Vamana index save/load to a stream using intermendiate temp directory.

include/svs/index/flat/flat.h

@@ -158,6 +158,11 @@ template <
     typename Ownership = OwnsMembers>
 class FlatIndex {
   public:
+    static constexpr bool supports_insertions = false;
+    static constexpr bool supports_deletions = false;
+    static constexpr bool supports_saving = true;
+    static constexpr bool needs_id_translation = false;
+
     using const_value_type = data::const_value_type_t<Data>;
 
     /// The type of the distance functor.

include/svs/lib/file.h

@@ -18,10 +18,12 @@
 
 // svs
 #include "svs/lib/exception.h"
+#include "svs/lib/uuid.h"
 
 // stl
 #include <filesystem>
 #include <fstream>
+#include <span>
 
 namespace svs::lib {
 
@@ -110,4 +112,232 @@ inline std::ifstream open_read(
     return std::ifstream(path, mode);
 }
 
+inline std::filesystem::path unique_temp_directory_path(const std::string& prefix) {
+    namespace fs = std::filesystem;
+    auto temp_dir = fs::temp_directory_path();
+    // Try up to 10 times to create a unique directory.
+    for (int i = 0; i < 10; ++i) {
+        auto dir = temp_dir / (prefix + "-" + svs::lib::UUID().str());
+        if (!fs::exists(dir)) {
+            return dir;
+        }
+        return dir;
+    }
+    throw ANNEXCEPTION("Could not create a unique temporary directory!");
+}
+
+// RAII helper to create and delete a temporary directory.
+struct UniqueTempDirectory {
+    std::filesystem::path path;
+
+    UniqueTempDirectory(const std::string& prefix)
+        : path{unique_temp_directory_path(prefix)} {
+        std::filesystem::create_directories(path);
+    }
+
+    ~UniqueTempDirectory() {
+        try {
+            std::filesystem::remove_all(path);
+        } catch (...) {
+            // Ignore errors.
+        }
+    }
+
+    std::filesystem::path get() const { return path; }
+    operator const std::filesystem::path&() const { return path; }
+};
+
+// Simple directory archiver to pack/unpack a directory to/from a stream.
+// Uses a simple custom binary format.
+// Not meant to be super efficient, just a simple way to serialize a directory
+// structure to a stream.
+struct DirectoryArchiver {
+    using size_type = uint64_t;
+
+    // TODO: Define CACHELINE_BYTES in a common place
+    // rather than duplicating it here and in prefetch.h
+    static constexpr auto CACHELINE_BYTES = 64;
+    static constexpr size_type magic_number = 0x5e2d58d9f3b4a6c1;
+
+    static size_type write_size(std::ostream& os, size_type size) {
+        os.write(reinterpret_cast<const char*>(&size), sizeof(size));
+        if (!os) {
+            throw ANNEXCEPTION("Error writing to stream!");
+        }
+        return sizeof(size);
+    }
+
+    static size_type read_size(std::istream& is, size_type& size) {
+        is.read(reinterpret_cast<char*>(&size), sizeof(size));
+        if (!is) {
+            throw ANNEXCEPTION("Error reading from stream!");
+        }
+        return sizeof(size);
+    }
+
+    static size_type write_name(std::ostream& os, const std::string& name) {
+        auto bytes = write_size(os, name.size());
+        os.write(name.data(), name.size());
+        if (!os) {
+            throw ANNEXCEPTION("Error writing to stream!");
+        }
+        return bytes + name.size();
+    }
+
+    static size_type read_name(std::istream& is, std::string& name) {
+        size_type size = 0;
+        auto bytes = read_size(is, size);
+        name.resize(size);
+        is.read(name.data(), size);
+        if (!is) {
+            throw ANNEXCEPTION("Error reading from stream!");
+        }
+        return bytes + size;
+    }
+
+    static size_type write_file(
+        std::ostream& stream,
+        const std::filesystem::path& path,
+        const std::filesystem::path& root
+    ) {
+        namespace fs = std::filesystem;
+        check_file(path, std::ios_base::in | std::ios_base::binary);
+
+        // Write the filename as a string.
+        std::string filename = fs::relative(path, root).string();
+        auto header_bytes = write_name(stream, filename);
+        if (!stream) {
+            throw ANNEXCEPTION("Error writing to stream!");
+        }
+
+        // Write the size of the file.
+        size_type filesize = fs::file_size(path);
+        header_bytes += write_size(stream, filesize);
+        if (!stream) {
+            throw ANNEXCEPTION("Error writing to stream!");
+        }
+
+        // Now write the actual file contents.
+        std::ifstream in(path, std::ios_base::in | std::ios_base::binary);
