Cleanup: include fixes/comments, fix leak, vector reserve

Also remove unused RowSpan
configs.cc: Assign prompt wrapping to ModelConfig
configs.h: simplify EnumValid via sentinel

PiperOrigin-RevId: 750278497

BUILD.bazel

@@ -443,22 +443,19 @@ cc_library(
         "mem": "28g",
     },
     deps = [
-        ":allocator",
-        ":basics",
         ":benchmark_helper",
         ":common",
         ":gemma_args",
         ":gemma_lib",
         ":kv_cache",
-        ":mat",
         ":ops",
         ":threading",
         ":threading_context",
         ":tokenizer",
-        ":weights",
-        "//compression:shared",
         "//paligemma:image",
         "@highway//:hwy",
+        "@highway//:profiler",
+        "@highway//:timer",
     ],
 )
 

backprop/backward-inl.h

@@ -27,7 +27,8 @@
 
 #include "backprop/activations.h"
 #include "backprop/prompt.h"
-#include "gemma/common.h"
+#include "gemma/common.h"   // EmbeddingScaling
+#include "gemma/configs.h"  // LayerConfig, ModelConfig
 #include "gemma/weights.h"
 #include "util/allocator.h"
 #include "hwy/base.h"

backprop/forward-inl.h

@@ -24,7 +24,7 @@
 #include <vector>
 
 #include "backprop/activations.h"
-#include "gemma/common.h"
+#include "gemma/common.h"  // EmbeddingScaling
 #include "gemma/configs.h"
 #include "gemma/weights.h"
 #include "util/allocator.h"

evals/benchmark.cc

@@ -12,7 +12,6 @@
 #include "compression/io.h"  // Path
 #include "evals/benchmark_helper.h"
 #include "evals/cross_entropy.h"
-#include "gemma/common.h"
 #include "gemma/gemma.h"
 #include "util/args.h"
 #include "hwy/base.h"

evals/benchmark_helper.h

@@ -49,6 +49,8 @@ class GemmaEnv {
   GemmaEnv(int argc, char** argv);
   GemmaEnv(const ThreadingArgs& threading, const LoaderArgs& loader,
            const InferenceArgs& inference);
+  // Avoid memory leaks in test.
+  ~GemmaEnv() { ThreadingContext2::ThreadHostileInvalidate(); }
 
   MatMulEnv& Env() { return env_; }
 

evals/cross_entropy.cc

@@ -38,7 +38,6 @@
 #include <vector>
 
 #include "evals/cross_entropy.h"
-#include "gemma/common.h"
 #include "gemma/gemma.h"
 #include "hwy/base.h"
 

evals/gemma_batch_bench.cc

@@ -13,15 +13,14 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-#include "gemma/gemma.h"
-
 #include <stdio.h>
 
 #include <string>
 #include <vector>
 
 #include "evals/benchmark_helper.h"
-#include "gemma/common.h"
+#include "gemma/configs.h"
+#include "gemma/gemma.h"
 #include "hwy/base.h"
 #include "hwy/tests/hwy_gtest.h"
 
@@ -65,6 +64,7 @@ class GemmaTest : public ::testing::Test {
       prompts_vector.push_back(s_env->TokenizeAndPrependBOS(input_string));
     }
     std::vector<PromptTokens> prompt_spans;
+    prompt_spans.reserve(prompts_vector.size());
     for (const auto& prompt : prompts_vector) {
       prompt_spans.push_back(PromptTokens(prompt.data(), prompt.size()));
     }
@@ -79,6 +79,7 @@ class GemmaTest : public ::testing::Test {
     ASSERT_NE(s_env->GetGemma(), nullptr);
 
     std::vector<std::string> inputs;
+    inputs.reserve(num_questions);
     for (size_t i = 0; i < num_questions; ++i) {
       inputs.push_back(kQA[i]);
     }

