server : support slot save/restore with media inputs (#26640)
* server : save serialized image chunks at the end of the llama state * server : support multimodal slot state save/restore with packed payload * server : refine image slot state serialization * server : support media slot state and centralize media validation * server : remove unnecessary comment * server : remove defensive media checks and move the chunk type check to validate()
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@@ -13,6 +13,8 @@
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#include <sstream>
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#include <fstream>
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#include <limits>
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#include <cstring>
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#include <type_traits>
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json format_error_response(const std::string & message, const enum error_type type) {
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std::string type_str;
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@@ -235,6 +237,102 @@ static inline raw_buffer base64_decode(const std::string & encoded_string) {
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// server_tokens implementation
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//
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namespace {
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constexpr uint32_t SERVER_TOKENS_STATE_VERSION = 1;
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uint32_t server_tokens_state_u32(size_t value) {
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if (value > std::numeric_limits<uint32_t>::max()) {
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throw std::runtime_error("Server tokens state is too large");
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}
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return value;
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}
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class server_tokens_state_writer {
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public:
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template <typename T>
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void write(T value) {
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static_assert(std::is_trivially_copyable<T>::value, "T must be trivially copyable");
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const auto * ptr = reinterpret_cast<const char *>(&value);
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data.insert(data.end(), ptr, ptr + sizeof(value));
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}
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template <typename T>
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void write(const std::vector<T> & values) {
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static_assert(std::is_trivially_copyable<T>::value, "T must be trivially copyable");
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write(server_tokens_state_u32(values.size()));
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if (values.empty()) {
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return;
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}
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const auto * ptr = reinterpret_cast<const char *>(values.data());
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data.insert(data.end(), ptr, ptr + values.size() * sizeof(T));
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}
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void write_media_chunk(const mtmd_input_chunk * chunk) {
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size_t chunk_size = 0;
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if (mtmd_input_chunk_save(chunk, nullptr, 0, &chunk_size) != 0 || chunk_size == 0) {
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throw std::runtime_error("Cannot serialize media chunk in server tokens");
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}
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std::vector<char> chunk_data(server_tokens_state_u32(chunk_size));
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if (mtmd_input_chunk_save(chunk, chunk_data.data(), chunk_data.size(), nullptr) != 0) {
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throw std::runtime_error("Cannot serialize media chunk in server tokens");
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}
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write(chunk_data);
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}
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std::vector<char> take() {
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data.resize((data.size() + sizeof(llama_token) - 1) / sizeof(llama_token) * sizeof(llama_token), 0);
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return std::move(data);
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}
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private:
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std::vector<char> data;
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};
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class server_tokens_state_reader {
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public:
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server_tokens_state_reader(const char * data, size_t size) : data(data), size(size) {}
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template <typename T>
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T read() {
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static_assert(std::is_trivially_copyable<T>::value, "T must be trivially copyable");
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if (size - pos < sizeof(T)) {
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throw std::runtime_error("Unexpected end of server tokens state");
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}
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T value;
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std::memcpy(&value, data + pos, sizeof(value));
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pos += sizeof(value);
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return value;
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}
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template <typename T>
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std::vector<T> read_vector() {
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static_assert(std::is_trivially_copyable<T>::value, "T must be trivially copyable");
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const uint32_t n_values = read<uint32_t>();
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// reject before resizing, so that a small corrupted payload cannot request a huge allocation
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if (n_values > remaining() / sizeof(T)) {
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throw std::runtime_error("Unexpected end of server tokens state");
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}
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std::vector<T> values(n_values);
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if (n_values > 0) {
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std::memcpy(values.data(), data + pos, values.size() * sizeof(T));
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pos += values.size() * sizeof(T);
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}
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return values;
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}
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size_t remaining() const {
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return size - pos;
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}
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private:
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const char * data;
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size_t size;
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size_t pos = 0;
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};
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} // namespace
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server_tokens::server_tokens(mtmd::input_chunks & mtmd_chunks, bool has_mtmd) : has_mtmd(has_mtmd) {
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for (size_t i = 0; i < mtmd_chunks.size(); ++i) {
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push_back(mtmd_chunks[i]);