+        if (!in) {
+            throw ANNEXCEPTION("Error opening file {} for reading!", path);
+        }
+        stream << in.rdbuf();
+        if (!stream) {
+            throw ANNEXCEPTION("Error writing to stream!");
+        }
+
+        return header_bytes + filesize;
+    }
+
+    static size_type read_file(std::istream& stream, const std::filesystem::path& root) {
+        namespace fs = std::filesystem;
+
+        // Read the filename as a string.
+        std::string filename;
+        auto header_bytes = read_name(stream, filename);
+        if (!stream) {
+            throw ANNEXCEPTION("Error reading from stream!");
+        }
+
+        auto path = root / filename;
+        auto parent_dir = path.parent_path();
+        if (!fs::exists(parent_dir)) {
+            fs::create_directories(parent_dir);
+        } else if (!fs::is_directory(parent_dir)) {
+            throw ANNEXCEPTION("Path {} exists and is not a directory!", root);
+        }
+        check_file(path, std::ios_base::out | std::ios_base::binary);
+
+        // Read the size of the file.
+        std::uint64_t filesize = 0;
+        header_bytes += read_size(stream, filesize);
+        if (!stream) {
+            throw ANNEXCEPTION("Error reading from stream!");
+        }
+
+        // Now write the actual file contents.
+        std::ofstream out(path, std::ios_base::out | std::ios_base::binary);
+        if (!out) {
+            throw ANNEXCEPTION("Error opening file {} for writing!", path);
+        }
+
+        // Copy the data in chunks.
+        constexpr size_t buffer_size = 1 << 13; // 8KB buffer
+        alignas(CACHELINE_BYTES) char buffer[buffer_size];
+
+        size_t bytes_remaining = filesize;
+        while (bytes_remaining > 0) {
+            size_t to_read = std::min(buffer_size, bytes_remaining);
+            stream.read(buffer, to_read);
+            if (!stream) {
+                throw ANNEXCEPTION("Error reading from stream!");
+            }
+            out.write(buffer, to_read);
+            if (!out) {
+                throw ANNEXCEPTION("Error writing to file {}!", path);
+            }
+            bytes_remaining -= to_read;
+        }
+
+        return header_bytes + filesize;
+    }
+
+    static size_t pack(const std::filesystem::path& dir, std::ostream& stream) {
+        namespace fs = std::filesystem;
+        if (!fs::is_directory(dir)) {
+            throw ANNEXCEPTION("Path {} is not a directory!", dir);
+        }
+
+        auto total_bytes = write_size(stream, magic_number);
+
+        // Calculate the number of files in the directory.
+        uint64_t filesnum = std::count_if(
+            fs::recursive_directory_iterator{dir},
+            fs::recursive_directory_iterator{},
+            [&](const auto& entry) { return entry.is_regular_file(); }
+        );
+        total_bytes += write_size(stream, filesnum);
+
+        // Now serialize each file in the directory recursively.
+        for (const auto& entry : fs::recursive_directory_iterator{dir}) {
+            if (entry.is_regular_file()) {
+                total_bytes += write_file(stream, entry.path(), dir);
+            }
+            // Ignore other types of entries.
+        }
+
+        return total_bytes;
+    }
+
+    static size_t unpack(std::istream& stream, const std::filesystem::path& root) {
+        namespace fs = std::filesystem;
+
+        // Read and verify the magic number.
+        size_type magic = 0;
+        auto total_bytes = read_size(stream, magic);
+        if (magic != magic_number) {
+            throw ANNEXCEPTION("Invalid magic number in directory unpacking!");
+        }
+
+        size_type num_files = 0;
+        total_bytes += read_size(stream, num_files);
+        if (!stream) {
+            throw ANNEXCEPTION("Error reading from stream!");
+        }
+
+        if (!fs::exists(root)) {
+            fs::create_directories(root);
+        } else if (!fs::is_directory(root)) {
+            throw ANNEXCEPTION("Path {} exists and is not a directory!", root);
+        }
+
+        // Now deserialize each file in the directory.
+        for (size_type i = 0; i < num_files; ++i) {
+            total_bytes += read_file(stream, root);
+        }
+
+        return total_bytes;
+    }
+};
 } // namespace svs::lib

include/svs/orchestrators/dynamic_flat.h

@@ -58,6 +58,7 @@ class DynamicFlatInterface {
         const std::filesystem::path& config_directory,
         const std::filesystem::path& data_directory
     ) = 0;
+    virtual void save(std::ostream& stream) = 0;
 };
 