gemma/configs.cc

@@ -187,6 +187,7 @@ static ModelConfig ConfigGemmaTiny() {
   ModelConfig config = ConfigNoSSM();
   config.model_name = "GemmaTiny";
   config.model = Model::GEMMA_TINY;
+  config.wrapping = PromptWrapping::GEMMA_IT;
   config.model_dim = 128;
   config.vocab_size = 64;
   config.seq_len = 32;
@@ -277,6 +278,7 @@ static ModelConfig ConfigPaliGemma_224() {
   ModelConfig config = ConfigGemma2B();
   config.model_name = "PaliGemma_224";
   config.model = Model::PALIGEMMA_224;
+  config.wrapping = PromptWrapping::PALIGEMMA;
   AddVitConfig(config);
   return config;
 }
@@ -285,6 +287,7 @@ static ModelConfig ConfigPaliGemma_448() {
   ModelConfig config = ConfigGemma2B();
   config.model_name = "PaliGemma_448";
   config.model = Model::PALIGEMMA_448;
+  config.wrapping = PromptWrapping::PALIGEMMA;
   AddVitConfig(config, /*image_size=*/448);
   return config;
 }
@@ -305,6 +308,7 @@ static ModelConfig ConfigPaliGemma2_3B_224() {
   ModelConfig config = ConfigGemma2_2B();
   config.model_name = "PaliGemma2_3B_224";
   config.model = Model::PALIGEMMA2_3B_224;
+  config.wrapping = PromptWrapping::PALIGEMMA;
   AddVitConfig(config);
   return config;
 }
@@ -313,6 +317,7 @@ static ModelConfig ConfigPaliGemma2_3B_448() {
   ModelConfig config = ConfigGemma2_2B();
   config.model_name = "PaliGemma2_3B_448";
   config.model = Model::PALIGEMMA2_3B_448;
+  config.wrapping = PromptWrapping::PALIGEMMA;
   AddVitConfig(config, /*image_size=*/448);
   return config;
 }
@@ -321,6 +326,7 @@ static ModelConfig ConfigPaliGemma2_10B_224() {
   ModelConfig config = ConfigGemma2_9B();
   config.model_name = "PaliGemma2_10B_224";
   config.model = Model::PALIGEMMA2_10B_224;
+  config.wrapping = PromptWrapping::PALIGEMMA;
   AddVitConfig(config);
   return config;
 }
@@ -329,6 +335,7 @@ static ModelConfig ConfigPaliGemma2_10B_448() {
   ModelConfig config = ConfigGemma2_9B();
   config.model_name = "PaliGemma2_10B_448";
   config.model = Model::PALIGEMMA2_10B_448;
+  config.wrapping = PromptWrapping::PALIGEMMA;
   AddVitConfig(config, /*image_size=*/448);
   return config;
 }
@@ -360,6 +367,7 @@ static ModelConfig ConfigGemma3_1B() {
   ModelConfig config = ConfigBaseGemmaV3();
   config.model_name = "Gemma3_1B";
   config.model = Model::GEMMA3_1B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   config.model_dim = 1152;
   config.vocab_size = 262144;  // new vocab size / tokenizer
   config.seq_len = 32 * 1024;
@@ -391,6 +399,7 @@ static ModelConfig ConfigGemma3_4B_LM() {
   ModelConfig config = ConfigBaseGemmaV3();
   config.model_name = "Gemma3_4B";
   config.model = Model::GEMMA3_4B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   config.model_dim = 2560;
   config.vocab_size = 262144;  // new vocab size / tokenizer
   config.seq_len = 32 * 1024;
@@ -408,6 +417,7 @@ static ModelConfig ConfigGemma3_4B() {
   ModelConfig config = ConfigGemma3_4B_LM();
   config.model_name = "Gemma3_4B";
   config.model = Model::GEMMA3_4B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   AddVitConfig(config, /*image_size=*/896);
   config.vocab_size = 262144;
   config.vit_config.pool_dim = 4;
@@ -438,6 +448,7 @@ static ModelConfig ConfigGemma3_12B_LM() {
   ModelConfig config = ConfigBaseGemmaV3();
   config.model_name = "Gemma3_12B";
   config.model = Model::GEMMA3_12B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   config.model_dim = 3840;
   config.vocab_size = 262144;  // new vocab size / tokenizer
   config.seq_len = 32 * 1024;
@@ -455,6 +466,7 @@ static ModelConfig ConfigGemma3_12B() {
   ModelConfig config = ConfigGemma3_12B_LM();
   config.model_name = "Gemma3_12B";
   config.model = Model::GEMMA3_12B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   AddVitConfig(config, /*image_size=*/896);
   config.vocab_size = 262144;
   config.vit_config.pool_dim = 4;
@@ -485,6 +497,7 @@ static ModelConfig ConfigGemma3_27B_LM() {
   ModelConfig config = ConfigBaseGemmaV3();
   config.model_name = "Gemma3_27B";
   config.model = Model::GEMMA3_27B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   config.model_dim = 5376;
   config.vocab_size = 262144;  // new vocab size / tokenizer
   config.seq_len = 32 * 1024;
@@ -502,6 +515,7 @@ static ModelConfig ConfigGemma3_27B() {
   ModelConfig config = ConfigGemma3_27B_LM();
   config.model_name = "Gemma3_27B";
   config.model = Model::GEMMA3_27B;
+  config.wrapping = PromptWrapping::GEMMA_VLM;
   AddVitConfig(config, /*image_size=*/896);
   config.vocab_size = 262144;
   config.vit_config.pool_dim = 4;

gemma/configs.h

@@ -19,10 +19,9 @@
 // Model configurations
 
 #include <stddef.h>
+#include <stdint.h>
 
-#include <algorithm>
 #include <array>
-#include <cstdint>
 #include <string>
 #include <unordered_set>
 #include <vector>
@@ -53,11 +52,27 @@ using EmbedderInputT = BF16;
 enum class PromptWrapping {
   GEMMA_IT,
   GEMMA_PT,
-  GEMMA_VLM,
+  GEMMA_VLM,  // for >1B Gemma3
   PALIGEMMA,
   kSentinel  // must be last
 };
 
