sink->events); (void)hipFree(sink->weights); (void)hipFree(sink->hdr);
+  (void)hipStreamDestroy(sink->stream); delete sink;
+}

src/main.c

@@ -572,6 +572,11 @@ static int render_observer_frame(const Settings *s, StarCatalog *catalog,
       &(FrameSplatProgress){report_splat_progress,
                             s->verbose ? report_splat_worker_progress : NULL,
                             &progress});
+  if (images == SIZE_MAX) {
+    frame_lens_mesh_destroy(&mesh);
+    free(hdr);
+    return -1;
+  }
   if (s->draw_mesh)
     frame_draw_mesh(&mesh, hdr, s->width, s->height, 0.5, 0.5);
 #ifdef ENABLE_HDR_OUTPUT
@@ -771,6 +776,10 @@ static int render_movie(const Settings *s, StarCatalog *catalog,
         &(FrameSplatProgress){report_splat_progress,
                               s->verbose ? report_splat_worker_progress : NULL,
                               &progress});
+    if (images == SIZE_MAX) {
+      free(hdr);
+      goto done;
+    }
     if (s->draw_mesh)
       frame_draw_mesh(&movie.frames[i].mesh, hdr, s->width, s->height, 0.5, 0.5);
     const int write_result = write_tonemapped_image(output_path, hdr, s->width, s->height);
@@ -835,6 +844,11 @@ static int render_lens_map(const Settings *s, StarCatalog *catalog) {
         &(FrameSplatProgress){report_splat_progress,
                               s->verbose ? report_splat_worker_progress : NULL,
                               &progress});
+    if (images == SIZE_MAX) {
+      free(hdr);
+      result = -1;
+      break;
+    }
     if (s->draw_mesh)
       frame_draw_mesh(&map.frames[i].mesh, hdr, map.width, map.height, 0.5, 0.5);
 #ifdef ENABLE_HDR_OUTPUT

src/optics.h

@@ -41,6 +41,10 @@ typedef struct {
   double flux, support_radius;
 } PsfCachedEvent;
 
+#ifdef __cplusplus
+extern "C" {
+#endif
+
 /* Integrate a Planck spectrum into absolute linear-sRGB spectral radiance
  * (W m^-2 sr^-1), before catalog amplitude and display exposure. */
 LinearRgb blackbody_to_linear_rgb(double temperature_K);
@@ -91,4 +95,8 @@ int write_hdr_fits(const char *path, const double *hdr, int width, int height,
                    double horizontal_fov_deg);
 #endif
 
+#ifdef __cplusplus
+}
+#endif
+
 #endif

tests/data/hip_psf_mixed_catalog.csv

@@ -0,0 +1,4 @@
+longitude_deg,latitude_deg,temperature_K,amplitude
+0,0,3000,1
+2,0,12000,0.00141095580387
+4,0,12000,0.00141095580387

tests/test_hip_psf.hip

@@ -0,0 +1,60 @@
+#include "hip_psf.h"
+
+#include <cmath>
+#include <cstdio>
+#include <cstdlib>
+
+int main() {
+  constexpr int width = 64, height = 48;
+  constexpr size_t values = (size_t)width * height * 3;
+  const PointSpreadFunction psf = {2.7, 4.5};
+  PsfKernelCache cache = {};
+  if (psf_kernel_cache_init(&cache, &psf, 1e-8)) {
+    std::fputs("could not build PSF cache\n", stderr);
+    return 1;
+  }
+  PsfCachedEvent events[3] = {};
+  const LinearRgb colors[3] = {{1.0, 0.2, 0.6}, {0.1, 0.8, 0.3}, {0.7, 0.4, 1.0}};
+  const double positions[3][2] = {{23.25, 19.75}, {24.50, 20.125}, {23.875, 21.25}};
+  for (size_t i = 0; i < 3; ++i) {
+    if (psf_prepare_cached_event(&events[i], positions[i][0], positions[i][1],
+                                 colors[i], 0.1 + 0.03 * i, &psf, &cache,
+                                 1.0, 1e-8, 0.0) != 0) {
+      std::fputs("test event unexpectedly missed the cache\n", stderr);
+      psf_kernel_cache_destroy(&cache);
+      return 1;
+    }
+  }
+  double *cpu_hdr = (double *)std::calloc(values, sizeof *cpu_hdr);
+  double *gpu_hdr = (double *)std::calloc(values, sizeof *gpu_hdr);
+  if (!cpu_hdr || !gpu_hdr) {
+    std::fputs("HDR allocation failed\n", stderr);
+    std::free(cpu_hdr); std::free(gpu_hdr); psf_kernel_cache_destroy(&cache);
+    return 1;
+  }
+  for (const PsfCachedEvent &event : events)
+    splat_prepared_cached_event(cpu_hdr, width, height, &event, &cache);
+
+  char message[256] = {};
+  HipPsfSink *sink = nullptr;
+  if (hip_psf_available(message, sizeof message) ||
+      hip_psf_sink_create(&sink, width, height, &cache, 3, message, sizeof message) ||
+      hip_psf_sink_submit(sink, events, 3, message, sizeof message) ||
+      hip_psf_sink_finish(sink, gpu_hdr, message, sizeof message)) {
+    std::fprintf(stderr, "HIP PSF test failed: %s\n", message);
+    hip_psf_sink_destroy(sink);
+    std::free(cpu_hdr); std::free(gpu_hdr); psf_kernel_cache_destroy(&cache);
+    return 1;
+  }
+  double max_abs = 0.0, max_rel = 0.0;
+  for (size_t i = 0; i < values; ++i) {
+    const double absolute = std::fabs(cpu_hdr[i] - gpu_hdr[i]);
+    max_abs = std::fmax(max_abs, absolute);
+    if (std::fabs(cpu_hdr[i]) > 1e-30)
+      max_rel = std::fmax(max_rel, absolute / std::fabs(cpu_hdr[i]));
+  }
+  std::printf("HIP PSF cache comparison: max_abs=%.17g max_rel=%.17g\n", max_abs, max_rel);
+  hip_psf_sink_destroy(sink);
+  std::free(cpu_hdr); std::free(gpu_hdr); psf_kernel_cache_destroy(&cache);
+  return max_abs <= 1e-12 && max_rel <= 1e-12 ? 0 : 1;
+}