 template <lib::TypeList QueryTypes, typename Impl>
@@ -118,6 +119,21 @@ class DynamicFlatImpl
     ) override {
         impl().save(config_directory, data_directory);
     }
+
+    // Stream-based save implementation
+    void save(std::ostream& stream) override {
+        if constexpr (Impl::supports_saving) {
+            lib::UniqueTempDirectory tempdir{"svs_dynflat_save"};
+            const auto config_dir = tempdir.get() / "config";
+            const auto data_dir = tempdir.get() / "data";
+            std::filesystem::create_directories(config_dir);
+            std::filesystem::create_directories(data_dir);
+            save(config_dir, data_dir);
+            lib::DirectoryArchiver::pack(tempdir, stream);
+        } else {
+            throw ANNEXCEPTION("The current DynamicFlat backend doesn't support saving!");
+        }
+    }
 };
 
 // Forward Declarations.
@@ -253,6 +269,44 @@ class DynamicFlat : public manager::IndexManager<DynamicFlatInterface> {
         );
     }
 
+    // Assembly from stream
+    template <
+        manager::QueryTypeDefinition QueryTypes,
+        typename Data,
+        typename Distance,
+        typename ThreadPoolProto,
+        typename... DataLoaderArgs>
+    static DynamicFlat assemble(
+        std::istream& stream,
+        const Distance& distance,
+        ThreadPoolProto threadpool_proto,
+        DataLoaderArgs&&... data_args
+    ) {
+        namespace fs = std::filesystem;
+        lib::UniqueTempDirectory tempdir{"svs_dynflat_load"};
+        lib::DirectoryArchiver::unpack(stream, tempdir);
+
+        const auto config_path = tempdir.get() / "config";
+        if (!fs::is_directory(config_path)) {
+            throw ANNEXCEPTION(
+                "Invalid Dynamic Flat index archive: missing config directory!"
+            );
+        }
+
+        const auto data_path = tempdir.get() / "data";
+        if (!fs::is_directory(data_path)) {
+            throw ANNEXCEPTION("Invalid Dynamic Flat index archive: missing data directory!"
+            );
+        }
+
+        return assemble<QueryTypes>(
+            config_path,
+            lib::load_from_disk<Data>(data_path, SVS_FWD(data_args)...),
+            distance,
+            threads::as_threadpool(std::move(threadpool_proto))
+        );
+    }
+
     ///// Distance
     /// @brief Get the distance between a vector in the index and a query vector
     /// @tparam Query The query vector type

include/svs/orchestrators/dynamic_vamana.h

@@ -255,6 +255,8 @@ class DynamicVamana : public manager::IndexManager<DynamicVamanaInterface> {
         impl_->save(config_dir, graph_dir, data_dir);
     }
 
+    void save(std::ostream& stream) { impl_->save(stream); }
+
     /// Reconstruction
     void reconstruct_at(data::SimpleDataView<float> data, std::span<const uint64_t> ids) {
         impl_->reconstruct_at(data, ids);
@@ -340,6 +342,48 @@ class DynamicVamana : public manager::IndexManager<DynamicVamanaInterface> {
         );
     }
 
+    // Assembly from stream
+    template <
+        manager::QueryTypeDefinition QueryTypes,
+        typename Data,
+        typename Distance,
+        typename ThreadPoolProto,
+        typename... DataLoaderArgs>
+    static DynamicVamana assemble(
+        std::istream& stream,
+        const Distance& distance,
+        ThreadPoolProto threadpool_proto,
+        DataLoaderArgs&&... data_args
+    ) {
+        namespace fs = std::filesystem;
+        lib::UniqueTempDirectory tempdir{"svs_vamana_load"};
+        lib::DirectoryArchiver::unpack(stream, tempdir);
+
+        const auto config_path = tempdir.get() / "config";
+        if (!fs::is_directory(config_path)) {
+            throw ANNEXCEPTION("Invalid Vamana index archive: missing config directory!");
+        }
+
+        const auto graph_path = tempdir.get() / "graph";
+        if (!fs::is_directory(graph_path)) {
+            throw ANNEXCEPTION("Invalid Vamana index archive: missing graph directory!");
+        }
+
+        const auto data_path = tempdir.get() / "data";
+        if (!fs::is_directory(data_path)) {
+            throw ANNEXCEPTION("Invalid Vamana index archive: missing data directory!");
+        }
+
+        return assemble<QueryTypes>(
+            config_path,
+            svs::GraphLoader{graph_path},
+            lib::load_from_disk<Data>(data_path, SVS_FWD(data_args)...),
+            distance,
+            threads::as_threadpool(std::move(threadpool_proto)),
+            false
+        );
+    }
+
     /// @copydoc svs::Vamana::batch_iterator
     template <typename QueryType, size_t N>
     svs::VamanaIterator batch_iterator(