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@@ -408,6 +506,73 @@ const llama_tokens & server_tokens::get_tokens() const {
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return tokens;
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}
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std::vector<char> server_tokens::serialize() const {
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static_assert(sizeof(llama_token) == sizeof(uint32_t), "unexpected llama_token size");
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server_tokens_state_writer writer;
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writer.write((llama_token) LLAMA_TOKEN_NULL);
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writer.write(SERVER_TOKENS_STATE_VERSION);
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writer.write(tokens);
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std::vector<uint32_t> media_keys;
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media_keys.reserve(map_idx_to_media.size());
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for (const auto & item : map_idx_to_media) {
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media_keys.push_back(server_tokens_state_u32(item.first));
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}
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writer.write(media_keys);
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for (const auto & item : map_idx_to_media) {
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writer.write_media_chunk(item.second.get());
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}
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return writer.take();
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}
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server_tokens server_tokens::deserialize(const llama_tokens & packed, bool has_mtmd) {
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static_assert(sizeof(llama_token) == sizeof(uint32_t), "unexpected llama_token size");
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if (packed.empty() || packed[0] != LLAMA_TOKEN_NULL) {
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// plain token list, as written by older versions
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return server_tokens(packed, has_mtmd);
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}
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server_tokens_state_reader reader(reinterpret_cast<const char *>(packed.data()), packed.size() * sizeof(llama_token));
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reader.read<llama_token>(); // format marker
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if (reader.read<uint32_t>() != SERVER_TOKENS_STATE_VERSION) {
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throw std::runtime_error("Unsupported server tokens state version");
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}
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const llama_tokens tokens = reader.read_vector<llama_token>();
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// the media start indices, followed by the media chunks in the same order
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const std::vector<uint32_t> media_keys = reader.read_vector<uint32_t>();
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if (!media_keys.empty() && !has_mtmd) {
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throw std::runtime_error("Cannot restore media tokens without an mmproj");
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}
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server_tokens result(tokens, has_mtmd);
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for (const uint32_t key : media_keys) {
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const size_t start_idx = key;
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const std::vector<char> chunk_data = reader.read_vector<char>();
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if (chunk_data.empty()) {
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throw std::runtime_error("Cannot load media chunk from server tokens state");
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}
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mtmd::input_chunk_ptr chunk(mtmd_input_chunk_load(chunk_data.data(), chunk_data.size()));
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if (!chunk) {
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throw std::runtime_error("Cannot load media chunk from server tokens state");
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}
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result.map_idx_to_media[start_idx] = std::move(chunk);
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}
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if (reader.remaining() >= sizeof(llama_token)) {
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throw std::runtime_error("Trailing data in server tokens state");
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}
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return result;
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}
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llama_tokens server_tokens::get_text_tokens() const {
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llama_tokens res;
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res.reserve(tokens.size());
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@@ -530,14 +695,28 @@ bool server_tokens::validate(const struct llama_context * ctx) const {
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const llama_model * model = llama_get_model(ctx);
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const llama_vocab * vocab = llama_model_get_vocab(model);
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const int32_t n_vocab = llama_vocab_n_tokens(vocab);
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size_t n_media = 0;
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for (size_t i = 0; i < tokens.size(); ++i) {
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const auto & t = tokens[i];
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if (t == LLAMA_TOKEN_NULL) {
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try {
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const auto & chunk = find_chunk(i);
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size_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk.get());
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i += n_tokens - 1; // will be +1 by the for loop
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if (mtmd_input_chunk_get_type(chunk.get()) == MTMD_INPUT_CHUNK_TYPE_TEXT) {
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return false;
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}
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const size_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk.get());
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const llama_pos n_pos = mtmd_input_chunk_get_n_pos(chunk.get());
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if (n_tokens == 0 || n_pos <= 0 || n_tokens > tokens.size() - i) {
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return false;
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}
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for (size_t j = i; j < i + n_tokens; ++j) {
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if (tokens[j] != LLAMA_TOKEN_NULL) {
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return false;
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}
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}
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++n_media;
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i += n_tokens - 1;
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} catch (const std::exception & e) {
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return false;
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}
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@@ -545,7 +724,7 @@ bool server_tokens::validate(const struct llama_context * ctx) const {
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return false;
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}
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}
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return true;
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return n_media == map_idx_to_media.size();
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}
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server_tokens server_tokens::clone() const {
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