+// Defined as the suffix for use with `ModelString`.
+static inline const char* ToString(PromptWrapping wrapping) {
+  switch (wrapping) {
+    case PromptWrapping::GEMMA_IT:
+      return "-it";
+    case PromptWrapping::GEMMA_PT:
+      return "-pt";
+    case PromptWrapping::GEMMA_VLM:
+      return "-vlm";
+    case PromptWrapping::PALIGEMMA:
+      return "-pg";
+    default:
+      return "-?";
+  }
+}
+
 static inline bool EnumValid(PromptWrapping wrapping) {
   return static_cast<size_t>(wrapping) <
          static_cast<size_t>(PromptWrapping::kSentinel);
@@ -69,63 +84,68 @@ enum class LayerAttentionType {
   kVit,
 };
 
-inline bool EnumValid(LayerAttentionType type) {
+static inline bool EnumValid(LayerAttentionType type) {
-  return static_cast<int>(type) >= 0 &&
+  return type == LayerAttentionType::kGemma ||
-         static_cast<int>(type) <= static_cast<int>(LayerAttentionType::kVit);
+         type == LayerAttentionType::kGriffinRecurrentBlock ||
+         type == LayerAttentionType::kVit;
 }
 
 // Post attention and ffw normalization type.
 enum class PostNormType {
   None,
   Scale,
+  kSentinel  // must be last
 };
 
-inline bool EnumValid(PostNormType type) {
+static inline bool EnumValid(PostNormType type) {
-  return static_cast<int>(type) >= 0 &&
+  return static_cast<size_t>(type) <
-      static_cast<int>(type) <= static_cast<int>(PostNormType::Scale);
+         static_cast<size_t>(PostNormType::kSentinel);
 }
 
 // Post qk projection operation type.
 enum class PostQKType {
   Rope,
   HalfRope,
+  kSentinel  // must be last
 };
 
-inline bool EnumValid(PostQKType type) {
+static inline bool EnumValid(PostQKType type) {
-  return static_cast<int>(type) >= 0 &&
+  return static_cast<size_t>(type) <
-      static_cast<int>(type) <= static_cast<int>(PostQKType::HalfRope);
+         static_cast<size_t>(PostNormType::kSentinel);
 }
 
 // FFW activation function.
 enum class ActivationType {
   Gelu,
+  kSentinel  // must be last
 };
 
-inline bool EnumValid(ActivationType type) {
+static inline bool EnumValid(ActivationType type) {
-  return static_cast<int>(type) >= 0 &&
+  return static_cast<size_t>(type) <
-      static_cast<int>(type) <= static_cast<int>(ActivationType::Gelu);
+         static_cast<size_t>(ActivationType::kSentinel);
 }
 
 // Attention query scale.
 enum class QueryScaleType {
   SqrtKeySize,
   SqrtModelDimDivNumHeads,
+  kSentinel  // must be last
 };
 
-inline bool EnumValid(QueryScaleType type) {
+static inline bool EnumValid(QueryScaleType type) {
-  return static_cast<int>(type) >= 0 &&
+  return static_cast<size_t>(type) <
-      static_cast<int>(type) <=
+         static_cast<size_t>(QueryScaleType::kSentinel);
-      static_cast<int>(QueryScaleType::SqrtModelDimDivNumHeads);
 }
 
 // Residual connection type.
 enum class ResidualType {
   Add,
+  kSentinel  // must be last
 };
 
-inline bool EnumValid(ResidualType type) {
+static inline bool EnumValid(ResidualType type) {
-  return static_cast<int>(type) >= 0 &&
+  return static_cast<size_t>(type) <
-      static_cast<int>(type) <= static_cast<int>(ResidualType::Add);
+         static_cast<size_t>(ResidualType::kSentinel);
 }
 
 template <size_t kNum>
@@ -169,6 +189,7 @@ enum class Model {
   GEMMA3_1B,
   GEMMA3_12B,
   GEMMA3_27B,
+  kSentinel,
 };
 
 // Allows the Model enum to be iterated over.
@@ -181,9 +202,18 @@ static constexpr Model kAllModels[] = {
     Model::GEMMA3_12B, Model::GEMMA3_27B,
 };
 
-inline bool EnumValid(Model model) {
+template <class Func>
-  for (Model m : kAllModels) {
+void ForEachModel(const Func& func) {
-    if (m == model) return true;
+  for (size_t i = static_cast<size_t>(Model::UNKNOWN) + 1;
+       i < static_cast<size_t>(Model::kSentinel); ++i) {
+    func(static_cast<Model>(i));
+  }
+}
+
+static inline bool EnumValid(Model model) {
+  const size_t i = static_cast<size_t>(model);
+  if (i < static_cast<size_t>(Model::kSentinel)) {
+    return true;
   }
   return false;
 }
@@ -301,7 +331,7 @@ struct ModelConfig : public IFields {
   size_t NumHeads() const {
     uint32_t num_heads = 0;
     for (const auto& layer_config : layer_configs) {
-      num_heads = std::max(num_heads, layer_config.heads);
+      num_heads = HWY_MAX(num_heads, layer_config.heads);
     }
     return num_heads;
   }

gemma/gemma_args.h

@@ -26,12 +26,12 @@
 
 #include "compression/io.h"  // Path
 #include "compression/shared.h"
-#include "gemma/common.h"
+#include "gemma/configs.h"
 #include "gemma/gemma.h"  // For CreateGemma
-#include "hwy/base.h"     // HWY_ABORT
 #include "ops/matmul.h"
 #include "util/args.h"
 #include "util/basics.h"  // Tristate
+#include "hwy/base.h"       // HWY_ABORT
 
 namespace gcpp {
 

gemma/kv_cache.cc

@@ -17,7 +17,7 @@
 
 #include <algorithm>
 
-#include "gemma/common.h"  // CallForModel
+#include "gemma/configs.h"
 #include "hwy/aligned_allocator.h"
 #include "hwy/base.h"  // ZeroBytes
 

gemma/kv_cache.h

@@ -18,7 +18,7 @@
 
 #include <stddef.h>
 
-#include "gemma/common.h"  // Model
+#include "gemma/configs.h"  // ModelConfig
 #include "hwy/aligned_allocator.h"
 
 namespace gcpp {

ops/ops_test.cc

@@ -31,7 +31,7 @@
 #include <random>
 #include <vector>
 
-#include "gemma/common.h"
+#include "gemma/common.h"  // ChooseQueryScale
 #include "util/allocator.h"
 #include "util/basics.h"  // BF16
 #include "util/mat.h"     // RowVectorBatch

paligemma/paligemma_test.cc

@@ -19,7 +19,6 @@
 
 #include "compression/shared.h"
 #include "evals/benchmark_helper.h"
-#include "gemma/common.h"
 #include "gemma/configs.h"
 #include "gemma/gemma.h"
 #include "util/allocator.h"
@@ -27,11 +26,7 @@
 #include "hwy/tests/hwy_gtest.h"
 
 // This test can be run manually with the downloaded PaliGemma weights.
-// To run the test, pass the following flags:
+// It should pass for `paligemma-3b-mix-224` and `paligemma2-3b-pt-448`.
-// --model paligemma-224 --tokenizer <tokenizer_path> --weights <weights_path>
-// or just use the single-file weights file with --weights <weights_path>.
-// It should pass for the following models:
-// paligemma-3b-mix-224, paligemma2-3b-pt-448
 
 namespace gcpp {
 namespace {

util/mat.h

@@ -251,19 +251,11 @@ class MatPtrT : public MatPtr {
     HWY_ASSERT(IsPacked());
     return MakeSpan(Row(0), num_elements_);
   }
-
-  // For when a span of a single row is required. This also works if padded,
-  // but does not support `GetType() == kNUQ`, because that requires the use of
-  // offsets instead of a row pointer. Used by `gemma-inl.h` to decompress
-  // embeddings.
-  PackedSpan<const MatT> RowSpan(size_t row) const {
-    HWY_DASSERT(GetType() != Type::kNUQ);
-    return MakeConstSpan(Row(row), Cols());
-  }
 };
 
 // Calls `func` with a dynamic_cast of `MatPtr` to `MatPtrT<T>`, plus the
-// optional `args`.
+// optional `args`. Currently unused but may be used after we move toward
+// type-erased `WeightsPtrs`.
 template <class Func, typename... Args>
 decltype(auto) CallUpcasted(Type type, MatPtr* base, const Func& func,
                             Args&&... args) {

util/threading_context.h

@@ -118,6 +118,7 @@ class ThreadingContext2 {
   // changing the arguments between tests. Callers must again call `Get`
   // afterwards to obtain an instance. WARNING: must not be called concurrently
   // with other calls to `Get` and usages of its return value.
+  // Also useful to suppress memory leak warnings in tests.
   static void ThreadHostileInvalidate();
 
   explicit ThreadingContext2(PrivateToken);  // only called via `Get`.